trainIRYolo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset  palo.yaml    README.md\t\tresize-set.py  trainIRYolo.ipynb\n",
      "LICENSE  raw_samples  requirements.txt\tresult\t       yolov5\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/gamer/Desktop/machine-learning/inpopalo-aim-augment/yolov5\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: (1) Create a W&B account\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: (2) Use an existing W&B account\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: (3) Don't visualize my results\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Enter your choice: (30 second timeout) \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: W&B disabled due to login timeout.\n",
      "usage: train.py [-h] [--weights WEIGHTS] [--cfg CFG] [--data DATA] [--hyp HYP]\n",
      "                [--epochs EPOCHS] [--batch-size BATCH_SIZE] [--imgsz IMGSZ]\n",
      "                [--rect] [--resume [RESUME]] [--nosave] [--noval]\n",
      "                [--noautoanchor] [--evolve [EVOLVE]] [--bucket BUCKET]\n",
      "                [--cache [CACHE]] [--image-weights] [--device DEVICE]\n",
      "                [--multi-scale] [--single-cls] [--optimizer {SGD,Adam,AdamW}]\n",
      "                [--sync-bn] [--workers WORKERS] [--project PROJECT]\n",
      "                [--name NAME] [--exist-ok] [--quad] [--linear-lr]\n",
      "                [--label-smoothing LABEL_SMOOTHING] [--patience PATIENCE]\n",
      "                [--freeze FREEZE [FREEZE ...]] [--save-period SAVE_PERIOD]\n",
      "                [--local_rank LOCAL_RANK] [--entity ENTITY]\n",
      "                [--upload_dataset [UPLOAD_DATASET]]\n",
      "                [--bbox_interval BBOX_INTERVAL]\n",
      "                [--artifact_alias ARTIFACT_ALIAS]\n",
      "\n",
      "optional arguments:\n",
      "  -h, --help            show this help message and exit\n",
      "  --weights WEIGHTS     initial weights path\n",
      "  --cfg CFG             model.yaml path\n",
      "  --data DATA           dataset.yaml path\n",
      "  --hyp HYP             hyperparameters path\n",
      "  --epochs EPOCHS\n",
      "  --batch-size BATCH_SIZE\n",
      "                        total batch size for all GPUs, -1 for autobatch\n",
      "  --imgsz IMGSZ, --img IMGSZ, --img-size IMGSZ\n",
      "                        train, val image size (pixels)\n",
      "  --rect                rectangular training\n",
      "  --resume [RESUME]     resume most recent training\n",
      "  --nosave              only save final checkpoint\n",
      "  --noval               only validate final epoch\n",
      "  --noautoanchor        disable AutoAnchor\n",
      "  --evolve [EVOLVE]     evolve hyperparameters for x generations\n",
      "  --bucket BUCKET       gsutil bucket\n",
      "  --cache [CACHE]       --cache images in \"ram\" (default) or \"disk\"\n",
      "  --image-weights       use weighted image selection for training\n",
      "  --device DEVICE       cuda device, i.e. 0 or 0,1,2,3 or cpu\n",
      "  --multi-scale         vary img-size +/- 50%\n",
      "  --single-cls          train multi-class data as single-class\n",
      "  --optimizer {SGD,Adam,AdamW}\n",
      "                        optimizer\n",
      "  --sync-bn             use SyncBatchNorm, only available in DDP mode\n",
      "  --workers WORKERS     max dataloader workers (per RANK in DDP mode)\n",
      "  --project PROJECT     save to project/name\n",
      "  --name NAME           save to project/name\n",
      "  --exist-ok            existing project/name ok, do not increment\n",
      "  --quad                quad dataloader\n",
      "  --linear-lr           linear LR\n",
      "  --label-smoothing LABEL_SMOOTHING\n",
      "                        Label smoothing epsilon\n",
      "  --patience PATIENCE   EarlyStopping patience (epochs without improvement)\n",
      "  --freeze FREEZE [FREEZE ...]\n",
      "                        Freeze layers: backbone=10, first3=0 1 2\n",
      "  --save-period SAVE_PERIOD\n",
      "                        Save checkpoint every x epochs (disabled if < 1)\n",
      "  --local_rank LOCAL_RANK\n",
      "                        DDP parameter, do not modify\n",
      "  --entity ENTITY       W&B: Entity\n",
      "  --upload_dataset [UPLOAD_DATASET]\n",
      "                        W&B: Upload data, \"val\" option\n",
      "  --bbox_interval BBOX_INTERVAL\n",
      "                        W&B: Set bounding-box image logging interval\n",
      "  --artifact_alias ARTIFACT_ALIAS\n",
      "                        W&B: Version of dataset artifact to use\n"
     ]
    }
   ],
   "source": [
    "%cd yolov5\n",
    "!python3 train.py --help"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: (1) Create a W&B account\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: (2) Use an existing W&B account\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: (3) Don't visualize my results\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Enter your choice: (30 second timeout) \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: W&B disabled due to login timeout.\n",
      "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5n6.pt, cfg=, data=../palo.yaml, hyp=data/hyps/hyp.scratch.yaml, epochs=300, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n",
      "\u001b[34m\u001b[1mgithub: \u001b[0mskipping check (not a git repository), for updates see https://github.com/ultralytics/yolov5\n",
      "YOLOv5 🚀 818c809 torch 1.10.2+cu102 CUDA:0 (NVIDIA GeForce GTX 1060 6GB, 6078MiB)\n",
      "\n",
      "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
      "\u001b[34m\u001b[1mWeights & Biases: \u001b[0mrun 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)\n",
      "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
      "Downloading https://github.com/ultralytics/yolov5/releases/download/v6.1/yolov5n6.pt to yolov5n6.pt...\n",
      "100%|██████████████████████████████████████| 6.86M/6.86M [00:03<00:00, 2.01MB/s]\n",
      "\n",
      "Overriding model.yaml nc=80 with nc=3\n",
      "\n",
      "                 from  n    params  module                                  arguments                     \n",
      "  0                -1  1      1760  models.common.Conv                      [3, 16, 6, 2, 2]              \n",
      "  1                -1  1      4672  models.common.Conv                      [16, 32, 3, 2]                \n",
      "  2                -1  1      4800  models.common.C3                        [32, 32, 1]                   \n",
      "  3                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
      "  4                -1  2     29184  models.common.C3                        [64, 64, 2]                   \n",
      "  5                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
      "  6                -1  3    156928  models.common.C3                        [128, 128, 3]                 \n",
      "  7                -1  1    221568  models.common.Conv                      [128, 192, 3, 2]              \n",
      "  8                -1  1    167040  models.common.C3                        [192, 192, 1]                 \n",
      "  9                -1  1    442880  models.common.Conv                      [192, 256, 3, 2]              \n",
      " 10                -1  1    296448  models.common.C3                        [256, 256, 1]                 \n",
      " 11                -1  1    164608  models.common.SPPF                      [256, 256, 5]                 \n",
      " 12                -1  1     49536  models.common.Conv                      [256, 192, 1, 1]              \n",
      " 13                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
      " 14           [-1, 8]  1         0  models.common.Concat                    [1]                           \n",
      " 15                -1  1    203904  models.common.C3                        [384, 192, 1, False]          \n",
      " 16                -1  1     24832  models.common.Conv                      [192, 128, 1, 1]              \n",
      " 17                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
      " 18           [-1, 6]  1         0  models.common.Concat                    [1]                           \n",
      " 19                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n",
      " 20                -1  1      8320  models.common.Conv                      [128, 64, 1, 1]               \n",
      " 21                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
      " 22           [-1, 4]  1         0  models.common.Concat                    [1]                           \n",
      " 23                -1  1     22912  models.common.C3                        [128, 64, 1, False]           \n",
      " 24                -1  1     36992  models.common.Conv                      [64, 64, 3, 2]                \n",
      " 25          [-1, 20]  1         0  models.common.Concat                    [1]                           \n",
      " 26                -1  1     74496  models.common.C3                        [128, 128, 1, False]          \n",
      " 27                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
      " 28          [-1, 16]  1         0  models.common.Concat                    [1]                           \n",
      " 29                -1  1    179328  models.common.C3                        [256, 192, 1, False]          \n",
      " 30                -1  1    332160  models.common.Conv                      [192, 192, 3, 2]              \n",
      " 31          [-1, 12]  1         0  models.common.Concat                    [1]                           \n",
      " 32                -1  1    329216  models.common.C3                        [384, 256, 1, False]          \n",
      " 33  [23, 26, 29, 32]  1     15456  models.yolo.Detect                      [3, [[19, 27, 44, 40, 38, 94], [96, 68, 86, 152, 180, 137], [140, 301, 303, 264, 238, 542], [436, 615, 739, 380, 925, 792]], [64, 128, 192, 256]]\n",
      "Model Summary: 355 layers, 3098176 parameters, 3098176 gradients, 4.3 GFLOPs\n",
      "\n",
      "Transferred 451/459 items from yolov5n6.pt\n",
      "Scaled weight_decay = 0.0005\n",
      "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD with parameter groups 75 weight (no decay), 79 weight, 79 bias\n",
      "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '/home/gamer/Desktop/machine-learning/inpopalo-aim-augment/datas\u001b[0m\n",
      "\u001b[34m\u001b[1mval: \u001b[0mScanning '/home/gamer/Desktop/machine-learning/inpopalo-aim-augment/dataset\u001b[0m\n",
      "Plotting labels to runs/train/exp3/labels.jpg... \n",
      "\n",
      "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.87 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
      "Image sizes 640 train, 640 val\n",
      "Using 8 dataloader workers\n",
      "Logging results to \u001b[1mruns/train/exp3\u001b[0m\n",
      "Starting training for 300 epochs...\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     0/299     1.17G    0.1235   0.04186   0.04364        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00235      0.162    0.00154   0.000307\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     1/299     1.35G    0.1257   0.04166   0.04165        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0018     0.0534    0.00113   0.000176\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     2/299     1.35G     0.125   0.03984   0.04503        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00188     0.0534    0.00103   0.000195\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     3/299     1.35G    0.1277   0.04288    0.0408        77       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00198     0.0534    0.00103   0.000213\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     4/299     1.35G    0.1284   0.04135   0.04277        80       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00202     0.0534    0.00103   0.000197\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     5/299     1.35G    0.1242    0.0378   0.04233        48       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0021     0.0534   0.000934   0.000189\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     6/299     1.35G    0.1248   0.03944   0.04125        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00222     0.0534    0.00094   0.000161\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     7/299     1.35G    0.1242   0.03835   0.04325        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00236     0.0534    0.00119   0.000251\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     8/299     1.35G    0.1246   0.04007   0.04395        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00246     0.0534    0.00107   0.000245\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "     9/299     1.35G     0.122   0.03867   0.04169        48       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00254     0.0534    0.00107   0.000247\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    10/299     1.35G    0.1224   0.03467   0.04224        36       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00259     0.0534    0.00107   0.000248\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    11/299     1.35G    0.1244   0.04078   0.04264        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00146     0.0278   0.000752   0.000194\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    12/299     1.35G    0.1228    0.0374    0.0414        77       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00147     0.0278   0.000752   0.000193\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    13/299     1.35G    0.1242   0.03563   0.04047        69       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00148     0.0278   0.000537   0.000139\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    14/299     1.35G    0.1219   0.03682   0.04253        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00151     0.0278   0.000537   0.000139\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    15/299     1.35G    0.1293   0.03235   0.04328        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00157     0.0278   0.000543   0.000129\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    16/299     1.35G    0.1253   0.03474   0.03959        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00168     0.0278   0.000552   0.000131\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    17/299     1.35G    0.1201   0.03217   0.04186        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00173     0.0278   0.000557   0.000155\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    18/299     1.35G     0.124    0.0327   0.03997        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0019     0.0278   0.000572   0.000159\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    19/299     1.35G    0.1224    0.0317   0.04113        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00208     0.0278   0.000583   0.000136\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    20/299     1.35G    0.1208   0.02933   0.04013        43       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00206     0.0278   0.000578   0.000142\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    21/299     1.35G    0.1187   0.02844   0.04102        35       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00221     0.0278   0.000812   0.000168\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    22/299     1.35G    0.1209   0.03288   0.03969        54       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00224     0.0278   0.000806   0.000167\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    23/299     1.35G    0.1185   0.03194   0.03904        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00222     0.0278   0.000801   0.000166\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    24/299     1.35G     0.118   0.03578   0.04057        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00212     0.0278   0.000901   0.000156\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    25/299     1.35G    0.1201   0.03112    0.0395        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00187     0.0278   0.000763   0.000152\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    26/299     1.35G    0.1187   0.03307     0.038        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00126     0.0278    0.00061   0.000153\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    27/299     1.35G    0.1168   0.03354   0.03958        71       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00113     0.0278   0.000736   0.000159\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    28/299     1.35G    0.1162   0.03142    0.0403        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0013     0.0812   0.000619   0.000122\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    29/299     1.35G    0.1168   0.03872   0.04077        85       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00142      0.162   0.000923   0.000166\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    30/299     1.35G    0.1166   0.03151   0.04231        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00141      0.162   0.000942   0.000155\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    31/299     1.35G    0.1173   0.02632   0.03836        45       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00222     0.0256    0.00108   0.000197\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    32/299     1.35G    0.1155   0.02829   0.03998        45       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00213     0.0256    0.00108   0.000172\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    33/299     1.35G    0.1119   0.03167   0.03954        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00205     0.0256   0.000915   0.000159\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    34/299     1.35G    0.1151    0.0335    0.0395        71       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.002     0.0256    0.00108   0.000172\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    35/299     1.35G    0.1133   0.03032   0.04067        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00193      0.162    0.00144   0.000241\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    36/299     1.35G    0.1163   0.03063   0.03834        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00197      0.162    0.00141   0.000298\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    37/299     1.35G    0.1149    0.0344   0.03802        77       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00166       0.19    0.00113   0.000263\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    38/299     1.35G    0.1092   0.03163   0.03769        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00147      0.162   0.000906    0.00022\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    39/299     1.35G    0.1129   0.02793    0.0363        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0012      0.135   0.000724   0.000164\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    40/299     1.35G    0.1078   0.03622   0.03651        80       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00103      0.107   0.000582   0.000108\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    41/299     1.35G    0.1113     0.032   0.03822        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00127      0.135   0.000743   0.000123\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    42/299     1.35G    0.1126   0.03544   0.03898        78       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00119      0.135   0.000728   0.000164\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    43/299     1.35G    0.1117   0.03118   0.03786        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0012      0.135   0.000729   8.41e-05\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    44/299     1.35G    0.1096   0.02718   0.03865        42       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00119      0.135   0.000737    8.5e-05\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    45/299     1.35G     0.107   0.02582   0.03825        37       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00119      0.135   0.000737   0.000149\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    46/299     1.35G    0.1078   0.02703   0.03872        48       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38   0.000911      0.109   0.000563    0.00012\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    47/299     1.35G    0.1031   0.03563   0.03724        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00154     0.0791   0.000829   0.000134\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    48/299     1.35G    0.1013   0.03422   0.03499        68       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00153      0.162    0.00098   0.000186\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    49/299     1.35G    0.1086   0.03167   0.03621        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00175       0.19    0.00122   0.000243\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    50/299     1.35G     0.102   0.03405   0.03644        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00154      0.162    0.00096    0.00025\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    51/299     1.35G    0.1058   0.03294   0.03581        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00177       0.19    0.00119   0.000361\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    52/299     1.35G    0.1123   0.02572   0.03872        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0018     0.0812    0.00117   0.000375\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    53/299     1.35G    0.1078    0.0361   0.03628        75       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00183     0.0812    0.00116   0.000379\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    54/299     1.35G    0.1052   0.03552   0.03685        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00233      0.109    0.00131   0.000411\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    55/299     1.35G   0.09611   0.02765   0.03474        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00253      0.107    0.00168   0.000353\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    56/299     1.35G    0.1035   0.03389   0.03528        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00259      0.244    0.00191   0.000348\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    57/299     1.35G   0.09702   0.02835   0.03378        44       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00256      0.107    0.00185   0.000372\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    58/299     1.35G    0.1004   0.03715   0.03556        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00278      0.218    0.00189   0.000361\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    59/299     1.35G    0.1069   0.03432   0.03546        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00281      0.218    0.00195   0.000453\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    60/299     1.35G   0.09464   0.02725   0.03435        39       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00264      0.192    0.00169   0.000348\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    61/299     1.35G   0.09654   0.03038   0.03482        48       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00265      0.192    0.00179   0.000308\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    62/299     1.35G   0.09872   0.03997   0.03447        72       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00309      0.192    0.00199    0.00039\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    63/299     1.35G   0.09843   0.02992   0.03292        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00237      0.165    0.00178   0.000423\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    64/299     1.35G   0.09854   0.03403   0.03292        71       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00282      0.192    0.00204   0.000455\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    65/299     1.35G   0.09559   0.03757   0.03441        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00276      0.192     0.0022   0.000511\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    66/299     1.35G   0.09997   0.03928   0.03502        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00274      0.139    0.00216   0.000486\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    67/299     1.35G   0.09865   0.03595   0.03423        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00349     0.0833    0.00258   0.000496\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    68/299     1.35G   0.09432   0.03434   0.03452        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00397     0.0833     0.0028   0.000545\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    69/299     1.35G   0.09213   0.03339    0.0328        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00427      0.137     0.0024   0.000496\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    70/299     1.35G    0.1014   0.03613   0.03526        68       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00398      0.139    0.00283   0.000662\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    71/299     1.35G   0.09463   0.03141   0.03265        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00447      0.139    0.00314   0.000732\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    72/299     1.35G   0.09965   0.04589    0.0333        98       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0045      0.139    0.00325   0.000568\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    73/299     1.35G   0.09329   0.04446   0.03361        84       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00488      0.111    0.00337   0.000713\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    74/299     1.35G   0.09176   0.04052   0.03133        75       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00863     0.0833    0.00469    0.00122\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    75/299     1.35G   0.09297   0.03421   0.03556        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00878     0.0833    0.00534    0.00127\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    76/299     1.35G   0.08951   0.03972   0.03278        69       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0124     0.0833    0.00666    0.00139\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    77/299     1.35G   0.08929   0.03535   0.03337        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0119     0.0833    0.00652    0.00138\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    78/299     1.35G   0.09114   0.03221   0.02961        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0121     0.0833    0.00652    0.00142\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    79/299     1.35G    0.0844   0.03988   0.03318        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0151     0.0556    0.00811    0.00131\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    80/299     1.35G   0.08866   0.03492   0.03349        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38    0.00803      0.139    0.00567    0.00119\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    81/299     1.35G   0.08579   0.03707   0.03257        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0222     0.0556    0.00931    0.00296\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    82/299     1.35G   0.08594   0.03932   0.03192        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0301     0.0556     0.0108    0.00269\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    83/299     1.35G   0.09071   0.03188   0.03375        46       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0143     0.0833      0.009    0.00259\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    84/299     1.35G   0.09067   0.03645   0.03499        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0153     0.0556    0.00824    0.00219\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    85/299     1.35G   0.08425   0.04014   0.03223        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0279     0.0833      0.014    0.00357\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    86/299     1.35G   0.08675   0.03387   0.03301        70       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0311     0.0833     0.0192    0.00411\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    87/299     1.35G   0.08643   0.03948   0.03341        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0196      0.167     0.0129     0.0027\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    88/299     1.35G   0.08653   0.03927   0.03148        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0279      0.139     0.0152    0.00318\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    89/299     1.35G    0.0799     0.038   0.03221        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0372      0.139     0.0237    0.00679\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    90/299     1.35G   0.08242   0.04449   0.03525        80       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0235     0.0833     0.0113    0.00257\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    91/299     1.35G   0.08732   0.03171   0.03389        47       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0225     0.0833     0.0133     0.0028\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    92/299     1.35G    0.0836   0.04813   0.03077        80       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0259      0.111     0.0159    0.00381\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    93/299     1.35G   0.08769   0.02886   0.03392        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0345      0.139       0.02    0.00463\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    94/299     1.35G   0.08218   0.04106   0.03054        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0343      0.167     0.0215    0.00739\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    95/299     1.35G   0.08411   0.04374   0.03049        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0343      0.167     0.0214    0.00587\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    96/299     1.35G    0.0771   0.03531   0.03194        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.035      0.167     0.0229    0.00664\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    97/299     1.35G   0.07562   0.03492   0.03184        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0827     0.0833     0.0316    0.00642\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    98/299     1.35G   0.08239   0.04502   0.03244        74       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0494     0.0556     0.0234    0.00496\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "    99/299     1.35G   0.07309   0.04356   0.02868        72       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0534     0.0556     0.0235     0.0051\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   100/299     1.35G    0.0761   0.03335   0.02957        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.437     0.0506     0.0344    0.00633\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   101/299     1.35G   0.07584   0.03536   0.03169        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0388      0.167     0.0253    0.00576\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   102/299     1.35G    0.0796   0.04485   0.03299        79       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0352      0.192     0.0242      0.007\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   103/299     1.35G   0.07309    0.0323   0.02981        48       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0431      0.161     0.0378    0.00821\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   104/299     1.35G   0.07926    0.0368   0.02897        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0484      0.139     0.0399    0.00667\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   105/299     1.35G   0.07304    0.0277   0.03319        31       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0478      0.167     0.0531     0.0142\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   106/299     1.35G   0.07652    0.0389   0.03313        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0476      0.167     0.0567    0.00979\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   107/299     1.35G   0.07287   0.03773   0.03053        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0272      0.128     0.0168    0.00488\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   108/299     1.35G   0.07836   0.04005   0.03105        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0572     0.0833     0.0279    0.00758\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   109/299     1.35G   0.07471   0.02974   0.03153        42       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0949      0.111     0.0567     0.0132\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   110/299     1.35G   0.07838   0.03944   0.03066        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0862      0.155     0.0499     0.0128\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   111/299     1.35G   0.07774   0.04318   0.02961        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0744      0.167     0.0464     0.0122\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   112/299     1.35G   0.07391   0.04066    0.0293        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.439      0.111     0.0635     0.0165\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   113/299     1.35G    0.0714   0.04647    0.0313        69       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0624      0.111      0.032     0.0117\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   114/299     1.35G   0.07475   0.03382   0.02995        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0901      0.134     0.0566      0.011\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   115/299     1.35G    0.0831   0.03886   0.02932        75       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0967      0.167     0.0675     0.0207\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   116/299     1.35G   0.07266   0.04566   0.02778        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0992      0.167     0.0622     0.0114\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   117/299     1.35G   0.07418   0.03797   0.03117        54       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0967      0.167     0.0556     0.0149\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   118/299     1.35G   0.07167    0.0393   0.02986        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.105      0.167     0.0817     0.0228\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   119/299     1.35G   0.07234   0.03105   0.02896        47       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0778      0.136     0.0545     0.0131\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   120/299     1.35G   0.07414   0.03188   0.03197        43       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.104      0.111     0.0576     0.0105\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   121/299     1.35G   0.07476   0.04827    0.0287        90       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.117      0.111     0.0663      0.018\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   122/299     1.35G   0.07953   0.03688   0.03159        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.161      0.139      0.103     0.0223\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   123/299     1.35G   0.07509    0.0497   0.02838        77       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0996      0.167     0.0607     0.0166\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   124/299     1.35G   0.06965   0.03613   0.03118        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.466      0.139     0.0754     0.0222\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   125/299     1.35G   0.06816   0.04272   0.02929        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.472      0.139     0.0855     0.0263\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   126/299     1.35G    0.0695   0.04482   0.02758        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.499      0.138      0.086     0.0319\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   127/299     1.35G   0.07077   0.03694   0.02953        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.498      0.136     0.0938     0.0179\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   128/299     1.35G   0.07584   0.04855   0.02855        74       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.105      0.188     0.0607     0.0106\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   129/299     1.35G   0.07261   0.04819    0.0288        78       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.817      0.139     0.0988      0.014\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   130/299     1.35G   0.07131    0.0415   0.02788        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.815      0.139     0.0973     0.0151\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   131/299     1.35G   0.06797   0.03826   0.02883        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.805      0.139      0.107     0.0269\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   132/299     1.35G   0.07177    0.0396   0.03011        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.851      0.138      0.114     0.0265\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   133/299     1.35G   0.07247   0.03881   0.03098        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.437      0.139     0.0724     0.0216\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   134/299     1.35G    0.0666   0.04446   0.03283        71       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.466      0.167     0.0883     0.0184\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   135/299     1.35G   0.07497   0.03576   0.03083        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.444      0.139     0.0772     0.0175\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   136/299     1.35G   0.06813   0.03776   0.02803        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.805      0.138     0.0899     0.0182\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   137/299     1.35G   0.06832   0.03347   0.02968        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.817      0.139     0.0977     0.0198\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   138/299     1.35G   0.06584   0.03521   0.02676        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.124      0.167     0.0811     0.0133\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   139/299     1.35G    0.0678   0.04314    0.0269        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.856      0.111      0.114     0.0252\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   140/299     1.35G   0.07128      0.03   0.03114        43       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.123      0.167      0.116     0.0244\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   141/299     1.35G   0.06675   0.03472   0.02695        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.14      0.167      0.133     0.0233\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   142/299     1.35G     0.065   0.04032   0.03413        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0863      0.139     0.0623    0.00978\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   143/299     1.35G     0.071   0.03737   0.02807        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38     0.0731      0.139     0.0523      0.009\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   144/299     1.35G   0.06788   0.03801   0.02879        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.066       0.26     0.0565    0.00974\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   145/299     1.35G   0.06718   0.04372   0.02833        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.427      0.167      0.112     0.0177\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   146/299     1.35G   0.06488   0.03871   0.02898        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38        0.5      0.138      0.133     0.0278\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   147/299     1.35G   0.06418   0.03853   0.02731        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.457      0.167      0.117     0.0306\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   148/299     1.35G   0.07046   0.02999   0.03147        47       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38        0.5      0.139       0.12     0.0321\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   149/299     1.35G   0.07042   0.03203    0.0289        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.498      0.136      0.142     0.0223\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   150/299     1.35G   0.06387   0.04638    0.0279        71       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.483      0.137      0.133     0.0304\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   151/299     1.35G   0.06296    0.0329   0.02775        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.495      0.139      0.147     0.0385\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   152/299     1.35G   0.06688   0.04234   0.02729        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.485      0.139      0.141     0.0369\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   153/299     1.35G   0.07305   0.03086   0.03045        47       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38        0.5      0.139       0.15     0.0515\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   154/299     1.35G   0.06356   0.04464   0.02974        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.498      0.136      0.154     0.0477\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   155/299     1.35G    0.0632     0.057   0.02774        83       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.498      0.139      0.155     0.0531\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   156/299     1.35G   0.07366   0.04145   0.02856        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.476      0.165      0.156     0.0473\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   157/299     1.35G   0.06425   0.03543    0.0253        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.539      0.139      0.164     0.0283\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   158/299     1.35G   0.06751   0.03197   0.02624        54       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.445      0.244       0.14     0.0323\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   159/299     1.35G   0.06444   0.03809   0.02808        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.463      0.244      0.144     0.0402\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   160/299     1.35G   0.06919   0.03114   0.03009        54       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.448      0.216      0.109     0.0306\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   161/299     1.35G   0.06437    0.0382   0.02816        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.45      0.216      0.105     0.0366\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   162/299     1.35G   0.06403   0.03666   0.02715        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.12      0.323      0.148     0.0599\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   163/299     1.35G   0.06224   0.03573   0.02821        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.493      0.244      0.144     0.0676\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   164/299     1.35G   0.05885   0.04428   0.02506        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.484      0.218      0.161     0.0628\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   165/299     1.35G    0.0621   0.03556    0.0275        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.458      0.192      0.148     0.0541\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   166/299     1.35G   0.06444   0.03646   0.02793        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.476      0.218      0.147     0.0453\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   167/299     1.35G     0.063   0.03467   0.02753        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.476      0.218      0.147     0.0453\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   168/299     1.35G   0.06316   0.03968   0.02684        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.511      0.111      0.142     0.0448\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   169/299     1.35G   0.06128   0.03461   0.02579        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.511      0.111      0.142     0.0448\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   170/299     1.35G   0.06241   0.04575   0.03003        74       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.453      0.165      0.135     0.0491\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   171/299     1.35G   0.06253   0.03934   0.02885        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.453      0.165      0.135     0.0491\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   172/299     1.35G   0.06151   0.04254   0.02443        74       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.467       0.19      0.129     0.0486\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   173/299     1.35G   0.06552   0.04201   0.02693        72       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.467       0.19      0.129     0.0486\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   174/299     1.35G    0.0634   0.03703   0.02698        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.505      0.216      0.141     0.0528\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   175/299     1.35G    0.0666   0.04203   0.02812        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.505      0.216      0.141     0.0528\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   176/299     1.35G   0.06342   0.03326    0.0267        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.509      0.216      0.144     0.0716\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   177/299     1.35G   0.06702   0.04179   0.02712        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.509      0.216      0.144     0.0716\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   178/299     1.35G   0.06176    0.0393   0.02657        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.511      0.291      0.165     0.0634\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   179/299     1.35G   0.06392    0.0481   0.02771        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.511      0.291      0.165     0.0634\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   180/299     1.35G   0.06318    0.0351   0.02845        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535       0.24      0.159     0.0519\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   181/299     1.35G   0.06342   0.03883   0.02689        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535       0.24      0.159     0.0519\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   182/299     1.35G   0.06418   0.04386   0.02637        71       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.477      0.244       0.14     0.0516\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   183/299     1.35G   0.06359   0.03664   0.02799        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.477      0.244       0.14     0.0516\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   184/299     1.35G   0.06207   0.04324   0.02769        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.213      0.153     0.0505\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   185/299     1.35G   0.06014   0.04666   0.02595        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.213      0.153     0.0505\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   186/299     1.35G   0.05957   0.04579   0.02369        82       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.515       0.19      0.147     0.0563\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   187/299     1.35G   0.06618   0.04836   0.02699        87       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.515       0.19      0.147     0.0563\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   188/299     1.35G   0.05727   0.03119   0.02593        38       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.507      0.269      0.159     0.0598\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   189/299     1.35G   0.06342   0.03262   0.02606        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.507      0.269      0.159     0.0598\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   190/299     1.35G   0.06481   0.04444   0.02699        78       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.512      0.241       0.17       0.06\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   191/299     1.35G   0.06193   0.03913   0.02764        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.512      0.241       0.17       0.06\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   192/299     1.35G   0.05908   0.04575   0.02433        79       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.498      0.269       0.16     0.0536\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   193/299     1.35G   0.06655   0.04356    0.0275        72       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.498      0.269       0.16     0.0536\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   194/299     1.35G   0.06496   0.03894    0.0247        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.491       0.26      0.156     0.0551\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   195/299     1.35G    0.0615   0.03956   0.02808        69       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.491       0.26      0.156     0.0551\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   196/299     1.35G    0.0663   0.03884   0.02628        80       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.505      0.269      0.168     0.0508\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   197/299     1.35G   0.06647   0.03734   0.02534        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.505      0.269      0.168     0.0508\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   198/299     1.35G   0.05664   0.03734   0.02647        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.525      0.263      0.173     0.0586\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   199/299     1.35G   0.05996   0.03705    0.0259        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.525      0.263      0.173     0.0586\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   200/299     1.35G   0.05981   0.03287     0.027        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.522      0.269      0.185     0.0821\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   201/299     1.35G   0.06354   0.02826    0.0282        44       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.522      0.269      0.185     0.0821\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   202/299     1.35G   0.06187   0.03704   0.02592        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.269      0.197     0.0726\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   203/299     1.35G   0.05948   0.03441   0.02597        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.269      0.197     0.0726\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   204/299     1.35G   0.06221   0.04163   0.02529        74       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.269      0.196      0.076\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   205/299     1.35G   0.05961   0.04084   0.02622        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.269      0.196      0.076\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   206/299     1.35G   0.05626   0.03998   0.02453        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.511      0.269       0.19     0.0715\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   207/299     1.35G   0.06181   0.03809   0.02507        68       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.511      0.269       0.19     0.0715\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   208/299     1.35G   0.06408    0.0281   0.02735        49       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.518      0.269      0.188      0.067\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   209/299     1.35G   0.05973   0.03154   0.02857        43       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.518      0.269      0.188      0.067\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   210/299     1.35G   0.05925   0.02687   0.02705        40       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.269      0.197     0.0742\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   211/299     1.35G   0.06441   0.03464   0.02489        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.269      0.197     0.0742\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   212/299     1.35G   0.06166   0.03211   0.02621        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.555      0.269      0.186     0.0802\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   213/299     1.35G   0.05461     0.029   0.02678        37       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.555      0.269      0.186     0.0802\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   214/299     1.35G   0.06357   0.03937   0.02761        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.269      0.186     0.0773\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   215/299     1.35G    0.0638   0.04242    0.0248        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.269      0.186     0.0773\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   216/299     1.35G   0.06055   0.02914   0.02916        49       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.244      0.182       0.08\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   217/299     1.35G   0.06018   0.03963   0.02563        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.244      0.182       0.08\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   218/299     1.35G   0.06099    0.0494   0.02464        79       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.544      0.269      0.188     0.0726\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   219/299     1.35G   0.06701   0.02486   0.03097        41       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.544      0.269      0.188     0.0726\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   220/299     1.35G   0.05682   0.03196   0.02623        51       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.546      0.269      0.182     0.0711\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   221/299     1.35G   0.05799   0.04159   0.02498        82       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.546      0.269      0.182     0.0711\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   222/299     1.35G   0.06066   0.03851   0.02789        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.269      0.175     0.0639\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   223/299     1.35G   0.06356   0.02947   0.02784        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.269      0.175     0.0639\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   224/299     1.35G   0.05718   0.03887   0.02412        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.265      0.187     0.0666\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   225/299     1.35G     0.061   0.03951   0.02602        70       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.532      0.265      0.187     0.0666\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   226/299     1.35G   0.05851   0.02993   0.02617        48       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.523      0.263      0.187      0.059\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   227/299     1.35G   0.05975   0.03619   0.02665        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.523      0.263      0.187      0.059\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   228/299     1.35G   0.06192   0.03879   0.02531        70       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.269      0.188     0.0626\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   229/299     1.35G   0.05589   0.03541   0.02523        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.269      0.188     0.0626\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   230/299     1.35G   0.05897   0.03115   0.02833        45       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.537      0.269      0.191     0.0658\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   231/299     1.35G   0.06109   0.03228   0.02614        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.537      0.269      0.191     0.0658\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   232/299     1.35G   0.06016   0.04666   0.03036        76       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.269      0.191     0.0643\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   233/299     1.35G    0.0566   0.03127   0.02523        38       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.535      0.269      0.191     0.0643\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   234/299     1.35G   0.05976   0.03926   0.02361        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.558      0.263      0.204     0.0689\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   235/299     1.35G   0.06009    0.0371   0.02655        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.558      0.263      0.204     0.0689\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   236/299     1.35G   0.06145   0.02672   0.02725        41       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.543      0.269      0.198     0.0731\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   237/299     1.35G   0.05917   0.02765   0.02575        40       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.543      0.269      0.198     0.0731\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   238/299     1.35G    0.0614   0.03705   0.02582        76       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.269      0.192     0.0635\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   239/299     1.35G   0.05821   0.03996   0.02603        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.269      0.192     0.0635\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   240/299     1.35G    0.0605   0.03064   0.02488        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.549      0.269        0.2     0.0681\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   241/299     1.35G   0.06227   0.04228   0.02277        85       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.549      0.269        0.2     0.0681\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   242/299     1.35G   0.06496   0.03348   0.02687        53       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.536      0.266      0.197     0.0682\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   243/299     1.35G   0.06117   0.04258   0.02721        75       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.536      0.266      0.197     0.0682\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   244/299     1.35G   0.06094   0.04325   0.02508        73       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.528      0.295      0.199     0.0684\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   245/299     1.35G   0.05355   0.03855   0.02294        54       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.528      0.295      0.199     0.0684\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   246/299     1.35G   0.06201   0.03857   0.02545        66       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.54      0.269        0.2     0.0634\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   247/299     1.35G   0.05408   0.03908   0.02226        67       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.54      0.269        0.2     0.0634\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   248/299     1.35G   0.05732   0.04271   0.02461        72       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.556      0.269      0.205     0.0687\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   249/299     1.35G   0.05898   0.03916   0.02549        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.556      0.269      0.205     0.0687\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   250/299     1.35G   0.06032   0.04129   0.02517        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.551      0.267      0.206     0.0598\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   251/299     1.35G   0.05608    0.0345   0.02904        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.551      0.267      0.206     0.0598\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   252/299     1.35G   0.06226   0.03711   0.02532        63       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.542      0.267      0.206     0.0674\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   253/299     1.35G   0.05814   0.03404   0.02424        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.542      0.267      0.206     0.0674\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   254/299     1.35G   0.06582   0.04762    0.0246        91       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.552      0.269      0.208     0.0626\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   255/299     1.35G   0.06334   0.02733   0.02716        49       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.552      0.269      0.208     0.0626\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   256/299     1.35G   0.06171   0.03607   0.02482        65       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.55      0.292      0.215     0.0746\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   257/299     1.35G   0.06014   0.04333   0.02607        76       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.55      0.292      0.215     0.0746\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   258/299     1.35G   0.05785   0.03383   0.02529        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.579      0.269      0.234     0.0776\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   259/299     1.35G   0.06126   0.03285   0.02433        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.579      0.269      0.234     0.0776\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   260/299     1.35G   0.06044    0.0437   0.02544        72       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.563      0.295       0.24     0.0853\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   261/299     1.35G    0.0579   0.02854   0.02422        38       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.563      0.295       0.24     0.0853\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   262/299     1.35G   0.06147   0.03614    0.0283        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.562      0.295      0.245     0.0868\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   263/299     1.35G   0.05607   0.03201   0.02558        43       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.562      0.295      0.245     0.0868\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   264/299     1.35G   0.05325    0.0304    0.0251        39       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.565      0.295      0.242     0.0851\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   265/299     1.35G   0.05762   0.03797   0.02414        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.565      0.295      0.242     0.0851\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   266/299     1.35G    0.0594   0.03965   0.02561        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.571       0.29      0.249     0.0846\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   267/299     1.35G   0.06067   0.03105   0.02691        49       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.571       0.29      0.249     0.0846\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   268/299     1.35G   0.05775   0.03422   0.02564        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.565      0.295      0.244     0.0909\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   269/299     1.35G   0.06226   0.03755   0.02661        71       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.565      0.295      0.244     0.0909\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   270/299     1.35G   0.05827   0.03976   0.02622        70       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.583      0.269      0.245     0.0894\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   271/299     1.35G   0.04653   0.03817   0.02089        68       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.583      0.269      0.245     0.0894\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   272/299     1.35G   0.05725    0.0361   0.02451        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.597      0.295      0.254     0.0873\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   273/299     1.35G   0.05565   0.03663   0.02526        56       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.597      0.295      0.254     0.0873\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   274/299     1.35G   0.06318   0.04117   0.02381        76       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.59      0.295      0.232     0.0768\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   275/299     1.35G   0.05885   0.03402   0.02268        54       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38       0.59      0.295      0.232     0.0768\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   276/299     1.35G   0.06385    0.0295   0.02614        58       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.582      0.295      0.224     0.0741\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   277/299     1.35G   0.05727   0.03532   0.02561        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.582      0.295      0.224     0.0741\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   278/299     1.35G   0.05552   0.03487   0.02247        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.582      0.295      0.231     0.0726\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   279/299     1.35G   0.06476   0.02913   0.02794        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.582      0.295      0.231     0.0726\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   280/299     1.35G   0.05538     0.033   0.02464        50       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.571      0.295      0.235     0.0823\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   281/299     1.35G   0.05969   0.04047   0.02619        78       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.571      0.295      0.235     0.0823\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   282/299     1.35G   0.06069   0.04072   0.02664        75       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.569      0.295      0.238     0.0867\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   283/299     1.35G   0.05785   0.04013   0.02618        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.569      0.295      0.238     0.0867\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   284/299     1.35G   0.05871   0.04144   0.02679        69       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.294      0.234     0.0827\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   285/299     1.35G   0.05788   0.03388   0.02446        62       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.545      0.294      0.234     0.0827\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   286/299     1.35G   0.05668   0.03473   0.02381        59       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.555      0.294      0.239     0.0864\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   287/299     1.35G   0.05582   0.04048   0.02247        74       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.555      0.294      0.239     0.0864\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   288/299     1.35G   0.05976   0.03218   0.02487        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.556      0.295      0.237     0.0908\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   289/299     1.35G   0.05785   0.02885   0.02555        45       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.556      0.295      0.237     0.0908\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   290/299     1.35G   0.06122    0.0348    0.0264        61       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.569      0.295      0.245     0.0865\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   291/299     1.35G   0.05918   0.03349   0.02714        60       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.569      0.295      0.245     0.0865\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   292/299     1.35G   0.05699   0.03429   0.02529        64       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.549      0.295      0.239     0.0801\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   293/299     1.35G   0.05557    0.0338   0.02545        57       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.549      0.295      0.239     0.0801\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   294/299     1.35G   0.05589   0.03306   0.02558        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.544      0.294      0.239     0.0802\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   295/299     1.35G   0.05807     0.028   0.02442        45       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.544      0.294      0.239     0.0802\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   296/299     1.35G   0.05896   0.02546   0.02722        39       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.567      0.295      0.242     0.0903\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   297/299     1.35G   0.05689   0.03358   0.02456        55       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.567      0.295      0.242     0.0903\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   298/299     1.35G      0.06    0.0428   0.02676        86       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.556      0.295      0.241     0.0933\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "   299/299     1.35G    0.0578   0.03076    0.0251        52       640: 100%|███\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.556      0.295      0.241     0.0933\n",
      "\n",
      "300 epochs completed in 0.053 hours.\n",
      "Optimizer stripped from runs/train/exp3/weights/last.pt, 6.6MB\n",
      "Optimizer stripped from runs/train/exp3/weights/best.pt, 6.6MB\n",
      "\n",
      "Validating runs/train/exp3/weights/best.pt...\n",
      "Fusing layers... \n",
      "Model Summary: 280 layers, 3091120 parameters, 0 gradients, 4.3 GFLOPs\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all         12         38      0.562      0.295      0.241     0.0936\n",
      "                head         12         13          1          0     0.0265    0.00524\n",
      "                body         12         13      0.277      0.385      0.185     0.0342\n",
      "                feet         12         12      0.408        0.5      0.513      0.241\n",
      "Results saved to \u001b[1mruns/train/exp3\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!python3 train.py --weights yolov5n6.pt --epochs 300 --data ../palo.yaml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mexport: \u001b[0mdata=../palo.yaml, weights=['runs/train/exp3/weights/last.pt'], imgsz=[1280], batch_size=1, device=cpu, half=False, inplace=False, train=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=12, verbose=False, workspace=4, nms=False, agnostic_nms=False, topk_per_class=100, topk_all=100, iou_thres=0.45, conf_thres=0.25, include=['openvino']\n",
      "YOLOv5 🚀 818c809 torch 1.10.2+cu102 CPU\n",
      "\n",
      "Fusing layers... \n",
      "Model Summary: 280 layers, 3091120 parameters, 0 gradients, 4.3 GFLOPs\n",
      "\n",
      "\u001b[34m\u001b[1mPyTorch:\u001b[0m starting from runs/train/exp3/weights/last.pt with output shape (1, 102000, 8) (6.6 MB)\n",
      "\n",
      "\u001b[34m\u001b[1mONNX:\u001b[0m starting export with onnx 1.11.0...\n",
      "\u001b[34m\u001b[1mONNX:\u001b[0m export success, saved as runs/train/exp3/weights/last.onnx (14.0 MB)\n",
      "\u001b[31m\u001b[1mrequirements:\u001b[0m openvino-dev not found and is required by YOLOv5, attempting auto-update...\n",
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "tensorflow 2.8.0 requires numpy>=1.20, but you have numpy 1.19.5 which is incompatible.\u001b[0m\n",
      "Requirement already satisfied: openvino-dev in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (2021.4.2)\n",
      "Requirement already satisfied: addict>=2.4.0 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (2.4.0)\n",
      "Requirement already satisfied: openvino==2021.4.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (2021.4.2)\n",
      "Requirement already satisfied: progress>=1.5 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.6)\n",
      "Requirement already satisfied: yamlloader>=0.5 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.1.0)\n",
      "Requirement already satisfied: pandas~=1.1.5 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.1.5)\n",
      "Requirement already satisfied: PyYAML>=5.4.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (6.0)\n",
      "Requirement already satisfied: fast-ctc-decode>=0.2.5 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.3.0)\n",
      "Requirement already satisfied: requests>=2.25.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (2.25.1)\n",
      "Requirement already satisfied: opencv-python==4.5.* in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (4.5.5.62)\n",
      "Requirement already satisfied: nibabel>=3.2.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (3.2.2)\n",
      "Requirement already satisfied: nltk>=3.5 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (3.7)\n",
      "Requirement already satisfied: sentencepiece>=0.1.95 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.1.96)\n",
      "Requirement already satisfied: shapely>=1.7.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.8.1.post1)\n",
      "Collecting numpy<1.20,>=1.16.6\n",
      "  Using cached numpy-1.19.5-cp39-cp39-manylinux2010_x86_64.whl (14.9 MB)\n",
      "Requirement already satisfied: scikit-image>=0.17.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.19.2)\n",
      "Requirement already satisfied: editdistance>=0.5.3 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.6.0)\n",
      "Requirement already satisfied: scikit-learn>=0.24.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.0.2)\n",
      "Requirement already satisfied: pillow>=8.1.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (8.4.0)\n",
      "Requirement already satisfied: rawpy>=0.16.0 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.17.0)\n",
      "Requirement already satisfied: networkx~=2.5 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (2.6.3)\n",
      "Requirement already satisfied: parasail>=1.2.4 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.2.4)\n",
      "Requirement already satisfied: tokenizers>=0.10.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.11.5)\n",
      "Requirement already satisfied: texttable~=1.6.3 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.6.4)\n",
      "Requirement already satisfied: scipy~=1.5.4 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (1.5.4)\n",
      "Requirement already satisfied: defusedxml>=0.7.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.7.1)\n",
      "Requirement already satisfied: pydicom>=2.1.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (2.2.2)\n",
      "Requirement already satisfied: hyperopt~=0.1.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.1.2)\n",
      "Requirement already satisfied: jstyleson~=0.0.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (0.0.2)\n",
      "Requirement already satisfied: py-cpuinfo>=7.0.0 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (8.0.0)\n",
      "Requirement already satisfied: tqdm>=4.54.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from openvino-dev) (4.62.3)\n",
      "Requirement already satisfied: pymongo in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from hyperopt~=0.1.2->openvino-dev) (4.0.1)\n",
      "Requirement already satisfied: future in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from hyperopt~=0.1.2->openvino-dev) (0.18.2)\n",
      "Requirement already satisfied: six in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from hyperopt~=0.1.2->openvino-dev) (1.16.0)\n",
      "Requirement already satisfied: setuptools in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from nibabel>=3.2.1->openvino-dev) (44.1.1)\n",
      "Requirement already satisfied: packaging>=14.3 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from nibabel>=3.2.1->openvino-dev) (21.3)\n",
      "Requirement already satisfied: joblib in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from nltk>=3.5->openvino-dev) (1.1.0)\n",
      "Requirement already satisfied: click in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from nltk>=3.5->openvino-dev) (7.1.2)\n",
      "Requirement already satisfied: regex>=2021.8.3 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from nltk>=3.5->openvino-dev) (2022.1.18)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from packaging>=14.3->nibabel>=3.2.1->openvino-dev) (3.0.6)\n",
      "Requirement already satisfied: pytz>=2017.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from pandas~=1.1.5->openvino-dev) (2021.3)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from pandas~=1.1.5->openvino-dev) (2.8.2)\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from requests>=2.25.1->openvino-dev) (4.0.0)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from requests>=2.25.1->openvino-dev) (1.26.5)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from requests>=2.25.1->openvino-dev) (2.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from requests>=2.25.1->openvino-dev) (2021.10.8)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from scikit-image>=0.17.2->openvino-dev) (2022.2.9)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from scikit-image>=0.17.2->openvino-dev) (1.2.0)\n",
      "Requirement already satisfied: imageio>=2.4.1 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from scikit-image>=0.17.2->openvino-dev) (2.15.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/gamer/Desktop/project_env/lib/python3.9/site-packages (from scikit-learn>=0.24.1->openvino-dev) (3.1.0)\n",
      "Installing collected packages: numpy\n",
      "  Attempting uninstall: numpy\n",
      "    Found existing installation: numpy 1.20.0\n",
      "    Uninstalling numpy-1.20.0:\n",
      "      Successfully uninstalled numpy-1.20.0\n",
      "Successfully installed numpy-1.19.5\n",
      "\n",
      "\u001b[31m\u001b[1mrequirements:\u001b[0m 1 package updated per ['openvino-dev']\n",
      "\u001b[31m\u001b[1mrequirements:\u001b[0m ⚠️ \u001b[1mRestart runtime or rerun command for updates to take effect\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[34m\u001b[1mOpenVINO:\u001b[0m starting export with openvino 2021.4.2-3976-0943ed67223-refs/pull/539/head...\n",
      "\u001b[34m\u001b[1mOpenVINO:\u001b[0m export success, saved as runs/train/exp3/weights/last_openvino_model/ (14.3 MB)\n",
      "\n",
      "Export complete (17.17s)\n",
      "Results saved to \u001b[1m/home/gamer/Desktop/machine-learning/inpopalo-aim-augment/yolov5/runs/train/exp3/weights\u001b[0m\n",
      "Detect:          python detect.py --weights runs/train/exp3/weights/last_openvino_model/\n",
      "PyTorch Hub:     model = torch.hub.load('ultralytics/yolov5', 'custom', 'runs/train/exp3/weights/last_openvino_model/')\n",
      "Validate:        python val.py --weights runs/train/exp3/weights/last_openvino_model/\n",
      "Visualize:       https://netron.app\n"
     ]
    }
   ],
   "source": [
    "!python3 export.py --weights runs/train/exp3/weights/last.pt --include openvino --data ../palo.yaml --imgsz 1280"
   ]
  }
 ],
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