{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "146BB11JpfDA"
   },
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "42hJEdo_pfDB"
   },
   "outputs": [],
   "source": [
    "CUSTOM_MODEL_NAME = 'my_ssd_mobnet' \n",
    "PRETRAINED_MODEL_NAME = 'ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8'\n",
    "PRETRAINED_MODEL_URL = 'http://download.tensorflow.org/models/object_detection/tf2/20200711/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz'\n",
    "TF_RECORD_SCRIPT_NAME = 'generate_tfrecord.py'\n",
    "LABEL_MAP_NAME = 'label_map.pbtxt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "hbPhYVy_pfDB"
   },
   "outputs": [],
   "source": [
    "paths = {\n",
    "    'WORKSPACE_PATH': os.path.join('Tensorflow', 'workspace'),\n",
    "    'SCRIPTS_PATH': os.path.join('Tensorflow','scripts'),\n",
    "    'APIMODEL_PATH': os.path.join('Tensorflow','models'),\n",
    "    'ANNOTATION_PATH': os.path.join('Tensorflow', 'workspace','annotations'),\n",
    "    'IMAGE_PATH': os.path.join('Tensorflow', 'workspace','images'),\n",
    "    'MODEL_PATH': os.path.join('Tensorflow', 'workspace','models'),\n",
    "    'PRETRAINED_MODEL_PATH': os.path.join('Tensorflow', 'workspace','pre-trained-models'),\n",
    "    'CHECKPOINT_PATH': os.path.join('Tensorflow', 'workspace','models',CUSTOM_MODEL_NAME), \n",
    "    'OUTPUT_PATH': os.path.join('Tensorflow', 'workspace','models',CUSTOM_MODEL_NAME, 'export'), \n",
    "    'TFJS_PATH':os.path.join('Tensorflow', 'workspace','models',CUSTOM_MODEL_NAME, 'tfjsexport'), \n",
    "    'TFLITE_PATH':os.path.join('Tensorflow', 'workspace','models',CUSTOM_MODEL_NAME, 'tfliteexport'), \n",
    "    'PROTOC_PATH':os.path.join('Tensorflow','protoc')\n",
    " }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "LwhWZMI0pfDC"
   },
   "outputs": [],
   "source": [
    "files = {\n",
    "    'PIPELINE_CONFIG':os.path.join('Tensorflow', 'workspace','models', CUSTOM_MODEL_NAME, 'pipeline.config'),\n",
    "    'TF_RECORD_SCRIPT': os.path.join(paths['SCRIPTS_PATH'], TF_RECORD_SCRIPT_NAME), \n",
    "    'LABELMAP': os.path.join(paths['ANNOTATION_PATH'], LABEL_MAP_NAME)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "HR-TfDGrpfDC"
   },
   "outputs": [],
   "source": [
    "for path in paths.values():\n",
    "    if not os.path.exists(path):\n",
    "        if os.name == 'posix':\n",
    "            !mkdir -p {path}\n",
    "        if os.name == 'nt':\n",
    "            !mkdir {path}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "K-Cmz2edpfDE",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting wget\n",
      "  Downloading wget-3.2.zip (10 kB)\n",
      "  Preparing metadata (setup.py): started\n",
      "  Preparing metadata (setup.py): finished with status 'done'\n",
      "Building wheels for collected packages: wget\n",
      "  Building wheel for wget (setup.py): started\n",
      "  Building wheel for wget (setup.py): finished with status 'done'\n",
      "  Created wheel for wget: filename=wget-3.2-py3-none-any.whl size=9699 sha256=50259bf6411d7e9a154265464bd69758b5465a813a98e7308806034b224d63b9\n",
      "  Stored in directory: c:\\users\\user\\appdata\\local\\pip\\cache\\wheels\\bd\\a8\\c3\\3cf2c14a1837a4e04bd98631724e81f33f462d86a1d895fae0\n",
      "Successfully built wget\n",
      "Installing collected packages: wget\n",
      "Successfully installed wget-3.2\n"
     ]
    }
   ],
   "source": [
    "if os.name=='nt':\n",
    "    !pip install wget\n",
    "    import wget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "iA1DIq5OpfDE"
   },
   "outputs": [],
   "source": [
    "if not os.path.exists(os.path.join(paths['APIMODEL_PATH'], 'research', 'object_detection')):\n",
    "    !git clone https://github.com/tensorflow/models {paths['APIMODEL_PATH']}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "rJjMHbnDs3Tv"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100% [..........................................................................] 1468733 / 1468733        1 file(s) moved.\n",
      "        1 file(s) copied.\n",
      "running build\n",
      "running build_py\n",
      "copying object_detection\\protos\\anchor_generator_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\argmax_matcher_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\bipartite_matcher_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\box_coder_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\box_predictor_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\calibration_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\center_net_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\eval_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\faster_rcnn_box_coder_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\faster_rcnn_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\flexible_grid_anchor_generator_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\fpn_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\graph_rewriter_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\grid_anchor_generator_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\hyperparams_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\image_resizer_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\input_reader_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\keypoint_box_coder_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\losses_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\matcher_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\mean_stddev_box_coder_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\model_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\multiscale_anchor_generator_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\optimizer_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\pipeline_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\post_processing_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\preprocessor_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\region_similarity_calculator_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\square_box_coder_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\ssd_anchor_generator_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\ssd_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\string_int_label_map_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\target_assigner_pb2.py -> build\\lib\\object_detection\\protos\n",
      "copying object_detection\\protos\\train_pb2.py -> build\\lib\\object_detection\\protos\n",
      "running egg_info\n",
      "writing object_detection.egg-info\\PKG-INFO\n",
      "writing dependency_links to object_detection.egg-info\\dependency_links.txt\n",
      "writing requirements to object_detection.egg-info\\requires.txt\n",
      "writing top-level names to object_detection.egg-info\\top_level.txt\n",
      "reading manifest file 'object_detection.egg-info\\SOURCES.txt'\n",
      "writing manifest file 'object_detection.egg-info\\SOURCES.txt'\n",
      "running install\n",
      "running bdist_egg\n",
      "running egg_info\n",
      "writing object_detection.egg-info\\PKG-INFO\n",
      "writing dependency_links to object_detection.egg-info\\dependency_links.txt\n",
      "writing requirements to object_detection.egg-info\\requires.txt\n",
      "writing top-level names to object_detection.egg-info\\top_level.txt\n",
      "reading manifest file 'object_detection.egg-info\\SOURCES.txt'\n",
      "writing manifest file 'object_detection.egg-info\\SOURCES.txt'\n",
      "installing library code to build\\bdist.win-amd64\\egg\n",
      "running install_lib\n",
      "running build_py\n",
      "creating build\\bdist.win-amd64\\egg\n",
      "creating build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\build_imagenet_data.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\cifar10.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\dataset_factory.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\dataset_utils.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\download_and_convert_cifar10.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\download_and_convert_flowers.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\download_and_convert_mnist.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\download_and_convert_visualwakewords.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\download_and_convert_visualwakewords_lib.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\flowers.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\imagenet.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\mnist.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\preprocess_imagenet_validation_data.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\process_bounding_boxes.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\visualwakewords.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "copying build\\lib\\datasets\\__init__.py -> build\\bdist.win-amd64\\egg\\datasets\n",
      "creating build\\bdist.win-amd64\\egg\\deployment\n",
      "copying build\\lib\\deployment\\model_deploy.py -> build\\bdist.win-amd64\\egg\\deployment\n",
      "copying build\\lib\\deployment\\model_deploy_test.py -> build\\bdist.win-amd64\\egg\\deployment\n",
      "copying build\\lib\\deployment\\__init__.py -> build\\bdist.win-amd64\\egg\\deployment\n",
      "creating build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\alexnet.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\alexnet_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\cifarnet.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\cyclegan.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\cyclegan_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\dcgan.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\dcgan_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\i3d.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\i3d_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\i3d_utils.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_resnet_v2.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_resnet_v2_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_utils.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v1.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v1_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v2.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v2_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v3.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v3_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v4.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\inception_v4_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\lenet.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "creating build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet\\conv_blocks.py -> build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet\\mobilenet.py -> build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet\\mobilenet_v2.py -> build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet\\mobilenet_v2_test.py -> build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet\\mobilenet_v3.py -> build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet\\mobilenet_v3_test.py -> build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet\\__init__.py -> build\\bdist.win-amd64\\egg\\nets\\mobilenet\n",
      "copying build\\lib\\nets\\mobilenet_v1.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\mobilenet_v1_eval.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\mobilenet_v1_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\mobilenet_v1_train.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "creating build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nasnet\\nasnet.py -> build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nasnet\\nasnet_test.py -> build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nasnet\\nasnet_utils.py -> build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nasnet\\nasnet_utils_test.py -> build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nasnet\\pnasnet.py -> build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nasnet\\pnasnet_test.py -> build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nasnet\\__init__.py -> build\\bdist.win-amd64\\egg\\nets\\nasnet\n",
      "copying build\\lib\\nets\\nets_factory.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\nets_factory_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\overfeat.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\overfeat_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\pix2pix.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\pix2pix_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\post_training_quantization.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\resnet_utils.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\resnet_v1.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\resnet_v1_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\resnet_v2.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\resnet_v2_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\s3dg.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\s3dg_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\vgg.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\vgg_test.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "copying build\\lib\\nets\\__init__.py -> build\\bdist.win-amd64\\egg\\nets\n",
      "creating build\\bdist.win-amd64\\egg\\object_detection\n",
      "creating build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\flexible_grid_anchor_generator.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\flexible_grid_anchor_generator_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\grid_anchor_generator.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\grid_anchor_generator_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\multiple_grid_anchor_generator.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\multiple_grid_anchor_generator_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\multiscale_grid_anchor_generator.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\multiscale_grid_anchor_generator_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "copying build\\lib\\object_detection\\anchor_generators\\__init__.py -> build\\bdist.win-amd64\\egg\\object_detection\\anchor_generators\n",
      "creating build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\faster_rcnn_box_coder.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\faster_rcnn_box_coder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\keypoint_box_coder.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\keypoint_box_coder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\mean_stddev_box_coder.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\mean_stddev_box_coder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\square_box_coder.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\square_box_coder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "copying build\\lib\\object_detection\\box_coders\\__init__.py -> build\\bdist.win-amd64\\egg\\object_detection\\box_coders\n",
      "creating build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\anchor_generator_builder.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\anchor_generator_builder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\box_coder_builder.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\box_coder_builder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\box_predictor_builder.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\box_predictor_builder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\calibration_builder.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\calibration_builder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\dataset_builder.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\dataset_builder_test.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
      "copying build\\lib\\object_detection\\builders\\decoder_builder.py -> build\\bdist.win-amd64\\egg\\object_detection\\builders\n",
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      "byte-compiling build\\bdist.win-amd64\\egg\\preprocessing\\cifarnet_preprocessing.py to cifarnet_preprocessing.cpython-38.pyc\n",
      "byte-compiling build\\bdist.win-amd64\\egg\\preprocessing\\inception_preprocessing.py to inception_preprocessing.cpython-38.pyc\n",
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      "byte-compiling build\\bdist.win-amd64\\egg\\preprocessing\\vgg_preprocessing.py to vgg_preprocessing.cpython-38.pyc\n",
      "byte-compiling build\\bdist.win-amd64\\egg\\preprocessing\\__init__.py to __init__.cpython-38.pyc\n",
      "creating build\\bdist.win-amd64\\egg\\EGG-INFO\n",
      "copying object_detection.egg-info\\PKG-INFO -> build\\bdist.win-amd64\\egg\\EGG-INFO\n",
      "copying object_detection.egg-info\\SOURCES.txt -> build\\bdist.win-amd64\\egg\\EGG-INFO\n",
      "copying object_detection.egg-info\\dependency_links.txt -> build\\bdist.win-amd64\\egg\\EGG-INFO\n",
      "copying object_detection.egg-info\\requires.txt -> build\\bdist.win-amd64\\egg\\EGG-INFO\n",
      "copying object_detection.egg-info\\top_level.txt -> build\\bdist.win-amd64\\egg\\EGG-INFO\n",
      "creating 'dist\\object_detection-0.1-py3.8.egg' and adding 'build\\bdist.win-amd64\\egg' to it\n",
      "removing 'build\\bdist.win-amd64\\egg' (and everything under it)\n",
      "Processing object_detection-0.1-py3.8.egg\n",
      "creating c:\\detection\\tensor\\lib\\site-packages\\object_detection-0.1-py3.8.egg\n",
      "Extracting object_detection-0.1-py3.8.egg to c:\\detection\\tensor\\lib\\site-packages\n",
      "Adding object-detection 0.1 to easy-install.pth file\n",
      "\n",
      "Installed c:\\detection\\tensor\\lib\\site-packages\\object_detection-0.1-py3.8.egg\n",
      "Processing dependencies for object-detection==0.1\n",
      "Searching for sacrebleu<=2.2.0\n",
      "Reading https://pypi.org/simple/sacrebleu/\n",
      "Downloading https://files.pythonhosted.org/packages/f7/7e/fcf46053f73ab00ed4d9cf04433344def0d7e8d4ff3e2d5b8c480b6e1052/sacrebleu-2.2.0-py3-none-any.whl#sha256=2f9091da6639bff1b793b8dd0ec942aa30df08fa97d18697244b902e7eec6b5d\n",
      "Best match: sacrebleu 2.2.0\n",
      "Processing sacrebleu-2.2.0-py3-none-any.whl\n",
      "Installing sacrebleu-2.2.0-py3-none-any.whl to c:\\detection\\tensor\\lib\\site-packages\n",
      "writing requirements to c:\\detection\\tensor\\lib\\site-packages\\sacrebleu-2.2.0-py3.8.egg\\EGG-INFO\\requires.txt\n",
      "Adding sacrebleu 2.2.0 to easy-install.pth file\n",
      "Installing sacrebleu-script.py script to C:\\detection\\tensor\\Scripts\n",
      "Installing sacrebleu.exe script to C:\\detection\\tensor\\Scripts\n",
      "\n",
      "Installed c:\\detection\\tensor\\lib\\site-packages\\sacrebleu-2.2.0-py3.8.egg\n",
      "Searching for pyparsing==2.4.7\n",
      "Reading https://pypi.org/simple/pyparsing/\n",
      "Downloading https://files.pythonhosted.org/packages/8a/bb/488841f56197b13700afd5658fc279a2025a39e22449b7cf29864669b15d/pyparsing-2.4.7-py2.py3-none-any.whl#sha256=ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b\n",
      "Best match: pyparsing 2.4.7\n",
      "Processing pyparsing-2.4.7-py2.py3-none-any.whl\n",
      "Installing pyparsing-2.4.7-py2.py3-none-any.whl to c:\\detection\\tensor\\lib\\site-packages\n",
      "Adding pyparsing 2.4.7 to easy-install.pth file\n",
      "\n",
      "Installed c:\\detection\\tensor\\lib\\site-packages\\pyparsing-2.4.7-py3.8.egg\n",
      "Searching for tensorflow_io\n",
      "Reading https://pypi.org/simple/tensorflow_io/\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "zip_safe flag not set; analyzing archive contents...\n",
      "object_detection.core.__pycache__.densepose_ops.cpython-38: module references __file__\n",
      "object_detection.core.__pycache__.preprocessor.cpython-38: module MAY be using inspect.stack\n",
      "object_detection.utils.__pycache__.autoaugment_utils.cpython-38: module MAY be using inspect.stack\n",
      "No local packages or working download links found for tensorflow_io\n",
      "error: Could not find suitable distribution for Requirement.parse('tensorflow_io')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Obtaining file:///C:/detection/Tensorflow/models/research/slim\n",
      "  Preparing metadata (setup.py): started\n",
      "  Preparing metadata (setup.py): finished with status 'done'\n",
      "Requirement already satisfied: six in c:\\detection\\tensor\\lib\\site-packages (from slim==0.1) (1.16.0)\n",
      "Collecting tf-slim>=1.1 (from slim==0.1)\n",
      "  Downloading tf_slim-1.1.0-py2.py3-none-any.whl.metadata (1.6 kB)\n",
      "Requirement already satisfied: absl-py>=0.2.2 in c:\\detection\\tensor\\lib\\site-packages (from tf-slim>=1.1->slim==0.1) (2.1.0)\n",
      "Downloading tf_slim-1.1.0-py2.py3-none-any.whl (352 kB)\n",
      "   ---------------------------------------- 0.0/352.1 kB ? eta -:--:--\n",
      "   -------- ------------------------------- 71.7/352.1 kB 2.0 MB/s eta 0:00:01\n",
      "   -------------------------- ------------- 235.5/352.1 kB 2.4 MB/s eta 0:00:01\n",
      "   ---------------------------------------- 352.1/352.1 kB 2.7 MB/s eta 0:00:00\n",
      "Installing collected packages: tf-slim, slim\n",
      "  Running setup.py develop for slim\n",
      "Successfully installed slim-0.1 tf-slim-1.1.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires Cython, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n",
      "object-detection 0.1 requires lxml, which is not installed.\n",
      "object-detection 0.1 requires matplotlib, which is not installed.\n",
      "object-detection 0.1 requires pandas, which is not installed.\n",
      "object-detection 0.1 requires pillow, which is not installed.\n",
      "object-detection 0.1 requires pycocotools, which is not installed.\n",
      "object-detection 0.1 requires scipy, which is not installed.\n",
      "object-detection 0.1 requires tensorflow_io, which is not installed.\n",
      "object-detection 0.1 requires tf-models-official>=2.5.1, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "# Install Tensorflow Object Detection \n",
    "if os.name=='posix':  \n",
    "    !apt-get install protobuf-compiler\n",
    "    !cd Tensorflow/models/research && protoc object_detection/protos/*.proto --python_out=. && cp object_detection/packages/tf2/setup.py . && python -m pip install . \n",
    "    \n",
    "if os.name=='nt':\n",
    "    url=\"https://github.com/protocolbuffers/protobuf/releases/download/v3.15.6/protoc-3.15.6-win64.zip\"\n",
    "    wget.download(url)\n",
    "    !move protoc-3.15.6-win64.zip {paths['PROTOC_PATH']}\n",
    "    !cd {paths['PROTOC_PATH']} && tar -xf protoc-3.15.6-win64.zip\n",
    "    os.environ['PATH'] += os.pathsep + os.path.abspath(os.path.join(paths['PROTOC_PATH'], 'bin'))   \n",
    "    !cd Tensorflow/models/research && protoc object_detection/protos/*.proto --python_out=. && copy object_detection\\\\packages\\\\tf2\\\\setup.py setup.py && python setup.py build && python setup.py install\n",
    "    !cd Tensorflow/models/research/slim && pip install -e . "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "VERIFICATION_SCRIPT = os.path.join(paths['APIMODEL_PATH'], 'research', 'object_detection', 'builders', 'model_builder_tf2_test.py')\n",
    "# Verify Installation\n",
    "!python {VERIFICATION_SCRIPT}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires Cython, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n",
      "object-detection 0.1 requires lxml, which is not installed.\n",
      "object-detection 0.1 requires matplotlib, which is not installed.\n",
      "object-detection 0.1 requires pandas, which is not installed.\n",
      "object-detection 0.1 requires pillow, which is not installed.\n",
      "object-detection 0.1 requires pycocotools, which is not installed.\n",
      "object-detection 0.1 requires tensorflow_io, which is not installed.\n",
      "object-detection 0.1 requires tf-models-official>=2.5.1, which is not installed.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting scipy\n",
      "  Downloading scipy-1.10.1-cp38-cp38-win_amd64.whl.metadata (58 kB)\n",
      "     ---------------------------------------- 0.0/59.0 kB ? eta -:--:--\n",
      "     ---------------------------------------- 59.0/59.0 kB 1.5 MB/s eta 0:00:00\n",
      "Requirement already satisfied: numpy<1.27.0,>=1.19.5 in c:\\detection\\tensor\\lib\\site-packages (from scipy) (1.24.4)\n",
      "Downloading scipy-1.10.1-cp38-cp38-win_amd64.whl (42.2 MB)\n",
      "   ---------------------------------------- 0.0/42.2 MB ? eta -:--:--\n",
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      "   ---------------------------------------- 42.2/42.2 MB 6.5 MB/s eta 0:00:00\n",
      "Installing collected packages: scipy\n",
      "Successfully installed scipy-1.10.1\n"
     ]
    }
   ],
   "source": [
    "pip install scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "   ------------------ -------------------- 221.1/459.2 MB 67.0 kB/s eta 0:59:14\n",
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      "   ------------------ -------------------- 221.1/459.2 MB 68.3 kB/s eta 0:58:04\n",
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      "   ------------------ -------------------- 221.2/459.2 MB 69.4 kB/s eta 0:57:09\n",
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      "   ------------------ -------------------- 221.2/459.2 MB 71.7 kB/s eta 0:55:20\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "google-api-core 2.18.0 requires google-auth<3.0.dev0,>=2.14.1, but you have google-auth 1.35.0 which is incompatible.\n",
      "scikit-learn 1.3.2 requires scipy>=1.5.0, but you have scipy 1.4.1 which is incompatible.\n",
      "tensorflow-intel 2.13.0 requires tensorboard<2.14,>=2.13, but you have tensorboard 2.2.2 which is incompatible.\n",
      "tensorflow-intel 2.13.0 requires tensorflow-estimator<2.14,>=2.13.0, but you have tensorflow-estimator 2.2.0 which is incompatible.\n",
      "tf-models-official 2.5.1 requires tensorflow>=2.5.0, but you have tensorflow 2.2.0 which is incompatible.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Using cached gast-0.3.3-py2.py3-none-any.whl (9.7 kB)\n",
      "Downloading scipy-1.4.1-cp38-cp38-win_amd64.whl (31.0 MB)\n",
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      "Installing collected packages: tensorflow-estimator, tensorboard-plugin-wit, scipy, keras-preprocessing, h5py, gast, cachetools, google-auth, google-auth-oauthlib, tensorboard, tensorflow\n",
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      "Successfully installed cachetools-4.2.4 gast-0.3.3 google-auth-1.35.0 google-auth-oauthlib-0.4.6 h5py-2.10.0 keras-preprocessing-1.1.2 scipy-1.4.1 tensorboard-2.2.2 tensorboard-plugin-wit-1.8.1 tensorflow-2.2.0 tensorflow-estimator-2.2.0\n"
     ]
    }
   ],
   "source": [
    "pip install keras==2.4.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.Collecting tf-models-official\n",
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      "INFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C.\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  WARNING: Failed to remove contents in a temporary directory 'C:\\detection\\tensor\\Lib\\site-packages\\~aml'.\n",
      "  You can safely remove it manually.\n",
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Downloading threadpoolctl-3.5.0-py3-none-any.whl (18 kB)\n",
      "Building wheels for collected packages: kaggle, seqeval, promise\n",
      "  Building wheel for kaggle (setup.py): started\n",
      "  Building wheel for kaggle (setup.py): finished with status 'done'\n",
      "  Created wheel for kaggle: filename=kaggle-1.6.12-py3-none-any.whl size=102985 sha256=4271bdc22eff768ef4f44875dafc079942442be68dcc82312600167f18093c94\n",
      "  Stored in directory: c:\\users\\user\\appdata\\local\\pip\\cache\\wheels\\a0\\87\\83\\f9893bb1660a03ca5808b7429e77808120f091569651323dd1\n",
      "  Building wheel for seqeval (setup.py): started\n",
      "  Building wheel for seqeval (setup.py): finished with status 'done'\n",
      "  Created wheel for seqeval: filename=seqeval-1.2.2-py3-none-any.whl size=16193 sha256=cc0810a32c6511eee237dbc979fee246dbaba54db3b53052f024a1f8f4701736\n",
      "  Stored in directory: c:\\users\\user\\appdata\\local\\pip\\cache\\wheels\\ad\\5c\\ba\\05fa33fa5855777b7d686e843ec07452f22a66a138e290e732\n",
      "  Building wheel for promise (setup.py): started\n",
      "  Building wheel for promise (setup.py): finished with status 'done'\n",
      "  Created wheel for promise: filename=promise-2.3-py3-none-any.whl size=21551 sha256=a4499e740a02aecd8243b80b19745a1eab4dad1a8a1090784b5e692da6fb812c\n",
      "  Stored in directory: c:\\users\\user\\appdata\\local\\pip\\cache\\wheels\\54\\aa\\01\\724885182f93150035a2a91bce34a12877e8067a97baaf5dc8\n",
      "Successfully built kaggle seqeval promise\n",
      "Installing collected packages: text-unidecode, sentencepiece, py-cpuinfo, keras, gin-config, flatbuffers, dm-tree, uritemplate, tzdata, typeguard, tqdm, toml, threadpoolctl, tf-keras, tensorflow-estimator, tabulate, regex, pyyaml, python-slugify, protobuf, promise, portalocker, Pillow, opencv-python-headless, lxml, kiwisolver, joblib, immutabledict, httplib2, fonttools, etils, Cython, cycler, contourpy, click, absl-py, tensorflow-model-optimization, tensorflow-hub, tensorflow-addons, scikit-learn, proto-plus, pandas, oauth2client, matplotlib, kaggle, googleapis-common-protos, tensorflow-metadata, seqeval, pycocotools, google-auth-httplib2, google-api-core, tensorboard, google-api-python-client, array-record, tensorflow-datasets, tensorflow, tensorflow-text, tf-models-official\n",
      "  Attempting uninstall: keras\n",
      "    Found existing installation: keras 2.9.0\n",
      "    Uninstalling keras-2.9.0:\n",
      "      Successfully uninstalled keras-2.9.0\n",
      "  Attempting uninstall: flatbuffers\n",
      "    Found existing installation: flatbuffers 1.12\n",
      "    Uninstalling flatbuffers-1.12:\n",
      "      Successfully uninstalled flatbuffers-1.12\n",
      "  Attempting uninstall: tensorflow-estimator\n",
      "    Found existing installation: tensorflow-estimator 2.9.0\n",
      "    Uninstalling tensorflow-estimator-2.9.0:\n",
      "      Successfully uninstalled tensorflow-estimator-2.9.0\n",
      "  Attempting uninstall: pyyaml\n",
      "    Found existing installation: PyYAML 6.0.1\n",
      "    Uninstalling PyYAML-6.0.1:\n",
      "      Successfully uninstalled PyYAML-6.0.1\n",
      "  Attempting uninstall: protobuf\n",
      "    Found existing installation: protobuf 3.20.0\n",
      "    Uninstalling protobuf-3.20.0:\n",
      "      Successfully uninstalled protobuf-3.20.0\n",
      "  Attempting uninstall: absl-py\n",
      "    Found existing installation: absl-py 2.1.0\n",
      "    Uninstalling absl-py-2.1.0:\n",
      "      Successfully uninstalled absl-py-2.1.0\n",
      "  Attempting uninstall: tensorboard\n",
      "    Found existing installation: tensorboard 2.9.1\n",
      "    Uninstalling tensorboard-2.9.1:\n",
      "      Successfully uninstalled tensorboard-2.9.1\n",
      "  Attempting uninstall: tensorflow\n",
      "    Found existing installation: tensorflow 2.9.0\n",
      "    Uninstalling tensorflow-2.9.0:\n",
      "      Successfully uninstalled tensorflow-2.9.0\n",
      "Successfully installed Cython-3.0.10 Pillow-10.3.0 absl-py-1.4.0 array-record-0.4.0 click-8.1.7 contourpy-1.1.1 cycler-0.12.1 dm-tree-0.1.8 etils-1.3.0 flatbuffers-24.3.25 fonttools-4.51.0 gin-config-0.5.0 google-api-core-2.19.0 google-api-python-client-2.127.0 google-auth-httplib2-0.2.0 googleapis-common-protos-1.63.0 httplib2-0.22.0 immutabledict-4.2.0 joblib-1.4.0 kaggle-1.6.12 keras-2.10.0 kiwisolver-1.4.5 lxml-5.2.1 matplotlib-3.7.5 oauth2client-4.1.3 opencv-python-headless-4.9.0.80 pandas-2.0.3 portalocker-2.8.2 promise-2.3 proto-plus-1.23.0 protobuf-3.19.6 py-cpuinfo-9.0.0 pycocotools-2.0.7 python-slugify-8.0.4 pyyaml-5.4.1 regex-2024.4.28 scikit-learn-1.3.2 sentencepiece-0.2.0 seqeval-1.2.2 tabulate-0.9.0 tensorboard-2.10.1 tensorflow-2.10.1 tensorflow-addons-0.21.0 tensorflow-datasets-4.9.0 tensorflow-estimator-2.10.0 tensorflow-hub-0.16.1 tensorflow-metadata-1.13.0 tensorflow-model-optimization-0.8.0 tensorflow-text-2.10.0 text-unidecode-1.3 tf-keras-2.15.0 tf-models-official-2.10.1 threadpoolctl-3.5.0 toml-0.10.2 tqdm-4.66.2 typeguard-2.13.3 tzdata-2024.1 uritemplate-4.1.1\n"
     ]
    }
   ],
   "source": [
    "pip install tf-models-official"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting Pillow\n",
      "  Downloading pillow-10.3.0-cp38-cp38-win_amd64.whl.metadata (9.4 kB)\n",
      "Downloading pillow-10.3.0-cp38-cp38-win_amd64.whl (2.5 MB)\n",
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      "Installing collected packages: Pillow\n",
      "Successfully installed Pillow-10.3.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires Cython, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n",
      "object-detection 0.1 requires lxml, which is not installed.\n",
      "object-detection 0.1 requires pandas, which is not installed.\n",
      "object-detection 0.1 requires pycocotools, which is not installed.\n",
      "object-detection 0.1 requires tf-models-official<2.16.0,>=2.5.1, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "pip install Pillow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting matplotlib==3.2\n",
      "  Using cached matplotlib-3.2.0-cp38-cp38-win_amd64.whl.metadata (5.1 kB)\n",
      "Collecting cycler>=0.10 (from matplotlib==3.2)\n",
      "  Using cached cycler-0.12.1-py3-none-any.whl.metadata (3.8 kB)\n",
      "Collecting kiwisolver>=1.0.1 (from matplotlib==3.2)\n",
      "  Using cached kiwisolver-1.4.5-cp38-cp38-win_amd64.whl.metadata (6.5 kB)\n",
      "Requirement already satisfied: numpy>=1.11 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from matplotlib==3.2) (1.21.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages\\pyparsing-2.4.7-py3.8.egg (from matplotlib==3.2) (2.4.7)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from matplotlib==3.2) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from python-dateutil>=2.1->matplotlib==3.2) (1.15.0)\n",
      "Using cached matplotlib-3.2.0-cp38-cp38-win_amd64.whl (9.2 MB)\n",
      "Using cached cycler-0.12.1-py3-none-any.whl (8.3 kB)\n",
      "Using cached kiwisolver-1.4.5-cp38-cp38-win_amd64.whl (56 kB)\n",
      "Installing collected packages: kiwisolver, cycler, matplotlib\n",
      "Successfully installed cycler-0.12.1 kiwisolver-1.4.5 matplotlib-3.2.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires Cython, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n",
      "object-detection 0.1 requires lxml, which is not installed.\n",
      "object-detection 0.1 requires pandas, which is not installed.\n",
      "object-detection 0.1 requires pillow, which is not installed.\n",
      "object-detection 0.1 requires pycocotools, which is not installed.\n",
      "object-detection 0.1 requires tf-models-official>=2.5.1, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "pip install matplotlib==3.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorflow_io\n",
      "  Downloading tensorflow_io-0.31.0-cp38-cp38-win_amd64.whl.metadata (14 kB)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem==0.31.0 in c:\\detection\\tensor\\lib\\site-packages (from tensorflow_io) (0.31.0)\n",
      "Downloading tensorflow_io-0.31.0-cp38-cp38-win_amd64.whl (22.9 MB)\n",
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      "   ---------------------------------------- 22.9/22.9 MB 4.0 MB/s eta 0:00:00\n",
      "Installing collected packages: tensorflow_io\n",
      "Successfully installed tensorflow_io-0.31.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires Cython, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n",
      "object-detection 0.1 requires lxml, which is not installed.\n",
      "object-detection 0.1 requires matplotlib, which is not installed.\n",
      "object-detection 0.1 requires pandas, which is not installed.\n",
      "object-detection 0.1 requires pillow, which is not installed.\n",
      "object-detection 0.1 requires pycocotools, which is not installed.\n",
      "object-detection 0.1 requires tf-models-official>=2.5.1, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "pip install tensorflow_io"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting scipy\n",
      "  Using cached scipy-1.10.1-cp38-cp38-win_amd64.whl.metadata (58 kB)\n",
      "Requirement already satisfied: numpy<1.27.0,>=1.19.5 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from scipy) (1.19.5)\n",
      "Using cached scipy-1.10.1-cp38-cp38-win_amd64.whl (42.2 MB)\n",
      "Installing collected packages: scipy\n",
      "Successfully installed scipy-1.10.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires Cython, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n",
      "object-detection 0.1 requires lxml, which is not installed.\n",
      "object-detection 0.1 requires matplotlib, which is not installed.\n",
      "object-detection 0.1 requires pandas, which is not installed.\n",
      "object-detection 0.1 requires pillow, which is not installed.\n",
      "object-detection 0.1 requires pycocotools, which is not installed.\n",
      "object-detection 0.1 requires tensorflow_io, which is not installed.\n",
      "object-detection 0.1 requires tf-models-official>=2.5.1, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "pip install scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting protobuf==3.20.*Note: you may need to restart the kernel to use updated packages.\n",
      "\n",
      "  Downloading protobuf-3.20.3-cp37-cp37m-win_amd64.whl.metadata (699 bytes)\n",
      "Downloading protobuf-3.20.3-cp37-cp37m-win_amd64.whl (905 kB)\n",
      "   ---------------------------------------- 905.1/905.1 kB 1.7 MB/s eta 0:00:00\n",
      "Installing collected packages: protobuf\n",
      "  Attempting uninstall: protobuf\n",
      "    Found existing installation: protobuf 4.24.4\n",
      "    Uninstalling protobuf-4.24.4:\n",
      "      Successfully uninstalled protobuf-4.24.4\n",
      "Successfully installed protobuf-3.20.3\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "tf-models-official 2.15.0 requires Cython, which is not installed.\n",
      "tf-models-official 2.15.0 requires gin-config, which is not installed.\n",
      "tf-models-official 2.15.0 requires google-api-python-client>=1.6.7, which is not installed.\n",
      "tf-models-official 2.15.0 requires immutabledict, which is not installed.\n",
      "tf-models-official 2.15.0 requires kaggle>=1.3.9, which is not installed.\n",
      "tf-models-official 2.15.0 requires matplotlib, which is not installed.\n",
      "tf-models-official 2.15.0 requires oauth2client, which is not installed.\n",
      "tf-models-official 2.15.0 requires opencv-python-headless, which is not installed.\n",
      "tf-models-official 2.15.0 requires pandas>=0.22.0, which is not installed.\n",
      "tf-models-official 2.15.0 requires Pillow, which is not installed.\n",
      "tf-models-official 2.15.0 requires py-cpuinfo>=3.3.0, which is not installed.\n",
      "tf-models-official 2.15.0 requires pycocotools, which is not installed.\n",
      "tf-models-official 2.15.0 requires pyyaml>=6.0.0, which is not installed.\n",
      "tf-models-official 2.15.0 requires scipy>=0.19.1, which is not installed.\n",
      "tf-models-official 2.15.0 requires sentencepiece, which is not installed.\n",
      "tf-models-official 2.15.0 requires seqeval, which is not installed.\n",
      "tf-models-official 2.15.0 requires tensorflow-datasets, which is not installed.\n",
      "tf-models-official 2.15.0 requires tensorflow-hub>=0.6.0, which is not installed.\n",
      "tf-models-official 2.15.0 requires tensorflow-model-optimization>=0.4.1, which is not installed.\n",
      "tf-models-official 2.15.0 requires tensorflow-text~=2.15.0, which is not installed.\n",
      "tf-models-official 2.15.0 requires tensorflow~=2.15.0, but you have tensorflow 1.15.2 which is incompatible.\n"
     ]
    }
   ],
   "source": [
    "pip install protobuf==3.20.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tensorflow in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (2.4.0)\n",
      "Collecting tensorflow\n",
      "  Using cached tensorflow-2.13.1-cp38-cp38-win_amd64.whl.metadata (2.6 kB)\n",
      "INFO: pip is looking at multiple versions of tensorflow to determine which version is compatible with other requirements. This could take a while.\n",
      "  Using cached tensorflow-2.13.0-cp38-cp38-win_amd64.whl.metadata (2.6 kB)\n",
      "Collecting tensorflow-intel==2.13.0 (from tensorflow)\n",
      "  Using cached tensorflow_intel-2.13.0-cp38-cp38-win_amd64.whl.metadata (4.1 kB)\n",
      "Collecting absl-py>=1.0.0 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached absl_py-2.1.0-py3-none-any.whl.metadata (2.3 kB)\n",
      "Requirement already satisfied: astunparse>=1.6.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (1.6.3)\n",
      "Collecting flatbuffers>=23.1.21 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached flatbuffers-24.3.25-py2.py3-none-any.whl.metadata (850 bytes)\n",
      "Requirement already satisfied: gast<=0.4.0,>=0.2.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (0.3.3)\n",
      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (0.2.0)\n",
      "Requirement already satisfied: h5py>=2.9.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (2.10.0)\n",
      "Collecting libclang>=13.0.0 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached libclang-18.1.1-py2.py3-none-win_amd64.whl.metadata (5.3 kB)\n",
      "Collecting numpy<=1.24.3,>=1.22 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached numpy-1.24.3-cp38-cp38-win_amd64.whl.metadata (5.6 kB)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (3.3.0)\n",
      "Requirement already satisfied: packaging in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (24.0)\n",
      "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (3.20.3)\n",
      "Requirement already satisfied: setuptools in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (41.2.0)\n",
      "Requirement already satisfied: six>=1.12.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (1.15.0)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (1.1.0)\n",
      "Collecting typing-extensions<4.6.0,>=3.6.6 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached typing_extensions-4.5.0-py3-none-any.whl.metadata (8.5 kB)\n",
      "Requirement already satisfied: wrapt>=1.11.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (1.12.1)\n",
      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorflow-intel==2.13.0->tensorflow) (1.32.0)\n",
      "Collecting tensorboard<2.14,>=2.13 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached tensorboard-2.13.0-py3-none-any.whl.metadata (1.8 kB)\n",
      "Collecting tensorflow-estimator<2.14,>=2.13.0 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached tensorflow_estimator-2.13.0-py2.py3-none-any.whl.metadata (1.3 kB)\n",
      "Collecting keras<2.14,>=2.13.1 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached keras-2.13.1-py3-none-any.whl.metadata (2.4 kB)\n",
      "Collecting tensorflow-io-gcs-filesystem>=0.23.1 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached tensorflow_io_gcs_filesystem-0.31.0-cp38-cp38-win_amd64.whl.metadata (14 kB)\n",
      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from astunparse>=1.6.0->tensorflow-intel==2.13.0->tensorflow) (0.43.0)\n",
      "Collecting grpcio<2.0,>=1.24.3 (from tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached grpcio-1.62.1-cp38-cp38-win_amd64.whl.metadata (4.2 kB)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (2.29.0)\n",
      "Collecting google-auth-oauthlib<1.1,>=0.5 (from tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached google_auth_oauthlib-1.0.0-py2.py3-none-any.whl.metadata (2.7 kB)\n",
      "Requirement already satisfied: markdown>=2.6.8 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (3.6)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (2.31.0)\n",
      "Collecting tensorboard-data-server<0.8.0,>=0.7.0 (from tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow)\n",
      "  Using cached tensorboard_data_server-0.7.2-py3-none-any.whl.metadata (1.1 kB)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (3.0.2)\n",
      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (5.3.3)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (0.4.0)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (4.9)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (2.0.0)\n",
      "Requirement already satisfied: importlib-metadata>=4.4 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from markdown>=2.6.8->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (7.1.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (3.6)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (2.2.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (2024.2.2)\n",
      "Requirement already satisfied: MarkupSafe>=2.1.1 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from werkzeug>=1.0.1->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (2.1.5)\n",
      "Requirement already satisfied: zipp>=0.5 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (3.18.1)\n",
      "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (0.6.0)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\tensor flow object detection\\tfodcourse\\hamza\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.14,>=2.13->tensorflow-intel==2.13.0->tensorflow) (3.2.2)\n",
      "Using cached tensorflow-2.13.0-cp38-cp38-win_amd64.whl (1.9 kB)\n",
      "Using cached tensorflow_intel-2.13.0-cp38-cp38-win_amd64.whl (276.5 MB)\n",
      "Using cached absl_py-2.1.0-py3-none-any.whl (133 kB)\n",
      "Using cached flatbuffers-24.3.25-py2.py3-none-any.whl (26 kB)\n",
      "Using cached keras-2.13.1-py3-none-any.whl (1.7 MB)\n",
      "Using cached libclang-18.1.1-py2.py3-none-win_amd64.whl (26.4 MB)\n",
      "Using cached numpy-1.24.3-cp38-cp38-win_amd64.whl (14.9 MB)\n",
      "Using cached tensorboard-2.13.0-py3-none-any.whl (5.6 MB)\n",
      "Using cached grpcio-1.62.1-cp38-cp38-win_amd64.whl (3.8 MB)\n",
      "Using cached tensorflow_estimator-2.13.0-py2.py3-none-any.whl (440 kB)\n",
      "Using cached tensorflow_io_gcs_filesystem-0.31.0-cp38-cp38-win_amd64.whl (1.5 MB)\n",
      "Using cached typing_extensions-4.5.0-py3-none-any.whl (27 kB)\n",
      "Using cached google_auth_oauthlib-1.0.0-py2.py3-none-any.whl (18 kB)\n",
      "Using cached tensorboard_data_server-0.7.2-py3-none-any.whl (2.4 kB)\n",
      "Installing collected packages: libclang, flatbuffers, typing-extensions, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard-data-server, numpy, keras, grpcio, absl-py, google-auth-oauthlib, tensorboard, tensorflow-intel, tensorflow\n",
      "  Attempting uninstall: flatbuffers\n",
      "    Found existing installation: flatbuffers 1.12\n",
      "    Uninstalling flatbuffers-1.12:\n",
      "      Successfully uninstalled flatbuffers-1.12\n",
      "  Attempting uninstall: typing-extensions\n",
      "    Found existing installation: typing_extensions 4.11.0\n",
      "    Uninstalling typing_extensions-4.11.0:\n",
      "      Successfully uninstalled typing_extensions-4.11.0\n",
      "  Attempting uninstall: tensorflow-estimator\n",
      "    Found existing installation: tensorflow-estimator 2.4.0\n",
      "    Uninstalling tensorflow-estimator-2.4.0:\n",
      "      Successfully uninstalled tensorflow-estimator-2.4.0\n",
      "  Attempting uninstall: tensorboard-data-server\n",
      "    Found existing installation: tensorboard-data-server 0.6.1\n",
      "    Uninstalling tensorboard-data-server-0.6.1:\n",
      "      Successfully uninstalled tensorboard-data-server-0.6.1\n",
      "  Attempting uninstall: numpy\n",
      "    Found existing installation: numpy 1.19.5\n",
      "    Uninstalling numpy-1.19.5:\n",
      "      Successfully uninstalled numpy-1.19.5\n",
      "  Attempting uninstall: keras\n",
      "    Found existing installation: keras 3.1.1\n",
      "    Uninstalling keras-3.1.1:\n",
      "      Successfully uninstalled keras-3.1.1\n",
      "  Attempting uninstall: grpcio\n",
      "    Found existing installation: grpcio 1.32.0\n",
      "    Uninstalling grpcio-1.32.0:\n",
      "      Successfully uninstalled grpcio-1.32.0\n",
      "  Attempting uninstall: absl-py\n",
      "    Found existing installation: absl-py 0.15.0\n",
      "    Uninstalling absl-py-0.15.0:\n",
      "      Successfully uninstalled absl-py-0.15.0\n",
      "  Attempting uninstall: google-auth-oauthlib\n",
      "    Found existing installation: google-auth-oauthlib 0.4.6\n",
      "    Uninstalling google-auth-oauthlib-0.4.6:\n",
      "      Successfully uninstalled google-auth-oauthlib-0.4.6\n",
      "  Attempting uninstall: tensorboard\n",
      "    Found existing installation: tensorboard 2.11.2\n",
      "    Uninstalling tensorboard-2.11.2:\n",
      "      Successfully uninstalled tensorboard-2.11.2\n",
      "  Attempting uninstall: tensorflow\n",
      "    Found existing installation: tensorflow 2.4.0\n",
      "    Uninstalling tensorflow-2.4.0:\n",
      "      Successfully uninstalled tensorflow-2.4.0\n",
      "Successfully installed absl-py-2.1.0 flatbuffers-24.3.25 google-auth-oauthlib-1.0.0 grpcio-1.62.1 keras-2.13.1 libclang-18.1.1 numpy-1.24.3 tensorboard-2.13.0 tensorboard-data-server-0.7.2 tensorflow-2.13.0 tensorflow-estimator-2.13.0 tensorflow-intel-2.13.0 tensorflow-io-gcs-filesystem-0.31.0 typing-extensions-4.5.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires contextlib2, which is not installed.\n",
      "object-detection 0.1 requires Cython, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n",
      "object-detection 0.1 requires lxml, which is not installed.\n",
      "object-detection 0.1 requires matplotlib, which is not installed.\n",
      "object-detection 0.1 requires pandas, which is not installed.\n",
      "object-detection 0.1 requires pillow, which is not installed.\n",
      "object-detection 0.1 requires pycocotools, which is not installed.\n",
      "object-detection 0.1 requires tensorflow_io, which is not installed.\n",
      "object-detection 0.1 requires tf-models-official>=2.5.1, which is not installed.\n",
      "sacrebleu 2.2.0 requires lxml, which is not installed.\n",
      "sacrebleu 2.2.0 requires portalocker, which is not installed.\n",
      "sacrebleu 2.2.0 requires regex, which is not installed.\n",
      "sacrebleu 2.2.0 requires tabulate>=0.8.9, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "!pip install tensorflow --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found existing installation: protobuf 3.15.7\n",
      "Uninstalling protobuf-3.15.7:\n",
      "  Successfully uninstalled protobuf-3.15.7\n",
      "Found existing installation: matplotlib 3.4.1\n",
      "Uninstalling matplotlib-3.4.1:\n",
      "  Successfully uninstalled matplotlib-3.4.1\n",
      "Collecting protobuf"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "apache-beam 2.28.0 requires crcmod<2.0,>=1.7, which is not installed.\n",
      "apache-beam 2.28.0 requires dill<0.3.2,>=0.3.1.1, which is not installed.\n",
      "apache-beam 2.28.0 requires fastavro<2,>=0.21.4, which is not installed.\n",
      "apache-beam 2.28.0 requires future<1.0.0,>=0.18.2, which is not installed.\n",
      "apache-beam 2.28.0 requires grpcio<2,>=1.29.0, which is not installed.\n",
      "apache-beam 2.28.0 requires hdfs<3.0.0,>=2.1.0, which is not installed.\n",
      "apache-beam 2.28.0 requires httplib2<0.18.0,>=0.8, which is not installed.\n",
      "apache-beam 2.28.0 requires mock<3.0.0,>=1.0.1, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires astunparse~=1.6.3, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires flatbuffers~=1.12.0, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires gast==0.4.0, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires google-pasta~=0.2, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires grpcio~=1.34.0, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires h5py~=3.1.0, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires keras-nightly~=2.5.0.dev, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires keras-preprocessing~=1.1.2, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires opt-einsum~=3.3.0, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires tensorboard~=2.4, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires termcolor~=1.1.0, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires tf-estimator-nightly==2.5.0.dev2021032501, which is not installed.\n",
      "tensorflow 2.5.0rc0 requires wrapt~=1.12.1, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires attrs>=18.1.0, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires dill, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires future, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires importlib-resources, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires promise, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires tensorflow-metadata, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires termcolor, which is not installed.\n",
      "tensorflow-datasets 4.2.0 requires tqdm, which is not installed.\n",
      "google-cloud-bigquery 2.13.1 requires google-api-core[grpc]<2.0.0dev,>=1.23.0, which is not installed.\n",
      "google-cloud-bigquery 2.13.1 requires google-cloud-core<2.0dev,>=1.4.1, which is not installed.\n",
      "google-cloud-bigquery 2.13.1 requires google-resumable-media<2.0dev,>=0.6.0, which is not installed.\n",
      "google-cloud-bigquery 2.13.1 requires packaging>=14.3, which is not installed.\n",
      "google-cloud-bigquery 2.13.1 requires proto-plus>=1.10.0, which is not installed.\n",
      "apache-beam 2.28.0 requires avro-python3!=1.9.2,<1.10.0,>=1.8.1, but you have avro-python3 1.10.2 which is incompatible.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  Downloading protobuf-3.15.7-cp37-cp37m-win_amd64.whl (904 kB)\n",
      "Collecting matplotlib==3.2\n",
      "  Using cached matplotlib-3.2.0-cp37-cp37m-win_amd64.whl (9.2 MB)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\youtube\\od\\tfodcourse\\tfod\\lib\\site-packages\\cycler-0.10.0-py3.7.egg (from matplotlib==3.2) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in d:\\youtube\\od\\tfodcourse\\tfod\\lib\\site-packages\\kiwisolver-1.3.1-py3.7-win-amd64.egg (from matplotlib==3.2) (1.3.1)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in d:\\youtube\\od\\tfodcourse\\tfod\\lib\\site-packages (from matplotlib==3.2) (2.8.1)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in d:\\youtube\\od\\tfodcourse\\tfod\\lib\\site-packages\\pyparsing-3.0.0b2-py3.7.egg (from matplotlib==3.2) (3.0.0b2)\n",
      "Requirement already satisfied: numpy>=1.11 in d:\\youtube\\od\\tfodcourse\\tfod\\lib\\site-packages (from matplotlib==3.2) (1.19.5)\n",
      "Requirement already satisfied: six in d:\\youtube\\od\\tfodcourse\\tfod\\lib\\site-packages (from cycler>=0.10->matplotlib==3.2) (1.15.0)\n",
      "Installing collected packages: protobuf, matplotlib\n",
      "Successfully installed matplotlib-3.2.0 protobuf-3.15.7\n"
     ]
    }
   ],
   "source": [
    "!pip uninstall protobuf matplotlib -y\n",
    "!pip install protobuf matplotlib==3.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorflow-object-detection-api\n",
      "  Downloading tensorflow_object_detection_api-0.1.1.tar.gz (577 kB)\n",
      "     ---------------------------------------- 0.0/577.4 kB ? eta -:--:--\n",
      "     -- ------------------------------------ 30.7/577.4 kB 1.3 MB/s eta 0:00:01\n",
      "     -------- ----------------------------- 122.9/577.4 kB 1.2 MB/s eta 0:00:01\n",
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      "     -------------------------------------- 577.4/577.4 kB 1.7 MB/s eta 0:00:00\n",
      "  Preparing metadata (setup.py): started\n",
      "  Preparing metadata (setup.py): finished with status 'done'\n",
      "Requirement already satisfied: Pillow>=1.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (10.3.0)\n",
      "Requirement already satisfied: Matplotlib>=2.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (3.2.0)\n",
      "Requirement already satisfied: Cython>=0.28.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (3.0.10)\n",
      "Requirement already satisfied: Protobuf in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (3.19.6)\n",
      "Requirement already satisfied: lxml in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (5.2.1)\n",
      "Requirement already satisfied: jupyter in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (1.0.0)\n",
      "Requirement already satisfied: tensorflow in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (2.10.1)\n",
      "Collecting contextlib2 (from tensorflow-object-detection-api)\n",
      "  Downloading contextlib2-21.6.0-py2.py3-none-any.whl.metadata (4.1 kB)\n",
      "Requirement already satisfied: wheel in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow-object-detection-api) (0.43.0)\n",
      "Collecting twine (from tensorflow-object-detection-api)\n",
      "  Downloading twine-5.0.0-py3-none-any.whl.metadata (3.3 kB)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from Matplotlib>=2.1->tensorflow-object-detection-api) (0.12.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from Matplotlib>=2.1->tensorflow-object-detection-api) (1.4.5)\n",
      "Requirement already satisfied: numpy>=1.11 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from Matplotlib>=2.1->tensorflow-object-detection-api) (1.24.3)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages\\pyparsing-2.4.7-py3.8.egg (from Matplotlib>=2.1->tensorflow-object-detection-api) (2.4.7)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from Matplotlib>=2.1->tensorflow-object-detection-api) (2.9.0.post0)\n",
      "Requirement already satisfied: notebook in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from jupyter->tensorflow-object-detection-api) (7.1.2)\n",
      "Requirement already satisfied: qtconsole in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from jupyter->tensorflow-object-detection-api) (5.5.1)\n",
      "Requirement already satisfied: jupyter-console in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from jupyter->tensorflow-object-detection-api) (6.6.3)\n",
      "Requirement already satisfied: nbconvert in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from jupyter->tensorflow-object-detection-api) (7.16.3)\n",
      "Requirement already satisfied: ipykernel in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from jupyter->tensorflow-object-detection-api) (6.29.4)\n",
      "Requirement already satisfied: ipywidgets in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from jupyter->tensorflow-object-detection-api) (8.1.2)\n",
      "Requirement already satisfied: absl-py>=1.0.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (1.4.0)\n",
      "Requirement already satisfied: astunparse>=1.6.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (1.6.3)\n",
      "Requirement already satisfied: flatbuffers>=2.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (24.3.25)\n",
      "Requirement already satisfied: gast<=0.4.0,>=0.2.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (0.4.0)\n",
      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (0.2.0)\n",
      "Requirement already satisfied: h5py>=2.9.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (3.10.0)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (1.1.2)\n",
      "Requirement already satisfied: libclang>=13.0.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (18.1.1)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (3.3.0)\n",
      "Requirement already satisfied: packaging in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (24.0)\n",
      "Requirement already satisfied: setuptools in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (41.2.0)\n",
      "Requirement already satisfied: six>=1.12.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (1.16.0)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (2.4.0)\n",
      "Requirement already satisfied: typing-extensions>=3.6.6 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (4.5.0)\n",
      "Requirement already satisfied: wrapt>=1.11.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (1.16.0)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (0.31.0)\n",
      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (1.62.1)\n",
      "Requirement already satisfied: tensorboard<2.11,>=2.10 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (2.10.1)\n",
      "Requirement already satisfied: tensorflow-estimator<2.11,>=2.10.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (2.10.0)\n",
      "Requirement already satisfied: keras<2.11,>=2.10.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from tensorflow->tensorflow-object-detection-api) (2.10.0)\n",
      "Collecting pkginfo>=1.8.1 (from twine->tensorflow-object-detection-api)\n",
      "  Downloading pkginfo-1.10.0-py3-none-any.whl.metadata (11 kB)\n",
      "Collecting readme-renderer>=35.0 (from twine->tensorflow-object-detection-api)\n",
      "  Downloading readme_renderer-43.0-py3-none-any.whl.metadata (2.8 kB)\n",
      "Requirement already satisfied: requests>=2.20 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from twine->tensorflow-object-detection-api) (2.31.0)\n",
      "Collecting requests-toolbelt!=0.9.0,>=0.8.0 (from twine->tensorflow-object-detection-api)\n",
      "  Downloading requests_toolbelt-1.0.0-py2.py3-none-any.whl.metadata (14 kB)\n",
      "Requirement already satisfied: urllib3>=1.26.0 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from twine->tensorflow-object-detection-api) (2.2.1)\n",
      "Requirement already satisfied: importlib-metadata>=3.6 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from twine->tensorflow-object-detection-api) (7.1.0)\n",
      "Collecting keyring>=15.1 (from twine->tensorflow-object-detection-api)\n",
      "  Downloading keyring-25.1.0-py3-none-any.whl.metadata (20 kB)\n",
      "Collecting rfc3986>=1.4.0 (from twine->tensorflow-object-detection-api)\n",
      "  Downloading rfc3986-2.0.0-py2.py3-none-any.whl.metadata (6.6 kB)\n",
      "Collecting rich>=12.0.0 (from twine->tensorflow-object-detection-api)\n",
      "  Using cached rich-13.7.1-py3-none-any.whl.metadata (18 kB)\n",
      "Requirement already satisfied: zipp>=0.5 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from importlib-metadata>=3.6->twine->tensorflow-object-detection-api) (3.18.1)\n",
      "Collecting jaraco.classes (from keyring>=15.1->twine->tensorflow-object-detection-api)\n",
      "  Downloading jaraco.classes-3.4.0-py3-none-any.whl.metadata (2.6 kB)\n",
      "Collecting jaraco.functools (from keyring>=15.1->twine->tensorflow-object-detection-api)\n",
      "  Downloading jaraco.functools-4.0.0-py3-none-any.whl.metadata (3.1 kB)\n",
      "Collecting jaraco.context (from keyring>=15.1->twine->tensorflow-object-detection-api)\n",
      "  Downloading jaraco.context-5.1.0-py3-none-any.whl.metadata (3.9 kB)\n",
      "Requirement already satisfied: importlib-resources in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from keyring>=15.1->twine->tensorflow-object-detection-api) (6.4.0)\n",
      "Collecting pywin32-ctypes>=0.2.0 (from keyring>=15.1->twine->tensorflow-object-detection-api)\n",
      "  Downloading pywin32_ctypes-0.2.2-py3-none-any.whl.metadata (3.8 kB)\n",
      "Collecting nh3>=0.2.14 (from readme-renderer>=35.0->twine->tensorflow-object-detection-api)\n",
      "  Downloading nh3-0.2.17-cp37-abi3-win_amd64.whl.metadata (1.8 kB)\n",
      "Collecting docutils>=0.13.1 (from readme-renderer>=35.0->twine->tensorflow-object-detection-api)\n",
      "  Downloading docutils-0.20.1-py3-none-any.whl.metadata (2.8 kB)\n",
      "Requirement already satisfied: Pygments>=2.5.1 in c:\\tensor flow object detection\\tfodcourse\\tensor\\lib\\site-packages (from readme-renderer>=35.0->twine->tensorflow-object-detection-api) (2.17.2)\n",
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      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: 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",
      "object-detection 0.1 requires apache-beam, which is not installed.\n",
      "object-detection 0.1 requires avro-python3, which is not installed.\n",
      "object-detection 0.1 requires lvis, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "pip install tensorflow-object-detection-api"
   ]
  }
 ],
 "metadata": {
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   "language": "python",
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}