From 30ebb519a1c6f7dc5fbe61f50c2ac7981ab1de06 Mon Sep 17 00:00:00 2001 From: Marius Ciepluch <11855163+norandom@users.noreply.github.com> Date: Thu, 4 Apr 2024 14:38:48 +0200 Subject: [PATCH] Created using Colaboratory --- EverNote_Documents_To_FAISS_Colab_GPU.ipynb | 4312 +------------------ 1 file changed, 132 insertions(+), 4180 deletions(-) diff --git a/EverNote_Documents_To_FAISS_Colab_GPU.ipynb b/EverNote_Documents_To_FAISS_Colab_GPU.ipynb index 46e3026..b60bab0 100644 --- a/EverNote_Documents_To_FAISS_Colab_GPU.ipynb +++ b/EverNote_Documents_To_FAISS_Colab_GPU.ipynb @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "fd9747a54ea8fcef", "metadata": { "ExecuteTime": { @@ -84,7 +84,7 @@ "id": "8tcn27pzvpRi" }, "id": "8tcn27pzvpRi", - "execution_count": null, + "execution_count": 2, "outputs": [] }, { @@ -93,11 +93,11 @@ "print(output_path_extracted_notes)" ], "metadata": { - "id": "6SPPaVEet9EO", - "outputId": "de267b51-fab0-4509-dfda-b8cfc7886d8b", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "6SPPaVEet9EO", + "outputId": "ceb17148-270d-44d0-d23a-9690015a3cb6" }, "id": "6SPPaVEet9EO", "execution_count": 3, @@ -146,11 +146,11 @@ "end_time": "2024-04-04T10:08:32.520341Z", "start_time": "2024-04-04T10:08:30.353678Z" }, - "id": "bb34db1ea75a1edf", - "outputId": "25aac151-5cae-44e7-887b-27008e986821", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "bb34db1ea75a1edf", + "outputId": "25aac151-5cae-44e7-887b-27008e986821" }, "outputs": [ { @@ -275,11 +275,11 @@ "end_time": "2024-04-04T10:08:39.729429Z", "start_time": "2024-04-04T10:08:37.438498Z" }, - "id": "de3f715519fda6c4", - "outputId": "858cd8ae-32d3-4373-9ac4-971e424079bb", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "de3f715519fda6c4", + "outputId": "858cd8ae-32d3-4373-9ac4-971e424079bb" }, "outputs": [ { @@ -309,11 +309,11 @@ "%pip show faiss_gpu" ], "metadata": { - "id": "HARY_QMJvttI", - "outputId": "1a3d2e43-b3d4-46f6-a526-ac0cb44bd1e6", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "HARY_QMJvttI", + "outputId": "1a3d2e43-b3d4-46f6-a526-ac0cb44bd1e6" }, "id": "HARY_QMJvttI", "execution_count": 8, @@ -363,27 +363,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "b557444b8b1d4839", "metadata": { "ExecuteTime": { "end_time": "2024-04-04T09:25:39.388933Z", "start_time": "2024-04-04T09:25:39.320902Z" }, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 394 + }, "id": "b557444b8b1d4839", - "outputId": "2f7f60e9-af8d-41c2-ff67-5b6f61574d7b" + "outputId": "9487736e-c65b-4b1e-bc32-f743bf73a035" }, "outputs": [ { + "output_type": "error", "ename": "ModuleNotFoundError", "evalue": "No module named 'html2text'", - "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[7], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01municodedata\u001b[39;00m \u001b[38;5;66;03m# to normalize text\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mhtml2text\u001b[39;00m \u001b[38;5;66;03m# to convert html to text\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mlangchain\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdocument_loaders\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m PyPDFLoader, Docx2txtLoader\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpikepdf\u001b[39;00m \u001b[38;5;66;03m# to repair PDFs\u001b[39;00m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'html2text'" - ] + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0municodedata\u001b[0m \u001b[0;31m# to normalize text\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mhtml2text\u001b[0m \u001b[0;31m# to convert html to text\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mlangchain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdocument_loaders\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mPyPDFLoader\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDocx2txtLoader\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpikepdf\u001b[0m \u001b[0;31m# to repair PDFs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'html2text'", + "", + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n" + ], + "errorDetails": { + "actions": [ + { + "action": "open_url", + "actionText": "Open Examples", + "url": "/notebooks/snippets/importing_libraries.ipynb" + } + ] + } } ], "source": [ @@ -549,18 +564,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "id": "de8d9f18d8342c57", "metadata": { "ExecuteTime": { "end_time": "2024-04-04T10:09:23.408646Z", "start_time": "2024-04-04T10:08:56.104045Z" }, - "id": "de8d9f18d8342c57", - "outputId": "2368c73f-dd6c-4737-f997-a5b1a285a15d", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "de8d9f18d8342c57", + "outputId": "6d45ef7e-67a8-4539-bd5f-253c1e1f9c52" }, "outputs": [ { @@ -653,18 +668,18 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "id": "3081256c9cf22780", "metadata": { "ExecuteTime": { "end_time": "2024-04-04T10:09:29.687485Z", "start_time": "2024-04-04T10:09:23.410187Z" }, - "id": "3081256c9cf22780", - "outputId": "33f99ec5-f3ec-4cf7-e489-4bb5c2b91f32", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "3081256c9cf22780", + "outputId": "5630ab81-0756-4a31-dfd5-91f3e34365c1" }, "outputs": [ { @@ -699,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "id": "c1ca979bbc1610bb", "metadata": { "ExecuteTime": { @@ -727,142 +742,18 @@ }, { "cell_type": "code", - 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}, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "modules.json: 0%| | 0.00/349 [00:00\", line 619, in _exec\n", - " File \"\", line 883, in exec_module\n", - " File \"\", line 241, in _call_with_frames_removed\n", - " File \"/usr/local/lib/python3.10/dist-packages/faiss/swigfaiss.py\", line 711, in \n", - " class ParameterRangeVector(object):\n", - " File \"/usr/local/lib/python3.10/dist-packages/faiss/swigfaiss.py\", line 738, in ParameterRangeVector\n", - " __swig_destroy__ = _swigfaiss.delete_ParameterRangeVector\n", - "AttributeError: module 'faiss._swigfaiss' has no attribute 'delete_ParameterRangeVector'\n", - "]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Exception occurred in add_texts_in_batches: name 'swig_ptr' is not defined\n" - ] - }, { "output_type": "display_data", "data": { "text/plain": [ - "Processing batches: 0%| | 0/14477 [00:00\u001b[0m in \u001b[0;36mvectorize_data_in_batches\u001b[0;34m(chunks, embeddings)\u001b[0m\n\u001b[1;32m 36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 37\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mfuture\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mas_completed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfutures\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 38\u001b[0m \u001b[0;31m# Each time a future completes, update the progress and collect the result\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib/python3.10/concurrent/futures/_base.py\u001b[0m in \u001b[0;36mas_completed\u001b[0;34m(fs, timeout)\u001b[0m\n\u001b[1;32m 244\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 245\u001b[0;31m \u001b[0mwaiter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwait_timeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 607\u001b[0;31m \u001b[0msignaled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cond\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 608\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 319\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 320\u001b[0;31m \u001b[0mwaiter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 321\u001b[0m \u001b[0mgotit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: ", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[0mfaiss_db\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave_local\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"faiss_index\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m \u001b[0mvectorize_data_in_batches\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtext_chunks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0membeddings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0membeddings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m\u001b[0m in \u001b[0;36mvectorize_data_in_batches\u001b[0;34m(chunks, embeddings)\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0mfaiss_db\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;31m# List to collect the returned db objects\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mThreadPoolExecutor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_workers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnum_workers\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mexecutor\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 31\u001b[0m \u001b[0;31m# Submit all the batches for processing\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0mfutures\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mexecutor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubmit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madd_texts_in_batches\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0membeddings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0membeddings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbatches\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib/python3.10/concurrent/futures/_base.py\u001b[0m in \u001b[0;36m__exit__\u001b[0;34m(self, exc_type, exc_val, exc_tb)\u001b[0m\n\u001b[1;32m 647\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 648\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__exit__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_tb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 649\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshutdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 650\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 651\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib/python3.10/concurrent/futures/thread.py\u001b[0m in \u001b[0;36mshutdown\u001b[0;34m(self, wait, cancel_futures)\u001b[0m\n\u001b[1;32m 233\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mwait\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 234\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_threads\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 235\u001b[0;31m \u001b[0mt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 236\u001b[0m \u001b[0mshutdown\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_base\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mExecutor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshutdown\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36mjoin\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 1094\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1095\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1096\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_wait_for_tstate_lock\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1097\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1098\u001b[0m \u001b[0;31m# the behavior of a negative timeout isn't documented, but\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36m_wait_for_tstate_lock\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m 1114\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1115\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1116\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblock\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1117\u001b[0m \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1118\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] } ], "source": [ @@ -1240,11 +923,12 @@ "\n", "\n", "def vectorize_data_in_batches(chunks, embeddings):\n", + "\n", " num_workers = 3\n", - " batch_size = 50 # Adjust based on your needs and memory constraints\n", + " batch_size = 750 # Adjust based on your needs and memory constraints\n", "\n", " batches = list(divide_chunks(chunks, batch_size))\n", - " faiss_db = None # List to collect the returned db objects\n", + " faiss_db = None\n", "\n", " with ThreadPoolExecutor(max_workers=num_workers) as executor:\n", " # Submit all the batches for processing\n", @@ -1259,7 +943,8 @@ " try:\n", " db_result = future.result() # This is where you get the returned value from add_texts_in_batches\n", " if faiss_db is not None:\n", - " faiss_db = db_result.merge_from(faiss_db)\n", + " faiss_db.merge_from(db_result)\n", + "\n", " else:\n", " faiss_db = db_result\n", "\n", @@ -1268,11 +953,40 @@ "\n", " progress_bar.close() # Ensure the progress bar is closed at the end\n", "\n", - " print(\"All texts have been added to the database.\")\n", " faiss_db.save_local(\"faiss_index\")\n", + " print(\"All texts have been added to the database.\")\n", + "\n", "\n", "vectorize_data_in_batches(chunks=text_chunks, embeddings=embeddings)" ] + }, + { + "cell_type": "code", + "source": [ + "from langchain_community.vectorstores import FAISS\n", + "\n", + "texts = [\"FAISS is an important library\", \"LangChain supports FAISS\"]\n", + "faiss = FAISS.from_texts(texts, embeddings)\n", + "print(type(faiss))" + ], + "metadata": { + "id": "v6bhYHU5_9oo", + "outputId": "01bbcac4-01dc-4efe-e9e9-31c8d2b6ca56", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "id": "v6bhYHU5_9oo", + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + } + ] } ], "metadata": { @@ -1299,3769 +1013,7 @@ "accelerator": "GPU", "widgets": { "application/vnd.jupyter.widget-state+json": { - "8483f598cf82452e8cc1e72632e2776b": { - "model_module": "@jupyter-widgets/controls", - 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