Langchain_Pinecone_Indexing_.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "aYpmmfQ-ZbIh"
   },
   "outputs": [],
   "source": [
    "!pip install --upgrade langchain openai  -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "cYfy2IhtvGVv"
   },
   "outputs": [],
   "source": [
    "!pip install sentence_transformers -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "XbL5zdf9aG8a",
    "outputId": "f430f4e4-325e-4ac6-e21d-b5da788fce84"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  error: subprocess-exited-with-error\n",
      "  \n",
      "  × Building wheel for pycocotools (pyproject.toml) did not run successfully.\n",
      "  │ exit code: 1\n",
      "  ╰─> [17 lines of output]\n",
      "      running bdist_wheel\n",
      "      running build\n",
      "      running build_py\n",
      "      creating build\n",
      "      creating build\\lib.win-amd64-cpython-310\n",
      "      creating build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\coco.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\cocoeval.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\mask.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\__init__.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      running build_ext\n",
      "      C:\\Users\\HP\\AppData\\Local\\Temp\\pip-build-env-1suyi5dy\\overlay\\Lib\\site-packages\\Cython\\Compiler\\Main.py:381: FutureWarning: Cython directive 'language_level' not set, using '3str' for now (Py3). This has changed from earlier releases! File: C:\\Users\\HP\\AppData\\Local\\Temp\\pip-install-ulvovv8i\\pycocotools_970b882896654aa9a5370ed41fda5d5d\\pycocotools\\_mask.pyx\n",
      "        tree = Parsing.p_module(s, pxd, full_module_name)\n",
      "      Compiling pycocotools/_mask.pyx because it changed.\n",
      "      [1/1] Cythonizing pycocotools/_mask.pyx\n",
      "      building 'pycocotools._mask' extension\n",
      "      error: Microsoft Visual C++ 14.0 or greater is required. Get it with \"Microsoft C++ Build Tools\": https://visualstudio.microsoft.com/visual-cpp-build-tools/\n",
      "      [end of output]\n",
      "  \n",
      "  note: This error originates from a subprocess, and is likely not a problem with pip.\n",
      "  ERROR: Failed building wheel for pycocotools\n",
      "ERROR: Could not build wheels for pycocotools, which is required to install pyproject.toml-based projects\n",
      "  error: subprocess-exited-with-error\n",
      "  \n",
      "  × python setup.py bdist_wheel did not run successfully.\n",
      "  │ exit code: 1\n",
      "  ╰─> [351 lines of output]\n",
      "      running bdist_wheel\n",
      "      running build\n",
      "      running build_py\n",
      "      creating build\n",
      "      creating build\\lib.win-amd64-cpython-310\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\n",
      "      copying detectron2\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\n",
      "      creating build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\analyze_model.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\benchmark.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\convert-torchvision-to-d2.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\lazyconfig_train_net.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\lightning_train_net.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\plain_train_net.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\train_net.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\visualize_data.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\visualize_json_results.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      copying tools\\__init__.py -> build\\lib.win-amd64-cpython-310\\tools\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\checkpoint\n",
      "      copying detectron2\\checkpoint\\c2_model_loading.py -> build\\lib.win-amd64-cpython-310\\detectron2\\checkpoint\n",
      "      copying detectron2\\checkpoint\\catalog.py -> build\\lib.win-amd64-cpython-310\\detectron2\\checkpoint\n",
      "      copying detectron2\\checkpoint\\detection_checkpoint.py -> build\\lib.win-amd64-cpython-310\\detectron2\\checkpoint\n",
      "      copying detectron2\\checkpoint\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\checkpoint\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\config\n",
      "      copying detectron2\\config\\compat.py -> build\\lib.win-amd64-cpython-310\\detectron2\\config\n",
      "      copying detectron2\\config\\config.py -> build\\lib.win-amd64-cpython-310\\detectron2\\config\n",
      "      copying detectron2\\config\\defaults.py -> build\\lib.win-amd64-cpython-310\\detectron2\\config\n",
      "      copying detectron2\\config\\instantiate.py -> build\\lib.win-amd64-cpython-310\\detectron2\\config\n",
      "      copying detectron2\\config\\lazy.py -> build\\lib.win-amd64-cpython-310\\detectron2\\config\n",
      "      copying detectron2\\config\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\config\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      copying detectron2\\data\\benchmark.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      copying detectron2\\data\\build.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      copying detectron2\\data\\catalog.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      copying detectron2\\data\\common.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      copying detectron2\\data\\dataset_mapper.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      copying detectron2\\data\\detection_utils.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      copying detectron2\\data\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\engine\n",
      "      copying detectron2\\engine\\defaults.py -> build\\lib.win-amd64-cpython-310\\detectron2\\engine\n",
      "      copying detectron2\\engine\\hooks.py -> build\\lib.win-amd64-cpython-310\\detectron2\\engine\n",
      "      copying detectron2\\engine\\launch.py -> build\\lib.win-amd64-cpython-310\\detectron2\\engine\n",
      "      copying detectron2\\engine\\train_loop.py -> build\\lib.win-amd64-cpython-310\\detectron2\\engine\n",
      "      copying detectron2\\engine\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\engine\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\cityscapes_evaluation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\coco_evaluation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\evaluator.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\fast_eval_api.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\lvis_evaluation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\panoptic_evaluation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\pascal_voc_evaluation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\rotated_coco_evaluation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\sem_seg_evaluation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\testing.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      copying detectron2\\evaluation\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\evaluation\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\api.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\c10.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\caffe2_export.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\caffe2_inference.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\caffe2_modeling.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\caffe2_patch.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\flatten.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\shared.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\torchscript.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\torchscript_patch.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      copying detectron2\\export\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\export\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\aspp.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\batch_norm.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\blocks.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\deform_conv.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\losses.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\mask_ops.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\nms.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\roi_align.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\roi_align_rotated.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\rotated_boxes.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\shape_spec.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\wrappers.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      copying detectron2\\layers\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\layers\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\anchor_generator.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\box_regression.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\matcher.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\mmdet_wrapper.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\poolers.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\postprocessing.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\sampling.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\test_time_augmentation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      copying detectron2\\modeling\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\n",
      "      copying detectron2\\model_zoo\\model_zoo.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\n",
      "      copying detectron2\\model_zoo\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\projects\n",
      "      copying detectron2\\projects\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\solver\n",
      "      copying detectron2\\solver\\build.py -> build\\lib.win-amd64-cpython-310\\detectron2\\solver\n",
      "      copying detectron2\\solver\\lr_scheduler.py -> build\\lib.win-amd64-cpython-310\\detectron2\\solver\n",
      "      copying detectron2\\solver\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\solver\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      copying detectron2\\structures\\boxes.py -> build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      copying detectron2\\structures\\image_list.py -> build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      copying detectron2\\structures\\instances.py -> build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      copying detectron2\\structures\\keypoints.py -> build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      copying detectron2\\structures\\masks.py -> build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      copying detectron2\\structures\\rotated_boxes.py -> build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      copying detectron2\\structures\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\structures\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\analysis.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\collect_env.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\colormap.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\comm.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\env.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\events.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\file_io.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\logger.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\memory.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\registry.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\serialize.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\testing.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\video_visualizer.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\visualizer.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      copying detectron2\\utils\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\utils\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\builtin.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\builtin_meta.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\cityscapes.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\cityscapes_panoptic.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\coco.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\coco_panoptic.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\lvis.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\lvis_v0_5_categories.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\lvis_v1_categories.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\pascal_voc.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\register_coco.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      copying detectron2\\data\\datasets\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\datasets\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\data\\samplers\n",
      "      copying detectron2\\data\\samplers\\distributed_sampler.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\samplers\n",
      "      copying detectron2\\data\\samplers\\grouped_batch_sampler.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\samplers\n",
      "      copying detectron2\\data\\samplers\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\samplers\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\data\\transforms\n",
      "      copying detectron2\\data\\transforms\\augmentation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\transforms\n",
      "      copying detectron2\\data\\transforms\\augmentation_impl.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\transforms\n",
      "      copying detectron2\\data\\transforms\\transform.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\transforms\n",
      "      copying detectron2\\data\\transforms\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\data\\transforms\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\backbone\n",
      "      copying detectron2\\modeling\\backbone\\backbone.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\backbone\n",
      "      copying detectron2\\modeling\\backbone\\build.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\backbone\n",
      "      copying detectron2\\modeling\\backbone\\fpn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\backbone\n",
      "      copying detectron2\\modeling\\backbone\\regnet.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\backbone\n",
      "      copying detectron2\\modeling\\backbone\\resnet.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\backbone\n",
      "      copying detectron2\\modeling\\backbone\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\backbone\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\build.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\dense_detector.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\fcos.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\panoptic_fpn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\rcnn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\retinanet.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\semantic_seg.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      copying detectron2\\modeling\\meta_arch\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\meta_arch\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\proposal_generator\n",
      "      copying detectron2\\modeling\\proposal_generator\\build.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\proposal_generator\n",
      "      copying detectron2\\modeling\\proposal_generator\\proposal_utils.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\proposal_generator\n",
      "      copying detectron2\\modeling\\proposal_generator\\rpn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\proposal_generator\n",
      "      copying detectron2\\modeling\\proposal_generator\\rrpn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\proposal_generator\n",
      "      copying detectron2\\modeling\\proposal_generator\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\proposal_generator\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\box_head.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\cascade_rcnn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\fast_rcnn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\keypoint_head.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\mask_head.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\roi_heads.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\rotated_fast_rcnn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      copying detectron2\\modeling\\roi_heads\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\modeling\\roi_heads\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\color_augmentation.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\config.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\mask_head.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\point_features.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\point_head.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\roi_heads.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\semantic_seg.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      copying projects\\PointRend\\point_rend\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\point_rend\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      copying projects\\DeepLab\\deeplab\\build_solver.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      copying projects\\DeepLab\\deeplab\\config.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      copying projects\\DeepLab\\deeplab\\loss.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      copying projects\\DeepLab\\deeplab\\lr_scheduler.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      copying projects\\DeepLab\\deeplab\\resnet.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      copying projects\\DeepLab\\deeplab\\semantic_seg.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      copying projects\\DeepLab\\deeplab\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\deeplab\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\projects\\panoptic_deeplab\n",
      "      copying projects\\Panoptic-DeepLab\\panoptic_deeplab\\config.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\panoptic_deeplab\n",
      "      copying projects\\Panoptic-DeepLab\\panoptic_deeplab\\dataset_mapper.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\panoptic_deeplab\n",
      "      copying projects\\Panoptic-DeepLab\\panoptic_deeplab\\panoptic_seg.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\panoptic_deeplab\n",
      "      copying projects\\Panoptic-DeepLab\\panoptic_deeplab\\post_processing.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\panoptic_deeplab\n",
      "      copying projects\\Panoptic-DeepLab\\panoptic_deeplab\\target_generator.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\panoptic_deeplab\n",
      "      copying projects\\Panoptic-DeepLab\\panoptic_deeplab\\__init__.py -> build\\lib.win-amd64-cpython-310\\detectron2\\projects\\panoptic_deeplab\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\n",
      "      copying detectron2\\model_zoo\\configs\\Base-RCNN-C4.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\n",
      "      copying detectron2\\model_zoo\\configs\\Base-RCNN-DilatedC5.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\n",
      "      copying detectron2\\model_zoo\\configs\\Base-RCNN-FPN.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\n",
      "      copying detectron2\\model_zoo\\configs\\Base-RetinaNet.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Cityscapes\n",
      "      copying detectron2\\model_zoo\\configs\\Cityscapes\\mask_rcnn_R_50_FPN.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Cityscapes\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_101_C4_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_101_DC5_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_101_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_50_C4_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_50_C4_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_50_DC5_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_50_DC5_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_R_50_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\faster_rcnn_X_101_32x8d_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\fast_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\retinanet_R_101_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\retinanet_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\retinanet_R_50_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\rpn_R_50_C4_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\rpn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_101_C4_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_101_DC5_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_101_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_C4_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_C4_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_DC5_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_DC5_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_FPN_1x_giou.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_X_101_32x8d_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Keypoints\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Keypoints\\Base-Keypoint-RCNN-FPN.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Keypoints\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Keypoints\\keypoint_rcnn_R_101_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Keypoints\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Keypoints\\keypoint_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Keypoints\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Keypoints\\keypoint_rcnn_R_50_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Keypoints\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Keypoints\\keypoint_rcnn_X_101_32x8d_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Keypoints\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\\Base-Panoptic-FPN.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\\panoptic_fpn_R_101_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\\panoptic_fpn_R_50_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\\panoptic_fpn_R_50_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Detectron1-Comparisons\n",
      "      copying detectron2\\model_zoo\\configs\\Detectron1-Comparisons\\faster_rcnn_R_50_FPN_noaug_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Detectron1-Comparisons\n",
      "      copying detectron2\\model_zoo\\configs\\Detectron1-Comparisons\\keypoint_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Detectron1-Comparisons\n",
      "      copying detectron2\\model_zoo\\configs\\Detectron1-Comparisons\\mask_rcnn_R_50_FPN_noaug_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Detectron1-Comparisons\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv0.5-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\LVISv0.5-InstanceSegmentation\\mask_rcnn_R_101_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv0.5-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\LVISv0.5-InstanceSegmentation\\mask_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv0.5-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\LVISv0.5-InstanceSegmentation\\mask_rcnn_X_101_32x8d_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv0.5-InstanceSegmentation\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv1-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\LVISv1-InstanceSegmentation\\mask_rcnn_R_101_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv1-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\LVISv1-InstanceSegmentation\\mask_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv1-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\LVISv1-InstanceSegmentation\\mask_rcnn_X_101_32x8d_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\LVISv1-InstanceSegmentation\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\cascade_mask_rcnn_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\cascade_mask_rcnn_R_50_FPN_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\cascade_mask_rcnn_X_152_32x8d_FPN_IN5k_gn_dconv.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\mask_rcnn_R_50_FPN_1x_cls_agnostic.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\mask_rcnn_R_50_FPN_1x_dconv_c3-c5.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\mask_rcnn_R_50_FPN_3x_dconv_c3-c5.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\mask_rcnn_R_50_FPN_3x_gn.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\mask_rcnn_R_50_FPN_3x_syncbn.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\panoptic_fpn_R_101_dconv_cascade_gn_3x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\scratch_mask_rcnn_R_50_FPN_3x_gn.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\scratch_mask_rcnn_R_50_FPN_9x_gn.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\scratch_mask_rcnn_R_50_FPN_9x_syncbn.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\semantic_R_50_FPN_1x.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\PascalVOC-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\PascalVOC-Detection\\faster_rcnn_R_50_C4.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\PascalVOC-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\PascalVOC-Detection\\faster_rcnn_R_50_FPN.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\PascalVOC-Detection\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\cascade_mask_rcnn_R_50_FPN_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\cascade_mask_rcnn_R_50_FPN_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\fast_rcnn_R_50_FPN_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\fast_rcnn_R_50_FPN_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\keypoint_rcnn_R_50_FPN_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\keypoint_rcnn_R_50_FPN_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\keypoint_rcnn_R_50_FPN_normalized_training_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\keypoint_rcnn_R_50_FPN_training_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_C4_GCV_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_C4_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_C4_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_C4_training_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_DC5_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_FPN_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_FPN_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_FPN_pred_boxes_training_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\mask_rcnn_R_50_FPN_training_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\panoptic_fpn_R_50_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\panoptic_fpn_R_50_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\panoptic_fpn_R_50_training_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\retinanet_R_50_FPN_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\retinanet_R_50_FPN_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\rpn_R_50_FPN_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\rpn_R_50_FPN_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\semantic_R_50_FPN_inference_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\semantic_R_50_FPN_instant_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\quick_schedules\\semantic_R_50_FPN_training_acc_test.yaml -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\quick_schedules\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\fcos_R_50_FPN_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Detection\\retinanet_R_50_FPN_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Detection\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_regnetx_4gf_dds_fpn_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_regnety_4gf_dds_fpn_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_C4_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\\mask_rcnn_R_50_FPN_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-InstanceSegmentation\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-Keypoints\\keypoint_rcnn_R_50_FPN_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-Keypoints\n",
      "      copying detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\\panoptic_fpn_R_50_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\COCO-PanopticSegmentation\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\n",
      "      copying detectron2\\model_zoo\\configs\\common\\coco_schedule.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\n",
      "      copying detectron2\\model_zoo\\configs\\common\\optim.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\n",
      "      copying detectron2\\model_zoo\\configs\\common\\train.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\data\n",
      "      copying detectron2\\model_zoo\\configs\\common\\data\\coco.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\data\n",
      "      copying detectron2\\model_zoo\\configs\\common\\data\\coco_keypoint.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\data\n",
      "      copying detectron2\\model_zoo\\configs\\common\\data\\coco_panoptic_separated.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\data\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\common\\models\\cascade_rcnn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\common\\models\\fcos.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\common\\models\\keypoint_rcnn_fpn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\common\\models\\mask_rcnn_c4.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\common\\models\\mask_rcnn_fpn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\common\\models\\panoptic_fpn.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\common\\models\\retinanet.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\common\\models\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\mmdet_mask_rcnn_R_50_FPN_1x.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      copying detectron2\\model_zoo\\configs\\Misc\\torchvision_imagenet_R_50.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\Misc\n",
      "      creating build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_regnetx_4gf_dds_FPN_100ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_regnetx_4gf_dds_FPN_200ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_regnetx_4gf_dds_FPN_400ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_regnety_4gf_dds_FPN_100ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_regnety_4gf_dds_FPN_200ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_regnety_4gf_dds_FPN_400ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_R_101_FPN_100ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_R_101_FPN_200ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_R_101_FPN_400ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_R_50_FPN_100ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_R_50_FPN_200ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_R_50_FPN_400ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      copying detectron2\\model_zoo\\configs\\new_baselines\\mask_rcnn_R_50_FPN_50ep_LSJ.py -> build\\lib.win-amd64-cpython-310\\detectron2\\model_zoo\\configs\\new_baselines\n",
      "      running build_ext\n",
      "      C:\\ProgramData\\anaconda3\\lib\\site-packages\\torch\\utils\\cpp_extension.py:359: UserWarning: Error checking compiler version for cl: [WinError 2] The system cannot find the file specified\n",
      "        warnings.warn(f'Error checking compiler version for {compiler}: {error}')\n",
      "      building 'detectron2._C' extension\n",
      "      error: Microsoft Visual C++ 14.0 or greater is required. Get it with \"Microsoft C++ Build Tools\": https://visualstudio.microsoft.com/visual-cpp-build-tools/\n",
      "      [end of output]\n",
      "  \n",
      "  note: This error originates from a subprocess, and is likely not a problem with pip.\n",
      "  ERROR: Failed building wheel for detectron2\n",
      "  error: subprocess-exited-with-error\n",
      "  \n",
      "  × Building wheel for pycocotools (pyproject.toml) did not run successfully.\n",
      "  │ exit code: 1\n",
      "  ╰─> [17 lines of output]\n",
      "      running bdist_wheel\n",
      "      running build\n",
      "      running build_py\n",
      "      creating build\n",
      "      creating build\\lib.win-amd64-cpython-310\n",
      "      creating build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\coco.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\cocoeval.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\mask.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      copying pycocotools\\__init__.py -> build\\lib.win-amd64-cpython-310\\pycocotools\n",
      "      running build_ext\n",
      "      C:\\Users\\HP\\AppData\\Local\\Temp\\pip-build-env-p6o0jgdt\\overlay\\Lib\\site-packages\\Cython\\Compiler\\Main.py:381: FutureWarning: Cython directive 'language_level' not set, using '3str' for now (Py3). This has changed from earlier releases! File: C:\\Users\\HP\\AppData\\Local\\Temp\\pip-install-45h86y9r\\pycocotools_e14f3fc3d3ad4cc3a61601ef2297af25\\pycocotools\\_mask.pyx\n",
      "        tree = Parsing.p_module(s, pxd, full_module_name)\n",
      "      Compiling pycocotools/_mask.pyx because it changed.\n",
      "      [1/1] Cythonizing pycocotools/_mask.pyx\n",
      "      building 'pycocotools._mask' extension\n",
      "      error: Microsoft Visual C++ 14.0 or greater is required. Get it with \"Microsoft C++ Build Tools\": https://visualstudio.microsoft.com/visual-cpp-build-tools/\n",
      "      [end of output]\n",
      "  \n",
      "  note: This error originates from a subprocess, and is likely not a problem with pip.\n",
      "  ERROR: Failed building wheel for pycocotools\n",
      "ERROR: Could not build wheels for pycocotools, which is required to install pyproject.toml-based projects\n"
     ]
    }
   ],
   "source": [
    "!pip install unstructured -q\n",
    "!pip install unstructured[local-inference] -q\n",
    "!pip install detectron2@git+https://github.com/facebookresearch/detectron2.git@v0.6#egg=detectron2 -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "HwalYTVZoRlH",
    "outputId": "a33f12b8-2183-436f-d8ec-562dd2e7a271"
   },
   "outputs": [],
   "source": [
    "!apt-get install poppler-utils  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2AssnWUVlxtH"
   },
   "source": [
    "https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/directory_loader.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "fulYnj9nZr3n",
    "outputId": "358cd3d8-43a3-41dd-efd5-60e2679a91b2"
   },
   "outputs": [],
   "source": [
    "from langchain.document_loaders import DirectoryLoader\n",
    "\n",
    "directory = '/data'\n",
    "\n",
    "def load_docs(directory):\n",
    "  loader = DirectoryLoader(directory)\n",
    "  documents = loader.load()\n",
    "  return documents\n",
    "\n",
    "documents = load_docs(directory)\n",
    "len(documents)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VwaCosqsogzw"
   },
   "source": [
    "https://python.langchain.com/en/latest/modules/indexes/text_splitters/getting_started.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5lF8jA6xZ0Hm",
    "outputId": "f52c114c-231a-4d77-aeef-285a041dcd07"
   },
   "outputs": [],
   "source": [
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "\n",
    "def split_docs(documents,chunk_size=500,chunk_overlap=20):\n",
    "  text_splitter = RecursiveCharacterTextSplitter(chunk_size=chunk_size, chunk_overlap=chunk_overlap)\n",
    "  docs = text_splitter.split_documents(documents)\n",
    "  return docs\n",
    "\n",
    "docs = split_docs(documents)\n",
    "print(len(docs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "tVcFjgHJZ8S9",
    "outputId": "9b14917f-0822-44a2-bda8-47faa5894173"
   },
   "outputs": [],
   "source": [
    "print(docs[8].page_content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "6PiPwt-FaYwl"
   },
   "outputs": [],
   "source": [
    "#requires for open ai embedding\n",
    "# !pip install tiktoken -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 857,
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    "id": "F5GY9voPa0av",
    "outputId": "5516d2a2-91d8-40b8-b0cd-dad0434e78c0"
   },
   "outputs": [],
   "source": [
    "# import openai\n",
    "# from langchain.embeddings.openai import OpenAIEmbeddings\n",
    "# embeddings = OpenAIEmbeddings(model_name=\"ada\")\n",
    "from langchain.embeddings import SentenceTransformerEmbeddings\n",
    "embeddings = SentenceTransformerEmbeddings(model_name=\"all-MiniLM-L6-v2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-s2p3rUwvOvW",
    "outputId": "f47e5661-04ae-4e12-843d-42f64a29d6ec"
   },
   "outputs": [],
   "source": [
    "query_result = embeddings.embed_query(\"Hello world\")\n",
    "len(query_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "LXhIY5SrrRec",
    "outputId": "5e3973e3-f60c-4e55-a73a-46fe1078b086"
   },
   "outputs": [],
   "source": [
    "!pip install pinecone-client -q"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vySq5oI5sU5V"
   },
   "source": [
    "https://python.langchain.com/en/latest/modules/indexes/vectorstores/examples/pinecone.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "hfIpYLV-acks"
   },
   "outputs": [],
   "source": [
    "import pinecone \n",
    "from langchain.vectorstores import Pinecone\n",
    "# initialize pinecone\n",
    "pinecone.init(\n",
    "    api_key=\"\",  # find at app.pinecone.io\n",
    "    environment=\"us-east-1-aws\"  # next to api key in console\n",
    ")\n",
    "\n",
    "index_name = \"langchain-chatbot\"\n",
    "\n",
    "index = Pinecone.from_documents(docs, embeddings, index_name=index_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "o5r7YLpbchAD",
    "outputId": "5afe195d-df66-4a88-ff24-daeb6981f516"
   },
   "outputs": [],
   "source": [
    "def get_similiar_docs(query,k=1,score=False):\n",
    "  if score:\n",
    "    similar_docs = index.similarity_search_with_score(query,k=k)\n",
    "  else:\n",
    "    similar_docs = index.similarity_search(query,k=k)\n",
    "  return similar_docs\n",
    "\n",
    "query = \"How is India economy\"\n",
    "similar_docs = get_similiar_docs(query)\n",
    "similar_docs\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YVOoc9GXHjOG"
   },
   "source": [
    "How is India's economy?\n",
    "\n",
    "and its culture?\n",
    "\n",
    "its relationship with USA?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "wlkrKhY1PMXm"
   },
   "outputs": [],
   "source": []
  }
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