Face_mask_detection_model_building.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNOtRIPD1n84hHm4ngZGCYT",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mart-anthony-stark/Machine-Learning-and-Deep-Learning/blob/main/Face_mask_detection_model_building.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G5LcBTMNqjWF",
        "outputId": "8bd203e8-bfab-4257-fbf5-42d94bb04715"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2.9.2\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "import glob\n",
        "import xml.etree.ElementTree as ET\n",
        "import pandas as pd\n",
        "import tensorflow as tf\n",
        "print(tf.__version__)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7HRYWxl3vTsG",
        "outputId": "389e7bf8-d769-4d07-f0ba-f888bdc4e70f"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Clone the tensorflow models git repository & Install TensorFlow Object Detection API"
      ],
      "metadata": {
        "id": "QTveqo6DwN-X"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# clone the tensorflow models on the colab cloud vm\n",
        "!git clone --q https://github.com/tensorflow/models.git\n",
        "\n",
        "#navigate to /models/research folder to compile protos\n",
        "%cd models/research\n",
        "\n",
        "# Compile protos.\n",
        "!protoc object_detection/protos/*.proto --python_out=.\n",
        "\n",
        "# Install TensorFlow Object Detection API.\n",
        "!cp object_detection/packages/tf2/setup.py .\n",
        "!python -m pip install ."
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xQMJyXpWwSkD",
        "outputId": "16bbf3ca-9515-41ff-ffbf-3344736d320d"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/models/research\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Processing /content/models/research\n",
            "\u001b[33m  DEPRECATION: A future pip version will change local packages to be built in-place without first copying to a temporary directory. We recommend you use --use-feature=in-tree-build to test your packages with this new behavior before it becomes the default.\n",
            "   pip 21.3 will remove support for this functionality. You can find discussion regarding this at https://github.com/pypa/pip/issues/7555.\u001b[0m\n",
            "Collecting avro-python3\n",
            "  Downloading avro-python3-1.10.2.tar.gz (38 kB)\n",
            "Collecting apache-beam\n",
            "  Downloading apache_beam-2.43.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (14.5 MB)\n",
            "\u001b[K     |████████████████████████████████| 14.5 MB 11.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pillow in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (7.1.2)\n",
            "Requirement already satisfied: lxml in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (4.9.1)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (3.2.2)\n",
            "Requirement already satisfied: Cython in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (0.29.32)\n",
            "Requirement already satisfied: contextlib2 in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (0.5.5)\n",
            "Collecting tf-slim\n",
            "  Downloading tf_slim-1.1.0-py2.py3-none-any.whl (352 kB)\n",
            "\u001b[K     |████████████████████████████████| 352 kB 77.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (1.15.0)\n",
            "Requirement already satisfied: pycocotools in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (2.0.6)\n",
            "Collecting lvis\n",
            "  Downloading lvis-0.5.3-py3-none-any.whl (14 kB)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (1.7.3)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (1.3.5)\n",
            "Collecting tf-models-official>=2.5.1\n",
            "  Downloading tf_models_official-2.11.1-py2.py3-none-any.whl (2.4 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.4 MB 67.1 MB/s \n",
            "\u001b[?25hCollecting tensorflow_io\n",
            "  Downloading tensorflow_io-0.28.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (26.9 MB)\n",
            "\u001b[K     |████████████████████████████████| 26.9 MB 1.3 MB/s \n",
            "\u001b[?25hRequirement already satisfied: keras in /usr/local/lib/python3.8/dist-packages (from object-detection==0.1) (2.9.0)\n",
            "Collecting pyparsing==2.4.7\n",
            "  Downloading pyparsing-2.4.7-py2.py3-none-any.whl (67 kB)\n",
            "\u001b[K     |████████████████████████████████| 67 kB 7.8 MB/s \n",
            "\u001b[?25hCollecting sacrebleu<=2.2.0\n",
            "  Downloading sacrebleu-2.2.0-py3-none-any.whl (116 kB)\n",
            "\u001b[K     |████████████████████████████████| 116 kB 76.4 MB/s \n",
            "\u001b[?25hCollecting colorama\n",
            "  Downloading colorama-0.4.6-py2.py3-none-any.whl (25 kB)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.8/dist-packages (from sacrebleu<=2.2.0->object-detection==0.1) (1.21.6)\n",
            "Requirement already satisfied: regex in /usr/local/lib/python3.8/dist-packages (from sacrebleu<=2.2.0->object-detection==0.1) (2022.6.2)\n",
            "Requirement already satisfied: tabulate>=0.8.9 in /usr/local/lib/python3.8/dist-packages (from sacrebleu<=2.2.0->object-detection==0.1) (0.8.10)\n",
            "Collecting portalocker\n",
            "  Downloading portalocker-2.6.0-py2.py3-none-any.whl (15 kB)\n",
            "Collecting tf-models-official>=2.5.1\n",
            "  Downloading tf_models_official-2.11.0-py2.py3-none-any.whl (2.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.3 MB 54.9 MB/s \n",
            "\u001b[?25hCollecting seqeval\n",
            "  Downloading seqeval-1.2.2.tar.gz (43 kB)\n",
            "\u001b[K     |████████████████████████████████| 43 kB 2.4 MB/s \n",
            "\u001b[?25hRequirement already satisfied: oauth2client in /usr/local/lib/python3.8/dist-packages (from tf-models-official>=2.5.1->object-detection==0.1) (4.1.3)\n",
            "Collecting immutabledict\n",
            "  Downloading immutabledict-2.2.3-py3-none-any.whl (4.0 kB)\n",
            "Collecting tensorflow~=2.11.0\n",
            "  Downloading tensorflow-2.11.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (588.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 588.3 MB 19 kB/s \n",
            "\u001b[?25hRequirement already satisfied: google-api-python-client>=1.6.7 in /usr/local/lib/python3.8/dist-packages (from tf-models-official>=2.5.1->object-detection==0.1) (1.12.11)\n",
            "Requirement already satisfied: gin-config in /usr/local/lib/python3.8/dist-packages (from tf-models-official>=2.5.1->object-detection==0.1) (0.5.0)\n",
            "Collecting sentencepiece\n",
            "  Downloading sentencepiece-0.1.97-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.3 MB 63.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: tensorflow-datasets in /usr/local/lib/python3.8/dist-packages (from tf-models-official>=2.5.1->object-detection==0.1) (4.6.0)\n",
            "Collecting pyyaml<6.0,>=5.1\n",
            "  Downloading PyYAML-5.4.1-cp38-cp38-manylinux1_x86_64.whl (662 kB)\n",
            "\u001b[K     |████████████████████████████████| 662 kB 70.3 MB/s \n",
            "\u001b[?25hCollecting tensorflow-text~=2.11.0\n",
            "  Downloading tensorflow_text-2.11.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 5.8 MB 78.4 MB/s \n",
            "\u001b[?25hRequirement already satisfied: psutil>=5.4.3 in /usr/local/lib/python3.8/dist-packages (from tf-models-official>=2.5.1->object-detection==0.1) (5.4.8)\n",
            "Requirement already satisfied: kaggle>=1.3.9 in /usr/local/lib/python3.8/dist-packages (from tf-models-official>=2.5.1->object-detection==0.1) (1.5.12)\n",
            "Collecting tensorflow-addons\n",
            "  Downloading tensorflow_addons-0.19.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.1 MB 73.4 MB/s \n",
            "\u001b[?25hRequirement already satisfied: tensorflow-hub>=0.6.0 in /usr/local/lib/python3.8/dist-packages (from tf-models-official>=2.5.1->object-detection==0.1) (0.12.0)\n",
            "Collecting tensorflow-model-optimization>=0.4.1\n",
            "  Downloading tensorflow_model_optimization-0.7.3-py2.py3-none-any.whl (238 kB)\n",
            "\u001b[K     |████████████████████████████████| 238 kB 81.2 MB/s \n",
            "\u001b[?25hCollecting opencv-python-headless==4.5.2.52\n",
            "  Downloading opencv_python_headless-4.5.2.52-cp38-cp38-manylinux2014_x86_64.whl (38.2 MB)\n",
            "\u001b[K     |████████████████████████████████| 38.2 MB 1.2 MB/s \n",
            "\u001b[?25hCollecting py-cpuinfo>=3.3.0\n",
            "  Downloading py_cpuinfo-9.0.0-py3-none-any.whl (22 kB)\n",
            "Requirement already satisfied: google-auth-httplib2>=0.0.3 in /usr/local/lib/python3.8/dist-packages (from google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (0.0.4)\n",
            "Requirement already satisfied: httplib2<1dev,>=0.15.0 in /usr/local/lib/python3.8/dist-packages (from google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (0.17.4)\n",
            "Requirement already satisfied: google-auth<3dev,>=1.16.0 in /usr/local/lib/python3.8/dist-packages (from google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (2.15.0)\n",
            "Requirement already satisfied: uritemplate<4dev,>=3.0.0 in /usr/local/lib/python3.8/dist-packages (from google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (3.0.1)\n",
            "Requirement already satisfied: google-api-core<3dev,>=1.21.0 in /usr/local/lib/python3.8/dist-packages (from google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (2.8.2)\n",
            "Requirement already satisfied: googleapis-common-protos<2.0dev,>=1.56.2 in /usr/local/lib/python3.8/dist-packages (from google-api-core<3dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (1.57.0)\n",
            "Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /usr/local/lib/python3.8/dist-packages (from google-api-core<3dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (2.23.0)\n",
            "Requirement already satisfied: protobuf<5.0.0dev,>=3.15.0 in /usr/local/lib/python3.8/dist-packages (from google-api-core<3dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (3.19.6)\n",
            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.8/dist-packages (from google-auth<3dev,>=1.16.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (5.2.0)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.8/dist-packages (from google-auth<3dev,>=1.16.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.8/dist-packages (from google-auth<3dev,>=1.16.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (4.9)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.8/dist-packages (from kaggle>=1.3.9->tf-models-official>=2.5.1->object-detection==0.1) (4.64.1)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.8/dist-packages (from kaggle>=1.3.9->tf-models-official>=2.5.1->object-detection==0.1) (7.0.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.8/dist-packages (from kaggle>=1.3.9->tf-models-official>=2.5.1->object-detection==0.1) (2022.9.24)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.8/dist-packages (from kaggle>=1.3.9->tf-models-official>=2.5.1->object-detection==0.1) (2.8.2)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.8/dist-packages (from kaggle>=1.3.9->tf-models-official>=2.5.1->object-detection==0.1) (1.24.3)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.8/dist-packages (from pandas->object-detection==0.1) (2022.6)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.8/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3dev,>=1.16.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (0.4.8)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<3dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.8/dist-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<3dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (3.0.4)\n",
            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (0.2.0)\n",
            "Collecting tensorboard<2.12,>=2.11\n",
            "  Downloading tensorboard-2.11.0-py3-none-any.whl (6.0 MB)\n",
            "\u001b[K     |████████████████████████████████| 6.0 MB 64.2 MB/s \n",
            "\u001b[?25hCollecting tensorflow-estimator<2.12,>=2.11.0\n",
            "  Downloading tensorflow_estimator-2.11.0-py2.py3-none-any.whl (439 kB)\n",
            "\u001b[K     |████████████████████████████████| 439 kB 78.7 MB/s \n",
            "\u001b[?25hCollecting flatbuffers>=2.0\n",
            "  Downloading flatbuffers-22.12.6-py2.py3-none-any.whl (26 kB)\n",
            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (14.0.6)\n",
            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (4.4.0)\n",
            "Collecting keras\n",
            "  Downloading keras-2.11.0-py2.py3-none-any.whl (1.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.7 MB 56.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (3.1.0)\n",
            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (1.3.0)\n",
            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (1.6.3)\n",
            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (0.28.0)\n",
            "Requirement already satisfied: wrapt>=1.11.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (1.14.1)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (21.3)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (57.4.0)\n",
            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (1.51.1)\n",
            "Requirement already satisfied: gast<=0.4.0,>=0.2.1 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (0.4.0)\n",
            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (3.3.0)\n",
            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (2.1.1)\n",
            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.8/dist-packages (from astunparse>=1.6.0->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (0.38.4)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (1.8.1)\n",
            "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (0.6.1)\n",
            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (1.0.1)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (0.4.6)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (3.4.1)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.8/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (1.3.1)\n",
            "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.8/dist-packages (from markdown>=2.6.8->tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (4.13.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.8/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (3.11.0)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.8/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.12,>=2.11->tensorflow~=2.11.0->tf-models-official>=2.5.1->object-detection==0.1) (3.2.2)\n",
            "Requirement already satisfied: dm-tree~=0.1.1 in /usr/local/lib/python3.8/dist-packages (from tensorflow-model-optimization>=0.4.1->tf-models-official>=2.5.1->object-detection==0.1) (0.1.7)\n",
            "Collecting requests<3.0.0dev,>=2.18.0\n",
            "  Downloading requests-2.28.1-py3-none-any.whl (62 kB)\n",
            "\u001b[K     |████████████████████████████████| 62 kB 1.9 MB/s \n",
            "\u001b[?25hCollecting dill<0.3.2,>=0.3.1.1\n",
            "  Downloading dill-0.3.1.1.tar.gz (151 kB)\n",
            "\u001b[K     |████████████████████████████████| 151 kB 85.5 MB/s \n",
            "\u001b[?25hCollecting objsize<0.6.0,>=0.5.2\n",
            "  Downloading objsize-0.5.2-py3-none-any.whl (8.2 kB)\n",
            "Collecting zstandard<1,>=0.18.0\n",
            "  Downloading zstandard-0.19.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.5 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.5 MB 73.9 MB/s \n",
            "\u001b[?25hCollecting pymongo<4.0.0,>=3.8.0\n",
            "  Downloading pymongo-3.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (526 kB)\n",
            "\u001b[K     |████████████████████████████████| 526 kB 78.1 MB/s \n",
            "\u001b[?25hCollecting fasteners<1.0,>=0.3\n",
            "  Downloading fasteners-0.18-py3-none-any.whl (18 kB)\n",
            "Requirement already satisfied: proto-plus<2,>=1.7.1 in /usr/local/lib/python3.8/dist-packages (from apache-beam->object-detection==0.1) (1.22.1)\n",
            "Collecting hdfs<3.0.0,>=2.1.0\n",
            "  Downloading hdfs-2.7.0-py3-none-any.whl (34 kB)\n",
            "Requirement already satisfied: pyarrow<10.0.0,>=0.15.1 in /usr/local/lib/python3.8/dist-packages (from apache-beam->object-detection==0.1) (9.0.0)\n",
            "Collecting fastavro<2,>=0.23.6\n",
            "  Downloading fastavro-1.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.7 MB 67.8 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pydot<2,>=1.2.0 in /usr/local/lib/python3.8/dist-packages (from apache-beam->object-detection==0.1) (1.3.0)\n",
            "Collecting cloudpickle~=2.2.0\n",
            "  Downloading cloudpickle-2.2.0-py3-none-any.whl (25 kB)\n",
            "Collecting orjson<4.0\n",
            "  Downloading orjson-3.8.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (278 kB)\n",
            "\u001b[K     |████████████████████████████████| 278 kB 81.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: crcmod<2.0,>=1.7 in /usr/local/lib/python3.8/dist-packages (from apache-beam->object-detection==0.1) (1.7)\n",
            "Collecting docopt\n",
            "  Downloading docopt-0.6.2.tar.gz (25 kB)\n",
            "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.8/dist-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<3dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (2.1.1)\n",
            "Requirement already satisfied: cycler>=0.10.0 in /usr/local/lib/python3.8/dist-packages (from lvis->object-detection==0.1) (0.11.0)\n",
            "Requirement already satisfied: kiwisolver>=1.1.0 in /usr/local/lib/python3.8/dist-packages (from lvis->object-detection==0.1) (1.4.4)\n",
            "Requirement already satisfied: opencv-python>=4.1.0.25 in /usr/local/lib/python3.8/dist-packages (from lvis->object-detection==0.1) (4.6.0.66)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.8/dist-packages (from python-slugify->kaggle>=1.3.9->tf-models-official>=2.5.1->object-detection==0.1) (1.3)\n",
            "Requirement already satisfied: scikit-learn>=0.21.3 in /usr/local/lib/python3.8/dist-packages (from seqeval->tf-models-official>=2.5.1->object-detection==0.1) (1.0.2)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.8/dist-packages (from scikit-learn>=0.21.3->seqeval->tf-models-official>=2.5.1->object-detection==0.1) (3.1.0)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.8/dist-packages (from scikit-learn>=0.21.3->seqeval->tf-models-official>=2.5.1->object-detection==0.1) (1.2.0)\n",
            "Requirement already satisfied: typeguard>=2.7 in /usr/local/lib/python3.8/dist-packages (from tensorflow-addons->tf-models-official>=2.5.1->object-detection==0.1) (2.7.1)\n",
            "Requirement already satisfied: importlib-resources in /usr/local/lib/python3.8/dist-packages (from tensorflow-datasets->tf-models-official>=2.5.1->object-detection==0.1) (5.10.0)\n",
            "Requirement already satisfied: tensorflow-metadata in /usr/local/lib/python3.8/dist-packages (from tensorflow-datasets->tf-models-official>=2.5.1->object-detection==0.1) (1.11.0)\n",
            "Requirement already satisfied: etils[epath] in /usr/local/lib/python3.8/dist-packages (from tensorflow-datasets->tf-models-official>=2.5.1->object-detection==0.1) (0.9.0)\n",
            "Requirement already satisfied: toml in /usr/local/lib/python3.8/dist-packages (from tensorflow-datasets->tf-models-official>=2.5.1->object-detection==0.1) (0.10.2)\n",
            "Requirement already satisfied: promise in /usr/local/lib/python3.8/dist-packages (from tensorflow-datasets->tf-models-official>=2.5.1->object-detection==0.1) (2.3)\n",
            "Building wheels for collected packages: object-detection, dill, avro-python3, docopt, seqeval\n",
            "  Building wheel for object-detection (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for object-detection: filename=object_detection-0.1-py3-none-any.whl size=1696485 sha256=d5d9615543880c86f95b9d9724ab134949e83b3d318c263986234ba2e22daa5a\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-k1aphfxk/wheels/7d/96/c1/072a751379735e8dfdada1def1c62a89afb3cc45654fd6fd28\n",
            "  Building wheel for dill (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for dill: filename=dill-0.3.1.1-py3-none-any.whl size=78544 sha256=7a4c0e43a428f854c7686e6e8b75cb8e084bcb7c201272838d9510f734759220\n",
            "  Stored in directory: /root/.cache/pip/wheels/07/35/78/e9004fa30578734db7f10e7a211605f3f0778d2bdde38a239d\n",
            "  Building wheel for avro-python3 (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for avro-python3: filename=avro_python3-1.10.2-py3-none-any.whl size=44009 sha256=67b78e6444bb1263147210e6cf6579719494ea2f5b78b5ee2366774e84de19e7\n",
            "  Stored in directory: /root/.cache/pip/wheels/bb/73/e9/d273421f5723c4bf544dcf9eb097bda94421ef8d3252699f0a\n",
            "  Building wheel for docopt (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for docopt: filename=docopt-0.6.2-py2.py3-none-any.whl size=13723 sha256=59e479554c8ad8a284843619fece4898d4564d353cf622ae4311f0715bba1398\n",
            "  Stored in directory: /root/.cache/pip/wheels/56/ea/58/ead137b087d9e326852a851351d1debf4ada529b6ac0ec4e8c\n",
            "  Building wheel for seqeval (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for seqeval: filename=seqeval-1.2.2-py3-none-any.whl size=16179 sha256=92424171a0b9368d1133f1846aa512a41fd82f0b1d31a9b642debb69771d37c3\n",
            "  Stored in directory: /root/.cache/pip/wheels/ad/5c/ba/05fa33fa5855777b7d686e843ec07452f22a66a138e290e732\n",
            "Successfully built object-detection dill avro-python3 docopt seqeval\n",
            "Installing collected packages: requests, pyparsing, tensorflow-estimator, tensorboard, keras, flatbuffers, tensorflow, portalocker, docopt, dill, colorama, zstandard, tf-slim, tensorflow-text, tensorflow-model-optimization, tensorflow-addons, seqeval, sentencepiece, sacrebleu, pyyaml, pymongo, py-cpuinfo, orjson, opencv-python-headless, objsize, immutabledict, hdfs, fasteners, fastavro, cloudpickle, tf-models-official, tensorflow-io, lvis, avro-python3, apache-beam, object-detection\n",
            "  Attempting uninstall: requests\n",
            "    Found existing installation: requests 2.23.0\n",
            "    Uninstalling requests-2.23.0:\n",
            "      Successfully uninstalled requests-2.23.0\n",
            "  Attempting uninstall: pyparsing\n",
            "    Found existing installation: pyparsing 3.0.9\n",
            "    Uninstalling pyparsing-3.0.9:\n",
            "      Successfully uninstalled pyparsing-3.0.9\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: 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: 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\n",
            "    Found existing installation: tensorflow 2.9.2\n",
            "    Uninstalling tensorflow-2.9.2:\n",
            "      Successfully uninstalled tensorflow-2.9.2\n",
            "  Attempting uninstall: dill\n",
            "    Found existing installation: dill 0.3.6\n",
            "    Uninstalling dill-0.3.6:\n",
            "      Successfully uninstalled dill-0.3.6\n",
            "  Attempting uninstall: pyyaml\n",
            "    Found existing installation: PyYAML 6.0\n",
            "    Uninstalling PyYAML-6.0:\n",
            "      Successfully uninstalled PyYAML-6.0\n",
            "  Attempting uninstall: pymongo\n",
            "    Found existing installation: pymongo 4.3.3\n",
            "    Uninstalling pymongo-4.3.3:\n",
            "      Successfully uninstalled pymongo-4.3.3\n",
            "  Attempting uninstall: opencv-python-headless\n",
            "    Found existing installation: opencv-python-headless 4.6.0.66\n",
            "    Uninstalling opencv-python-headless-4.6.0.66:\n",
            "      Successfully uninstalled opencv-python-headless-4.6.0.66\n",
            "  Attempting uninstall: cloudpickle\n",
            "    Found existing installation: cloudpickle 1.5.0\n",
            "    Uninstalling cloudpickle-1.5.0:\n",
            "      Successfully uninstalled cloudpickle-1.5.0\n",
            "Successfully installed apache-beam-2.43.0 avro-python3-1.10.2 cloudpickle-2.2.0 colorama-0.4.6 dill-0.3.1.1 docopt-0.6.2 fastavro-1.7.0 fasteners-0.18 flatbuffers-22.12.6 hdfs-2.7.0 immutabledict-2.2.3 keras-2.11.0 lvis-0.5.3 object-detection-0.1 objsize-0.5.2 opencv-python-headless-4.5.2.52 orjson-3.8.3 portalocker-2.6.0 py-cpuinfo-9.0.0 pymongo-3.13.0 pyparsing-2.4.7 pyyaml-5.4.1 requests-2.28.1 sacrebleu-2.2.0 sentencepiece-0.1.97 seqeval-1.2.2 tensorboard-2.11.0 tensorflow-2.11.0 tensorflow-addons-0.19.0 tensorflow-estimator-2.11.0 tensorflow-io-0.28.0 tensorflow-model-optimization-0.7.3 tensorflow-text-2.11.0 tf-models-official-2.11.0 tf-slim-1.1.0 zstandard-0.19.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# testing the model builder\n",
        "!python object_detection/builders/model_builder_tf2_test.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2665Bk-JxOHZ",
        "outputId": "66ebdf18-14e9-4f3c-ef07-1108b6c522e0"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2022-12-16 11:54:37.868770: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 11:54:37.869527: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 11:54:37.869551: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
            "Running tests under Python 3.8.16: /usr/bin/python3\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_center_net_deepmac\n",
            "2022-12-16 11:54:42.348627: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding orig_value setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
            "W1216 11:54:42.614723 139855891937152 model_builder.py:1112] Building experimental DeepMAC meta-arch. Some features may be omitted.\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_center_net_deepmac): 1.53s\n",
            "I1216 11:54:42.896793 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_center_net_deepmac): 1.53s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_center_net_deepmac\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_center_net_model0 (customize_head_params=True)\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_center_net_model0 (customize_head_params=True)): 0.66s\n",
            "I1216 11:54:43.559745 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_center_net_model0 (customize_head_params=True)): 0.66s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_center_net_model0 (customize_head_params=True)\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_center_net_model1 (customize_head_params=False)\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_center_net_model1 (customize_head_params=False)): 0.28s\n",
            "I1216 11:54:43.840309 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_center_net_model1 (customize_head_params=False)): 0.28s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_center_net_model1 (customize_head_params=False)\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_center_net_model_from_keypoints\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_center_net_model_from_keypoints): 0.26s\n",
            "I1216 11:54:44.102261 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_center_net_model_from_keypoints): 0.26s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_center_net_model_from_keypoints\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_center_net_model_mobilenet\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_center_net_model_mobilenet): 1.88s\n",
            "I1216 11:54:45.982619 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_center_net_model_mobilenet): 1.88s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_center_net_model_mobilenet\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_experimental_model\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_experimental_model): 0.0s\n",
            "I1216 11:54:45.988053 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_experimental_model): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_experimental_model\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature0 (True)\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature0 (True)): 0.02s\n",
            "I1216 11:54:46.012149 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature0 (True)): 0.02s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature0 (True)\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature1 (False)\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature1 (False)): 0.02s\n",
            "I1216 11:54:46.034680 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature1 (False)): 0.02s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_faster_rcnn_from_config_with_crop_feature1 (False)\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_faster_rcnn_model_from_config_with_example_miner\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_model_from_config_with_example_miner): 0.02s\n",
            "I1216 11:54:46.051455 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_model_from_config_with_example_miner): 0.02s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_faster_rcnn_model_from_config_with_example_miner\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_with_matmul\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_with_matmul): 0.24s\n",
            "I1216 11:54:46.290932 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_with_matmul): 0.24s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_with_matmul\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_without_matmul\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_without_matmul): 0.09s\n",
            "I1216 11:54:46.384356 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_without_matmul): 0.09s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_faster_rcnn_without_matmul\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_with_matmul\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_with_matmul): 0.1s\n",
            "I1216 11:54:46.482472 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_with_matmul): 0.1s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_with_matmul\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_without_matmul\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_without_matmul): 0.1s\n",
            "I1216 11:54:46.585914 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_without_matmul): 0.1s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_faster_rcnn_models_from_config_mask_rcnn_without_matmul\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_rfcn_model_from_config\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_rfcn_model_from_config): 0.1s\n",
            "I1216 11:54:46.682470 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_rfcn_model_from_config): 0.1s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_rfcn_model_from_config\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_ssd_fpn_model_from_config\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_ssd_fpn_model_from_config): 0.03s\n",
            "I1216 11:54:46.711651 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_ssd_fpn_model_from_config): 0.03s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_ssd_fpn_model_from_config\n",
            "[ RUN      ] ModelBuilderTF2Test.test_create_ssd_models_from_config\n",
            "I1216 11:54:46.897333 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b0\n",
            "I1216 11:54:46.897465 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 64\n",
            "I1216 11:54:46.897537 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 3\n",
            "I1216 11:54:46.899747 139855891937152 efficientnet_model.py:143] round_filter input=32 output=32\n",
            "I1216 11:54:46.926388 139855891937152 efficientnet_model.py:143] round_filter input=32 output=32\n",
            "I1216 11:54:46.926523 139855891937152 efficientnet_model.py:143] round_filter input=16 output=16\n",
            "I1216 11:54:47.005489 139855891937152 efficientnet_model.py:143] round_filter input=16 output=16\n",
            "I1216 11:54:47.005621 139855891937152 efficientnet_model.py:143] round_filter input=24 output=24\n",
            "I1216 11:54:47.212523 139855891937152 efficientnet_model.py:143] round_filter input=24 output=24\n",
            "I1216 11:54:47.212677 139855891937152 efficientnet_model.py:143] round_filter input=40 output=40\n",
            "I1216 11:54:47.394874 139855891937152 efficientnet_model.py:143] round_filter input=40 output=40\n",
            "I1216 11:54:47.395021 139855891937152 efficientnet_model.py:143] round_filter input=80 output=80\n",
            "I1216 11:54:47.660014 139855891937152 efficientnet_model.py:143] round_filter input=80 output=80\n",
            "I1216 11:54:47.660195 139855891937152 efficientnet_model.py:143] round_filter input=112 output=112\n",
            "I1216 11:54:47.926324 139855891937152 efficientnet_model.py:143] round_filter input=112 output=112\n",
            "I1216 11:54:47.926489 139855891937152 efficientnet_model.py:143] round_filter input=192 output=192\n",
            "I1216 11:54:48.284015 139855891937152 efficientnet_model.py:143] round_filter input=192 output=192\n",
            "I1216 11:54:48.284184 139855891937152 efficientnet_model.py:143] round_filter input=320 output=320\n",
            "I1216 11:54:48.365140 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=1280\n",
            "I1216 11:54:48.407353 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=1.0, depth_coefficient=1.0, resolution=224, dropout_rate=0.2, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "I1216 11:54:48.455215 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b1\n",
            "I1216 11:54:48.455339 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 88\n",
            "I1216 11:54:48.455407 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 4\n",
            "I1216 11:54:48.457130 139855891937152 efficientnet_model.py:143] round_filter input=32 output=32\n",
            "I1216 11:54:48.473290 139855891937152 efficientnet_model.py:143] round_filter input=32 output=32\n",
            "I1216 11:54:48.473406 139855891937152 efficientnet_model.py:143] round_filter input=16 output=16\n",
            "I1216 11:54:48.611483 139855891937152 efficientnet_model.py:143] round_filter input=16 output=16\n",
            "I1216 11:54:48.611639 139855891937152 efficientnet_model.py:143] round_filter input=24 output=24\n",
            "I1216 11:54:48.866264 139855891937152 efficientnet_model.py:143] round_filter input=24 output=24\n",
            "I1216 11:54:48.866425 139855891937152 efficientnet_model.py:143] round_filter input=40 output=40\n",
            "I1216 11:54:49.120427 139855891937152 efficientnet_model.py:143] round_filter input=40 output=40\n",
            "I1216 11:54:49.120574 139855891937152 efficientnet_model.py:143] round_filter input=80 output=80\n",
            "I1216 11:54:49.456165 139855891937152 efficientnet_model.py:143] round_filter input=80 output=80\n",
            "I1216 11:54:49.456327 139855891937152 efficientnet_model.py:143] round_filter input=112 output=112\n",
            "I1216 11:54:49.790023 139855891937152 efficientnet_model.py:143] round_filter input=112 output=112\n",
            "I1216 11:54:49.790196 139855891937152 efficientnet_model.py:143] round_filter input=192 output=192\n",
            "I1216 11:54:50.221932 139855891937152 efficientnet_model.py:143] round_filter input=192 output=192\n",
            "I1216 11:54:50.222104 139855891937152 efficientnet_model.py:143] round_filter input=320 output=320\n",
            "I1216 11:54:50.396538 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=1280\n",
            "I1216 11:54:50.428793 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=1.0, depth_coefficient=1.1, resolution=240, dropout_rate=0.2, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "I1216 11:54:50.486676 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b2\n",
            "I1216 11:54:50.486874 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 112\n",
            "I1216 11:54:50.487036 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 5\n",
            "I1216 11:54:50.489002 139855891937152 efficientnet_model.py:143] round_filter input=32 output=32\n",
            "I1216 11:54:50.505278 139855891937152 efficientnet_model.py:143] round_filter input=32 output=32\n",
            "I1216 11:54:50.505381 139855891937152 efficientnet_model.py:143] round_filter input=16 output=16\n",
            "I1216 11:54:50.633750 139855891937152 efficientnet_model.py:143] round_filter input=16 output=16\n",
            "I1216 11:54:50.633873 139855891937152 efficientnet_model.py:143] round_filter input=24 output=24\n",
            "I1216 11:54:50.885590 139855891937152 efficientnet_model.py:143] round_filter input=24 output=24\n",
            "I1216 11:54:50.885734 139855891937152 efficientnet_model.py:143] round_filter input=40 output=48\n",
            "I1216 11:54:51.315638 139855891937152 efficientnet_model.py:143] round_filter input=40 output=48\n",
            "I1216 11:54:51.315793 139855891937152 efficientnet_model.py:143] round_filter input=80 output=88\n",
            "I1216 11:54:51.682670 139855891937152 efficientnet_model.py:143] round_filter input=80 output=88\n",
            "I1216 11:54:51.682855 139855891937152 efficientnet_model.py:143] round_filter input=112 output=120\n",
            "I1216 11:54:52.039967 139855891937152 efficientnet_model.py:143] round_filter input=112 output=120\n",
            "I1216 11:54:52.040140 139855891937152 efficientnet_model.py:143] round_filter input=192 output=208\n",
            "I1216 11:54:52.478311 139855891937152 efficientnet_model.py:143] round_filter input=192 output=208\n",
            "I1216 11:54:52.478469 139855891937152 efficientnet_model.py:143] round_filter input=320 output=352\n",
            "I1216 11:54:52.661107 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=1408\n",
            "I1216 11:54:52.699415 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=1.1, depth_coefficient=1.2, resolution=260, dropout_rate=0.3, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "I1216 11:54:52.756893 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b3\n",
            "I1216 11:54:52.757042 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 160\n",
            "I1216 11:54:52.757133 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 6\n",
            "I1216 11:54:52.758696 139855891937152 efficientnet_model.py:143] round_filter input=32 output=40\n",
            "I1216 11:54:52.777770 139855891937152 efficientnet_model.py:143] round_filter input=32 output=40\n",
            "I1216 11:54:52.777881 139855891937152 efficientnet_model.py:143] round_filter input=16 output=24\n",
            "I1216 11:54:52.920043 139855891937152 efficientnet_model.py:143] round_filter input=16 output=24\n",
            "I1216 11:54:52.920185 139855891937152 efficientnet_model.py:143] round_filter input=24 output=32\n",
            "I1216 11:54:53.191999 139855891937152 efficientnet_model.py:143] round_filter input=24 output=32\n",
            "I1216 11:54:53.192175 139855891937152 efficientnet_model.py:143] round_filter input=40 output=48\n",
            "I1216 11:54:53.444780 139855891937152 efficientnet_model.py:143] round_filter input=40 output=48\n",
            "I1216 11:54:53.444936 139855891937152 efficientnet_model.py:143] round_filter input=80 output=96\n",
            "I1216 11:54:53.875122 139855891937152 efficientnet_model.py:143] round_filter input=80 output=96\n",
            "I1216 11:54:53.875289 139855891937152 efficientnet_model.py:143] round_filter input=112 output=136\n",
            "I1216 11:54:54.311670 139855891937152 efficientnet_model.py:143] round_filter input=112 output=136\n",
            "I1216 11:54:54.311839 139855891937152 efficientnet_model.py:143] round_filter input=192 output=232\n",
            "I1216 11:54:54.825752 139855891937152 efficientnet_model.py:143] round_filter input=192 output=232\n",
            "I1216 11:54:54.825923 139855891937152 efficientnet_model.py:143] round_filter input=320 output=384\n",
            "I1216 11:54:55.010776 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=1536\n",
            "I1216 11:54:55.049929 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=1.2, depth_coefficient=1.4, resolution=300, dropout_rate=0.3, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "I1216 11:54:55.114907 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b4\n",
            "I1216 11:54:55.115048 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 224\n",
            "I1216 11:54:55.115126 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 7\n",
            "I1216 11:54:55.116760 139855891937152 efficientnet_model.py:143] round_filter input=32 output=48\n",
            "I1216 11:54:55.136969 139855891937152 efficientnet_model.py:143] round_filter input=32 output=48\n",
            "I1216 11:54:55.137114 139855891937152 efficientnet_model.py:143] round_filter input=16 output=24\n",
            "I1216 11:54:55.281417 139855891937152 efficientnet_model.py:143] round_filter input=16 output=24\n",
            "I1216 11:54:55.281561 139855891937152 efficientnet_model.py:143] round_filter input=24 output=32\n",
            "I1216 11:54:55.621537 139855891937152 efficientnet_model.py:143] round_filter input=24 output=32\n",
            "I1216 11:54:55.621709 139855891937152 efficientnet_model.py:143] round_filter input=40 output=56\n",
            "I1216 11:54:55.971404 139855891937152 efficientnet_model.py:143] round_filter input=40 output=56\n",
            "I1216 11:54:55.971560 139855891937152 efficientnet_model.py:143] round_filter input=80 output=112\n",
            "I1216 11:54:56.483688 139855891937152 efficientnet_model.py:143] round_filter input=80 output=112\n",
            "I1216 11:54:56.483848 139855891937152 efficientnet_model.py:143] round_filter input=112 output=160\n",
            "I1216 11:54:56.999135 139855891937152 efficientnet_model.py:143] round_filter input=112 output=160\n",
            "I1216 11:54:56.999294 139855891937152 efficientnet_model.py:143] round_filter input=192 output=272\n",
            "I1216 11:54:57.898085 139855891937152 efficientnet_model.py:143] round_filter input=192 output=272\n",
            "I1216 11:54:57.898366 139855891937152 efficientnet_model.py:143] round_filter input=320 output=448\n",
            "I1216 11:54:58.074672 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=1792\n",
            "I1216 11:54:58.110286 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=1.4, depth_coefficient=1.8, resolution=380, dropout_rate=0.4, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "I1216 11:54:58.207003 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b5\n",
            "I1216 11:54:58.207177 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 288\n",
            "I1216 11:54:58.207268 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 7\n",
            "I1216 11:54:58.209053 139855891937152 efficientnet_model.py:143] round_filter input=32 output=48\n",
            "I1216 11:54:58.228309 139855891937152 efficientnet_model.py:143] round_filter input=32 output=48\n",
            "I1216 11:54:58.228424 139855891937152 efficientnet_model.py:143] round_filter input=16 output=24\n",
            "I1216 11:54:58.447031 139855891937152 efficientnet_model.py:143] round_filter input=16 output=24\n",
            "I1216 11:54:58.447193 139855891937152 efficientnet_model.py:143] round_filter input=24 output=40\n",
            "I1216 11:54:58.864481 139855891937152 efficientnet_model.py:143] round_filter input=24 output=40\n",
            "I1216 11:54:58.864636 139855891937152 efficientnet_model.py:143] round_filter input=40 output=64\n",
            "I1216 11:54:59.301584 139855891937152 efficientnet_model.py:143] round_filter input=40 output=64\n",
            "I1216 11:54:59.301742 139855891937152 efficientnet_model.py:143] round_filter input=80 output=128\n",
            "I1216 11:55:00.100548 139855891937152 efficientnet_model.py:143] round_filter input=80 output=128\n",
            "I1216 11:55:00.100745 139855891937152 efficientnet_model.py:143] round_filter input=112 output=176\n",
            "I1216 11:55:00.931116 139855891937152 efficientnet_model.py:143] round_filter input=112 output=176\n",
            "I1216 11:55:00.931310 139855891937152 efficientnet_model.py:143] round_filter input=192 output=304\n",
            "I1216 11:55:02.007972 139855891937152 efficientnet_model.py:143] round_filter input=192 output=304\n",
            "I1216 11:55:02.008211 139855891937152 efficientnet_model.py:143] round_filter input=320 output=512\n",
            "I1216 11:55:02.384493 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=2048\n",
            "I1216 11:55:02.436645 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=1.6, depth_coefficient=2.2, resolution=456, dropout_rate=0.4, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "I1216 11:55:02.574042 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b6\n",
            "I1216 11:55:02.574269 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 384\n",
            "I1216 11:55:02.574349 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 8\n",
            "I1216 11:55:02.576741 139855891937152 efficientnet_model.py:143] round_filter input=32 output=56\n",
            "I1216 11:55:02.605146 139855891937152 efficientnet_model.py:143] round_filter input=32 output=56\n",
            "I1216 11:55:02.605326 139855891937152 efficientnet_model.py:143] round_filter input=16 output=32\n",
            "I1216 11:55:02.915567 139855891937152 efficientnet_model.py:143] round_filter input=16 output=32\n",
            "I1216 11:55:02.915785 139855891937152 efficientnet_model.py:143] round_filter input=24 output=40\n",
            "I1216 11:55:03.685873 139855891937152 efficientnet_model.py:143] round_filter input=24 output=40\n",
            "I1216 11:55:03.686099 139855891937152 efficientnet_model.py:143] round_filter input=40 output=72\n",
            "I1216 11:55:04.472246 139855891937152 efficientnet_model.py:143] round_filter input=40 output=72\n",
            "I1216 11:55:04.472453 139855891937152 efficientnet_model.py:143] round_filter input=80 output=144\n",
            "I1216 11:55:05.496149 139855891937152 efficientnet_model.py:143] round_filter input=80 output=144\n",
            "I1216 11:55:05.496367 139855891937152 efficientnet_model.py:143] round_filter input=112 output=200\n",
            "I1216 11:55:06.849337 139855891937152 efficientnet_model.py:143] round_filter input=112 output=200\n",
            "I1216 11:55:06.849544 139855891937152 efficientnet_model.py:143] round_filter input=192 output=344\n",
            "I1216 11:55:08.286168 139855891937152 efficientnet_model.py:143] round_filter input=192 output=344\n",
            "I1216 11:55:08.286377 139855891937152 efficientnet_model.py:143] round_filter input=320 output=576\n",
            "I1216 11:55:08.678536 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=2304\n",
            "I1216 11:55:08.729990 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=1.8, depth_coefficient=2.6, resolution=528, dropout_rate=0.5, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "I1216 11:55:08.886246 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:150] EfficientDet EfficientNet backbone version: efficientnet-b7\n",
            "I1216 11:55:08.886440 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:152] EfficientDet BiFPN num filters: 384\n",
            "I1216 11:55:08.886530 139855891937152 ssd_efficientnet_bifpn_feature_extractor.py:153] EfficientDet BiFPN num iterations: 8\n",
            "I1216 11:55:08.889212 139855891937152 efficientnet_model.py:143] round_filter input=32 output=64\n",
            "I1216 11:55:08.916719 139855891937152 efficientnet_model.py:143] round_filter input=32 output=64\n",
            "I1216 11:55:08.916846 139855891937152 efficientnet_model.py:143] round_filter input=16 output=32\n",
            "I1216 11:55:09.285298 139855891937152 efficientnet_model.py:143] round_filter input=16 output=32\n",
            "I1216 11:55:09.285449 139855891937152 efficientnet_model.py:143] round_filter input=24 output=48\n",
            "I1216 11:55:09.877079 139855891937152 efficientnet_model.py:143] round_filter input=24 output=48\n",
            "I1216 11:55:09.877263 139855891937152 efficientnet_model.py:143] round_filter input=40 output=80\n",
            "I1216 11:55:10.468908 139855891937152 efficientnet_model.py:143] round_filter input=40 output=80\n",
            "I1216 11:55:10.469071 139855891937152 efficientnet_model.py:143] round_filter input=80 output=160\n",
            "I1216 11:55:11.352676 139855891937152 efficientnet_model.py:143] round_filter input=80 output=160\n",
            "I1216 11:55:11.352848 139855891937152 efficientnet_model.py:143] round_filter input=112 output=224\n",
            "I1216 11:55:12.206781 139855891937152 efficientnet_model.py:143] round_filter input=112 output=224\n",
            "I1216 11:55:12.206945 139855891937152 efficientnet_model.py:143] round_filter input=192 output=384\n",
            "I1216 11:55:13.312777 139855891937152 efficientnet_model.py:143] round_filter input=192 output=384\n",
            "I1216 11:55:13.312943 139855891937152 efficientnet_model.py:143] round_filter input=320 output=640\n",
            "I1216 11:55:13.661602 139855891937152 efficientnet_model.py:143] round_filter input=1280 output=2560\n",
            "I1216 11:55:13.698487 139855891937152 efficientnet_model.py:453] Building model efficientnet with params ModelConfig(width_coefficient=2.0, depth_coefficient=3.1, resolution=600, dropout_rate=0.5, blocks=(BlockConfig(input_filters=32, output_filters=16, kernel_size=3, num_repeat=1, expand_ratio=1, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=16, output_filters=24, kernel_size=3, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=24, output_filters=40, kernel_size=5, num_repeat=2, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=40, output_filters=80, kernel_size=3, num_repeat=3, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=80, output_filters=112, kernel_size=5, num_repeat=3, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=112, output_filters=192, kernel_size=5, num_repeat=4, expand_ratio=6, strides=(2, 2), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise'), BlockConfig(input_filters=192, output_filters=320, kernel_size=3, num_repeat=1, expand_ratio=6, strides=(1, 1), se_ratio=0.25, id_skip=True, fused_conv=False, conv_type='depthwise')), stem_base_filters=32, top_base_filters=1280, activation='simple_swish', batch_norm='default', bn_momentum=0.99, bn_epsilon=0.001, weight_decay=5e-06, drop_connect_rate=0.2, depth_divisor=8, min_depth=None, use_se=True, input_channels=3, num_classes=1000, model_name='efficientnet', rescale_input=False, data_format='channels_last', dtype='float32')\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_create_ssd_models_from_config): 27.33s\n",
            "I1216 11:55:14.046639 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_create_ssd_models_from_config): 27.33s\n",
            "[       OK ] ModelBuilderTF2Test.test_create_ssd_models_from_config\n",
            "[ RUN      ] ModelBuilderTF2Test.test_invalid_faster_rcnn_batchnorm_update\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_invalid_faster_rcnn_batchnorm_update): 0.0s\n",
            "I1216 11:55:14.071851 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_invalid_faster_rcnn_batchnorm_update): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_invalid_faster_rcnn_batchnorm_update\n",
            "[ RUN      ] ModelBuilderTF2Test.test_invalid_first_stage_nms_iou_threshold\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_invalid_first_stage_nms_iou_threshold): 0.0s\n",
            "I1216 11:55:14.073531 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_invalid_first_stage_nms_iou_threshold): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_invalid_first_stage_nms_iou_threshold\n",
            "[ RUN      ] ModelBuilderTF2Test.test_invalid_model_config_proto\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_invalid_model_config_proto): 0.0s\n",
            "I1216 11:55:14.074029 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_invalid_model_config_proto): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_invalid_model_config_proto\n",
            "[ RUN      ] ModelBuilderTF2Test.test_invalid_second_stage_batch_size\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_invalid_second_stage_batch_size): 0.0s\n",
            "I1216 11:55:14.075419 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_invalid_second_stage_batch_size): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_invalid_second_stage_batch_size\n",
            "[ RUN      ] ModelBuilderTF2Test.test_session\n",
            "[  SKIPPED ] ModelBuilderTF2Test.test_session\n",
            "[ RUN      ] ModelBuilderTF2Test.test_unknown_faster_rcnn_feature_extractor\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_unknown_faster_rcnn_feature_extractor): 0.0s\n",
            "I1216 11:55:14.076611 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_unknown_faster_rcnn_feature_extractor): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_unknown_faster_rcnn_feature_extractor\n",
            "[ RUN      ] ModelBuilderTF2Test.test_unknown_meta_architecture\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_unknown_meta_architecture): 0.0s\n",
            "I1216 11:55:14.077012 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_unknown_meta_architecture): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_unknown_meta_architecture\n",
            "[ RUN      ] ModelBuilderTF2Test.test_unknown_ssd_feature_extractor\n",
            "INFO:tensorflow:time(__main__.ModelBuilderTF2Test.test_unknown_ssd_feature_extractor): 0.0s\n",
            "I1216 11:55:14.077984 139855891937152 test_util.py:2457] time(__main__.ModelBuilderTF2Test.test_unknown_ssd_feature_extractor): 0.0s\n",
            "[       OK ] ModelBuilderTF2Test.test_unknown_ssd_feature_extractor\n",
            "----------------------------------------------------------------------\n",
            "Ran 24 tests in 32.708s\n",
            "\n",
            "OK (skipped=1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/gdrive/MyDrive/customTF2/data\n",
        "\n",
        "# unzip the datasets and their contents so that they are now in /mydrive/customTF2/data/ folder\n",
        "!unzip /content/gdrive/MyDrive/customTF2/images.zip -d .\n",
        "!unzip /content/gdrive/MyDrive/customTF2/annotations.zip -d ."
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5NsmsXtWzMM8",
        "outputId": "2a2452fb-f1fc-442a-ee87-447af8b3666b"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/gdrive/MyDrive/customTF2/data\n",
            "Archive:  /content/gdrive/MyDrive/customTF2/images.zip\n",
            "  inflating: ./images/0-with-mask.jpg  \n",
            "  inflating: ./images/0.jpg          \n",
            "  inflating: ./images/1-with-mask.jpg  \n",
            "  inflating: ./images/10-with-mask.jpg  \n",
            "  inflating: ./images/100-with-mask.jpg  \n",
            "  inflating: ./images/101-with-mask.jpg  \n",
            "  inflating: ./images/103-with-mask.jpg  \n",
            "  inflating: ./images/104-with-mask.jpg  \n",
            "  inflating: ./images/105-with-mask.jpg  \n",
            "  inflating: ./images/106-with-mask.jpg  \n",
            "  inflating: ./images/107-with-mask.jpg  \n",
            "  inflating: ./images/108-with-mask.jpg  \n",
            "  inflating: ./images/109-with-mask.jpg  \n",
            "  inflating: ./images/11-with-mask.jpg  \n",
            "  inflating: ./images/110-with-mask.jpg  \n",
            "  inflating: ./images/111-with-mask.jpg  \n",
            "  inflating: ./images/112-with-mask.jpg  \n",
            "  inflating: ./images/113-with-mask.jpg  \n",
            "  inflating: ./images/114-with-mask.jpg  \n",
            "  inflating: ./images/115-with-mask.jpg  \n",
            "  inflating: ./images/116-with-mask.jpg  \n",
            "  inflating: ./images/117-with-mask.jpg  \n",
            "  inflating: ./images/118-with-mask.jpg  \n",
            "  inflating: ./images/119-with-mask.jpg  \n",
            "  inflating: ./images/12-with-mask.jpg  \n",
            "  inflating: ./images/120-with-mask.jpg  \n",
            "  inflating: ./images/121-with-mask.jpg  \n",
            "  inflating: ./images/122-with-mask.jpg  \n",
            "  inflating: ./images/123-with-mask.jpg  \n",
            "  inflating: ./images/124-with-mask.jpg  \n",
            "  inflating: ./images/125-with-mask.jpg  \n",
            "  inflating: ./images/126-with-mask.jpg  \n",
            "  inflating: ./images/127-with-mask.jpg  \n",
            "  inflating: ./images/128-with-mask.jpg  \n",
            "  inflating: ./images/129-with-mask.jpg  \n",
            "  inflating: ./images/13-with-mask.jpg  \n",
            "  inflating: ./images/131-with-mask.jpg  \n",
            "  inflating: ./images/132-with-mask.jpg  \n",
            "  inflating: ./images/132.jpg        \n",
            "  inflating: ./images/133-with-mask.jpg  \n",
            "  inflating: ./images/134-with-mask.jpg  \n",
            "  inflating: ./images/134.jpg        \n",
            "  inflating: ./images/135-with-mask.jpg  \n",
            "  inflating: ./images/136-with-mask.jpg  \n",
            "  inflating: ./images/137-with-mask.jpg  \n",
            "  inflating: ./images/137.jpg        \n",
            "  inflating: ./images/138-with-mask.jpg  \n",
            "  inflating: ./images/138.jpg        \n",
            "  inflating: ./images/139-with-mask.jpg  \n",
            "  inflating: ./images/14-with-mask.jpg  \n",
            "  inflating: ./images/140-with-mask.jpg  \n",
            "  inflating: ./images/141-with-mask.jpg  \n",
            "  inflating: ./images/144-with-mask.jpg  \n",
            "  inflating: ./images/146-with-mask.jpg  \n",
            "  inflating: ./images/147-with-mask.jpg  \n",
            "  inflating: ./images/148-with-mask.jpg  \n",
            "  inflating: ./images/148.jpg        \n",
            "  inflating: ./images/149.jpg        \n",
            "  inflating: ./images/15-with-mask.jpg  \n",
            "  inflating: ./images/150-with-mask.jpg  \n",
            "  inflating: ./images/151-with-mask.jpg  \n",
            "  inflating: ./images/151.jpg        \n",
            "  inflating: ./images/152-with-mask.jpg  \n",
            "  inflating: ./images/153-with-mask.jpg  \n",
            "  inflating: ./images/154-with-mask.jpg  \n",
            "  inflating: ./images/155-with-mask.jpg  \n",
            "  inflating: ./images/156-with-mask.jpg  \n",
            "  inflating: ./images/157-with-mask.jpg  \n",
            "  inflating: ./images/158-with-mask.jpg  \n",
            "  inflating: ./images/159-with-mask.jpg  \n",
            "  inflating: ./images/159.jpg        \n",
            "  inflating: ./images/16-with-mask.jpg  \n",
            "  inflating: ./images/160-with-mask.jpg  \n",
            "  inflating: ./images/161-with-mask.jpg  \n",
            "  inflating: ./images/162-with-mask.jpg  \n",
            "  inflating: ./images/163-with-mask.jpg  \n",
            "  inflating: ./images/165-with-mask.jpg  \n",
            "  inflating: ./images/167-with-mask.jpg  \n",
            "  inflating: ./images/168-with-mask.jpg  \n",
            "  inflating: ./images/169-with-mask.jpg  \n",
            "  inflating: ./images/169.jpg        \n",
            "  inflating: ./images/17-with-mask.jpg  \n",
            "  inflating: ./images/170-with-mask.jpg  \n",
            "  inflating: ./images/171-with-mask.jpg  \n",
            "  inflating: ./images/172-with-mask.jpg  \n",
            "  inflating: ./images/173-with-mask.jpg  \n",
            "  inflating: ./images/174-with-mask.jpg  \n",
            "  inflating: ./images/175-with-mask.jpg  \n",
            "  inflating: ./images/176-with-mask.jpg  \n",
            "  inflating: ./images/177-with-mask.jpg  \n",
            "  inflating: ./images/178.jpg        \n",
            "  inflating: ./images/179-with-mask.jpg  \n",
            "  inflating: ./images/18-with-mask.jpg  \n",
            "  inflating: ./images/180-with-mask.jpg  \n",
            "  inflating: ./images/181-with-mask.jpg  \n",
            "  inflating: ./images/182-with-mask.jpg  \n",
            "  inflating: ./images/183-with-mask.jpg  \n",
            "  inflating: ./images/184-with-mask.jpg  \n",
            "  inflating: ./images/185-with-mask.jpg  \n",
            "  inflating: ./images/186-with-mask.jpg  \n",
            "  inflating: ./images/187-with-mask.jpg  \n",
            "  inflating: ./images/189-with-mask.jpg  \n",
            "  inflating: ./images/19-with-mask.jpg  \n",
            "  inflating: ./images/190-with-mask.jpg  \n",
            "  inflating: ./images/192-with-mask.jpg  \n",
            "  inflating: ./images/193-with-mask.jpg  \n",
            "  inflating: ./images/194-with-mask.jpg  \n",
            "  inflating: ./images/195-with-mask.jpg  \n",
            "  inflating: ./images/195.jpg        \n",
            "  inflating: ./images/196-with-mask.jpg  \n",
            "  inflating: ./images/197-with-mask.jpg  \n",
            "  inflating: ./images/198-with-mask.jpg  \n",
            "  inflating: ./images/2-with-mask.jpg  \n",
            "  inflating: ./images/200-with-mask.jpg  \n",
            "  inflating: ./images/201-with-mask.jpg  \n",
            "  inflating: ./images/201.jpg        \n",
            "  inflating: ./images/202-with-mask.jpg  \n",
            "  inflating: ./images/203-with-mask.jpg  \n",
            "  inflating: ./images/204-with-mask.jpg  \n",
            "  inflating: ./images/205-with-mask.jpg  \n",
            "  inflating: ./images/206-with-mask.jpg  \n",
            "  inflating: ./images/207-with-mask.jpg  \n",
            "  inflating: ./images/209-with-mask.jpg  \n",
            "  inflating: ./images/21-with-mask.jpg  \n",
            "  inflating: ./images/211-with-mask.jpg  \n",
            "  inflating: ./images/212-with-mask.jpg  \n",
            "  inflating: ./images/214-with-mask.jpg  \n",
            "  inflating: ./images/215-with-mask.jpg  \n",
            "  inflating: ./images/217-with-mask.jpg  \n",
            "  inflating: ./images/218-with-mask.jpg  \n",
            "  inflating: ./images/219-with-mask.jpg  \n",
            "  inflating: ./images/221-with-mask.jpg  \n",
            "  inflating: ./images/222-with-mask.jpg  \n",
            "  inflating: ./images/223-with-mask.jpg  \n",
            "  inflating: ./images/224-with-mask.jpg  \n",
            "  inflating: ./images/225-with-mask.jpg  \n",
            "  inflating: ./images/227-with-mask.jpg  \n",
            "  inflating: ./images/228-with-mask.jpg  \n",
            "  inflating: ./images/229-with-mask.jpg  \n",
            "  inflating: ./images/23-with-mask.jpg  \n",
            "  inflating: ./images/231-with-mask.jpg  \n",
            "  inflating: ./images/232-with-mask.jpg  \n",
            "  inflating: ./images/233-with-mask.jpg  \n",
            "  inflating: ./images/234-with-mask.jpg  \n",
            "  inflating: ./images/235-with-mask.jpg  \n",
            "  inflating: ./images/236-with-mask.jpg  \n",
            "  inflating: ./images/237-with-mask.jpg  \n",
            "  inflating: ./images/238-with-mask.jpg  \n",
            "  inflating: ./images/239-with-mask.jpg  \n",
            "  inflating: ./images/24-with-mask.jpg  \n",
            "  inflating: ./images/240-with-mask.jpg  \n",
            "  inflating: ./images/241-with-mask.jpg  \n",
            "  inflating: ./images/242-with-mask.jpg  \n",
            "  inflating: ./images/243-with-mask.jpg  \n",
            "  inflating: ./images/244-with-mask.jpg  \n",
            "  inflating: ./images/245-with-mask.jpg  \n",
            "  inflating: ./images/246-with-mask.jpg  \n",
            "  inflating: ./images/25-with-mask.jpg  \n",
            "  inflating: ./images/251-with-mask.jpg  \n",
            "  inflating: ./images/252-with-mask.jpg  \n",
            "  inflating: ./images/253-with-mask.jpg  \n",
            "  inflating: ./images/254-with-mask.jpg  \n",
            "  inflating: ./images/256-with-mask.jpg  \n",
            "  inflating: ./images/257-with-mask.jpg  \n",
            "  inflating: ./images/259-with-mask.jpg  \n",
            "  inflating: ./images/26-with-mask.jpg  \n",
            "  inflating: ./images/260-with-mask.jpg  \n",
            "  inflating: ./images/261-with-mask.jpg  \n",
            "  inflating: ./images/262-with-mask.jpg  \n",
            "  inflating: ./images/263-with-mask.jpg  \n",
            "  inflating: ./images/267-with-mask.jpg  \n",
            "  inflating: ./images/268-with-mask.jpg  \n",
            "  inflating: ./images/269-with-mask.jpg  \n",
            "  inflating: ./images/27-with-mask.jpg  \n",
            "  inflating: ./images/270-with-mask.jpg  \n",
            "  inflating: ./images/272-with-mask.jpg  \n",
            "  inflating: ./images/273-with-mask.jpg  \n",
            "  inflating: ./images/274-with-mask.jpg  \n",
            "  inflating: ./images/275-with-mask.jpg  \n",
            "  inflating: ./images/276-with-mask.jpg  \n",
            "  inflating: ./images/277-with-mask.jpg  \n",
            "  inflating: ./images/278-with-mask.jpg  \n",
            "  inflating: ./images/279-with-mask.jpg  \n",
            "  inflating: ./images/281-with-mask.jpg  \n",
            "  inflating: ./images/282-with-mask.jpg  \n",
            "  inflating: ./images/283-with-mask.jpg  \n",
            "  inflating: ./images/284-with-mask.jpg  \n",
            "  inflating: ./images/285-with-mask.jpg  \n",
            "  inflating: ./images/286-with-mask.jpg  \n",
            "  inflating: ./images/287-with-mask.jpg  \n",
            "  inflating: ./images/288-with-mask.jpg  \n",
            "  inflating: ./images/289-with-mask.jpg  \n",
            "  inflating: ./images/29-with-mask.jpg  \n",
            "  inflating: ./images/290-with-mask.jpg  \n",
            "  inflating: ./images/291-with-mask.jpg  \n",
            "  inflating: ./images/293-with-mask.jpg  \n",
            "  inflating: ./images/294-with-mask.jpg  \n",
            "  inflating: ./images/295-with-mask.jpg  \n",
            "  inflating: ./images/296-with-mask.jpg  \n",
            "  inflating: ./images/298-with-mask.jpg  \n",
            "  inflating: ./images/299-with-mask.jpg  \n",
            "  inflating: ./images/3-with-mask.jpg  \n",
            "  inflating: ./images/30-with-mask.jpg  \n",
            "  inflating: ./images/301-with-mask.jpg  \n",
            "  inflating: ./images/302-with-mask.jpg  \n",
            "  inflating: ./images/303-with-mask.jpg  \n",
            "  inflating: ./images/304-with-mask.jpg  \n",
            "  inflating: ./images/305-with-mask.jpg  \n",
            "  inflating: ./images/306-with-mask.jpg  \n",
            "  inflating: ./images/307-with-mask.jpg  \n",
            "  inflating: ./images/308-with-mask.jpg  \n",
            "  inflating: ./images/309-with-mask.jpg  \n",
            "  inflating: ./images/31-with-mask.jpg  \n",
            "  inflating: ./images/311-with-mask.jpg  \n",
            "  inflating: ./images/313-with-mask.jpg  \n",
            "  inflating: ./images/314-with-mask.jpg  \n",
            "  inflating: ./images/315-with-mask.jpg  \n",
            "  inflating: ./images/316-with-mask.jpg  \n",
            "  inflating: ./images/317-with-mask.jpg  \n",
            "  inflating: ./images/318-with-mask.jpg  \n",
            "  inflating: ./images/319-with-mask.jpg  \n",
            "  inflating: ./images/32-with-mask.jpg  \n",
            "  inflating: ./images/322-with-mask.jpg  \n",
            "  inflating: ./images/323-with-mask.jpg  \n",
            "  inflating: ./images/324-with-mask.jpg  \n",
            "  inflating: ./images/325-with-mask.jpg  \n",
            "  inflating: ./images/326-with-mask.jpg  \n",
            "  inflating: ./images/327-with-mask.jpg  \n",
            "  inflating: ./images/33-with-mask.jpg  \n",
            "  inflating: ./images/330-with-mask.jpg  \n",
            "  inflating: ./images/331-with-mask.jpg  \n",
            "  inflating: ./images/332-with-mask.jpg  \n",
            "  inflating: ./images/332.jpg        \n",
            "  inflating: ./images/333-with-mask.jpg  \n",
            "  inflating: ./images/334-with-mask.jpg  \n",
            "  inflating: ./images/335-with-mask.jpg  \n",
            "  inflating: ./images/336-with-mask.jpg  \n",
            "  inflating: ./images/338-with-mask.jpg  \n",
            "  inflating: ./images/339-with-mask.jpg  \n",
            "  inflating: ./images/34-with-mask.jpg  \n",
            "  inflating: ./images/340-with-mask.jpg  \n",
            "  inflating: ./images/342-with-mask.jpg  \n",
            "  inflating: ./images/343-with-mask.jpg  \n",
            "  inflating: ./images/344-with-mask.jpg  \n",
            "  inflating: ./images/345-with-mask.jpg  \n",
            "  inflating: ./images/346-with-mask.jpg  \n",
            "  inflating: ./images/347-with-mask.jpg  \n",
            "  inflating: ./images/348-with-mask.jpg  \n",
            "  inflating: ./images/349-with-mask.jpg  \n",
            "  inflating: ./images/35-with-mask.jpg  \n",
            "  inflating: ./images/351-with-mask.jpg  \n",
            "  inflating: ./images/353-with-mask.jpg  \n",
            "  inflating: ./images/355-with-mask.jpg  \n",
            "  inflating: ./images/356-with-mask.jpg  \n",
            "  inflating: ./images/357-with-mask.jpg  \n",
            "  inflating: ./images/358-with-mask.jpg  \n",
            "  inflating: ./images/359-with-mask.jpg  \n",
            "  inflating: ./images/36-with-mask.jpg  \n",
            "  inflating: ./images/362-with-mask.jpg  \n",
            "  inflating: ./images/364-with-mask.jpg  \n",
            "  inflating: ./images/365-with-mask.jpg  \n",
            "  inflating: ./images/366-with-mask.jpg  \n",
            "  inflating: ./images/368-with-mask.jpg  \n",
            "  inflating: ./images/369-with-mask.jpg  \n",
            "  inflating: ./images/37-with-mask.jpg  \n",
            "  inflating: ./images/374-with-mask.jpg  \n",
            "  inflating: ./images/375-with-mask.jpg  \n",
            "  inflating: ./images/376-with-mask.jpg  \n",
            "  inflating: ./images/377-with-mask.jpg  \n",
            "  inflating: ./images/378-with-mask.jpg  \n",
            "  inflating: ./images/379-with-mask.jpg  \n",
            "  inflating: ./images/38-with-mask.jpg  \n",
            "  inflating: ./images/381-with-mask.jpg  \n",
            "  inflating: ./images/382-with-mask.jpg  \n",
            "  inflating: ./images/383-with-mask.jpg  \n",
            "  inflating: ./images/384-with-mask.jpg  \n",
            "  inflating: ./images/385-with-mask.jpg  \n",
            "  inflating: ./images/386-with-mask.jpg  \n",
            "  inflating: ./images/387-with-mask.jpg  \n",
            "  inflating: ./images/39-with-mask.jpg  \n",
            "  inflating: ./images/390-with-mask.jpg  \n",
            "  inflating: ./images/391-with-mask.jpg  \n",
            "  inflating: ./images/392-with-mask.jpg  \n",
            "  inflating: ./images/393-with-mask.jpg  \n",
            "  inflating: ./images/394-with-mask.jpg  \n",
            "  inflating: ./images/395-with-mask.jpg  \n",
            "  inflating: ./images/396-with-mask.jpg  \n",
            "  inflating: ./images/397-with-mask.jpg  \n",
            "  inflating: ./images/398-with-mask.jpg  \n",
            "  inflating: ./images/399-with-mask.jpg  \n",
            "  inflating: ./images/4-with-mask.jpg  \n",
            "  inflating: ./images/40-with-mask.jpg  \n",
            "  inflating: ./images/401-with-mask.jpg  \n",
            "  inflating: ./images/402-with-mask.jpg  \n",
            "  inflating: ./images/404-with-mask.jpg  \n",
            "  inflating: ./images/405-with-mask.jpg  \n",
            "  inflating: ./images/406-with-mask.jpg  \n",
            "  inflating: ./images/407-with-mask.jpg  \n",
            "  inflating: ./images/408-with-mask.jpg  \n",
            "  inflating: ./images/409-with-mask.jpg  \n",
            "  inflating: ./images/41-with-mask.jpg  \n",
            "  inflating: ./images/411-with-mask.jpg  \n",
            "  inflating: ./images/413-with-mask.jpg  \n",
            "  inflating: ./images/414-with-mask.jpg  \n",
            "  inflating: ./images/415-with-mask.jpg  \n",
            "  inflating: ./images/416-with-mask.jpg  \n",
            "  inflating: ./images/417-with-mask.jpg  \n",
            "  inflating: ./images/418-with-mask.jpg  \n",
            "  inflating: ./images/419-with-mask.jpg  \n",
            "  inflating: ./images/42-with-mask.jpg  \n",
            "  inflating: ./images/420-with-mask.jpg  \n",
            "  inflating: ./images/421-with-mask.jpg  \n",
            "  inflating: ./images/422-with-mask.jpg  \n",
            "  inflating: ./images/425-with-mask.jpg  \n",
            "  inflating: ./images/427-with-mask.jpg  \n",
            "  inflating: ./images/429-with-mask.jpg  \n",
            "  inflating: ./images/43-with-mask.jpg  \n",
            "  inflating: ./images/430-with-mask.jpg  \n",
            "  inflating: ./images/431-with-mask.jpg  \n",
            "  inflating: ./images/431.jpg        \n",
            "  inflating: ./images/432-with-mask.jpg  \n",
            "  inflating: ./images/433-with-mask.jpg  \n",
            "  inflating: ./images/434-with-mask.jpg  \n",
            "  inflating: ./images/435-with-mask.jpg  \n",
            "  inflating: ./images/436-with-mask.jpg  \n",
            "  inflating: ./images/438-with-mask.jpg  \n",
            "  inflating: ./images/439-with-mask.jpg  \n",
            "  inflating: ./images/440-with-mask.jpg  \n",
            "  inflating: ./images/441-with-mask.jpg  \n",
            "  inflating: ./images/442-with-mask.jpg  \n",
            "  inflating: ./images/443-with-mask.jpg  \n",
            "  inflating: ./images/444-with-mask.jpg  \n",
            "  inflating: ./images/445-with-mask.jpg  \n",
            "  inflating: ./images/446-with-mask.jpg  \n",
            "  inflating: ./images/447-with-mask.jpg  \n",
            "  inflating: ./images/448-with-mask.jpg  \n",
            "  inflating: ./images/449-with-mask.jpg  \n",
            "  inflating: ./images/45-with-mask.jpg  \n",
            "  inflating: ./images/450-with-mask.jpg  \n",
            "  inflating: ./images/451-with-mask.jpg  \n",
            "  inflating: ./images/452-with-mask.jpg  \n",
            "  inflating: ./images/453-with-mask.jpg  \n",
            "  inflating: ./images/454-with-mask.jpg  \n",
            "  inflating: ./images/455-with-mask.jpg  \n",
            "  inflating: ./images/456-with-mask.jpg  \n",
            "  inflating: ./images/457-with-mask.jpg  \n",
            "  inflating: ./images/458-with-mask.jpg  \n",
            "  inflating: ./images/459-with-mask.jpg  \n",
            "  inflating: ./images/46-with-mask.jpg  \n",
            "  inflating: ./images/460-with-mask.jpg  \n",
            "  inflating: ./images/461-with-mask.jpg  \n",
            "  inflating: ./images/462-with-mask.jpg  \n",
            "  inflating: ./images/463-with-mask.jpg  \n",
            "  inflating: ./images/464-with-mask.jpg  \n",
            "  inflating: ./images/466-with-mask.jpg  \n",
            "  inflating: ./images/467-with-mask.jpg  \n",
            "  inflating: ./images/47-with-mask.jpg  \n",
            "  inflating: ./images/471-with-mask.jpg  \n",
            "  inflating: ./images/472-with-mask.jpg  \n",
            "  inflating: ./images/473-with-mask.jpg  \n",
            "  inflating: ./images/474-with-mask.jpg  \n",
            "  inflating: ./images/475-with-mask.jpg  \n",
            "  inflating: ./images/476-with-mask.jpg  \n",
            "  inflating: ./images/477-with-mask.jpg  \n",
            "  inflating: ./images/478-with-mask.jpg  \n",
            "  inflating: ./images/479-with-mask.jpg  \n",
            "  inflating: ./images/48-with-mask.jpg  \n",
            "  inflating: ./images/480-with-mask.jpg  \n",
            "  inflating: ./images/481-with-mask.jpg  \n",
            "  inflating: ./images/49-with-mask.jpg  \n",
            "  inflating: ./images/49.jpg         \n",
            "  inflating: ./images/5-with-mask.jpg  \n",
            "  inflating: ./images/50-with-mask.jpg  \n",
            "  inflating: ./images/51-with-mask.jpg  \n",
            "  inflating: ./images/52-with-mask.jpg  \n",
            "  inflating: ./images/53-with-mask.jpg  \n",
            "  inflating: ./images/56-with-mask.jpg  \n",
            "  inflating: ./images/57-with-mask.jpg  \n",
            "  inflating: ./images/59-with-mask.jpg  \n",
            "  inflating: ./images/6-with-mask.jpg  \n",
            "  inflating: ./images/61-with-mask.jpg  \n",
            "  inflating: ./images/62-with-mask.jpg  \n",
            "  inflating: ./images/63.jpg         \n",
            "  inflating: ./images/64-with-mask.jpg  \n",
            "  inflating: ./images/65-with-mask.jpg  \n",
            "  inflating: ./images/67-with-mask.jpg  \n",
            "  inflating: ./images/68-with-mask.jpg  \n",
            "  inflating: ./images/7-with-mask.jpg  \n",
            "  inflating: ./images/70-with-mask.jpg  \n",
            "  inflating: ./images/71-with-mask.jpg  \n",
            "  inflating: ./images/72-with-mask.jpg  \n",
            "  inflating: ./images/73-with-mask.jpg  \n",
            "  inflating: ./images/74-with-mask.jpg  \n",
            "  inflating: ./images/75-with-mask.jpg  \n",
            "  inflating: ./images/76-with-mask.jpg  \n",
            "  inflating: ./images/77-with-mask.jpg  \n",
            "  inflating: ./images/78-with-mask.jpg  \n",
            "  inflating: ./images/79-with-mask.jpg  \n",
            "  inflating: ./images/8-with-mask.jpg  \n",
            "  inflating: ./images/80-with-mask.jpg  \n",
            "  inflating: ./images/81-with-mask.jpg  \n",
            "  inflating: ./images/82-with-mask.jpg  \n",
            "  inflating: ./images/83-with-mask.jpg  \n",
            "  inflating: ./images/84-with-mask.jpg  \n",
            "  inflating: ./images/85-with-mask.jpg  \n",
            "  inflating: ./images/86-with-mask.jpg  \n",
            "  inflating: ./images/88-with-mask.jpg  \n",
            "  inflating: ./images/89-with-mask.jpg  \n",
            "  inflating: ./images/9-with-mask.jpg  \n",
            "  inflating: ./images/91-with-mask.jpg  \n",
            "  inflating: ./images/92-with-mask.jpg  \n",
            "  inflating: ./images/93-with-mask.jpg  \n",
            "  inflating: ./images/94-with-mask.jpg  \n",
            "  inflating: ./images/96-with-mask.jpg  \n",
            "  inflating: ./images/97-with-mask.jpg  \n",
            "  inflating: ./images/98-with-mask.jpg  \n",
            "  inflating: ./images/99-with-mask.jpg  \n",
            "  inflating: ./images/masked (10).jpg  \n",
            "  inflating: ./images/masked (11).jpg  \n",
            "  inflating: ./images/masked (1257).jpg  \n",
            "  inflating: ./images/masked (1258).jpg  \n",
            "  inflating: ./images/masked (1259).jpg  \n",
            "  inflating: ./images/masked (1260).jpg  \n",
            "  inflating: ./images/masked (1261).jpg  \n",
            "replace ./images/masked (1263).jpg? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n",
            "  inflating: ./images/masked (1263).jpg  \n",
            "  inflating: ./images/masked (1264).jpg  \n",
            "  inflating: ./images/masked (1265).jpg  \n",
            "  inflating: ./images/masked (1266).jpg  \n",
            "  inflating: ./images/masked (1267).jpg  \n",
            "  inflating: ./images/masked (1268).jpg  \n",
            "  inflating: ./images/masked (1269).jpg  \n",
            "  inflating: ./images/masked (1270).jpg  \n",
            "  inflating: ./images/masked (1271).jpg  \n",
            "  inflating: ./images/masked (1272).jpg  \n",
            "  inflating: ./images/masked (1273).jpg  \n",
            "  inflating: ./images/masked (1274).jpg  \n",
            "  inflating: ./images/masked (1275).jpg  \n",
            "  inflating: ./images/masked (1276).jpg  \n",
            "  inflating: ./images/masked (1277).jpg  \n",
            "  inflating: ./images/masked (1278).jpg  \n",
            "  inflating: ./images/masked (1279).jpg  \n",
            "  inflating: ./images/masked (1280).jpg  \n",
            "  inflating: ./images/masked (1281).jpg  \n",
            "  inflating: ./images/masked (1282).jpg  \n",
            "  inflating: ./images/masked (1283).jpg  \n",
            "  inflating: ./images/masked (1284).jpg  \n",
            "  inflating: ./images/masked (1285).jpg  \n",
            "  inflating: ./images/masked (1286).jpg  \n",
            "  inflating: ./images/masked (1287).jpg  \n",
            "  inflating: ./images/masked (1288).jpg  \n",
            "  inflating: ./images/masked (1289).jpg  \n",
            "  inflating: ./images/masked (1290).jpg  \n",
            "  inflating: ./images/masked (1291).jpg  \n",
            "  inflating: ./images/masked (1292).jpg  \n",
            "  inflating: ./images/masked (1293).jpg  \n",
            "  inflating: ./images/masked (1296).jpg  \n",
            "  inflating: ./images/masked (1297).jpg  \n",
            "  inflating: ./images/masked (1298).jpg  \n",
            "  inflating: ./images/masked (1299).jpg  \n",
            "  inflating: ./images/masked (1300).jpg  \n",
            "  inflating: ./images/masked (1301).jpg  \n",
            "  inflating: ./images/masked (1302).jpg  \n",
            "  inflating: ./images/masked (1303).jpg  \n",
            "  inflating: ./images/masked (1304).jpg  \n",
            "  inflating: ./images/masked (1305).jpg  \n",
            "  inflating: ./images/masked (1306).jpg  \n",
            "  inflating: ./images/masked (1307).jpg  \n",
            "  inflating: ./images/masked (1308).jpg  \n",
            "  inflating: ./images/masked (1309).jpg  \n",
            "  inflating: ./images/masked (1310).jpg  \n",
            "  inflating: ./images/masked (1311).jpg  \n",
            "  inflating: ./images/masked (1312).jpg  \n",
            "  inflating: ./images/masked (1313).jpg  \n",
            "  inflating: ./images/masked (1314).jpg  \n",
            "  inflating: ./images/masked (1315).jpg  \n",
            "  inflating: ./images/masked (1316).jpg  \n",
            "  inflating: ./images/masked (1317).jpg  \n",
            "  inflating: ./images/masked (1318).jpg  \n",
            "  inflating: ./images/masked (1319).jpg  \n",
            "  inflating: ./images/masked (1320).jpg  \n",
            "  inflating: ./images/masked (1321).jpg  \n",
            "  inflating: ./images/masked (1322).jpg  \n",
            "  inflating: ./images/masked (1323).jpg  \n",
            "  inflating: ./images/masked (1324).jpg  \n",
            "  inflating: ./images/masked (1325).jpg  \n",
            "  inflating: ./images/masked (1326).jpg  \n",
            "  inflating: ./images/masked (1327).jpg  \n",
            "  inflating: ./images/masked (1328).jpg  \n",
            "  inflating: ./images/masked (1329).jpg  \n",
            "  inflating: ./images/masked (1330).jpg  \n",
            "  inflating: ./images/masked (1331).jpg  \n",
            "  inflating: ./images/masked (1332).jpg  \n",
            "  inflating: ./images/masked (1333).jpg  \n",
            "  inflating: ./images/masked (1334).jpg  \n",
            "  inflating: ./images/masked (1335).jpg  \n",
            "  inflating: ./images/masked (1336).jpg  \n",
            "  inflating: ./images/masked (1337).jpg  \n",
            "  inflating: ./images/masked (1338).jpg  \n",
            "  inflating: ./images/masked (1339).jpg  \n",
            "  inflating: ./images/masked (1340).jpg  \n",
            "  inflating: ./images/masked (1341).jpg  \n",
            "  inflating: ./images/masked (1342).jpg  \n",
            "  inflating: ./images/masked (1343).jpg  \n",
            "  inflating: ./images/masked (1344).jpg  \n",
            "  inflating: ./images/masked (1345).jpg  \n",
            "  inflating: ./images/masked (1346).jpg  \n",
            "  inflating: ./images/masked (1347).jpg  \n",
            "  inflating: ./images/masked (1348).jpg  \n",
            "  inflating: ./images/masked (1349).jpg  \n",
            "  inflating: ./images/masked (1350).jpg  \n",
            "  inflating: ./images/masked (1351).jpg  \n",
            "  inflating: ./images/masked (1352).jpg  \n",
            "  inflating: ./images/masked (1353).jpg  \n",
            "  inflating: ./images/masked (1354).jpg  \n",
            "  inflating: ./images/masked (1355).jpg  \n",
            "  inflating: ./images/masked (1356).jpg  \n",
            "  inflating: ./images/masked (1357).jpg  \n",
            "  inflating: ./images/masked (1358).jpg  \n",
            "  inflating: ./images/masked (1359).jpg  \n",
            "  inflating: ./images/masked (1360).jpg  \n",
            "  inflating: ./images/masked (1361).jpg  \n",
            "  inflating: ./images/masked (1362).jpg  \n",
            "  inflating: ./images/masked (1363).jpg  \n",
            "  inflating: ./images/masked (1364).jpg  \n",
            "  inflating: ./images/masked (1365).jpg  \n",
            "  inflating: ./images/masked (1366).jpg  \n",
            "  inflating: ./images/masked (1367).jpg  \n",
            "  inflating: ./images/masked (1368).jpg  \n",
            "  inflating: ./images/masked (1369).jpg  \n",
            "  inflating: ./images/masked (1370).jpg  \n",
            "  inflating: ./images/masked (1371).jpg  \n",
            "  inflating: ./images/masked (1372).jpg  \n",
            "  inflating: ./images/masked (1373).jpg  \n",
            "  inflating: ./images/masked (1375).jpg  \n",
            "  inflating: ./images/masked (1376).jpg  \n",
            "  inflating: ./images/masked (1377).jpg  \n",
            "  inflating: ./images/masked (1378).jpg  \n",
            "  inflating: ./images/masked (1379).jpg  \n",
            "  inflating: ./images/masked (1380).jpg  \n",
            "  inflating: ./images/masked (1381).jpg  \n",
            "  inflating: ./images/masked (1382).jpg  \n",
            "  inflating: ./images/masked (1383).jpg  \n",
            "  inflating: ./images/masked (1384).jpg  \n",
            "  inflating: ./images/masked (1385).jpg  \n",
            "  inflating: ./images/masked (1386).jpg  \n",
            "  inflating: ./images/masked (1387).jpg  \n",
            "  inflating: ./images/masked (1388).jpg  \n",
            "  inflating: ./images/masked (1389).jpg  \n",
            "  inflating: ./images/masked (1390).jpg  \n",
            "  inflating: ./images/masked (1391).jpg  \n",
            "  inflating: ./images/masked (1392).jpg  \n",
            "  inflating: ./images/masked (1393).jpg  \n",
            "  inflating: ./images/masked (1394).jpg  \n",
            "  inflating: ./images/masked (1395).jpg  \n",
            "  inflating: ./images/masked (1396).jpg  \n",
            "  inflating: ./images/masked (1397).jpg  \n",
            "  inflating: ./images/masked (1398).jpg  \n",
            "  inflating: ./images/masked (1399).jpg  \n",
            "  inflating: ./images/masked (1400).jpg  \n",
            "  inflating: ./images/masked (1401).jpg  \n",
            "  inflating: ./images/masked (1402).jpg  \n",
            "  inflating: ./images/masked (1403).jpg  \n",
            "  inflating: ./images/masked (1404).jpg  \n",
            "  inflating: ./images/masked (1405).jpg  \n",
            "  inflating: ./images/masked (1406).jpg  \n",
            "  inflating: ./images/masked (1407).jpg  \n",
            "  inflating: ./images/masked (1408).jpg  \n",
            "  inflating: ./images/masked (1409).jpg  \n",
            "  inflating: ./images/masked (1410).jpg  \n",
            "  inflating: ./images/masked (1411).jpg  \n",
            "  inflating: ./images/masked (1412).jpg  \n",
            "  inflating: ./images/masked (1413).jpg  \n",
            "  inflating: ./images/masked (1414).jpg  \n",
            "  inflating: ./images/masked (1415).jpg  \n",
            "  inflating: ./images/masked (1416).jpg  \n",
            "  inflating: ./images/masked (1417).jpg  \n",
            "  inflating: ./images/masked (1418).jpg  \n",
            "  inflating: ./images/masked (1419).jpg  \n",
            "  inflating: ./images/masked (1420).jpg  \n",
            "  inflating: ./images/masked (1421).jpg  \n",
            "  inflating: ./images/masked (1422).jpg  \n",
            "  inflating: ./images/masked (1423).jpg  \n",
            "  inflating: ./images/masked (1424).jpg  \n",
            "  inflating: ./images/masked (1425).jpg  \n",
            "  inflating: ./images/masked (1426).jpg  \n",
            "  inflating: ./images/masked (1427).jpg  \n",
            "  inflating: ./images/masked (1428).jpg  \n",
            "  inflating: ./images/masked (1429).jpg  \n",
            "  inflating: ./images/masked (1430).jpg  \n",
            "  inflating: ./images/masked (1431).jpg  \n",
            "  inflating: ./images/masked (1432).jpg  \n",
            "  inflating: ./images/masked (1433).jpg  \n",
            "  inflating: ./images/masked (1434).jpg  \n",
            "  inflating: ./images/masked (1435).jpg  \n",
            "  inflating: ./images/masked (1436).jpg  \n",
            "  inflating: ./images/masked (1437).jpg  \n",
            "  inflating: ./images/masked (1438).jpg  \n",
            "  inflating: ./images/masked (1439).jpg  \n",
            "  inflating: ./images/masked (1440).jpg  \n",
            "  inflating: ./images/masked (1441).jpg  \n",
            "  inflating: ./images/masked (1442).jpg  \n",
            "  inflating: ./images/masked (1443).jpg  \n",
            "  inflating: ./images/masked (1444).jpg  \n",
            "  inflating: ./images/masked (1445).jpg  \n",
            "  inflating: ./images/masked (1446).jpg  \n",
            "  inflating: ./images/masked (1447).jpg  \n",
            "  inflating: ./images/masked (1448).jpg  \n",
            "  inflating: ./images/masked (1449).jpg  \n",
            "  inflating: ./images/masked (1450).jpg  \n",
            "  inflating: ./images/masked (1451).jpg  \n",
            "  inflating: ./images/masked (1452).jpg  \n",
            "  inflating: ./images/masked (1453).jpg  \n",
            "  inflating: ./images/masked (1454).jpg  \n",
            "  inflating: ./images/masked (1455).jpg  \n",
            "  inflating: ./images/masked (1456).jpg  \n",
            "  inflating: ./images/masked (1457).jpg  \n",
            "  inflating: ./images/masked (1458).jpg  \n",
            "  inflating: ./images/masked (1459).jpg  \n",
            "  inflating: ./images/masked (1460).jpg  \n",
            "  inflating: ./images/masked (1461).jpg  \n",
            "  inflating: ./images/masked (1462).jpg  \n",
            "  inflating: ./images/masked (1463).jpg  \n",
            "  inflating: ./images/masked (1464).jpg  \n",
            "  inflating: ./images/masked (1465).jpg  \n",
            "  inflating: ./images/masked (1466).jpg  \n",
            "  inflating: ./images/masked (1467).jpg  \n",
            "  inflating: ./images/masked (1468).jpg  \n",
            "  inflating: ./images/masked (1469).jpg  \n",
            "  inflating: ./images/masked (1470).jpg  \n",
            "  inflating: ./images/masked (1471).jpg  \n",
            "  inflating: ./images/masked (1472).jpg  \n",
            "  inflating: ./images/masked (1473).jpg  \n",
            "  inflating: ./images/masked (1474).jpg  \n",
            "  inflating: ./images/masked (1475).jpg  \n",
            "  inflating: ./images/masked (1476).jpg  \n",
            "  inflating: ./images/masked (1477).jpg  \n",
            "  inflating: ./images/masked (1478).jpg  \n",
            "  inflating: ./images/masked (1479).jpg  \n",
            "  inflating: ./images/masked (1480).jpg  \n",
            "  inflating: ./images/masked (1481).jpg  \n",
            "  inflating: ./images/masked (1482).jpg  \n",
            "  inflating: ./images/masked (1483).jpg  \n",
            "  inflating: ./images/masked (1484).jpg  \n",
            "  inflating: ./images/masked (1485).jpg  \n",
            "  inflating: ./images/masked (1486).jpg  \n",
            "  inflating: ./images/masked (1487).jpg  \n",
            "  inflating: ./images/masked (1488).jpg  \n",
            "  inflating: ./images/masked (1489).jpg  \n",
            "  inflating: ./images/masked (1490).jpg  \n",
            "  inflating: ./images/masked (1491).jpg  \n",
            "  inflating: ./images/masked (1492).jpg  \n",
            "  inflating: ./images/masked (1493).jpg  \n",
            "  inflating: ./images/masked (1494).jpg  \n",
            "  inflating: ./images/masked (1495).jpg  \n",
            "  inflating: ./images/masked (1496).jpg  \n",
            "  inflating: ./images/masked (1497).jpg  \n",
            "  inflating: ./images/masked (1498).jpg  \n",
            "  inflating: ./images/masked (1499).jpg  \n",
            "  inflating: ./images/masked (1500).jpg  \n",
            "  inflating: ./images/masked (1501).jpg  \n",
            "  inflating: ./images/masked (1502).jpg  \n",
            "  inflating: ./images/masked (1503).jpg  \n",
            "  inflating: ./images/masked (1504).jpg  \n",
            "  inflating: ./images/masked (1505).jpg  \n",
            "  inflating: ./images/masked (1506).jpg  \n",
            "  inflating: ./images/masked (1507).jpg  \n",
            "  inflating: ./images/masked (1508).jpg  \n",
            "  inflating: ./images/masked (1509).jpg  \n",
            "  inflating: ./images/masked (1510).jpg  \n",
            "  inflating: ./images/masked (1511).jpg  \n",
            "  inflating: ./images/masked (1512).jpg  \n",
            "  inflating: ./images/masked (1513).jpg  \n",
            "  inflating: ./images/masked (1514).jpg  \n",
            "  inflating: ./images/masked (1515).jpg  \n",
            "  inflating: ./images/masked (1516).jpg  \n",
            "  inflating: ./images/masked (1517).jpg  \n",
            "  inflating: ./images/masked (1518).jpg  \n",
            "  inflating: ./images/masked (1519).jpg  \n",
            "  inflating: ./images/masked (1520).jpg  \n",
            "  inflating: ./images/masked (1521).jpg  \n",
            "  inflating: ./images/masked (1522).jpg  \n",
            "  inflating: ./images/masked (1523).jpg  \n",
            "  inflating: ./images/masked (1524).jpg  \n",
            "  inflating: ./images/masked (1525).jpg  \n",
            "  inflating: ./images/masked (1526).jpg  \n",
            "  inflating: ./images/masked (1527).jpg  \n",
            "  inflating: ./images/masked (1528).jpg  \n",
            "  inflating: ./images/masked (1529).jpg  \n",
            "  inflating: ./images/masked (1530).jpg  \n",
            "  inflating: ./images/masked (1531).jpg  \n",
            "  inflating: ./images/masked (1532).jpg  \n",
            "  inflating: ./images/masked (1533).jpg  \n",
            "  inflating: ./images/masked (1534).jpg  \n",
            "  inflating: ./images/masked (1535).jpg  \n",
            "  inflating: ./images/masked (1536).jpg  \n",
            "  inflating: ./images/masked (1537).jpg  \n",
            "  inflating: ./images/masked (1538).jpg  \n",
            "  inflating: ./images/masked (1539).jpg  \n",
            "  inflating: ./images/masked (1540).jpg  \n",
            "  inflating: ./images/masked (1541).jpg  \n",
            "  inflating: ./images/masked (1542).jpg  \n",
            "  inflating: ./images/masked (1543).jpg  \n",
            "  inflating: ./images/masked (1544).jpg  \n",
            "  inflating: ./images/masked (1545).jpg  \n",
            "  inflating: ./images/masked (1546).jpg  \n",
            "  inflating: ./images/masked (1547).jpg  \n",
            "  inflating: ./images/masked (1548).jpg  \n",
            "  inflating: ./images/masked (1549).jpg  \n",
            "  inflating: ./images/masked (1550).jpg  \n",
            "  inflating: ./images/masked (1551).jpg  \n",
            "  inflating: ./images/masked (1552).jpg  \n",
            "  inflating: ./images/masked (1553).jpg  \n",
            "  inflating: ./images/masked (1554).jpg  \n",
            "  inflating: ./images/masked (1555).jpg  \n",
            "  inflating: ./images/masked (1556).jpg  \n",
            "  inflating: ./images/masked (1557).jpg  \n",
            "  inflating: ./images/masked (1558).jpg  \n",
            "  inflating: ./images/masked (1559).jpg  \n",
            "  inflating: ./images/masked (1560).jpg  \n",
            "  inflating: ./images/masked (1561).jpg  \n",
            "  inflating: ./images/masked (1562).jpg  \n",
            "  inflating: ./images/masked (1563).jpg  \n",
            "  inflating: ./images/masked (1564).jpg  \n",
            "  inflating: ./images/masked (1565).jpg  \n",
            "  inflating: ./images/masked (1566).jpg  \n",
            "  inflating: ./images/masked (1567).jpg  \n",
            "  inflating: ./images/masked (1568).jpg  \n",
            "  inflating: ./images/masked (1569).jpg  \n",
            "  inflating: ./images/masked (1570).jpg  \n",
            "  inflating: ./images/masked (1571).jpg  \n",
            "  inflating: ./images/masked (1572).jpg  \n",
            "  inflating: ./images/masked (1573).jpg  \n",
            "  inflating: ./images/masked (1574).jpg  \n",
            "  inflating: ./images/masked (1575).jpg  \n",
            "  inflating: ./images/masked (1576).jpg  \n",
            "  inflating: ./images/masked (1577).jpg  \n",
            "  inflating: ./images/masked (1578).jpg  \n",
            "  inflating: ./images/masked (1579).jpg  \n",
            "  inflating: ./images/masked (1580).jpg  \n",
            "  inflating: ./images/masked (1581).jpg  \n",
            "  inflating: ./images/masked (1582).jpg  \n",
            "  inflating: ./images/masked (1583).jpg  \n",
            "  inflating: ./images/masked (1584).jpg  \n",
            "  inflating: ./images/masked (1585).jpg  \n",
            "  inflating: ./images/masked (1586).jpg  \n",
            "  inflating: ./images/masked (1587).jpg  \n",
            "  inflating: ./images/masked (1588).jpg  \n",
            "  inflating: ./images/masked (1589).jpg  \n",
            "  inflating: ./images/masked (1590).jpg  \n",
            "  inflating: ./images/masked (1591).jpg  \n",
            "  inflating: ./images/masked (1592).jpg  \n",
            "  inflating: ./images/masked (1593).jpg  \n",
            "  inflating: ./images/masked (1594).jpg  \n",
            "  inflating: ./images/masked (1595).jpg  \n",
            "  inflating: ./images/masked (1596).jpg  \n",
            "  inflating: ./images/masked (1597).jpg  \n",
            "  inflating: ./images/masked (1598).jpg  \n",
            "  inflating: ./images/masked (1599).jpg  \n",
            "  inflating: ./images/masked (1600).jpg  \n",
            "  inflating: ./images/masked (1601).jpg  \n",
            "  inflating: ./images/masked (1602).jpg  \n",
            "  inflating: ./images/masked (1603).jpg  \n",
            "  inflating: ./images/masked (1604).jpg  \n",
            "  inflating: ./images/masked (1605).jpg  \n",
            "  inflating: ./images/masked (1606).jpg  \n",
            "  inflating: ./images/masked (1607).jpg  \n",
            "  inflating: ./images/masked (1608).jpg  \n",
            "  inflating: ./images/masked (1609).jpg  \n",
            "  inflating: ./images/masked (1610).jpg  \n",
            "  inflating: ./images/masked (1611).jpg  \n",
            "  inflating: ./images/masked (1612).jpg  \n",
            "  inflating: ./images/masked (1613).jpg  \n",
            "  inflating: ./images/masked (1614).jpg  \n",
            "  inflating: ./images/masked (1615).jpg  \n",
            "  inflating: ./images/masked (1616).jpg  \n",
            "  inflating: ./images/masked (1617).jpg  \n",
            "  inflating: ./images/masked (1618).jpg  \n",
            "  inflating: ./images/masked (1619).jpg  \n",
            "  inflating: ./images/masked (1620).jpg  \n",
            "  inflating: ./images/masked (1621).jpg  \n",
            "  inflating: ./images/masked (1622).jpg  \n",
            "  inflating: ./images/masked (1623).jpg  \n",
            "  inflating: ./images/masked (1624).jpg  \n",
            "  inflating: ./images/masked (1625).jpg  \n",
            "  inflating: ./images/masked (1626).jpg  \n",
            "  inflating: ./images/masked (1627).jpg  \n",
            "  inflating: ./images/masked (1628).jpg  \n",
            "  inflating: ./images/masked (1629).jpg  \n",
            "  inflating: ./images/masked (1630).jpg  \n",
            "  inflating: ./images/masked (1631).jpg  \n",
            "  inflating: ./images/masked (1632).jpg  \n",
            "  inflating: ./images/masked (1633).jpg  \n",
            "  inflating: ./images/masked (1634).jpg  \n",
            "  inflating: ./images/masked (1635).jpg  \n",
            "  inflating: ./images/masked (1636).jpg  \n",
            "  inflating: ./images/masked (1637).jpg  \n",
            "  inflating: ./images/masked (1638).jpg  \n",
            "  inflating: ./images/masked (1639).jpg  \n",
            "  inflating: ./images/masked (1640).jpg  \n",
            "  inflating: ./images/masked (1641).jpg  \n",
            "  inflating: ./images/masked (1642).jpg  \n",
            "  inflating: ./images/masked (1643).jpg  \n",
            "  inflating: ./images/masked (1644).jpg  \n",
            "  inflating: ./images/masked (1645).jpg  \n",
            "  inflating: ./images/masked (1646).jpg  \n",
            "  inflating: ./images/masked (1647).jpg  \n",
            "  inflating: ./images/masked (1648).jpg  \n",
            "  inflating: ./images/masked (1649).jpg  \n",
            "  inflating: ./images/masked (1650).jpg  \n",
            "  inflating: ./images/masked (1651).jpg  \n",
            "  inflating: ./images/masked (1652).jpg  \n",
            "  inflating: ./images/masked (1653).jpg  \n",
            "  inflating: ./images/masked (1654).jpg  \n",
            "  inflating: ./images/masked (1655).jpg  \n",
            "  inflating: ./images/masked (1656).jpg  \n",
            "  inflating: ./images/masked (1657).jpg  \n",
            "  inflating: ./images/masked (1658).jpg  \n",
            "  inflating: ./images/masked (1659).jpg  \n",
            "  inflating: ./images/masked (1660).jpg  \n",
            "  inflating: ./images/masked (1661).jpg  \n",
            "  inflating: ./images/masked (1662).jpg  \n",
            "  inflating: ./images/masked (1663).jpg  \n",
            "  inflating: ./images/masked (1664).jpg  \n",
            "  inflating: ./images/masked (1665).jpg  \n",
            "  inflating: ./images/masked (1666).jpg  \n",
            "  inflating: ./images/masked (1667).jpg  \n",
            "  inflating: ./images/masked (1668).jpg  \n",
            "  inflating: ./images/masked (1669).jpg  \n",
            "  inflating: ./images/masked (1670).jpg  \n",
            "  inflating: ./images/masked (1671).jpg  \n",
            "  inflating: ./images/masked (1672).jpg  \n",
            "  inflating: ./images/masked (1673).jpg  \n",
            "  inflating: ./images/masked (1674).jpg  \n",
            "  inflating: ./images/masked (1675).jpg  \n",
            "  inflating: ./images/masked (1676).jpg  \n",
            "  inflating: ./images/masked (1677).jpg  \n",
            "  inflating: ./images/masked (1678).jpg  \n",
            "  inflating: ./images/masked (1680).jpg  \n",
            "  inflating: ./images/masked (1681).jpg  \n",
            "  inflating: ./images/masked (1682).jpg  \n",
            "  inflating: ./images/masked (1683).jpg  \n",
            "  inflating: ./images/masked (1684).jpg  \n",
            "  inflating: ./images/masked (1685).jpg  \n",
            "  inflating: ./images/masked (1686).jpg  \n",
            "  inflating: ./images/masked (1687).jpg  \n",
            "  inflating: ./images/masked (1688).jpg  \n",
            "  inflating: ./images/masked (1690).jpg  \n",
            "  inflating: ./images/masked (1691).jpg  \n",
            "  inflating: ./images/masked (1692).jpg  \n",
            "  inflating: ./images/masked (1693).jpg  \n",
            "  inflating: ./images/masked (1694).jpg  \n",
            "  inflating: ./images/masked (1695).jpg  \n",
            "  inflating: ./images/masked (1696).jpg  \n",
            "  inflating: ./images/masked (1697).jpg  \n",
            "  inflating: ./images/masked (1698).jpg  \n",
            "  inflating: ./images/masked (1699).jpg  \n",
            "  inflating: ./images/masked (1700).jpg  \n",
            "  inflating: ./images/masked (1701).jpg  \n",
            "  inflating: ./images/masked (1702).jpg  \n",
            "  inflating: ./images/masked (1703).jpg  \n",
            "  inflating: ./images/masked (1861).jpg  \n",
            "  inflating: ./images/masked (1862).jpg  \n",
            "  inflating: ./images/masked (1863).jpg  \n",
            "  inflating: ./images/masked (1864).jpg  \n",
            "  inflating: ./images/masked (1865).jpg  \n",
            "  inflating: ./images/masked (1866).jpg  \n",
            "  inflating: ./images/masked (1867).jpg  \n",
            "  inflating: ./images/masked (1868).jpg  \n",
            "  inflating: ./images/masked (1869).jpg  \n",
            "  inflating: ./images/masked (1870).jpg  \n",
            "  inflating: ./images/masked (1871).jpg  \n",
            "  inflating: ./images/masked (1872).jpg  \n",
            "  inflating: ./images/masked (1873).jpg  \n",
            "  inflating: ./images/masked (1874).jpg  \n",
            "  inflating: ./images/masked (1875).jpg  \n",
            "  inflating: ./images/masked (1876).jpg  \n",
            "  inflating: ./images/masked (1877).jpg  \n",
            "  inflating: ./images/masked (1878).jpg  \n",
            "  inflating: ./images/masked (1879).jpg  \n",
            "  inflating: ./images/masked (1880).jpg  \n",
            "  inflating: ./images/masked (1881).jpg  \n",
            "  inflating: ./images/masked (1882).jpg  \n",
            "  inflating: ./images/masked (1883).jpg  \n",
            "  inflating: ./images/masked (1884).jpg  \n",
            "  inflating: ./images/masked (1885).jpg  \n",
            "  inflating: ./images/masked (1886).jpg  \n",
            "  inflating: ./images/masked (1887).jpg  \n",
            "  inflating: ./images/masked (1888).jpg  \n",
            "  inflating: ./images/masked (1889).jpg  \n",
            "  inflating: ./images/masked (1890).jpg  \n",
            "  inflating: ./images/masked (1891).jpg  \n",
            "  inflating: ./images/masked (1892).jpg  \n",
            "  inflating: ./images/masked (1893).jpg  \n",
            "  inflating: ./images/masked (1894).jpg  \n",
            "  inflating: ./images/masked (1895).jpg  \n",
            "  inflating: ./images/masked (1896).jpg  \n",
            "  inflating: ./images/masked (1897).jpg  \n",
            "  inflating: ./images/masked (1898).jpg  \n",
            "  inflating: ./images/masked (1899).jpg  \n",
            "  inflating: ./images/masked (1900).jpg  \n",
            "  inflating: ./images/masked (1901).jpg  \n",
            "  inflating: ./images/masked (1902).jpg  \n",
            "  inflating: ./images/masked (1903).jpg  \n",
            "  inflating: ./images/masked (1904).jpg  \n",
            "  inflating: ./images/masked (1905).jpg  \n",
            "  inflating: ./images/masked (1906).jpg  \n",
            "  inflating: ./images/masked (1907).jpg  \n",
            "  inflating: ./images/masked (1908).jpg  \n",
            "  inflating: ./images/masked (1909).jpg  \n",
            "  inflating: ./images/masked (1910).jpg  \n",
            "  inflating: ./images/masked (1911).jpg  \n",
            "  inflating: ./images/masked (1912).jpg  \n",
            "  inflating: ./images/masked (1913).jpg  \n",
            "  inflating: ./images/masked (1914).jpg  \n",
            "  inflating: ./images/masked (1915).jpg  \n",
            "  inflating: ./images/masked (3).jpg  \n",
            "  inflating: ./images/masked (4).jpg  \n",
            "  inflating: ./images/masked (5).jpg  \n",
            "  inflating: ./images/masked (6).jpg  \n",
            "  inflating: ./images/masked (7).jpg  \n",
            "  inflating: ./images/masked (8).jpg  \n",
            "  inflating: ./images/masked (9).jpg  \n",
            "  inflating: ./images/pra1.jpg       \n",
            "  inflating: ./images/pra2.jpg       \n",
            "  inflating: ./images/pra3.jpg       \n",
            "  inflating: ./images/prajna.jpg     \n",
            "  inflating: ./images/unmasked (1250).jpg  \n",
            "  inflating: ./images/unmasked (1251).jpg  \n",
            "  inflating: ./images/unmasked (1252).jpg  \n",
            "  inflating: ./images/unmasked (1253).jpg  \n",
            "  inflating: ./images/unmasked (1255).jpg  \n",
            "  inflating: ./images/unmasked (1256).jpg  \n",
            "  inflating: ./images/unmasked (1257).jpg  \n",
            "  inflating: ./images/unmasked (1260).jpg  \n",
            "  inflating: ./images/unmasked (1261).jpg  \n",
            "  inflating: ./images/unmasked (1262).jpg  \n",
            "  inflating: ./images/unmasked (1263).jpg  \n",
            "  inflating: ./images/unmasked (1264).jpg  \n",
            "  inflating: ./images/unmasked (1265).jpg  \n",
            "  inflating: ./images/unmasked (1266).jpg  \n",
            "  inflating: ./images/unmasked (1267).jpg  \n",
            "  inflating: ./images/unmasked (1268).jpg  \n",
            "  inflating: ./images/unmasked (1269).jpg  \n",
            "  inflating: ./images/unmasked (1270).jpg  \n",
            "  inflating: ./images/unmasked (1271).jpg  \n",
            "  inflating: ./images/unmasked (1272).jpg  \n",
            "  inflating: ./images/unmasked (1274).jpg  \n",
            "  inflating: ./images/unmasked (1275).jpg  \n",
            "  inflating: ./images/unmasked (1276).jpg  \n",
            "  inflating: ./images/unmasked (1277).jpg  \n",
            "  inflating: ./images/unmasked (1278).jpg  \n",
            "  inflating: ./images/unmasked (1279).jpg  \n",
            "  inflating: ./images/unmasked (1280).jpg  \n",
            "  inflating: ./images/unmasked (1282).jpg  \n",
            "  inflating: ./images/unmasked (1285).jpg  \n",
            "  inflating: ./images/unmasked (1286).jpg  \n",
            "  inflating: ./images/unmasked (1287).jpg  \n",
            "  inflating: ./images/unmasked (1288).jpg  \n",
            "  inflating: ./images/unmasked (1289).jpg  \n",
            "  inflating: ./images/unmasked (1290).jpg  \n",
            "  inflating: ./images/unmasked (1291).jpg  \n",
            "  inflating: ./images/unmasked (1292).jpg  \n",
            "  inflating: ./images/unmasked (1293).jpg  \n",
            "  inflating: ./images/unmasked (1295).jpg  \n",
            "  inflating: ./images/unmasked (1297).jpg  \n",
            "  inflating: ./images/unmasked (1298).jpg  \n",
            "  inflating: ./images/unmasked (1299).jpg  \n",
            "  inflating: ./images/unmasked (1301).jpg  \n",
            "  inflating: ./images/unmasked (1302).jpg  \n",
            "  inflating: ./images/unmasked (1303).jpg  \n",
            "  inflating: ./images/unmasked (1304).jpg  \n",
            "  inflating: ./images/unmasked (1306).jpg  \n",
            "  inflating: ./images/unmasked (1307).jpg  \n",
            "  inflating: ./images/unmasked (1308).jpg  \n",
            "  inflating: ./images/unmasked (1309).jpg  \n",
            "  inflating: ./images/unmasked (1310).jpg  \n",
            "  inflating: ./images/unmasked (1311).jpg  \n",
            "  inflating: ./images/unmasked (1312).jpg  \n",
            "  inflating: ./images/unmasked (1313).jpg  \n",
            "  inflating: ./images/unmasked (1314).jpg  \n",
            "  inflating: ./images/unmasked (1315).jpg  \n",
            "  inflating: ./images/unmasked (1316).jpg  \n",
            "  inflating: ./images/unmasked (1317).jpg  \n",
            "  inflating: ./images/unmasked (1318).jpg  \n",
            "  inflating: ./images/unmasked (1319).jpg  \n",
            "  inflating: ./images/unmasked (1321).jpg  \n",
            "  inflating: ./images/unmasked (1322).jpg  \n",
            "  inflating: ./images/unmasked (1323).jpg  \n",
            "  inflating: ./images/unmasked (1324).jpg  \n",
            "  inflating: ./images/unmasked (1325).jpg  \n",
            "  inflating: ./images/unmasked (1326).jpg  \n",
            "  inflating: ./images/unmasked (1327).jpg  \n",
            "  inflating: ./images/unmasked (1328).jpg  \n",
            "  inflating: ./images/unmasked (1329).jpg  \n",
            "  inflating: ./images/unmasked (1330).jpg  \n",
            "  inflating: ./images/unmasked (1331).jpg  \n",
            "  inflating: ./images/unmasked (1332).jpg  \n",
            "  inflating: ./images/unmasked (1333).jpg  \n",
            "  inflating: ./images/unmasked (1334).jpg  \n",
            "  inflating: ./images/unmasked (1335).jpg  \n",
            "  inflating: ./images/unmasked (1336).jpg  \n",
            "  inflating: ./images/unmasked (1337).jpg  \n",
            "  inflating: ./images/unmasked (1338).jpg  \n",
            "  inflating: ./images/unmasked (1339).jpg  \n",
            "  inflating: ./images/unmasked (1340).jpg  \n",
            "  inflating: ./images/unmasked (1341).jpg  \n",
            "  inflating: ./images/unmasked (1342).jpg  \n",
            "  inflating: ./images/unmasked (1343).jpg  \n",
            "  inflating: ./images/unmasked (1344).jpg  \n",
            "  inflating: ./images/unmasked (1372).jpg  \n",
            "  inflating: ./images/unmasked (1374).jpg  \n",
            "  inflating: ./images/unmasked (1375).jpg  \n",
            "  inflating: ./images/unmasked (1376).jpg  \n",
            "  inflating: ./images/unmasked (1377).jpg  \n",
            "  inflating: ./images/unmasked (1378).jpg  \n",
            "  inflating: ./images/unmasked (1380).jpg  \n",
            "  inflating: ./images/unmasked (1381).jpg  \n",
            "  inflating: ./images/unmasked (1382).jpg  \n",
            "  inflating: ./images/unmasked (1383).jpg  \n",
            "  inflating: ./images/unmasked (1384).jpg  \n",
            "  inflating: ./images/unmasked (1385).jpg  \n",
            "  inflating: ./images/unmasked (1386).jpg  \n",
            "  inflating: ./images/unmasked (1387).jpg  \n",
            "  inflating: ./images/unmasked (1388).jpg  \n",
            "  inflating: ./images/unmasked (1389).jpg  \n",
            "  inflating: ./images/unmasked (1390).jpg  \n",
            "  inflating: ./images/unmasked (1391).jpg  \n",
            "  inflating: ./images/unmasked (1392).jpg  \n",
            "  inflating: ./images/unmasked (1393).jpg  \n",
            "  inflating: ./images/unmasked (1394).jpg  \n",
            "  inflating: ./images/unmasked (1395).jpg  \n",
            "  inflating: ./images/unmasked (1396).jpg  \n",
            "  inflating: ./images/unmasked (1397).jpg  \n",
            "  inflating: ./images/unmasked (1398).jpg  \n",
            "  inflating: ./images/unmasked (1399).jpg  \n",
            "  inflating: ./images/unmasked (1400).jpg  \n",
            "  inflating: ./images/unmasked (1401).jpg  \n",
            "  inflating: ./images/unmasked (1402).jpg  \n",
            "  inflating: ./images/unmasked (1403).jpg  \n",
            "  inflating: ./images/unmasked (1404).jpg  \n",
            "  inflating: ./images/unmasked (1405).jpg  \n",
            "  inflating: ./images/unmasked (1406).jpg  \n",
            "  inflating: ./images/unmasked (1407).jpg  \n",
            "  inflating: ./images/unmasked (1408).jpg  \n",
            "  inflating: ./images/unmasked (1409).jpg  \n",
            "  inflating: ./images/unmasked (1410).jpg  \n",
            "  inflating: ./images/unmasked (1411).jpg  \n",
            "  inflating: ./images/unmasked (1412).jpg  \n",
            "  inflating: ./images/unmasked (1413).jpg  \n",
            "  inflating: ./images/unmasked (1414).jpg  \n",
            "  inflating: ./images/unmasked (1415).jpg  \n",
            "  inflating: ./images/unmasked (1416).jpg  \n",
            "  inflating: ./images/unmasked (1417).jpg  \n",
            "  inflating: ./images/unmasked (1418).jpg  \n",
            "  inflating: ./images/unmasked (1419).jpg  \n",
            "  inflating: ./images/unmasked (1420).jpg  \n",
            "  inflating: ./images/unmasked (1421).jpg  \n",
            "  inflating: ./images/unmasked (1422).jpg  \n",
            "  inflating: ./images/unmasked (1424).jpg  \n",
            "  inflating: ./images/unmasked (1425).jpg  \n",
            "  inflating: ./images/unmasked (1426).jpg  \n",
            "  inflating: ./images/unmasked (1427).jpg  \n",
            "  inflating: ./images/unmasked (1428).jpg  \n",
            "  inflating: ./images/unmasked (1429).jpg  \n",
            "  inflating: ./images/unmasked (1430).jpg  \n",
            "  inflating: ./images/unmasked (1432).jpg  \n",
            "  inflating: ./images/unmasked (1433).jpg  \n",
            "  inflating: ./images/unmasked (1434).jpg  \n",
            "  inflating: ./images/unmasked (1435).jpg  \n",
            "  inflating: ./images/unmasked (1436).jpg  \n",
            "  inflating: ./images/unmasked (1437).jpg  \n",
            "  inflating: ./images/unmasked (1438).jpg  \n",
            "  inflating: ./images/unmasked (1439).jpg  \n",
            "  inflating: ./images/unmasked (1440).jpg  \n",
            "  inflating: ./images/unmasked (1441).jpg  \n",
            "  inflating: ./images/unmasked (1442).jpg  \n",
            "  inflating: ./images/unmasked (1443).jpg  \n",
            "  inflating: ./images/unmasked (1444).jpg  \n",
            "  inflating: ./images/unmasked (1445).jpg  \n",
            "  inflating: ./images/unmasked (1446).jpg  \n",
            "  inflating: ./images/unmasked (1447).jpg  \n",
            "  inflating: ./images/unmasked (1448).jpg  \n",
            "  inflating: ./images/unmasked (1449).jpg  \n",
            "  inflating: ./images/unmasked (1450).jpg  \n",
            "  inflating: ./images/unmasked (1451).jpg  \n",
            "  inflating: ./images/unmasked (1452).jpg  \n",
            "  inflating: ./images/unmasked (1453).jpg  \n",
            "  inflating: ./images/unmasked (1454).jpg  \n",
            "  inflating: ./images/unmasked (1455).jpg  \n",
            "  inflating: ./images/unmasked (1456).jpg  \n",
            "  inflating: ./images/unmasked (1457).jpg  \n",
            "  inflating: ./images/unmasked (1458).jpg  \n",
            "  inflating: ./images/unmasked (1459).jpg  \n",
            "  inflating: ./images/unmasked (1460).jpg  \n",
            "  inflating: ./images/unmasked (1461).jpg  \n",
            "  inflating: ./images/unmasked (1462).jpg  \n",
            "  inflating: ./images/unmasked (1463).jpg  \n",
            "  inflating: ./images/unmasked (1464).jpg  \n",
            "  inflating: ./images/unmasked (1465).jpg  \n",
            "  inflating: ./images/unmasked (1466).jpg  \n",
            "  inflating: ./images/unmasked (1467).jpg  \n",
            "  inflating: ./images/unmasked (1468).jpg  \n",
            "  inflating: ./images/unmasked (1469).jpg  \n",
            "  inflating: ./images/unmasked (1470).jpg  \n",
            "  inflating: ./images/unmasked (1471).jpg  \n",
            "  inflating: ./images/unmasked (1472).jpg  \n",
            "  inflating: ./images/unmasked (1473).jpg  \n",
            "  inflating: ./images/unmasked (1475).jpg  \n",
            "  inflating: ./images/unmasked (1476).jpg  \n",
            "  inflating: ./images/unmasked (1477).jpg  \n",
            "  inflating: ./images/unmasked (1478).jpg  \n",
            "  inflating: ./images/unmasked (1479).jpg  \n",
            "  inflating: ./images/unmasked (1480).jpg  \n",
            "  inflating: ./images/unmasked (1481).jpg  \n",
            "  inflating: ./images/unmasked (1482).jpg  \n",
            "  inflating: ./images/unmasked (1483).jpg  \n",
            "  inflating: ./images/unmasked (1484).jpg  \n",
            "  inflating: ./images/unmasked (1485).jpg  \n",
            "  inflating: ./images/unmasked (1486).jpg  \n",
            "  inflating: ./images/unmasked (1487).jpg  \n",
            "  inflating: ./images/unmasked (1488).jpg  \n",
            "  inflating: ./images/unmasked (1489).jpg  \n",
            "  inflating: ./images/unmasked (1490).jpg  \n",
            "  inflating: ./images/unmasked (1491).jpg  \n",
            "  inflating: ./images/unmasked (1492).jpg  \n",
            "  inflating: ./images/unmasked (1493).jpg  \n",
            "  inflating: ./images/unmasked (1494).jpg  \n",
            "  inflating: ./images/unmasked (1495).jpg  \n",
            "  inflating: ./images/unmasked (1496).jpg  \n",
            "  inflating: ./images/unmasked (1497).jpg  \n",
            "  inflating: ./images/unmasked (1498).jpg  \n",
            "  inflating: ./images/unmasked (1499).jpg  \n",
            "  inflating: ./images/unmasked (1500).jpg  \n",
            "  inflating: ./images/unmasked (1501).jpg  \n",
            "  inflating: ./images/unmasked (1502).jpg  \n",
            "  inflating: ./images/unmasked (1503).jpg  \n",
            "  inflating: ./images/unmasked (1504).jpg  \n",
            "  inflating: ./images/unmasked (1505).jpg  \n",
            "  inflating: ./images/unmasked (1506).jpg  \n",
            "  inflating: ./images/unmasked (1507).jpg  \n",
            "  inflating: ./images/unmasked (1508).jpg  \n",
            "  inflating: ./images/unmasked (1509).jpg  \n",
            "  inflating: ./images/unmasked (1510).jpg  \n",
            "  inflating: ./images/unmasked (1511).jpg  \n",
            "  inflating: ./images/unmasked (1512).jpg  \n",
            "  inflating: ./images/unmasked (1513).jpg  \n",
            "  inflating: ./images/unmasked (1514).jpg  \n",
            "  inflating: ./images/unmasked (1515).jpg  \n",
            "  inflating: ./images/unmasked (1516).jpg  \n",
            "  inflating: ./images/unmasked (1517).jpg  \n",
            "  inflating: ./images/unmasked (1518).jpg  \n",
            "  inflating: ./images/unmasked (1519).jpg  \n",
            "  inflating: ./images/unmasked (1520).jpg  \n",
            "  inflating: ./images/unmasked (1521).jpg  \n",
            "  inflating: ./images/unmasked (1522).jpg  \n",
            "  inflating: ./images/unmasked (1523).jpg  \n",
            "  inflating: ./images/unmasked (1524).jpg  \n",
            "  inflating: ./images/unmasked (1525).jpg  \n",
            "  inflating: ./images/unmasked (1526).jpg  \n",
            "  inflating: ./images/unmasked (1527).jpg  \n",
            "  inflating: ./images/unmasked (1528).jpg  \n",
            "  inflating: ./images/unmasked (1529).jpg  \n",
            "  inflating: ./images/unmasked (1530).jpg  \n",
            "  inflating: ./images/unmasked (1531).jpg  \n",
            "  inflating: ./images/unmasked (1532).jpg  \n",
            "  inflating: ./images/unmasked (1533).jpg  \n",
            "  inflating: ./images/unmasked (1534).jpg  \n",
            "  inflating: ./images/unmasked (1535).jpg  \n",
            "  inflating: ./images/unmasked (1536).jpg  \n",
            "  inflating: ./images/unmasked (1537).jpg  \n",
            "  inflating: ./images/unmasked (1538).jpg  \n",
            "  inflating: ./images/unmasked (1539).jpg  \n",
            "  inflating: ./images/unmasked (1540).jpg  \n",
            "  inflating: ./images/unmasked (1541).jpg  \n",
            "  inflating: ./images/unmasked (1542).jpg  \n",
            "  inflating: ./images/unmasked (1543).jpg  \n",
            "  inflating: ./images/unmasked (1544).jpg  \n",
            "  inflating: ./images/unmasked (1545).jpg  \n",
            "  inflating: ./images/unmasked (1546).jpg  \n",
            "  inflating: ./images/unmasked (1547).jpg  \n",
            "  inflating: ./images/unmasked (1549).jpg  \n",
            "  inflating: ./images/unmasked (1550).jpg  \n",
            "  inflating: ./images/unmasked (1551).jpg  \n",
            "  inflating: ./images/unmasked (1552).jpg  \n",
            "  inflating: ./images/unmasked (1553).jpg  \n",
            "  inflating: ./images/unmasked (1554).jpg  \n",
            "  inflating: ./images/unmasked (1555).jpg  \n",
            "  inflating: ./images/unmasked (1556).jpg  \n",
            "  inflating: ./images/unmasked (1557).jpg  \n",
            "  inflating: ./images/unmasked (1558).jpg  \n",
            "  inflating: ./images/unmasked (1559).jpg  \n",
            "  inflating: ./images/unmasked (1560).jpg  \n",
            "  inflating: ./images/unmasked (1561).jpg  \n",
            "  inflating: ./images/unmasked (1562).jpg  \n",
            "  inflating: ./images/unmasked (1563).jpg  \n",
            "  inflating: ./images/unmasked (1564).jpg  \n",
            "  inflating: ./images/unmasked (1565).jpg  \n",
            "  inflating: ./images/unmasked (1566).jpg  \n",
            "  inflating: ./images/unmasked (1567).jpg  \n",
            "  inflating: ./images/unmasked (1568).jpg  \n",
            "  inflating: ./images/unmasked (1569).jpg  \n",
            "  inflating: ./images/unmasked (1570).jpg  \n",
            "  inflating: ./images/unmasked (1571).jpg  \n",
            "  inflating: ./images/unmasked (1572).jpg  \n",
            "  inflating: ./images/unmasked (1573).jpg  \n",
            "  inflating: ./images/unmasked (1574).jpg  \n",
            "  inflating: ./images/unmasked (1575).jpg  \n",
            "  inflating: ./images/unmasked (1576).jpg  \n",
            "  inflating: ./images/unmasked (1577).jpg  \n",
            "  inflating: ./images/unmasked (1578).jpg  \n",
            "  inflating: ./images/unmasked (1579).jpg  \n",
            "  inflating: ./images/unmasked (1580).jpg  \n",
            "  inflating: ./images/unmasked (1581).jpg  \n",
            "  inflating: ./images/unmasked (1582).jpg  \n",
            "  inflating: ./images/unmasked (1583).jpg  \n",
            "  inflating: ./images/unmasked (1584).jpg  \n",
            "  inflating: ./images/unmasked (1585).jpg  \n",
            "  inflating: ./images/unmasked (1586).jpg  \n",
            "  inflating: ./images/unmasked (1587).jpg  \n",
            "  inflating: ./images/unmasked (1588).jpg  \n",
            "  inflating: ./images/unmasked (1591).jpg  \n",
            "  inflating: ./images/unmasked (1592).jpg  \n",
            "  inflating: ./images/unmasked (1593).jpg  \n",
            "  inflating: ./images/unmasked (1594).jpg  \n",
            "  inflating: ./images/unmasked (1595).jpg  \n",
            "  inflating: ./images/unmasked (1596).jpg  \n",
            "  inflating: ./images/unmasked (1597).jpg  \n",
            "  inflating: ./images/unmasked (1598).jpg  \n",
            "  inflating: ./images/unmasked (1599).jpg  \n",
            "  inflating: ./images/unmasked (1600).jpg  \n",
            "  inflating: ./images/unmasked (1601).jpg  \n",
            "  inflating: ./images/unmasked (1602).jpg  \n",
            "  inflating: ./images/unmasked (1603).jpg  \n",
            "  inflating: ./images/unmasked (1604).jpg  \n",
            "  inflating: ./images/unmasked (1605).jpg  \n",
            "  inflating: ./images/unmasked (1606).jpg  \n",
            "  inflating: ./images/unmasked (1607).jpg  \n",
            "  inflating: ./images/unmasked (1609).jpg  \n",
            "  inflating: ./images/unmasked (1610).jpg  \n",
            "  inflating: ./images/unmasked (1611).jpg  \n",
            "  inflating: ./images/unmasked (1612).jpg  \n",
            "  inflating: ./images/unmasked (1613).jpg  \n",
            "  inflating: ./images/unmasked (1614).jpg  \n",
            "  inflating: ./images/unmasked (1615).jpg  \n",
            "  inflating: ./images/unmasked (1616).jpg  \n",
            "  inflating: ./images/unmasked (1617).jpg  \n",
            "  inflating: ./images/unmasked (1618).jpg  \n",
            "  inflating: ./images/unmasked (1619).jpg  \n",
            "  inflating: ./images/unmasked (1620).jpg  \n",
            "  inflating: ./images/unmasked (1621).jpg  \n",
            "  inflating: ./images/unmasked (1622).jpg  \n",
            "  inflating: ./images/unmasked (1623).jpg  \n",
            "  inflating: ./images/unmasked (1624).jpg  \n",
            "  inflating: ./images/unmasked (1625).jpg  \n",
            "  inflating: ./images/unmasked (1626).jpg  \n",
            "  inflating: ./images/unmasked (1627).jpg  \n",
            "  inflating: ./images/unmasked (1628).jpg  \n",
            "  inflating: ./images/unmasked (1629).jpg  \n",
            "  inflating: ./images/unmasked (1630).jpg  \n",
            "  inflating: ./images/unmasked (1631).jpg  \n",
            "  inflating: ./images/unmasked (1632).jpg  \n",
            "  inflating: ./images/unmasked (1633).jpg  \n",
            "  inflating: ./images/unmasked (1634).jpg  \n",
            "  inflating: ./images/unmasked (1635).jpg  \n",
            "  inflating: ./images/unmasked (1636).jpg  \n",
            "  inflating: ./images/unmasked (1637).jpg  \n",
            "  inflating: ./images/unmasked (1638).jpg  \n",
            "  inflating: ./images/unmasked (1639).jpg  \n",
            "  inflating: ./images/unmasked (1640).jpg  \n",
            "  inflating: ./images/unmasked (1642).jpg  \n",
            "  inflating: ./images/unmasked (1644).jpg  \n",
            "  inflating: ./images/unmasked (1645).jpg  \n",
            "  inflating: ./images/unmasked (1646).jpg  \n",
            "  inflating: ./images/unmasked (1647).jpg  \n",
            "  inflating: ./images/unmasked (1648).jpg  \n",
            "  inflating: ./images/unmasked (1649).jpg  \n",
            "  inflating: ./images/unmasked (1650).jpg  \n",
            "  inflating: ./images/unmasked (1651).jpg  \n",
            "  inflating: ./images/unmasked (1652).jpg  \n",
            "  inflating: ./images/unmasked (1653).jpg  \n",
            "  inflating: ./images/unmasked (1654).jpg  \n",
            "  inflating: ./images/unmasked (1655).jpg  \n",
            "  inflating: ./images/unmasked (1656).jpg  \n",
            "  inflating: ./images/unmasked (1659).jpg  \n",
            "  inflating: ./images/unmasked (1662).jpg  \n",
            "  inflating: ./images/unmasked (1663).jpg  \n",
            "  inflating: ./images/unmasked (1669).jpg  \n",
            "  inflating: ./images/unmasked (1670).jpg  \n",
            "  inflating: ./images/unmasked (1671).jpg  \n",
            "  inflating: ./images/unmasked (1672).jpg  \n",
            "  inflating: ./images/unmasked (1673).jpg  \n",
            "  inflating: ./images/unmasked (1674).jpg  \n",
            "  inflating: ./images/unmasked (1677).jpg  \n",
            "  inflating: ./images/unmasked (1680).jpg  \n",
            "  inflating: ./images/unmasked (1682).jpg  \n",
            "  inflating: ./images/unmasked (1683).jpg  \n",
            "  inflating: ./images/unmasked (1688).jpg  \n",
            "  inflating: ./images/unmasked (1690).jpg  \n",
            "  inflating: ./images/unmasked (1697).jpg  \n",
            "  inflating: ./images/unmasked (1699).jpg  \n",
            "  inflating: ./images/unmasked (1708).jpg  \n",
            "  inflating: ./images/unmasked (1709).jpg  \n",
            "  inflating: ./images/unmasked (1714).jpg  \n",
            "  inflating: ./images/unmasked (1716).jpg  \n",
            "  inflating: ./images/unmasked (1725).jpg  \n",
            "  inflating: ./images/unmasked (1730).jpg  \n",
            "  inflating: ./images/unmasked (1732).jpg  \n",
            "  inflating: ./images/unmasked (1733).jpg  \n",
            "  inflating: ./images/unmasked (1739).jpg  \n",
            "  inflating: ./images/unmasked (1741).jpg  \n",
            "  inflating: ./images/unmasked (1746).jpg  \n",
            "  inflating: ./images/unmasked (1748).jpg  \n",
            "  inflating: ./images/unmasked (1752).jpg  \n",
            "  inflating: ./images/unmasked (1758).jpg  \n",
            "  inflating: ./images/unmasked (1761).jpg  \n",
            "  inflating: ./images/unmasked (1762).jpg  \n",
            "  inflating: ./images/unmasked (1763).jpg  \n",
            "  inflating: ./images/unmasked (1764).jpg  \n",
            "  inflating: ./images/unmasked (1769).jpg  \n",
            "  inflating: ./images/unmasked (1777).jpg  \n",
            "  inflating: ./images/unmasked (1778).jpg  \n",
            "  inflating: ./images/unmasked (1785).jpg  \n",
            "  inflating: ./images/unmasked (1788).jpg  \n",
            "  inflating: ./images/unmasked (1792).jpg  \n",
            "  inflating: ./images/unmasked (1793).jpg  \n",
            "  inflating: ./images/unmasked (1794).jpg  \n",
            "  inflating: ./images/unmasked (1795).jpg  \n",
            "  inflating: ./images/unmasked (1796).jpg  \n",
            "  inflating: ./images/unmasked (1800).jpg  \n",
            "  inflating: ./images/unmasked (1803).jpg  \n",
            "  inflating: ./images/unmasked (1807).jpg  \n",
            "  inflating: ./images/unmasked (1813).jpg  \n",
            "  inflating: ./images/unmasked (1815).jpg  \n",
            "  inflating: ./images/unmasked (1819).jpg  \n",
            "  inflating: ./images/unmasked (1822).jpg  \n",
            "  inflating: ./images/unmasked (1824).jpg  \n",
            "  inflating: ./images/unmasked (1827).jpg  \n",
            "  inflating: ./images/unmasked (1834).jpg  \n",
            "  inflating: ./images/unmasked (1835).jpg  \n",
            "  inflating: ./images/unmasked (1839).jpg  \n",
            "  inflating: ./images/unmasked (1840).jpg  \n",
            "  inflating: ./images/unmasked (1843).jpg  \n",
            "  inflating: ./images/unmasked (1852).jpg  \n",
            "  inflating: ./images/unmasked (1853).jpg  \n",
            "  inflating: ./images/unmasked (1854).jpg  \n",
            "  inflating: ./images/unmasked (1856).jpg  \n",
            "  inflating: ./images/unmasked (1858).jpg  \n",
            "  inflating: ./images/unmasked (1859).jpg  \n",
            "  inflating: ./images/unmasked (1864).jpg  \n",
            "  inflating: ./images/unmasked (1865).jpg  \n",
            "  inflating: ./images/unmasked (1866).jpg  \n",
            "  inflating: ./images/unmasked (1867).jpg  \n",
            "  inflating: ./images/unmasked (1869).jpg  \n",
            "  inflating: ./images/unmasked (1872).jpg  \n",
            "  inflating: ./images/unmasked (1875).jpg  \n",
            "  inflating: ./images/unmasked (1876).jpg  \n",
            "  inflating: ./images/unmasked (1879).jpg  \n",
            "  inflating: ./images/unmasked (1882).jpg  \n",
            "  inflating: ./images/unmasked (1885).jpg  \n",
            "  inflating: ./images/unmasked (1886).jpg  \n",
            "  inflating: ./images/unmasked (1888).jpg  \n",
            "  inflating: ./images/unmasked (1891).jpg  \n",
            "  inflating: ./images/unmasked (1894).jpg  \n",
            "  inflating: ./images/unmasked (1897).jpg  \n",
            "  inflating: ./images/unmasked (1899).jpg  \n",
            "  inflating: ./images/unmasked (1900).jpg  \n",
            "  inflating: ./images/unmasked (1903).jpg  \n",
            "  inflating: ./images/unmasked (1904).jpg  \n",
            "  inflating: ./images/unmasked (1907).jpg  \n",
            "  inflating: ./images/unmasked (1912).jpg  \n",
            "Archive:  /content/gdrive/MyDrive/customTF2/annotations.zip\n",
            "  inflating: ./annotations/0-with-mask.xml  \n",
            "  inflating: ./annotations/0.xml     \n",
            "  inflating: ./annotations/1-with-mask.xml  \n",
            "replace ./annotations/10-with-mask.xml? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n",
            "  inflating: ./annotations/10-with-mask.xml  \n",
            "  inflating: ./annotations/100-with-mask.xml  \n",
            "  inflating: ./annotations/101-with-mask.xml  \n",
            "  inflating: ./annotations/103-with-mask.xml  \n",
            "  inflating: ./annotations/104-with-mask.xml  \n",
            "  inflating: ./annotations/105-with-mask.xml  \n",
            "  inflating: ./annotations/106-with-mask.xml  \n",
            "  inflating: ./annotations/107-with-mask.xml  \n",
            "  inflating: ./annotations/108-with-mask.xml  \n",
            "  inflating: ./annotations/109-with-mask.xml  \n",
            "  inflating: ./annotations/11-with-mask.xml  \n",
            "  inflating: ./annotations/110-with-mask.xml  \n",
            "  inflating: ./annotations/111-with-mask.xml  \n",
            "  inflating: ./annotations/112-with-mask.xml  \n",
            "  inflating: ./annotations/113-with-mask.xml  \n",
            "  inflating: ./annotations/114-with-mask.xml  \n",
            "  inflating: ./annotations/115-with-mask.xml  \n",
            "  inflating: ./annotations/116-with-mask.xml  \n",
            "  inflating: ./annotations/117-with-mask.xml  \n",
            "  inflating: ./annotations/118-with-mask.xml  \n",
            "  inflating: ./annotations/119-with-mask.xml  \n",
            "  inflating: ./annotations/12-with-mask.xml  \n",
            "  inflating: ./annotations/120-with-mask.xml  \n",
            "  inflating: ./annotations/121-with-mask.xml  \n",
            "  inflating: ./annotations/122-with-mask.xml  \n",
            "  inflating: ./annotations/123-with-mask.xml  \n",
            "  inflating: ./annotations/124-with-mask.xml  \n",
            "  inflating: ./annotations/125-with-mask.xml  \n",
            "  inflating: ./annotations/126-with-mask.xml  \n",
            "  inflating: ./annotations/127-with-mask.xml  \n",
            "  inflating: ./annotations/128-with-mask.xml  \n",
            "  inflating: ./annotations/129-with-mask.xml  \n",
            "  inflating: ./annotations/13-with-mask.xml  \n",
            "  inflating: ./annotations/131-with-mask.xml  \n",
            "  inflating: ./annotations/132-with-mask.xml  \n",
            "  inflating: ./annotations/132.xml   \n",
            "  inflating: ./annotations/133-with-mask.xml  \n",
            "  inflating: ./annotations/134-with-mask.xml  \n",
            "  inflating: ./annotations/134.xml   \n",
            "  inflating: ./annotations/135-with-mask.xml  \n",
            "  inflating: ./annotations/136-with-mask.xml  \n",
            "  inflating: ./annotations/137-with-mask.xml  \n",
            "  inflating: ./annotations/137.xml   \n",
            "  inflating: ./annotations/138-with-mask.xml  \n",
            "  inflating: ./annotations/138.xml   \n",
            "  inflating: ./annotations/139-with-mask.xml  \n",
            "  inflating: ./annotations/14-with-mask.xml  \n",
            "  inflating: ./annotations/140-with-mask.xml  \n",
            "  inflating: ./annotations/141-with-mask.xml  \n",
            "  inflating: ./annotations/144-with-mask.xml  \n",
            "  inflating: ./annotations/146-with-mask.xml  \n",
            "  inflating: ./annotations/147-with-mask.xml  \n",
            "  inflating: ./annotations/148-with-mask.xml  \n",
            "  inflating: ./annotations/148.xml   \n",
            "  inflating: ./annotations/149.xml   \n",
            "  inflating: ./annotations/15-with-mask.xml  \n",
            "  inflating: ./annotations/150-with-mask.xml  \n",
            "  inflating: ./annotations/151-with-mask.xml  \n",
            "  inflating: ./annotations/151.xml   \n",
            "  inflating: ./annotations/152-with-mask.xml  \n",
            "  inflating: ./annotations/153-with-mask.xml  \n",
            "  inflating: ./annotations/154-with-mask.xml  \n",
            "  inflating: ./annotations/155-with-mask.xml  \n",
            "  inflating: ./annotations/156-with-mask.xml  \n",
            "  inflating: ./annotations/157-with-mask.xml  \n",
            "  inflating: ./annotations/158-with-mask.xml  \n",
            "  inflating: ./annotations/159-with-mask.xml  \n",
            "  inflating: ./annotations/159.xml   \n",
            "  inflating: ./annotations/16-with-mask.xml  \n",
            "  inflating: ./annotations/160-with-mask.xml  \n",
            "  inflating: ./annotations/161-with-mask.xml  \n",
            "  inflating: ./annotations/162-with-mask.xml  \n",
            "  inflating: ./annotations/163-with-mask.xml  \n",
            "  inflating: ./annotations/165-with-mask.xml  \n",
            "  inflating: ./annotations/167-with-mask.xml  \n",
            "  inflating: ./annotations/168-with-mask.xml  \n",
            "  inflating: ./annotations/169-with-mask.xml  \n",
            "  inflating: ./annotations/169.xml   \n",
            "  inflating: ./annotations/17-with-mask.xml  \n",
            "  inflating: ./annotations/170-with-mask.xml  \n",
            "  inflating: ./annotations/171-with-mask.xml  \n",
            "  inflating: ./annotations/172-with-mask.xml  \n",
            "  inflating: ./annotations/173-with-mask.xml  \n",
            "  inflating: ./annotations/174-with-mask.xml  \n",
            "  inflating: ./annotations/175-with-mask.xml  \n",
            "  inflating: ./annotations/176-with-mask.xml  \n",
            "  inflating: ./annotations/177-with-mask.xml  \n",
            "  inflating: ./annotations/178.xml   \n",
            "  inflating: ./annotations/179-with-mask.xml  \n",
            "  inflating: ./annotations/18-with-mask.xml  \n",
            "  inflating: ./annotations/180-with-mask.xml  \n",
            "  inflating: ./annotations/181-with-mask.xml  \n",
            "  inflating: ./annotations/182-with-mask.xml  \n",
            "  inflating: ./annotations/183-with-mask.xml  \n",
            "  inflating: ./annotations/184-with-mask.xml  \n",
            "  inflating: ./annotations/185-with-mask.xml  \n",
            "  inflating: ./annotations/186-with-mask.xml  \n",
            "  inflating: ./annotations/187-with-mask.xml  \n",
            "  inflating: ./annotations/189-with-mask.xml  \n",
            "  inflating: ./annotations/19-with-mask.xml  \n",
            "  inflating: ./annotations/190-with-mask.xml  \n",
            "  inflating: ./annotations/192-with-mask.xml  \n",
            "  inflating: ./annotations/193-with-mask.xml  \n",
            "  inflating: ./annotations/194-with-mask.xml  \n",
            "  inflating: ./annotations/195-with-mask.xml  \n",
            "  inflating: ./annotations/195.xml   \n",
            "  inflating: ./annotations/196-with-mask.xml  \n",
            "  inflating: ./annotations/197-with-mask.xml  \n",
            "  inflating: ./annotations/198-with-mask.xml  \n",
            "  inflating: ./annotations/2-with-mask.xml  \n",
            "  inflating: ./annotations/200-with-mask.xml  \n",
            "  inflating: ./annotations/201-with-mask.xml  \n",
            "  inflating: ./annotations/201.xml   \n",
            "  inflating: ./annotations/202-with-mask.xml  \n",
            "  inflating: ./annotations/203-with-mask.xml  \n",
            "  inflating: ./annotations/204-with-mask.xml  \n",
            "  inflating: ./annotations/205-with-mask.xml  \n",
            "  inflating: ./annotations/206-with-mask.xml  \n",
            "  inflating: ./annotations/207-with-mask.xml  \n",
            "  inflating: ./annotations/209-with-mask.xml  \n",
            "  inflating: ./annotations/21-with-mask.xml  \n",
            "  inflating: ./annotations/211-with-mask.xml  \n",
            "  inflating: ./annotations/212-with-mask.xml  \n",
            "  inflating: ./annotations/214-with-mask.xml  \n",
            "  inflating: ./annotations/215-with-mask.xml  \n",
            "  inflating: ./annotations/217-with-mask.xml  \n",
            "  inflating: ./annotations/218-with-mask.xml  \n",
            "  inflating: ./annotations/219-with-mask.xml  \n",
            "  inflating: ./annotations/221-with-mask.xml  \n",
            "  inflating: ./annotations/222-with-mask.xml  \n",
            "  inflating: ./annotations/223-with-mask.xml  \n",
            "  inflating: ./annotations/224-with-mask.xml  \n",
            "  inflating: ./annotations/225-with-mask.xml  \n",
            "  inflating: ./annotations/227-with-mask.xml  \n",
            "  inflating: ./annotations/228-with-mask.xml  \n",
            "  inflating: ./annotations/229-with-mask.xml  \n",
            "  inflating: ./annotations/23-with-mask.xml  \n",
            "  inflating: ./annotations/231-with-mask.xml  \n",
            "  inflating: ./annotations/232-with-mask.xml  \n",
            "  inflating: ./annotations/233-with-mask.xml  \n",
            "  inflating: ./annotations/234-with-mask.xml  \n",
            "  inflating: ./annotations/235-with-mask.xml  \n",
            "  inflating: ./annotations/236-with-mask.xml  \n",
            "  inflating: ./annotations/237-with-mask.xml  \n",
            "  inflating: ./annotations/238-with-mask.xml  \n",
            "  inflating: ./annotations/239-with-mask.xml  \n",
            "  inflating: ./annotations/24-with-mask.xml  \n",
            "  inflating: ./annotations/240-with-mask.xml  \n",
            "  inflating: ./annotations/241-with-mask.xml  \n",
            "  inflating: ./annotations/242-with-mask.xml  \n",
            "  inflating: ./annotations/243-with-mask.xml  \n",
            "  inflating: ./annotations/244-with-mask.xml  \n",
            "  inflating: ./annotations/245-with-mask.xml  \n",
            "  inflating: ./annotations/246-with-mask.xml  \n",
            "  inflating: ./annotations/25-with-mask.xml  \n",
            "  inflating: ./annotations/251-with-mask.xml  \n",
            "  inflating: ./annotations/252-with-mask.xml  \n",
            "  inflating: ./annotations/253-with-mask.xml  \n",
            "  inflating: ./annotations/254-with-mask.xml  \n",
            "  inflating: ./annotations/256-with-mask.xml  \n",
            "  inflating: ./annotations/257-with-mask.xml  \n",
            "  inflating: ./annotations/259-with-mask.xml  \n",
            "  inflating: ./annotations/26-with-mask.xml  \n",
            "  inflating: ./annotations/260-with-mask.xml  \n",
            "  inflating: ./annotations/261-with-mask.xml  \n",
            "  inflating: ./annotations/262-with-mask.xml  \n",
            "  inflating: ./annotations/263-with-mask.xml  \n",
            "  inflating: ./annotations/267-with-mask.xml  \n",
            "  inflating: ./annotations/268-with-mask.xml  \n",
            "  inflating: ./annotations/269-with-mask.xml  \n",
            "  inflating: ./annotations/27-with-mask.xml  \n",
            "  inflating: ./annotations/270-with-mask.xml  \n",
            "  inflating: ./annotations/272-with-mask.xml  \n",
            "  inflating: ./annotations/273-with-mask.xml  \n",
            "  inflating: ./annotations/274-with-mask.xml  \n",
            "  inflating: ./annotations/275-with-mask.xml  \n",
            "  inflating: ./annotations/276-with-mask.xml  \n",
            "  inflating: ./annotations/277-with-mask.xml  \n",
            "  inflating: ./annotations/278-with-mask.xml  \n",
            "  inflating: ./annotations/279-with-mask.xml  \n",
            "  inflating: ./annotations/281-with-mask.xml  \n",
            "  inflating: ./annotations/282-with-mask.xml  \n",
            "  inflating: ./annotations/283-with-mask.xml  \n",
            "  inflating: ./annotations/284-with-mask.xml  \n",
            "  inflating: ./annotations/285-with-mask.xml  \n",
            "  inflating: ./annotations/286-with-mask.xml  \n",
            "  inflating: ./annotations/287-with-mask.xml  \n",
            "  inflating: ./annotations/288-with-mask.xml  \n",
            "  inflating: ./annotations/289-with-mask.xml  \n",
            "  inflating: ./annotations/29-with-mask.xml  \n",
            "  inflating: ./annotations/290-with-mask.xml  \n",
            "  inflating: ./annotations/291-with-mask.xml  \n",
            "  inflating: ./annotations/293-with-mask.xml  \n",
            "  inflating: ./annotations/294-with-mask.xml  \n",
            "  inflating: ./annotations/295-with-mask.xml  \n",
            "  inflating: ./annotations/296-with-mask.xml  \n",
            "  inflating: ./annotations/298-with-mask.xml  \n",
            "  inflating: ./annotations/299-with-mask.xml  \n",
            "  inflating: ./annotations/3-with-mask.xml  \n",
            "  inflating: ./annotations/30-with-mask.xml  \n",
            "  inflating: ./annotations/301-with-mask.xml  \n",
            "  inflating: ./annotations/302-with-mask.xml  \n",
            "  inflating: ./annotations/303-with-mask.xml  \n",
            "  inflating: ./annotations/304-with-mask.xml  \n",
            "  inflating: ./annotations/305-with-mask.xml  \n",
            "  inflating: ./annotations/306-with-mask.xml  \n",
            "  inflating: ./annotations/307-with-mask.xml  \n",
            "  inflating: ./annotations/308-with-mask.xml  \n",
            "  inflating: ./annotations/309-with-mask.xml  \n",
            "  inflating: ./annotations/31-with-mask.xml  \n",
            "  inflating: ./annotations/311-with-mask.xml  \n",
            "  inflating: ./annotations/313-with-mask.xml  \n",
            "  inflating: ./annotations/314-with-mask.xml  \n",
            "  inflating: ./annotations/315-with-mask.xml  \n",
            "  inflating: ./annotations/316-with-mask.xml  \n",
            "  inflating: ./annotations/317-with-mask.xml  \n",
            "  inflating: ./annotations/318-with-mask.xml  \n",
            "  inflating: ./annotations/319-with-mask.xml  \n",
            "  inflating: ./annotations/32-with-mask.xml  \n",
            "  inflating: ./annotations/322-with-mask.xml  \n",
            "  inflating: ./annotations/323-with-mask.xml  \n",
            "  inflating: ./annotations/324-with-mask.xml  \n",
            "  inflating: ./annotations/325-with-mask.xml  \n",
            "  inflating: ./annotations/326-with-mask.xml  \n",
            "  inflating: ./annotations/327-with-mask.xml  \n",
            "  inflating: ./annotations/33-with-mask.xml  \n",
            "  inflating: ./annotations/330-with-mask.xml  \n",
            "  inflating: ./annotations/331-with-mask.xml  \n",
            "  inflating: ./annotations/332-with-mask.xml  \n",
            "  inflating: ./annotations/332.xml   \n",
            "  inflating: ./annotations/333-with-mask.xml  \n",
            "  inflating: ./annotations/334-with-mask.xml  \n",
            "  inflating: ./annotations/335-with-mask.xml  \n",
            "  inflating: ./annotations/336-with-mask.xml  \n",
            "  inflating: ./annotations/338-with-mask.xml  \n",
            "  inflating: ./annotations/339-with-mask.xml  \n",
            "  inflating: ./annotations/34-with-mask.xml  \n",
            "  inflating: ./annotations/340-with-mask.xml  \n",
            "  inflating: ./annotations/342-with-mask.xml  \n",
            "  inflating: ./annotations/343-with-mask.xml  \n",
            "  inflating: ./annotations/344-with-mask.xml  \n",
            "  inflating: ./annotations/345-with-mask.xml  \n",
            "  inflating: ./annotations/346-with-mask.xml  \n",
            "  inflating: ./annotations/347-with-mask.xml  \n",
            "  inflating: ./annotations/348-with-mask.xml  \n",
            "  inflating: ./annotations/349-with-mask.xml  \n",
            "  inflating: ./annotations/35-with-mask.xml  \n",
            "  inflating: ./annotations/351-with-mask.xml  \n",
            "  inflating: ./annotations/353-with-mask.xml  \n",
            "  inflating: ./annotations/355-with-mask.xml  \n",
            "  inflating: ./annotations/356-with-mask.xml  \n",
            "  inflating: ./annotations/357-with-mask.xml  \n",
            "  inflating: ./annotations/358-with-mask.xml  \n",
            "  inflating: ./annotations/359-with-mask.xml  \n",
            "  inflating: ./annotations/36-with-mask.xml  \n",
            "  inflating: ./annotations/362-with-mask.xml  \n",
            "  inflating: ./annotations/364-with-mask.xml  \n",
            "  inflating: ./annotations/365-with-mask.xml  \n",
            "  inflating: ./annotations/366-with-mask.xml  \n",
            "  inflating: ./annotations/368-with-mask.xml  \n",
            "  inflating: ./annotations/369-with-mask.xml  \n",
            "  inflating: ./annotations/37-with-mask.xml  \n",
            "  inflating: ./annotations/374-with-mask.xml  \n",
            "  inflating: ./annotations/375-with-mask.xml  \n",
            "  inflating: ./annotations/376-with-mask.xml  \n",
            "  inflating: ./annotations/377-with-mask.xml  \n",
            "  inflating: ./annotations/378-with-mask.xml  \n",
            "  inflating: ./annotations/379-with-mask.xml  \n",
            "  inflating: ./annotations/38-with-mask.xml  \n",
            "  inflating: ./annotations/381-with-mask.xml  \n",
            "  inflating: ./annotations/382-with-mask.xml  \n",
            "  inflating: ./annotations/383-with-mask.xml  \n",
            "  inflating: ./annotations/384-with-mask.xml  \n",
            "  inflating: ./annotations/385-with-mask.xml  \n",
            "  inflating: ./annotations/386-with-mask.xml  \n",
            "  inflating: ./annotations/387-with-mask.xml  \n",
            "  inflating: ./annotations/39-with-mask.xml  \n",
            "  inflating: ./annotations/390-with-mask.xml  \n",
            "  inflating: ./annotations/391-with-mask.xml  \n",
            "  inflating: ./annotations/392-with-mask.xml  \n",
            "  inflating: ./annotations/393-with-mask.xml  \n",
            "  inflating: ./annotations/394-with-mask.xml  \n",
            "  inflating: ./annotations/395-with-mask.xml  \n",
            "  inflating: ./annotations/396-with-mask.xml  \n",
            "  inflating: ./annotations/397-with-mask.xml  \n",
            "  inflating: ./annotations/398-with-mask.xml  \n",
            "  inflating: ./annotations/399-with-mask.xml  \n",
            "  inflating: ./annotations/4-with-mask.xml  \n",
            "  inflating: ./annotations/40-with-mask.xml  \n",
            "  inflating: ./annotations/401-with-mask.xml  \n",
            "  inflating: ./annotations/402-with-mask.xml  \n",
            "  inflating: ./annotations/404-with-mask.xml  \n",
            "  inflating: ./annotations/405-with-mask.xml  \n",
            "  inflating: ./annotations/406-with-mask.xml  \n",
            "  inflating: ./annotations/407-with-mask.xml  \n",
            "  inflating: ./annotations/408-with-mask.xml  \n",
            "  inflating: ./annotations/409-with-mask.xml  \n",
            "  inflating: ./annotations/41-with-mask.xml  \n",
            "  inflating: ./annotations/411-with-mask.xml  \n",
            "  inflating: ./annotations/413-with-mask.xml  \n",
            "  inflating: ./annotations/414-with-mask.xml  \n",
            "  inflating: ./annotations/415-with-mask.xml  \n",
            "  inflating: ./annotations/416-with-mask.xml  \n",
            "  inflating: ./annotations/417-with-mask.xml  \n",
            "  inflating: ./annotations/418-with-mask.xml  \n",
            "  inflating: ./annotations/419-with-mask.xml  \n",
            "  inflating: ./annotations/42-with-mask.xml  \n",
            "  inflating: ./annotations/420-with-mask.xml  \n",
            "  inflating: ./annotations/421-with-mask.xml  \n",
            "  inflating: ./annotations/422-with-mask.xml  \n",
            "  inflating: ./annotations/425-with-mask.xml  \n",
            "  inflating: ./annotations/427-with-mask.xml  \n",
            "  inflating: ./annotations/429-with-mask.xml  \n",
            "  inflating: ./annotations/43-with-mask.xml  \n",
            "  inflating: ./annotations/430-with-mask.xml  \n",
            "  inflating: ./annotations/431-with-mask.xml  \n",
            "  inflating: ./annotations/431.xml   \n",
            "  inflating: ./annotations/432-with-mask.xml  \n",
            "  inflating: ./annotations/433-with-mask.xml  \n",
            "  inflating: ./annotations/434-with-mask.xml  \n",
            "  inflating: ./annotations/435-with-mask.xml  \n",
            "  inflating: ./annotations/436-with-mask.xml  \n",
            "  inflating: ./annotations/438-with-mask.xml  \n",
            "  inflating: ./annotations/439-with-mask.xml  \n",
            "  inflating: ./annotations/440-with-mask.xml  \n",
            "  inflating: ./annotations/441-with-mask.xml  \n",
            "  inflating: ./annotations/442-with-mask.xml  \n",
            "  inflating: ./annotations/443-with-mask.xml  \n",
            "  inflating: ./annotations/444-with-mask.xml  \n",
            "  inflating: ./annotations/445-with-mask.xml  \n",
            "  inflating: ./annotations/446-with-mask.xml  \n",
            "  inflating: ./annotations/447-with-mask.xml  \n",
            "  inflating: ./annotations/448-with-mask.xml  \n",
            "  inflating: ./annotations/449-with-mask.xml  \n",
            "  inflating: ./annotations/45-with-mask.xml  \n",
            "  inflating: ./annotations/450-with-mask.xml  \n",
            "  inflating: ./annotations/451-with-mask.xml  \n",
            "  inflating: ./annotations/452-with-mask.xml  \n",
            "  inflating: ./annotations/453-with-mask.xml  \n",
            "  inflating: ./annotations/454-with-mask.xml  \n",
            "  inflating: ./annotations/455-with-mask.xml  \n",
            "  inflating: ./annotations/456-with-mask.xml  \n",
            "  inflating: ./annotations/457-with-mask.xml  \n",
            "  inflating: ./annotations/458-with-mask.xml  \n",
            "  inflating: ./annotations/459-with-mask.xml  \n",
            "  inflating: ./annotations/46-with-mask.xml  \n",
            "  inflating: ./annotations/460-with-mask.xml  \n",
            "  inflating: ./annotations/461-with-mask.xml  \n",
            "  inflating: ./annotations/462-with-mask.xml  \n",
            "  inflating: ./annotations/463-with-mask.xml  \n",
            "  inflating: ./annotations/464-with-mask.xml  \n",
            "  inflating: ./annotations/466-with-mask.xml  \n",
            "  inflating: ./annotations/467-with-mask.xml  \n",
            "  inflating: ./annotations/47-with-mask.xml  \n",
            "  inflating: ./annotations/471-with-mask.xml  \n",
            "  inflating: ./annotations/472-with-mask.xml  \n",
            "  inflating: ./annotations/473-with-mask.xml  \n",
            "  inflating: ./annotations/474-with-mask.xml  \n",
            "  inflating: ./annotations/475-with-mask.xml  \n",
            "  inflating: ./annotations/476-with-mask.xml  \n",
            "  inflating: ./annotations/477-with-mask.xml  \n",
            "  inflating: ./annotations/478-with-mask.xml  \n",
            "  inflating: ./annotations/479-with-mask.xml  \n",
            "  inflating: ./annotations/48-with-mask.xml  \n",
            "  inflating: ./annotations/480-with-mask.xml  \n",
            "  inflating: ./annotations/481-with-mask.xml  \n",
            "  inflating: ./annotations/49-with-mask.xml  \n",
            "  inflating: ./annotations/49.xml    \n",
            "  inflating: ./annotations/5-with-mask.xml  \n",
            "  inflating: ./annotations/50-with-mask.xml  \n",
            "  inflating: ./annotations/51-with-mask.xml  \n",
            "  inflating: ./annotations/52-with-mask.xml  \n",
            "  inflating: ./annotations/53-with-mask.xml  \n",
            "  inflating: ./annotations/56-with-mask.xml  \n",
            "  inflating: ./annotations/57-with-mask.xml  \n",
            "  inflating: ./annotations/59-with-mask.xml  \n",
            "  inflating: ./annotations/6-with-mask.xml  \n",
            "  inflating: ./annotations/61-with-mask.xml  \n",
            "  inflating: ./annotations/62-with-mask.xml  \n",
            "  inflating: ./annotations/63.xml    \n",
            "  inflating: ./annotations/64-with-mask.xml  \n",
            "  inflating: ./annotations/65-with-mask.xml  \n",
            "  inflating: ./annotations/67-with-mask.xml  \n",
            "  inflating: ./annotations/68-with-mask.xml  \n",
            "  inflating: ./annotations/7-with-mask.xml  \n",
            "  inflating: ./annotations/70-with-mask.xml  \n",
            "  inflating: ./annotations/71-with-mask.xml  \n",
            "  inflating: ./annotations/72-with-mask.xml  \n",
            "  inflating: ./annotations/73-with-mask.xml  \n",
            "  inflating: ./annotations/74-with-mask.xml  \n",
            "  inflating: ./annotations/75-with-mask.xml  \n",
            "  inflating: ./annotations/76-with-mask.xml  \n",
            "  inflating: ./annotations/77-with-mask.xml  \n",
            "  inflating: ./annotations/78-with-mask.xml  \n",
            "  inflating: ./annotations/79-with-mask.xml  \n",
            "  inflating: ./annotations/8-with-mask.xml  \n",
            "  inflating: ./annotations/80-with-mask.xml  \n",
            "  inflating: ./annotations/81-with-mask.xml  \n",
            "  inflating: ./annotations/82-with-mask.xml  \n",
            "  inflating: ./annotations/83-with-mask.xml  \n",
            "  inflating: ./annotations/84-with-mask.xml  \n",
            "  inflating: ./annotations/85-with-mask.xml  \n",
            "  inflating: ./annotations/86-with-mask.xml  \n",
            "  inflating: ./annotations/88-with-mask.xml  \n",
            "  inflating: ./annotations/89-with-mask.xml  \n",
            "  inflating: ./annotations/9-with-mask.xml  \n",
            "  inflating: ./annotations/91-with-mask.xml  \n",
            "  inflating: ./annotations/92-with-mask.xml  \n",
            "  inflating: ./annotations/93-with-mask.xml  \n",
            "  inflating: ./annotations/94-with-mask.xml  \n",
            "  inflating: ./annotations/96-with-mask.xml  \n",
            "  inflating: ./annotations/97-with-mask.xml  \n",
            "  inflating: ./annotations/98-with-mask.xml  \n",
            "  inflating: ./annotations/99-with-mask.xml  \n",
            "  inflating: ./annotations/masked (10).xml  \n",
            "  inflating: ./annotations/masked (11).xml  \n",
            "  inflating: ./annotations/masked (1257).xml  \n",
            "  inflating: ./annotations/masked (1258).xml  \n",
            "  inflating: ./annotations/masked (1259).xml  \n",
            "  inflating: ./annotations/masked (1260).xml  \n",
            "  inflating: ./annotations/masked (1261).xml  \n",
            "  inflating: ./annotations/masked (1263).xml  \n",
            "  inflating: ./annotations/masked (1264).xml  \n",
            "  inflating: ./annotations/masked (1265).xml  \n",
            "  inflating: ./annotations/masked (1266).xml  \n",
            "  inflating: ./annotations/masked (1267).xml  \n",
            "  inflating: ./annotations/masked (1268).xml  \n",
            "  inflating: ./annotations/masked (1269).xml  \n",
            "  inflating: ./annotations/masked (1270).xml  \n",
            "  inflating: ./annotations/masked (1271).xml  \n",
            "  inflating: ./annotations/masked (1272).xml  \n",
            "  inflating: ./annotations/masked (1273).xml  \n",
            "  inflating: ./annotations/masked (1274).xml  \n",
            "  inflating: ./annotations/masked (1275).xml  \n",
            "  inflating: ./annotations/masked (1276).xml  \n",
            "  inflating: ./annotations/masked (1277).xml  \n",
            "  inflating: ./annotations/masked (1278).xml  \n",
            "  inflating: ./annotations/masked (1279).xml  \n",
            "  inflating: ./annotations/masked (1280).xml  \n",
            "  inflating: ./annotations/masked (1281).xml  \n",
            "  inflating: ./annotations/masked (1282).xml  \n",
            "  inflating: ./annotations/masked (1283).xml  \n",
            "  inflating: ./annotations/masked (1284).xml  \n",
            "  inflating: ./annotations/masked (1285).xml  \n",
            "  inflating: ./annotations/masked (1286).xml  \n",
            "  inflating: ./annotations/masked (1287).xml  \n",
            "  inflating: ./annotations/masked (1288).xml  \n",
            "  inflating: ./annotations/masked (1289).xml  \n",
            "  inflating: ./annotations/masked (1290).xml  \n",
            "  inflating: ./annotations/masked (1291).xml  \n",
            "  inflating: ./annotations/masked (1292).xml  \n",
            "  inflating: ./annotations/masked (1293).xml  \n",
            "  inflating: ./annotations/masked (1296).xml  \n",
            "  inflating: ./annotations/masked (1297).xml  \n",
            "  inflating: ./annotations/masked (1298).xml  \n",
            "  inflating: ./annotations/masked (1299).xml  \n",
            "  inflating: ./annotations/masked (1300).xml  \n",
            "  inflating: ./annotations/masked (1301).xml  \n",
            "  inflating: ./annotations/masked (1302).xml  \n",
            "  inflating: ./annotations/masked (1303).xml  \n",
            "  inflating: ./annotations/masked (1304).xml  \n",
            "  inflating: ./annotations/masked (1305).xml  \n",
            "  inflating: ./annotations/masked (1306).xml  \n",
            "  inflating: ./annotations/masked (1307).xml  \n",
            "  inflating: ./annotations/masked (1308).xml  \n",
            "  inflating: ./annotations/masked (1309).xml  \n",
            "  inflating: ./annotations/masked (1310).xml  \n",
            "  inflating: ./annotations/masked (1311).xml  \n",
            "  inflating: ./annotations/masked (1312).xml  \n",
            "  inflating: ./annotations/masked (1313).xml  \n",
            "  inflating: ./annotations/masked (1314).xml  \n",
            "  inflating: ./annotations/masked (1315).xml  \n",
            "  inflating: ./annotations/masked (1316).xml  \n",
            "  inflating: ./annotations/masked (1317).xml  \n",
            "  inflating: ./annotations/masked (1318).xml  \n",
            "  inflating: ./annotations/masked (1319).xml  \n",
            "  inflating: ./annotations/masked (1320).xml  \n",
            "  inflating: ./annotations/masked (1321).xml  \n",
            "  inflating: ./annotations/masked (1322).xml  \n",
            "  inflating: ./annotations/masked (1323).xml  \n",
            "  inflating: ./annotations/masked (1324).xml  \n",
            "  inflating: ./annotations/masked (1325).xml  \n",
            "  inflating: ./annotations/masked (1326).xml  \n",
            "  inflating: ./annotations/masked (1327).xml  \n",
            "  inflating: ./annotations/masked (1328).xml  \n",
            "  inflating: ./annotations/masked (1329).xml  \n",
            "  inflating: ./annotations/masked (1330).xml  \n",
            "  inflating: ./annotations/masked (1331).xml  \n",
            "  inflating: ./annotations/masked (1332).xml  \n",
            "  inflating: ./annotations/masked (1333).xml  \n",
            "  inflating: ./annotations/masked (1334).xml  \n",
            "  inflating: ./annotations/masked (1335).xml  \n",
            "  inflating: ./annotations/masked (1336).xml  \n",
            "  inflating: ./annotations/masked (1337).xml  \n",
            "  inflating: ./annotations/masked (1338).xml  \n",
            "  inflating: ./annotations/masked (1339).xml  \n",
            "  inflating: ./annotations/masked (1340).xml  \n",
            "  inflating: ./annotations/masked (1341).xml  \n",
            "  inflating: ./annotations/masked (1342).xml  \n",
            "  inflating: ./annotations/masked (1343).xml  \n",
            "  inflating: ./annotations/masked (1344).xml  \n",
            "  inflating: ./annotations/masked (1345).xml  \n",
            "  inflating: ./annotations/masked (1346).xml  \n",
            "  inflating: ./annotations/masked (1347).xml  \n",
            "  inflating: ./annotations/masked (1348).xml  \n",
            "  inflating: ./annotations/masked (1349).xml  \n",
            "  inflating: ./annotations/masked (1350).xml  \n",
            "  inflating: ./annotations/masked (1351).xml  \n",
            "  inflating: ./annotations/masked (1352).xml  \n",
            "  inflating: ./annotations/masked (1353).xml  \n",
            "  inflating: ./annotations/masked (1354).xml  \n",
            "  inflating: ./annotations/masked (1355).xml  \n",
            "  inflating: ./annotations/masked (1356).xml  \n",
            "  inflating: ./annotations/masked (1357).xml  \n",
            "  inflating: ./annotations/masked (1358).xml  \n",
            "  inflating: ./annotations/masked (1359).xml  \n",
            "  inflating: ./annotations/masked (1360).xml  \n",
            "  inflating: ./annotations/masked (1361).xml  \n",
            "  inflating: ./annotations/masked (1362).xml  \n",
            "  inflating: ./annotations/masked (1363).xml  \n",
            "  inflating: ./annotations/masked (1364).xml  \n",
            "  inflating: ./annotations/masked (1365).xml  \n",
            "  inflating: ./annotations/masked (1366).xml  \n",
            "  inflating: ./annotations/masked (1367).xml  \n",
            "  inflating: ./annotations/masked (1368).xml  \n",
            "  inflating: ./annotations/masked (1369).xml  \n",
            "  inflating: ./annotations/masked (1370).xml  \n",
            "  inflating: ./annotations/masked (1371).xml  \n",
            "  inflating: ./annotations/masked (1372).xml  \n",
            "  inflating: ./annotations/masked (1373).xml  \n",
            "  inflating: ./annotations/masked (1375).xml  \n",
            "  inflating: ./annotations/masked (1376).xml  \n",
            "  inflating: ./annotations/masked (1377).xml  \n",
            "  inflating: ./annotations/masked (1378).xml  \n",
            "  inflating: ./annotations/masked (1379).xml  \n",
            "  inflating: ./annotations/masked (1380).xml  \n",
            "  inflating: ./annotations/masked (1381).xml  \n",
            "  inflating: ./annotations/masked (1382).xml  \n",
            "  inflating: ./annotations/masked (1383).xml  \n",
            "  inflating: ./annotations/masked (1384).xml  \n",
            "  inflating: ./annotations/masked (1385).xml  \n",
            "  inflating: ./annotations/masked (1386).xml  \n",
            "  inflating: ./annotations/masked (1387).xml  \n",
            "  inflating: ./annotations/masked (1388).xml  \n",
            "  inflating: ./annotations/masked (1389).xml  \n",
            "  inflating: ./annotations/masked (1390).xml  \n",
            "  inflating: ./annotations/masked (1391).xml  \n",
            "  inflating: ./annotations/masked (1392).xml  \n",
            "  inflating: ./annotations/masked (1393).xml  \n",
            "  inflating: ./annotations/masked (1394).xml  \n",
            "  inflating: ./annotations/masked (1395).xml  \n",
            "  inflating: ./annotations/masked (1396).xml  \n",
            "  inflating: ./annotations/masked (1397).xml  \n",
            "  inflating: ./annotations/masked (1398).xml  \n",
            "  inflating: ./annotations/masked (1399).xml  \n",
            "  inflating: ./annotations/masked (1400).xml  \n",
            "  inflating: ./annotations/masked (1401).xml  \n",
            "  inflating: ./annotations/masked (1402).xml  \n",
            "  inflating: ./annotations/masked (1403).xml  \n",
            "  inflating: ./annotations/masked (1404).xml  \n",
            "  inflating: ./annotations/masked (1405).xml  \n",
            "  inflating: ./annotations/masked (1406).xml  \n",
            "  inflating: ./annotations/masked (1407).xml  \n",
            "  inflating: ./annotations/masked (1408).xml  \n",
            "  inflating: ./annotations/masked (1409).xml  \n",
            "  inflating: ./annotations/masked (1410).xml  \n",
            "  inflating: ./annotations/masked (1411).xml  \n",
            "  inflating: ./annotations/masked (1412).xml  \n",
            "  inflating: ./annotations/masked (1413).xml  \n",
            "  inflating: ./annotations/masked (1414).xml  \n",
            "  inflating: ./annotations/masked (1415).xml  \n",
            "  inflating: ./annotations/masked (1416).xml  \n",
            "  inflating: ./annotations/masked (1417).xml  \n",
            "  inflating: ./annotations/masked (1418).xml  \n",
            "  inflating: ./annotations/masked (1419).xml  \n",
            "  inflating: ./annotations/masked (1420).xml  \n",
            "  inflating: ./annotations/masked (1421).xml  \n",
            "  inflating: ./annotations/masked (1422).xml  \n",
            "  inflating: ./annotations/masked (1423).xml  \n",
            "  inflating: ./annotations/masked (1424).xml  \n",
            "  inflating: ./annotations/masked (1425).xml  \n",
            "  inflating: ./annotations/masked (1426).xml  \n",
            "  inflating: ./annotations/masked (1427).xml  \n",
            "  inflating: ./annotations/masked (1428).xml  \n",
            "  inflating: ./annotations/masked (1429).xml  \n",
            "  inflating: ./annotations/masked (1430).xml  \n",
            "  inflating: ./annotations/masked (1431).xml  \n",
            "  inflating: ./annotations/masked (1432).xml  \n",
            "  inflating: ./annotations/masked (1433).xml  \n",
            "  inflating: ./annotations/masked (1434).xml  \n",
            "  inflating: ./annotations/masked (1435).xml  \n",
            "  inflating: ./annotations/masked (1436).xml  \n",
            "  inflating: ./annotations/masked (1437).xml  \n",
            "  inflating: ./annotations/masked (1438).xml  \n",
            "  inflating: ./annotations/masked (1439).xml  \n",
            "  inflating: ./annotations/masked (1440).xml  \n",
            "  inflating: ./annotations/masked (1441).xml  \n",
            "  inflating: ./annotations/masked (1442).xml  \n",
            "  inflating: ./annotations/masked (1443).xml  \n",
            "  inflating: ./annotations/masked (1444).xml  \n",
            "  inflating: ./annotations/masked (1445).xml  \n",
            "  inflating: ./annotations/masked (1446).xml  \n",
            "  inflating: ./annotations/masked (1447).xml  \n",
            "  inflating: ./annotations/masked (1448).xml  \n",
            "  inflating: ./annotations/masked (1449).xml  \n",
            "  inflating: ./annotations/masked (1450).xml  \n",
            "  inflating: ./annotations/masked (1451).xml  \n",
            "  inflating: ./annotations/masked (1452).xml  \n",
            "  inflating: ./annotations/masked (1453).xml  \n",
            "  inflating: ./annotations/masked (1454).xml  \n",
            "  inflating: ./annotations/masked (1455).xml  \n",
            "  inflating: ./annotations/masked (1456).xml  \n",
            "  inflating: ./annotations/masked (1457).xml  \n",
            "  inflating: ./annotations/masked (1458).xml  \n",
            "  inflating: ./annotations/masked (1459).xml  \n",
            "  inflating: ./annotations/masked (1460).xml  \n",
            "  inflating: ./annotations/masked (1461).xml  \n",
            "  inflating: ./annotations/masked (1462).xml  \n",
            "  inflating: ./annotations/masked (1463).xml  \n",
            "  inflating: ./annotations/masked (1464).xml  \n",
            "  inflating: ./annotations/masked (1465).xml  \n",
            "  inflating: ./annotations/masked (1466).xml  \n",
            "  inflating: ./annotations/masked (1467).xml  \n",
            "  inflating: ./annotations/masked (1468).xml  \n",
            "  inflating: ./annotations/masked (1469).xml  \n",
            "  inflating: ./annotations/masked (1470).xml  \n",
            "  inflating: ./annotations/masked (1471).xml  \n",
            "  inflating: ./annotations/masked (1472).xml  \n",
            "  inflating: ./annotations/masked (1473).xml  \n",
            "  inflating: ./annotations/masked (1474).xml  \n",
            "  inflating: ./annotations/masked (1475).xml  \n",
            "  inflating: ./annotations/masked (1476).xml  \n",
            "  inflating: ./annotations/masked (1477).xml  \n",
            "  inflating: ./annotations/masked (1478).xml  \n",
            "  inflating: ./annotations/masked (1479).xml  \n",
            "  inflating: ./annotations/masked (1480).xml  \n",
            "  inflating: ./annotations/masked (1481).xml  \n",
            "  inflating: ./annotations/masked (1482).xml  \n",
            "  inflating: ./annotations/masked (1483).xml  \n",
            "  inflating: ./annotations/masked (1484).xml  \n",
            "  inflating: ./annotations/masked (1485).xml  \n",
            "  inflating: ./annotations/masked (1486).xml  \n",
            "  inflating: ./annotations/masked (1487).xml  \n",
            "  inflating: ./annotations/masked (1488).xml  \n",
            "  inflating: ./annotations/masked (1489).xml  \n",
            "  inflating: ./annotations/masked (1490).xml  \n",
            "  inflating: ./annotations/masked (1491).xml  \n",
            "  inflating: ./annotations/masked (1492).xml  \n",
            "  inflating: ./annotations/masked (1493).xml  \n",
            "  inflating: ./annotations/masked (1494).xml  \n",
            "  inflating: ./annotations/masked (1495).xml  \n",
            "  inflating: ./annotations/masked (1496).xml  \n",
            "  inflating: ./annotations/masked (1497).xml  \n",
            "  inflating: ./annotations/masked (1498).xml  \n",
            "  inflating: ./annotations/masked (1499).xml  \n",
            "  inflating: ./annotations/masked (1500).xml  \n",
            "  inflating: ./annotations/masked (1501).xml  \n",
            "  inflating: ./annotations/masked (1502).xml  \n",
            "  inflating: ./annotations/masked (1503).xml  \n",
            "  inflating: ./annotations/masked (1504).xml  \n",
            "  inflating: ./annotations/masked (1505).xml  \n",
            "  inflating: ./annotations/masked (1506).xml  \n",
            "  inflating: ./annotations/masked (1507).xml  \n",
            "  inflating: ./annotations/masked (1508).xml  \n",
            "  inflating: ./annotations/masked (1509).xml  \n",
            "  inflating: ./annotations/masked (1510).xml  \n",
            "  inflating: ./annotations/masked (1511).xml  \n",
            "  inflating: ./annotations/masked (1512).xml  \n",
            "  inflating: ./annotations/masked (1513).xml  \n",
            "  inflating: ./annotations/masked (1514).xml  \n",
            "  inflating: ./annotations/masked (1515).xml  \n",
            "  inflating: ./annotations/masked (1516).xml  \n",
            "  inflating: ./annotations/masked (1517).xml  \n",
            "  inflating: ./annotations/masked (1518).xml  \n",
            "  inflating: ./annotations/masked (1519).xml  \n",
            "  inflating: ./annotations/masked (1520).xml  \n",
            "  inflating: ./annotations/masked (1521).xml  \n",
            "  inflating: ./annotations/masked (1522).xml  \n",
            "  inflating: ./annotations/masked (1523).xml  \n",
            "  inflating: ./annotations/masked (1524).xml  \n",
            "  inflating: ./annotations/masked (1525).xml  \n",
            "  inflating: ./annotations/masked (1526).xml  \n",
            "  inflating: ./annotations/masked (1527).xml  \n",
            "  inflating: ./annotations/masked (1528).xml  \n",
            "  inflating: ./annotations/masked (1529).xml  \n",
            "  inflating: ./annotations/masked (1530).xml  \n",
            "  inflating: ./annotations/masked (1531).xml  \n",
            "  inflating: ./annotations/masked (1532).xml  \n",
            "  inflating: ./annotations/masked (1533).xml  \n",
            "  inflating: ./annotations/masked (1534).xml  \n",
            "  inflating: ./annotations/masked (1535).xml  \n",
            "  inflating: ./annotations/masked (1536).xml  \n",
            "  inflating: ./annotations/masked (1537).xml  \n",
            "  inflating: ./annotations/masked (1538).xml  \n",
            "  inflating: ./annotations/masked (1539).xml  \n",
            "  inflating: ./annotations/masked (1540).xml  \n",
            "  inflating: ./annotations/masked (1541).xml  \n",
            "  inflating: ./annotations/masked (1542).xml  \n",
            "  inflating: ./annotations/masked (1543).xml  \n",
            "  inflating: ./annotations/masked (1544).xml  \n",
            "  inflating: ./annotations/masked (1545).xml  \n",
            "  inflating: ./annotations/masked (1546).xml  \n",
            "  inflating: ./annotations/masked (1547).xml  \n",
            "  inflating: ./annotations/masked (1548).xml  \n",
            "  inflating: ./annotations/masked (1549).xml  \n",
            "  inflating: ./annotations/masked (1550).xml  \n",
            "  inflating: ./annotations/masked (1551).xml  \n",
            "  inflating: ./annotations/masked (1552).xml  \n",
            "  inflating: ./annotations/masked (1553).xml  \n",
            "  inflating: ./annotations/masked (1554).xml  \n",
            "  inflating: ./annotations/masked (1555).xml  \n",
            "  inflating: ./annotations/masked (1556).xml  \n",
            "  inflating: ./annotations/masked (1557).xml  \n",
            "  inflating: ./annotations/masked (1558).xml  \n",
            "  inflating: ./annotations/masked (1559).xml  \n",
            "  inflating: ./annotations/masked (1560).xml  \n",
            "  inflating: ./annotations/masked (1561).xml  \n",
            "  inflating: ./annotations/masked (1562).xml  \n",
            "  inflating: ./annotations/masked (1563).xml  \n",
            "  inflating: ./annotations/masked (1564).xml  \n",
            "  inflating: ./annotations/masked (1565).xml  \n",
            "  inflating: ./annotations/masked (1566).xml  \n",
            "  inflating: ./annotations/masked (1567).xml  \n",
            "  inflating: ./annotations/masked (1568).xml  \n",
            "  inflating: ./annotations/masked (1569).xml  \n",
            "  inflating: ./annotations/masked (1570).xml  \n",
            "  inflating: ./annotations/masked (1571).xml  \n",
            "  inflating: ./annotations/masked (1572).xml  \n",
            "  inflating: ./annotations/masked (1573).xml  \n",
            "  inflating: ./annotations/masked (1574).xml  \n",
            "  inflating: ./annotations/masked (1575).xml  \n",
            "  inflating: ./annotations/masked (1576).xml  \n",
            "  inflating: ./annotations/masked (1577).xml  \n",
            "  inflating: ./annotations/masked (1578).xml  \n",
            "  inflating: ./annotations/masked (1579).xml  \n",
            "  inflating: ./annotations/masked (1580).xml  \n",
            "  inflating: ./annotations/masked (1581).xml  \n",
            "  inflating: ./annotations/masked (1582).xml  \n",
            "  inflating: ./annotations/masked (1583).xml  \n",
            "  inflating: ./annotations/masked (1584).xml  \n",
            "  inflating: ./annotations/masked (1585).xml  \n",
            "  inflating: ./annotations/masked (1586).xml  \n",
            "  inflating: ./annotations/masked (1587).xml  \n",
            "  inflating: ./annotations/masked (1588).xml  \n",
            "  inflating: ./annotations/masked (1589).xml  \n",
            "  inflating: ./annotations/masked (1590).xml  \n",
            "  inflating: ./annotations/masked (1591).xml  \n",
            "  inflating: ./annotations/masked (1592).xml  \n",
            "  inflating: ./annotations/masked (1593).xml  \n",
            "  inflating: ./annotations/masked (1594).xml  \n",
            "  inflating: ./annotations/masked (1595).xml  \n",
            "  inflating: ./annotations/masked (1596).xml  \n",
            "  inflating: ./annotations/masked (1597).xml  \n",
            "  inflating: ./annotations/masked (1598).xml  \n",
            "  inflating: ./annotations/masked (1599).xml  \n",
            "  inflating: ./annotations/masked (1600).xml  \n",
            "  inflating: ./annotations/masked (1601).xml  \n",
            "  inflating: ./annotations/masked (1602).xml  \n",
            "  inflating: ./annotations/masked (1603).xml  \n",
            "  inflating: ./annotations/masked (1604).xml  \n",
            "  inflating: ./annotations/masked (1605).xml  \n",
            "  inflating: ./annotations/masked (1606).xml  \n",
            "  inflating: ./annotations/masked (1607).xml  \n",
            "  inflating: ./annotations/masked (1608).xml  \n",
            "  inflating: ./annotations/masked (1609).xml  \n",
            "  inflating: ./annotations/masked (1610).xml  \n",
            "  inflating: ./annotations/masked (1611).xml  \n",
            "  inflating: ./annotations/masked (1612).xml  \n",
            "  inflating: ./annotations/masked (1613).xml  \n",
            "  inflating: ./annotations/masked (1614).xml  \n",
            "  inflating: ./annotations/masked (1615).xml  \n",
            "  inflating: ./annotations/masked (1616).xml  \n",
            "  inflating: ./annotations/masked (1617).xml  \n",
            "  inflating: ./annotations/masked (1618).xml  \n",
            "  inflating: ./annotations/masked (1619).xml  \n",
            "  inflating: ./annotations/masked (1620).xml  \n",
            "  inflating: ./annotations/masked (1621).xml  \n",
            "  inflating: ./annotations/masked (1622).xml  \n",
            "  inflating: ./annotations/masked (1623).xml  \n",
            "  inflating: ./annotations/masked (1624).xml  \n",
            "  inflating: ./annotations/masked (1625).xml  \n",
            "  inflating: ./annotations/masked (1626).xml  \n",
            "  inflating: ./annotations/masked (1627).xml  \n",
            "  inflating: ./annotations/masked (1628).xml  \n",
            "  inflating: ./annotations/masked (1629).xml  \n",
            "  inflating: ./annotations/masked (1630).xml  \n",
            "  inflating: ./annotations/masked (1631).xml  \n",
            "  inflating: ./annotations/masked (1632).xml  \n",
            "  inflating: ./annotations/masked (1633).xml  \n",
            "  inflating: ./annotations/masked (1634).xml  \n",
            "  inflating: ./annotations/masked (1635).xml  \n",
            "  inflating: ./annotations/masked (1636).xml  \n",
            "  inflating: ./annotations/masked (1637).xml  \n",
            "  inflating: ./annotations/masked (1638).xml  \n",
            "  inflating: ./annotations/masked (1639).xml  \n",
            "  inflating: ./annotations/masked (1640).xml  \n",
            "  inflating: ./annotations/masked (1641).xml  \n",
            "  inflating: ./annotations/masked (1642).xml  \n",
            "  inflating: ./annotations/masked (1643).xml  \n",
            "  inflating: ./annotations/masked (1644).xml  \n",
            "  inflating: ./annotations/masked (1645).xml  \n",
            "  inflating: ./annotations/masked (1646).xml  \n",
            "  inflating: ./annotations/masked (1647).xml  \n",
            "  inflating: ./annotations/masked (1648).xml  \n",
            "  inflating: ./annotations/masked (1649).xml  \n",
            "  inflating: ./annotations/masked (1650).xml  \n",
            "  inflating: ./annotations/masked (1651).xml  \n",
            "  inflating: ./annotations/masked (1652).xml  \n",
            "  inflating: ./annotations/masked (1653).xml  \n",
            "  inflating: ./annotations/masked (1654).xml  \n",
            "  inflating: ./annotations/masked (1655).xml  \n",
            "  inflating: ./annotations/masked (1656).xml  \n",
            "  inflating: ./annotations/masked (1657).xml  \n",
            "  inflating: ./annotations/masked (1658).xml  \n",
            "  inflating: ./annotations/masked (1659).xml  \n",
            "  inflating: ./annotations/masked (1660).xml  \n",
            "  inflating: ./annotations/masked (1661).xml  \n",
            "  inflating: ./annotations/masked (1662).xml  \n",
            "  inflating: ./annotations/masked (1663).xml  \n",
            "  inflating: ./annotations/masked (1664).xml  \n",
            "  inflating: ./annotations/masked (1665).xml  \n",
            "  inflating: ./annotations/masked (1666).xml  \n",
            "  inflating: ./annotations/masked (1667).xml  \n",
            "  inflating: ./annotations/masked (1668).xml  \n",
            "  inflating: ./annotations/masked (1669).xml  \n",
            "  inflating: ./annotations/masked (1670).xml  \n",
            "  inflating: ./annotations/masked (1671).xml  \n",
            "  inflating: ./annotations/masked (1672).xml  \n",
            "  inflating: ./annotations/masked (1673).xml  \n",
            "  inflating: ./annotations/masked (1674).xml  \n",
            "  inflating: ./annotations/masked (1675).xml  \n",
            "  inflating: ./annotations/masked (1676).xml  \n",
            "  inflating: ./annotations/masked (1677).xml  \n",
            "  inflating: ./annotations/masked (1678).xml  \n",
            "  inflating: ./annotations/masked (1680).xml  \n",
            "  inflating: ./annotations/masked (1681).xml  \n",
            "  inflating: ./annotations/masked (1682).xml  \n",
            "  inflating: ./annotations/masked (1683).xml  \n",
            "  inflating: ./annotations/masked (1684).xml  \n",
            "  inflating: ./annotations/masked (1685).xml  \n",
            "  inflating: ./annotations/masked (1686).xml  \n",
            "  inflating: ./annotations/masked (1687).xml  \n",
            "  inflating: ./annotations/masked (1688).xml  \n",
            "  inflating: ./annotations/masked (1690).xml  \n",
            "  inflating: ./annotations/masked (1691).xml  \n",
            "  inflating: ./annotations/masked (1692).xml  \n",
            "  inflating: ./annotations/masked (1693).xml  \n",
            "  inflating: ./annotations/masked (1694).xml  \n",
            "  inflating: ./annotations/masked (1695).xml  \n",
            "  inflating: ./annotations/masked (1696).xml  \n",
            "  inflating: ./annotations/masked (1697).xml  \n",
            "  inflating: ./annotations/masked (1698).xml  \n",
            "  inflating: ./annotations/masked (1699).xml  \n",
            "  inflating: ./annotations/masked (1700).xml  \n",
            "  inflating: ./annotations/masked (1701).xml  \n",
            "  inflating: ./annotations/masked (1702).xml  \n",
            "  inflating: ./annotations/masked (1703).xml  \n",
            "  inflating: ./annotations/masked (1861).xml  \n",
            "  inflating: ./annotations/masked (1862).xml  \n",
            "  inflating: ./annotations/masked (1863).xml  \n",
            "  inflating: ./annotations/masked (1864).xml  \n",
            "  inflating: ./annotations/masked (1865).xml  \n",
            "  inflating: ./annotations/masked (1866).xml  \n",
            "  inflating: ./annotations/masked (1867).xml  \n",
            "  inflating: ./annotations/masked (1868).xml  \n",
            "  inflating: ./annotations/masked (1869).xml  \n",
            "  inflating: ./annotations/masked (1870).xml  \n",
            "  inflating: ./annotations/masked (1871).xml  \n",
            "  inflating: ./annotations/masked (1872).xml  \n",
            "  inflating: ./annotations/masked (1873).xml  \n",
            "  inflating: ./annotations/masked (1874).xml  \n",
            "  inflating: ./annotations/masked (1875).xml  \n",
            "  inflating: ./annotations/masked (1876).xml  \n",
            "  inflating: ./annotations/masked (1877).xml  \n",
            "  inflating: ./annotations/masked (1878).xml  \n",
            "  inflating: ./annotations/masked (1879).xml  \n",
            "  inflating: ./annotations/masked (1880).xml  \n",
            "  inflating: ./annotations/masked (1881).xml  \n",
            "  inflating: ./annotations/masked (1882).xml  \n",
            "  inflating: ./annotations/masked (1883).xml  \n",
            "  inflating: ./annotations/masked (1884).xml  \n",
            "  inflating: ./annotations/masked (1885).xml  \n",
            "  inflating: ./annotations/masked (1886).xml  \n",
            "  inflating: ./annotations/masked (1887).xml  \n",
            "  inflating: ./annotations/masked (1888).xml  \n",
            "  inflating: ./annotations/masked (1889).xml  \n",
            "  inflating: ./annotations/masked (1890).xml  \n",
            "  inflating: ./annotations/masked (1891).xml  \n",
            "  inflating: ./annotations/masked (1892).xml  \n",
            "  inflating: ./annotations/masked (1893).xml  \n",
            "  inflating: ./annotations/masked (1894).xml  \n",
            "  inflating: ./annotations/masked (1895).xml  \n",
            "  inflating: ./annotations/masked (1896).xml  \n",
            "  inflating: ./annotations/masked (1897).xml  \n",
            "  inflating: ./annotations/masked (1898).xml  \n",
            "  inflating: ./annotations/masked (1899).xml  \n",
            "  inflating: ./annotations/masked (1900).xml  \n",
            "  inflating: ./annotations/masked (1901).xml  \n",
            "  inflating: ./annotations/masked (1902).xml  \n",
            "  inflating: ./annotations/masked (1903).xml  \n",
            "  inflating: ./annotations/masked (1904).xml  \n",
            "  inflating: ./annotations/masked (1905).xml  \n",
            "  inflating: ./annotations/masked (1906).xml  \n",
            "  inflating: ./annotations/masked (1907).xml  \n",
            "  inflating: ./annotations/masked (1908).xml  \n",
            "  inflating: ./annotations/masked (1909).xml  \n",
            "  inflating: ./annotations/masked (1910).xml  \n",
            "  inflating: ./annotations/masked (1911).xml  \n",
            "  inflating: ./annotations/masked (1912).xml  \n",
            "  inflating: ./annotations/masked (1913).xml  \n",
            "  inflating: ./annotations/masked (1914).xml  \n",
            "  inflating: ./annotations/masked (1915).xml  \n",
            "  inflating: ./annotations/masked (3).xml  \n",
            "  inflating: ./annotations/masked (4).xml  \n",
            "  inflating: ./annotations/masked (5).xml  \n",
            "  inflating: ./annotations/masked (6).xml  \n",
            "  inflating: ./annotations/masked (7).xml  \n",
            "  inflating: ./annotations/masked (8).xml  \n",
            "  inflating: ./annotations/masked (9).xml  \n",
            "  inflating: ./annotations/pra1.xml  \n",
            "  inflating: ./annotations/pra2.xml  \n",
            "  inflating: ./annotations/pra3.xml  \n",
            "  inflating: ./annotations/prajna.xml  \n",
            "  inflating: ./annotations/unmasked (1250).xml  \n",
            "  inflating: ./annotations/unmasked (1251).xml  \n",
            "  inflating: ./annotations/unmasked (1252).xml  \n",
            "  inflating: ./annotations/unmasked (1253).xml  \n",
            "  inflating: ./annotations/unmasked (1255).xml  \n",
            "  inflating: ./annotations/unmasked (1256).xml  \n",
            "  inflating: ./annotations/unmasked (1257).xml  \n",
            "  inflating: ./annotations/unmasked (1260).xml  \n",
            "  inflating: ./annotations/unmasked (1261).xml  \n",
            "  inflating: ./annotations/unmasked (1262).xml  \n",
            "  inflating: ./annotations/unmasked (1263).xml  \n",
            "  inflating: ./annotations/unmasked (1264).xml  \n",
            "  inflating: ./annotations/unmasked (1265).xml  \n",
            "  inflating: ./annotations/unmasked (1266).xml  \n",
            "  inflating: ./annotations/unmasked (1267).xml  \n",
            "  inflating: ./annotations/unmasked (1268).xml  \n",
            "  inflating: ./annotations/unmasked (1269).xml  \n",
            "  inflating: ./annotations/unmasked (1270).xml  \n",
            "  inflating: ./annotations/unmasked (1271).xml  \n",
            "  inflating: ./annotations/unmasked (1272).xml  \n",
            "  inflating: ./annotations/unmasked (1274).xml  \n",
            "  inflating: ./annotations/unmasked (1275).xml  \n",
            "  inflating: ./annotations/unmasked (1276).xml  \n",
            "  inflating: ./annotations/unmasked (1277).xml  \n",
            "  inflating: ./annotations/unmasked (1278).xml  \n",
            "  inflating: ./annotations/unmasked (1279).xml  \n",
            "  inflating: ./annotations/unmasked (1280).xml  \n",
            "  inflating: ./annotations/unmasked (1282).xml  \n",
            "  inflating: ./annotations/unmasked (1285).xml  \n",
            "  inflating: ./annotations/unmasked (1286).xml  \n",
            "  inflating: ./annotations/unmasked (1287).xml  \n",
            "  inflating: ./annotations/unmasked (1288).xml  \n",
            "  inflating: ./annotations/unmasked (1289).xml  \n",
            "  inflating: ./annotations/unmasked (1290).xml  \n",
            "  inflating: ./annotations/unmasked (1291).xml  \n",
            "  inflating: ./annotations/unmasked (1292).xml  \n",
            "  inflating: ./annotations/unmasked (1293).xml  \n",
            "  inflating: ./annotations/unmasked (1295).xml  \n",
            "  inflating: ./annotations/unmasked (1297).xml  \n",
            "  inflating: ./annotations/unmasked (1298).xml  \n",
            "  inflating: ./annotations/unmasked (1299).xml  \n",
            "  inflating: ./annotations/unmasked (1301).xml  \n",
            "  inflating: ./annotations/unmasked (1302).xml  \n",
            "  inflating: ./annotations/unmasked (1303).xml  \n",
            "  inflating: ./annotations/unmasked (1304).xml  \n",
            "  inflating: ./annotations/unmasked (1306).xml  \n",
            "  inflating: ./annotations/unmasked (1307).xml  \n",
            "  inflating: ./annotations/unmasked (1308).xml  \n",
            "  inflating: ./annotations/unmasked (1309).xml  \n",
            "  inflating: ./annotations/unmasked (1310).xml  \n",
            "  inflating: ./annotations/unmasked (1311).xml  \n",
            "  inflating: ./annotations/unmasked (1312).xml  \n",
            "  inflating: ./annotations/unmasked (1313).xml  \n",
            "  inflating: ./annotations/unmasked (1314).xml  \n",
            "  inflating: ./annotations/unmasked (1315).xml  \n",
            "  inflating: ./annotations/unmasked (1316).xml  \n",
            "  inflating: ./annotations/unmasked (1317).xml  \n",
            "  inflating: ./annotations/unmasked (1318).xml  \n",
            "  inflating: ./annotations/unmasked (1319).xml  \n",
            "  inflating: ./annotations/unmasked (1321).xml  \n",
            "  inflating: ./annotations/unmasked (1322).xml  \n",
            "  inflating: ./annotations/unmasked (1323).xml  \n",
            "  inflating: ./annotations/unmasked (1324).xml  \n",
            "  inflating: ./annotations/unmasked (1325).xml  \n",
            "  inflating: ./annotations/unmasked (1326).xml  \n",
            "  inflating: ./annotations/unmasked (1327).xml  \n",
            "  inflating: ./annotations/unmasked (1328).xml  \n",
            "  inflating: ./annotations/unmasked (1329).xml  \n",
            "  inflating: ./annotations/unmasked (1330).xml  \n",
            "  inflating: ./annotations/unmasked (1331).xml  \n",
            "  inflating: ./annotations/unmasked (1332).xml  \n",
            "  inflating: ./annotations/unmasked (1333).xml  \n",
            "  inflating: ./annotations/unmasked (1334).xml  \n",
            "  inflating: ./annotations/unmasked (1335).xml  \n",
            "  inflating: ./annotations/unmasked (1336).xml  \n",
            "  inflating: ./annotations/unmasked (1337).xml  \n",
            "  inflating: ./annotations/unmasked (1338).xml  \n",
            "  inflating: ./annotations/unmasked (1339).xml  \n",
            "  inflating: ./annotations/unmasked (1340).xml  \n",
            "  inflating: ./annotations/unmasked (1341).xml  \n",
            "  inflating: ./annotations/unmasked (1342).xml  \n",
            "  inflating: ./annotations/unmasked (1343).xml  \n",
            "  inflating: ./annotations/unmasked (1344).xml  \n",
            "  inflating: ./annotations/unmasked (1372).xml  \n",
            "  inflating: ./annotations/unmasked (1374).xml  \n",
            "  inflating: ./annotations/unmasked (1375).xml  \n",
            "  inflating: ./annotations/unmasked (1376).xml  \n",
            "  inflating: ./annotations/unmasked (1377).xml  \n",
            "  inflating: ./annotations/unmasked (1378).xml  \n",
            "  inflating: ./annotations/unmasked (1380).xml  \n",
            "  inflating: ./annotations/unmasked (1381).xml  \n",
            "  inflating: ./annotations/unmasked (1382).xml  \n",
            "  inflating: ./annotations/unmasked (1383).xml  \n",
            "  inflating: ./annotations/unmasked (1384).xml  \n",
            "  inflating: ./annotations/unmasked (1385).xml  \n",
            "  inflating: ./annotations/unmasked (1386).xml  \n",
            "  inflating: ./annotations/unmasked (1387).xml  \n",
            "  inflating: ./annotations/unmasked (1388).xml  \n",
            "  inflating: ./annotations/unmasked (1389).xml  \n",
            "  inflating: ./annotations/unmasked (1390).xml  \n",
            "  inflating: ./annotations/unmasked (1391).xml  \n",
            "  inflating: ./annotations/unmasked (1392).xml  \n",
            "  inflating: ./annotations/unmasked (1393).xml  \n",
            "  inflating: ./annotations/unmasked (1394).xml  \n",
            "  inflating: ./annotations/unmasked (1395).xml  \n",
            "  inflating: ./annotations/unmasked (1396).xml  \n",
            "  inflating: ./annotations/unmasked (1397).xml  \n",
            "  inflating: ./annotations/unmasked (1398).xml  \n",
            "  inflating: ./annotations/unmasked (1399).xml  \n",
            "  inflating: ./annotations/unmasked (1400).xml  \n",
            "  inflating: ./annotations/unmasked (1401).xml  \n",
            "  inflating: ./annotations/unmasked (1402).xml  \n",
            "  inflating: ./annotations/unmasked (1403).xml  \n",
            "  inflating: ./annotations/unmasked (1404).xml  \n",
            "  inflating: ./annotations/unmasked (1405).xml  \n",
            "  inflating: ./annotations/unmasked (1406).xml  \n",
            "  inflating: ./annotations/unmasked (1407).xml  \n",
            "  inflating: ./annotations/unmasked (1408).xml  \n",
            "  inflating: ./annotations/unmasked (1409).xml  \n",
            "  inflating: ./annotations/unmasked (1410).xml  \n",
            "  inflating: ./annotations/unmasked (1411).xml  \n",
            "  inflating: ./annotations/unmasked (1412).xml  \n",
            "  inflating: ./annotations/unmasked (1413).xml  \n",
            "  inflating: ./annotations/unmasked (1414).xml  \n",
            "  inflating: ./annotations/unmasked (1415).xml  \n",
            "  inflating: ./annotations/unmasked (1416).xml  \n",
            "  inflating: ./annotations/unmasked (1417).xml  \n",
            "  inflating: ./annotations/unmasked (1418).xml  \n",
            "  inflating: ./annotations/unmasked (1419).xml  \n",
            "  inflating: ./annotations/unmasked (1420).xml  \n",
            "  inflating: ./annotations/unmasked (1421).xml  \n",
            "  inflating: ./annotations/unmasked (1422).xml  \n",
            "  inflating: ./annotations/unmasked (1424).xml  \n",
            "  inflating: ./annotations/unmasked (1425).xml  \n",
            "  inflating: ./annotations/unmasked (1426).xml  \n",
            "  inflating: ./annotations/unmasked (1427).xml  \n",
            "  inflating: ./annotations/unmasked (1428).xml  \n",
            "  inflating: ./annotations/unmasked (1429).xml  \n",
            "  inflating: ./annotations/unmasked (1430).xml  \n",
            "  inflating: ./annotations/unmasked (1432).xml  \n",
            "  inflating: ./annotations/unmasked (1433).xml  \n",
            "  inflating: ./annotations/unmasked (1434).xml  \n",
            "  inflating: ./annotations/unmasked (1435).xml  \n",
            "  inflating: ./annotations/unmasked (1436).xml  \n",
            "  inflating: ./annotations/unmasked (1437).xml  \n",
            "  inflating: ./annotations/unmasked (1438).xml  \n",
            "  inflating: ./annotations/unmasked (1439).xml  \n",
            "  inflating: ./annotations/unmasked (1440).xml  \n",
            "  inflating: ./annotations/unmasked (1441).xml  \n",
            "  inflating: ./annotations/unmasked (1442).xml  \n",
            "  inflating: ./annotations/unmasked (1443).xml  \n",
            "  inflating: ./annotations/unmasked (1444).xml  \n",
            "  inflating: ./annotations/unmasked (1445).xml  \n",
            "  inflating: ./annotations/unmasked (1446).xml  \n",
            "  inflating: ./annotations/unmasked (1447).xml  \n",
            "  inflating: ./annotations/unmasked (1448).xml  \n",
            "  inflating: ./annotations/unmasked (1449).xml  \n",
            "  inflating: ./annotations/unmasked (1450).xml  \n",
            "  inflating: ./annotations/unmasked (1451).xml  \n",
            "  inflating: ./annotations/unmasked (1452).xml  \n",
            "  inflating: ./annotations/unmasked (1453).xml  \n",
            "  inflating: ./annotations/unmasked (1454).xml  \n",
            "  inflating: ./annotations/unmasked (1455).xml  \n",
            "  inflating: ./annotations/unmasked (1456).xml  \n",
            "  inflating: ./annotations/unmasked (1457).xml  \n",
            "  inflating: ./annotations/unmasked (1458).xml  \n",
            "  inflating: ./annotations/unmasked (1459).xml  \n",
            "  inflating: ./annotations/unmasked (1460).xml  \n",
            "  inflating: ./annotations/unmasked (1461).xml  \n",
            "  inflating: ./annotations/unmasked (1462).xml  \n",
            "  inflating: ./annotations/unmasked (1463).xml  \n",
            "  inflating: ./annotations/unmasked (1464).xml  \n",
            "  inflating: ./annotations/unmasked (1465).xml  \n",
            "  inflating: ./annotations/unmasked (1466).xml  \n",
            "  inflating: ./annotations/unmasked (1467).xml  \n",
            "  inflating: ./annotations/unmasked (1468).xml  \n",
            "  inflating: ./annotations/unmasked (1469).xml  \n",
            "  inflating: ./annotations/unmasked (1470).xml  \n",
            "  inflating: ./annotations/unmasked (1471).xml  \n",
            "  inflating: ./annotations/unmasked (1472).xml  \n",
            "  inflating: ./annotations/unmasked (1473).xml  \n",
            "  inflating: ./annotations/unmasked (1475).xml  \n",
            "  inflating: ./annotations/unmasked (1476).xml  \n",
            "  inflating: ./annotations/unmasked (1477).xml  \n",
            "  inflating: ./annotations/unmasked (1478).xml  \n",
            "  inflating: ./annotations/unmasked (1479).xml  \n",
            "  inflating: ./annotations/unmasked (1480).xml  \n",
            "  inflating: ./annotations/unmasked (1481).xml  \n",
            "  inflating: ./annotations/unmasked (1482).xml  \n",
            "  inflating: ./annotations/unmasked (1483).xml  \n",
            "  inflating: ./annotations/unmasked (1484).xml  \n",
            "  inflating: ./annotations/unmasked (1485).xml  \n",
            "  inflating: ./annotations/unmasked (1486).xml  \n",
            "  inflating: ./annotations/unmasked (1487).xml  \n",
            "  inflating: ./annotations/unmasked (1488).xml  \n",
            "  inflating: ./annotations/unmasked (1489).xml  \n",
            "  inflating: ./annotations/unmasked (1490).xml  \n",
            "  inflating: ./annotations/unmasked (1491).xml  \n",
            "  inflating: ./annotations/unmasked (1492).xml  \n",
            "  inflating: ./annotations/unmasked (1493).xml  \n",
            "  inflating: ./annotations/unmasked (1494).xml  \n",
            "  inflating: ./annotations/unmasked (1495).xml  \n",
            "  inflating: ./annotations/unmasked (1496).xml  \n",
            "  inflating: ./annotations/unmasked (1497).xml  \n",
            "  inflating: ./annotations/unmasked (1498).xml  \n",
            "  inflating: ./annotations/unmasked (1499).xml  \n",
            "  inflating: ./annotations/unmasked (1500).xml  \n",
            "  inflating: ./annotations/unmasked (1501).xml  \n",
            "  inflating: ./annotations/unmasked (1502).xml  \n",
            "  inflating: ./annotations/unmasked (1503).xml  \n",
            "  inflating: ./annotations/unmasked (1504).xml  \n",
            "  inflating: ./annotations/unmasked (1505).xml  \n",
            "  inflating: ./annotations/unmasked (1506).xml  \n",
            "  inflating: ./annotations/unmasked (1507).xml  \n",
            "  inflating: ./annotations/unmasked (1508).xml  \n",
            "  inflating: ./annotations/unmasked (1509).xml  \n",
            "  inflating: ./annotations/unmasked (1510).xml  \n",
            "  inflating: ./annotations/unmasked (1511).xml  \n",
            "  inflating: ./annotations/unmasked (1512).xml  \n",
            "  inflating: ./annotations/unmasked (1513).xml  \n",
            "  inflating: ./annotations/unmasked (1514).xml  \n",
            "  inflating: ./annotations/unmasked (1515).xml  \n",
            "  inflating: ./annotations/unmasked (1516).xml  \n",
            "  inflating: ./annotations/unmasked (1517).xml  \n",
            "  inflating: ./annotations/unmasked (1518).xml  \n",
            "  inflating: ./annotations/unmasked (1519).xml  \n",
            "  inflating: ./annotations/unmasked (1520).xml  \n",
            "  inflating: ./annotations/unmasked (1521).xml  \n",
            "  inflating: ./annotations/unmasked (1522).xml  \n",
            "  inflating: ./annotations/unmasked (1523).xml  \n",
            "  inflating: ./annotations/unmasked (1524).xml  \n",
            "  inflating: ./annotations/unmasked (1525).xml  \n",
            "  inflating: ./annotations/unmasked (1526).xml  \n",
            "  inflating: ./annotations/unmasked (1527).xml  \n",
            "  inflating: ./annotations/unmasked (1528).xml  \n",
            "  inflating: ./annotations/unmasked (1529).xml  \n",
            "  inflating: ./annotations/unmasked (1530).xml  \n",
            "  inflating: ./annotations/unmasked (1531).xml  \n",
            "  inflating: ./annotations/unmasked (1532).xml  \n",
            "  inflating: ./annotations/unmasked (1533).xml  \n",
            "  inflating: ./annotations/unmasked (1534).xml  \n",
            "  inflating: ./annotations/unmasked (1535).xml  \n",
            "  inflating: ./annotations/unmasked (1536).xml  \n",
            "  inflating: ./annotations/unmasked (1537).xml  \n",
            "  inflating: ./annotations/unmasked (1538).xml  \n",
            "  inflating: ./annotations/unmasked (1539).xml  \n",
            "  inflating: ./annotations/unmasked (1540).xml  \n",
            "  inflating: ./annotations/unmasked (1541).xml  \n",
            "  inflating: ./annotations/unmasked (1542).xml  \n",
            "  inflating: ./annotations/unmasked (1543).xml  \n",
            "  inflating: ./annotations/unmasked (1544).xml  \n",
            "  inflating: ./annotations/unmasked (1545).xml  \n",
            "  inflating: ./annotations/unmasked (1546).xml  \n",
            "  inflating: ./annotations/unmasked (1547).xml  \n",
            "  inflating: ./annotations/unmasked (1549).xml  \n",
            "  inflating: ./annotations/unmasked (1550).xml  \n",
            "  inflating: ./annotations/unmasked (1551).xml  \n",
            "  inflating: ./annotations/unmasked (1552).xml  \n",
            "  inflating: ./annotations/unmasked (1553).xml  \n",
            "  inflating: ./annotations/unmasked (1554).xml  \n",
            "  inflating: ./annotations/unmasked (1555).xml  \n",
            "  inflating: ./annotations/unmasked (1556).xml  \n",
            "  inflating: ./annotations/unmasked (1557).xml  \n",
            "  inflating: ./annotations/unmasked (1558).xml  \n",
            "  inflating: ./annotations/unmasked (1559).xml  \n",
            "  inflating: ./annotations/unmasked (1560).xml  \n",
            "  inflating: ./annotations/unmasked (1561).xml  \n",
            "  inflating: ./annotations/unmasked (1562).xml  \n",
            "  inflating: ./annotations/unmasked (1563).xml  \n",
            "  inflating: ./annotations/unmasked (1564).xml  \n",
            "  inflating: ./annotations/unmasked (1565).xml  \n",
            "  inflating: ./annotations/unmasked (1566).xml  \n",
            "  inflating: ./annotations/unmasked (1567).xml  \n",
            "  inflating: ./annotations/unmasked (1568).xml  \n",
            "  inflating: ./annotations/unmasked (1569).xml  \n",
            "  inflating: ./annotations/unmasked (1570).xml  \n",
            "  inflating: ./annotations/unmasked (1571).xml  \n",
            "  inflating: ./annotations/unmasked (1572).xml  \n",
            "  inflating: ./annotations/unmasked (1573).xml  \n",
            "  inflating: ./annotations/unmasked (1574).xml  \n",
            "  inflating: ./annotations/unmasked (1575).xml  \n",
            "  inflating: ./annotations/unmasked (1576).xml  \n",
            "  inflating: ./annotations/unmasked (1577).xml  \n",
            "  inflating: ./annotations/unmasked (1578).xml  \n",
            "  inflating: ./annotations/unmasked (1579).xml  \n",
            "  inflating: ./annotations/unmasked (1580).xml  \n",
            "  inflating: ./annotations/unmasked (1581).xml  \n",
            "  inflating: ./annotations/unmasked (1582).xml  \n",
            "  inflating: ./annotations/unmasked (1583).xml  \n",
            "  inflating: ./annotations/unmasked (1584).xml  \n",
            "  inflating: ./annotations/unmasked (1585).xml  \n",
            "  inflating: ./annotations/unmasked (1586).xml  \n",
            "  inflating: ./annotations/unmasked (1587).xml  \n",
            "  inflating: ./annotations/unmasked (1588).xml  \n",
            "  inflating: ./annotations/unmasked (1591).xml  \n",
            "  inflating: ./annotations/unmasked (1592).xml  \n",
            "  inflating: ./annotations/unmasked (1593).xml  \n",
            "  inflating: ./annotations/unmasked (1594).xml  \n",
            "  inflating: ./annotations/unmasked (1595).xml  \n",
            "  inflating: ./annotations/unmasked (1596).xml  \n",
            "  inflating: ./annotations/unmasked (1597).xml  \n",
            "  inflating: ./annotations/unmasked (1598).xml  \n",
            "  inflating: ./annotations/unmasked (1599).xml  \n",
            "  inflating: ./annotations/unmasked (1600).xml  \n",
            "  inflating: ./annotations/unmasked (1601).xml  \n",
            "  inflating: ./annotations/unmasked (1602).xml  \n",
            "  inflating: ./annotations/unmasked (1603).xml  \n",
            "  inflating: ./annotations/unmasked (1604).xml  \n",
            "  inflating: ./annotations/unmasked (1605).xml  \n",
            "  inflating: ./annotations/unmasked (1606).xml  \n",
            "  inflating: ./annotations/unmasked (1607).xml  \n",
            "  inflating: ./annotations/unmasked (1609).xml  \n",
            "  inflating: ./annotations/unmasked (1610).xml  \n",
            "  inflating: ./annotations/unmasked (1611).xml  \n",
            "  inflating: ./annotations/unmasked (1612).xml  \n",
            "  inflating: ./annotations/unmasked (1613).xml  \n",
            "  inflating: ./annotations/unmasked (1614).xml  \n",
            "  inflating: ./annotations/unmasked (1615).xml  \n",
            "  inflating: ./annotations/unmasked (1616).xml  \n",
            "  inflating: ./annotations/unmasked (1617).xml  \n",
            "  inflating: ./annotations/unmasked (1618).xml  \n",
            "  inflating: ./annotations/unmasked (1619).xml  \n",
            "  inflating: ./annotations/unmasked (1620).xml  \n",
            "  inflating: ./annotations/unmasked (1621).xml  \n",
            "  inflating: ./annotations/unmasked (1622).xml  \n",
            "  inflating: ./annotations/unmasked (1623).xml  \n",
            "  inflating: ./annotations/unmasked (1624).xml  \n",
            "  inflating: ./annotations/unmasked (1625).xml  \n",
            "  inflating: ./annotations/unmasked (1626).xml  \n",
            "  inflating: ./annotations/unmasked (1627).xml  \n",
            "  inflating: ./annotations/unmasked (1628).xml  \n",
            "  inflating: ./annotations/unmasked (1629).xml  \n",
            "  inflating: ./annotations/unmasked (1630).xml  \n",
            "  inflating: ./annotations/unmasked (1631).xml  \n",
            "  inflating: ./annotations/unmasked (1632).xml  \n",
            "  inflating: ./annotations/unmasked (1633).xml  \n",
            "  inflating: ./annotations/unmasked (1634).xml  \n",
            "  inflating: ./annotations/unmasked (1635).xml  \n",
            "  inflating: ./annotations/unmasked (1636).xml  \n",
            "  inflating: ./annotations/unmasked (1637).xml  \n",
            "  inflating: ./annotations/unmasked (1638).xml  \n",
            "  inflating: ./annotations/unmasked (1639).xml  \n",
            "  inflating: ./annotations/unmasked (1640).xml  \n",
            "  inflating: ./annotations/unmasked (1642).xml  \n",
            "  inflating: ./annotations/unmasked (1644).xml  \n",
            "  inflating: ./annotations/unmasked (1645).xml  \n",
            "  inflating: ./annotations/unmasked (1646).xml  \n",
            "  inflating: ./annotations/unmasked (1647).xml  \n",
            "  inflating: ./annotations/unmasked (1648).xml  \n",
            "  inflating: ./annotations/unmasked (1649).xml  \n",
            "  inflating: ./annotations/unmasked (1650).xml  \n",
            "  inflating: ./annotations/unmasked (1651).xml  \n",
            "  inflating: ./annotations/unmasked (1652).xml  \n",
            "  inflating: ./annotations/unmasked (1653).xml  \n",
            "  inflating: ./annotations/unmasked (1654).xml  \n",
            "  inflating: ./annotations/unmasked (1655).xml  \n",
            "  inflating: ./annotations/unmasked (1656).xml  \n",
            "  inflating: ./annotations/unmasked (1659).xml  \n",
            "  inflating: ./annotations/unmasked (1662).xml  \n",
            "  inflating: ./annotations/unmasked (1663).xml  \n",
            "  inflating: ./annotations/unmasked (1669).xml  \n",
            "  inflating: ./annotations/unmasked (1670).xml  \n",
            "  inflating: ./annotations/unmasked (1671).xml  \n",
            "  inflating: ./annotations/unmasked (1672).xml  \n",
            "  inflating: ./annotations/unmasked (1673).xml  \n",
            "  inflating: ./annotations/unmasked (1674).xml  \n",
            "  inflating: ./annotations/unmasked (1677).xml  \n",
            "  inflating: ./annotations/unmasked (1680).xml  \n",
            "  inflating: ./annotations/unmasked (1682).xml  \n",
            "  inflating: ./annotations/unmasked (1683).xml  \n",
            "  inflating: ./annotations/unmasked (1688).xml  \n",
            "  inflating: ./annotations/unmasked (1690).xml  \n",
            "  inflating: ./annotations/unmasked (1697).xml  \n",
            "  inflating: ./annotations/unmasked (1699).xml  \n",
            "  inflating: ./annotations/unmasked (1708).xml  \n",
            "  inflating: ./annotations/unmasked (1709).xml  \n",
            "  inflating: ./annotations/unmasked (1714).xml  \n",
            "  inflating: ./annotations/unmasked (1716).xml  \n",
            "  inflating: ./annotations/unmasked (1725).xml  \n",
            "  inflating: ./annotations/unmasked (1730).xml  \n",
            "  inflating: ./annotations/unmasked (1732).xml  \n",
            "  inflating: ./annotations/unmasked (1733).xml  \n",
            "  inflating: ./annotations/unmasked (1739).xml  \n",
            "  inflating: ./annotations/unmasked (1741).xml  \n",
            "  inflating: ./annotations/unmasked (1746).xml  \n",
            "  inflating: ./annotations/unmasked (1748).xml  \n",
            "  inflating: ./annotations/unmasked (1752).xml  \n",
            "  inflating: ./annotations/unmasked (1758).xml  \n",
            "  inflating: ./annotations/unmasked (1761).xml  \n",
            "  inflating: ./annotations/unmasked (1762).xml  \n",
            "  inflating: ./annotations/unmasked (1763).xml  \n",
            "  inflating: ./annotations/unmasked (1764).xml  \n",
            "  inflating: ./annotations/unmasked (1769).xml  \n",
            "  inflating: ./annotations/unmasked (1777).xml  \n",
            "  inflating: ./annotations/unmasked (1778).xml  \n",
            "  inflating: ./annotations/unmasked (1785).xml  \n",
            "  inflating: ./annotations/unmasked (1788).xml  \n",
            "  inflating: ./annotations/unmasked (1792).xml  \n",
            "  inflating: ./annotations/unmasked (1793).xml  \n",
            "  inflating: ./annotations/unmasked (1794).xml  \n",
            "  inflating: ./annotations/unmasked (1795).xml  \n",
            "  inflating: ./annotations/unmasked (1796).xml  \n",
            "  inflating: ./annotations/unmasked (1800).xml  \n",
            "  inflating: ./annotations/unmasked (1803).xml  \n",
            "  inflating: ./annotations/unmasked (1807).xml  \n",
            "  inflating: ./annotations/unmasked (1813).xml  \n",
            "  inflating: ./annotations/unmasked (1815).xml  \n",
            "  inflating: ./annotations/unmasked (1819).xml  \n",
            "  inflating: ./annotations/unmasked (1822).xml  \n",
            "  inflating: ./annotations/unmasked (1824).xml  \n",
            "  inflating: ./annotations/unmasked (1827).xml  \n",
            "  inflating: ./annotations/unmasked (1834).xml  \n",
            "  inflating: ./annotations/unmasked (1835).xml  \n",
            "  inflating: ./annotations/unmasked (1839).xml  \n",
            "  inflating: ./annotations/unmasked (1840).xml  \n",
            "  inflating: ./annotations/unmasked (1843).xml  \n",
            "  inflating: ./annotations/unmasked (1852).xml  \n",
            "  inflating: ./annotations/unmasked (1853).xml  \n",
            "  inflating: ./annotations/unmasked (1854).xml  \n",
            "  inflating: ./annotations/unmasked (1856).xml  \n",
            "  inflating: ./annotations/unmasked (1858).xml  \n",
            "  inflating: ./annotations/unmasked (1859).xml  \n",
            "  inflating: ./annotations/unmasked (1864).xml  \n",
            "  inflating: ./annotations/unmasked (1865).xml  \n",
            "  inflating: ./annotations/unmasked (1866).xml  \n",
            "  inflating: ./annotations/unmasked (1867).xml  \n",
            "  inflating: ./annotations/unmasked (1869).xml  \n",
            "  inflating: ./annotations/unmasked (1872).xml  \n",
            "  inflating: ./annotations/unmasked (1875).xml  \n",
            "  inflating: ./annotations/unmasked (1876).xml  \n",
            "  inflating: ./annotations/unmasked (1879).xml  \n",
            "  inflating: ./annotations/unmasked (1882).xml  \n",
            "  inflating: ./annotations/unmasked (1885).xml  \n",
            "  inflating: ./annotations/unmasked (1886).xml  \n",
            "  inflating: ./annotations/unmasked (1888).xml  \n",
            "  inflating: ./annotations/unmasked (1891).xml  \n",
            "  inflating: ./annotations/unmasked (1894).xml  \n",
            "  inflating: ./annotations/unmasked (1897).xml  \n",
            "  inflating: ./annotations/unmasked (1899).xml  \n",
            "  inflating: ./annotations/unmasked (1900).xml  \n",
            "  inflating: ./annotations/unmasked (1903).xml  \n",
            "  inflating: ./annotations/unmasked (1904).xml  \n",
            "  inflating: ./annotations/unmasked (1907).xml  \n",
            "  inflating: ./annotations/unmasked (1912).xml  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Create test_labels & train_labels\n",
        "Divide annotations into test_labels(20%) and train_labels(80%)."
      ],
      "metadata": {
        "id": "HZkvEnb4zpaU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#creating two dir for training and testing\n",
        "!mkdir test_labels train_labels\n",
        "\n",
        "# lists the files inside 'annotations' in a random order (not really random, by their hash value instead)\n",
        "# Moves the first 274/1370 labels (20% of the labels) to the testing dir: `test_labels`\n",
        "!ls annotations/* | sort -R | head -274 | xargs -I{} mv {} test_labels/\n",
        "\n",
        "# Moves the rest of the labels ( 1096 labels ) to the training dir: `train_labels`\n",
        "!ls annotations/* | xargs -I{} mv {} train_labels/"
      ],
      "metadata": {
        "id": "3QdtazONzovt"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!ls"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c0rL27fH1uho",
        "outputId": "cdd82921-1d12-418b-a8c4-2286bbba2460"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "annotations  images  test_labels  train_labels\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Create the CSV files and the \"label_map.pbtxt\"\n",
        "Current working directory is /mydrive/customTF2/data/\n",
        "\n",
        "Run xml_to_csv script below to create ***test_labels.csv*** and ***train_labels.csv***\n",
        "\n",
        "This also creates the ***label_map.pbtxt*** file using the classes mentioned in the xml files. "
      ],
      "metadata": {
        "id": "EBtyU_Wz27X2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#adjusted from: https://github.com/datitran/raccoon_dataset\n",
        "def xml_to_csv(path):\n",
        "  classes_names = []\n",
        "  xml_list = []\n",
        "\n",
        "  for xml_file in glob.glob(path + '/*.xml'):\n",
        "    tree = ET.parse(xml_file)\n",
        "    root = tree.getroot()\n",
        "    for member in root.findall('object'):\n",
        "      classes_names.append(member[0].text)\n",
        "      value = (root.find('filename').text  ,   \n",
        "               int(root.find('size')[0].text),\n",
        "               int(root.find('size')[1].text),\n",
        "               member[0].text,\n",
        "               int(member[4][0].text),\n",
        "               int(member[4][1].text),\n",
        "               int(member[4][2].text),\n",
        "               int(member[4][3].text))\n",
        "      xml_list.append(value)\n",
        "  column_name = ['filename', 'width', 'height', 'class', 'xmin', 'ymin', 'xmax', 'ymax']\n",
        "  xml_df = pd.DataFrame(xml_list, columns=column_name) \n",
        "  classes_names = list(set(classes_names))\n",
        "  classes_names.sort()\n",
        "  return xml_df, classes_names\n",
        "\n",
        "for label_path in ['train_labels', 'test_labels']:\n",
        "  image_path = os.path.join(os.getcwd(), label_path)\n",
        "  xml_df, classes = xml_to_csv(label_path)\n",
        "  xml_df.to_csv(f'{label_path}.csv', index=None)\n",
        "  print(f'Successfully converted {label_path} xml to csv.')\n",
        "\n",
        "label_map_path = os.path.join(\"label_map.pbtxt\")\n",
        "pbtxt_content = \"\"\n",
        "\n",
        "for i, class_name in enumerate(classes):\n",
        "    pbtxt_content = (\n",
        "        pbtxt_content\n",
        "        + \"item {{\\n    id: {0}\\n    name: '{1}'\\n}}\\n\\n\".format(i + 1, class_name)\n",
        "    )\n",
        "pbtxt_content = pbtxt_content.strip()\n",
        "with open(label_map_path, \"w\") as f:\n",
        "    f.write(pbtxt_content)\n",
        "    print('Successfully created label_map.pbtxt ')   "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IqZCndsc3MwK",
        "outputId": "45145611-1ec5-4220-ded6-8aad74277a30"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Successfully converted train_labels xml to csv.\n",
            "Successfully converted test_labels xml to csv.\n",
            "Successfully created label_map.pbtxt \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Create train.record & test.record files\n",
        "\n",
        "Current working directory is /mydrive/customTF2/data/\n",
        "\n",
        "Run the *generate_tfrecord.py* script to create *train.record* and *test.record* files"
      ],
      "metadata": {
        "id": "fAXjqhfo39u_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Usage:  \n",
        "#!python generate_tfrecord.py output.csv output_pb.txt /path/to/images output.tfrecords\n",
        "\n",
        "#For train.record\n",
        "!python /content/gdrive/MyDrive/customTF2/generate_tfrecord.py train_labels.csv  label_map.pbtxt images/ train.record\n",
        "\n",
        "#For test.record\n",
        "!python /content/gdrive/MyDrive/customTF2/generate_tfrecord.py test_labels.csv  label_map.pbtxt images/ test.record\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UBsVoeLK3593",
        "outputId": "e857e2f0-cb09-4291-eaa5-c772a96ca941"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2022-12-16 12:20:32.089551: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:20:32.089657: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:20:32.089677: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
            "groups: 100% 1096/1096 [00:02<00:00, 432.32it/s]\n",
            "Successfully created the TFRecords: /content/gdrive/MyDrive/customTF2/data/train.record\n",
            "2022-12-16 12:20:37.570301: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:20:37.570402: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:20:37.570423: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
            "groups: 100% 274/274 [00:00<00:00, 505.35it/s]\n",
            "Successfully created the TFRecords: /content/gdrive/MyDrive/customTF2/data/test.record\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Download pre-trained model checkpoint\n",
        "Current working directory is /mydrive/customTF2/data/\n",
        "\n",
        "Download **ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz** into the ***data*** folder & unzip it.\n",
        "\n",
        "A list of detection checkpoints for tensorflow 2.x can be found [here](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/tf2_detection_zoo.md)."
      ],
      "metadata": {
        "id": "D4iaLqxF4f4i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Download the pre-trained model ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz into the data folder & unzip it.\n",
        "\n",
        "!wget http://download.tensorflow.org/models/object_detection/tf2/20200711/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz\n",
        "!tar -xzvf ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "89aCykYi43J2",
        "outputId": "3728e3dd-92c0-4d28-e25c-e20b6c951b24"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-12-16 12:23:18--  http://download.tensorflow.org/models/object_detection/tf2/20200711/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz\n",
            "Resolving download.tensorflow.org (download.tensorflow.org)... 173.194.202.128, 2607:f8b0:400e:c00::80\n",
            "Connecting to download.tensorflow.org (download.tensorflow.org)|173.194.202.128|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 20515344 (20M) [application/x-tar]\n",
            "Saving to: ‘ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz’\n",
            "\n",
            "ssd_mobilenet_v2_fp 100%[===================>]  19.56M   100MB/s    in 0.2s    \n",
            "\n",
            "2022-12-16 12:23:18 (100 MB/s) - ‘ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.tar.gz’ saved [20515344/20515344]\n",
            "\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/checkpoint/\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/checkpoint/ckpt-0.data-00000-of-00001\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/checkpoint/checkpoint\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/checkpoint/ckpt-0.index\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/pipeline.config\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/saved_model/\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/saved_model/saved_model.pb\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/saved_model/variables/\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/saved_model/variables/variables.data-00000-of-00001\n",
            "ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8/saved_model/variables/variables.index\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Get the model pipeline config file, make changes to it and put it inside the *data* folder\n",
        "\n",
        "Current working directory is /mydrive/customTF2/data/\n",
        "\n",
        "Download **ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.config** from ***/content/models/research/object_detection/configs/tf2***. Make the required changes to it and upload it to the ***/mydrive/custom/data*** folder.\n",
        "\n",
        "**OR**\n",
        "\n",
        "Edit the config file from ***/content/models/research/object_detection/configs/tf2*** in colab and copy the edited config file to the ***/mydrive/customTF2/data*** folder.\n",
        "\n",
        "You can also find the pipeline config file inside the model checkpoint folder we just downloaded in the previous step.\n",
        "\n",
        "**You need to make the following changes:**\n",
        "*   change ***num_classes*** to number of your classes.\n",
        "*   change ***test.record*** path, ***train.record*** path & ***labelmap*** path to the paths where you have created these files (paths should be relative to your current working directory while training).\n",
        "* change ***fine_tune_checkpoint*** to the path of the directory where the downloaded checkpoint from step 12 is. \n",
        "* change ***fine_tune_checkpoint_type*** with value **classification** or **detection** depending on the type..\n",
        "* change ***batch_size*** to any multiple of 8 depending upon the capability of your GPU.\n",
        "(eg:- 24,128,...,512).Mine is set to 64. \n",
        "* change ***num_steps*** to number of steps you want the detector to train. "
      ],
      "metadata": {
        "id": "kP1nHzqX59sB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#copy the edited config file from the configs/tf2 directory to the data/ folder in your drive\n",
        "\n",
        "!cp /content/models/research/object_detection/configs/tf2/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.config /content/gdrive/MyDrive/customTF2/data"
      ],
      "metadata": {
        "id": "SoTgfp3a59Ox"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Load Tensorboard"
      ],
      "metadata": {
        "id": "JKKxlmoU9jly"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#load tensorboard\n",
        "\n",
        "%load_ext tensorboard\n",
        "%tensorboard --logdir '/content/gdrive/MyDrive/customTF2/training'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 821
        },
        "id": "UXejywYq9nn9",
        "outputId": "9486c863-27f9-43e8-c37d-d892e91b7bd0"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "        (async () => {\n",
              "            const url = new URL(await google.colab.kernel.proxyPort(6006, {'cache': true}));\n",
              "            url.searchParams.set('tensorboardColab', 'true');\n",
              "            const iframe = document.createElement('iframe');\n",
              "            iframe.src = url;\n",
              "            iframe.setAttribute('width', '100%');\n",
              "            iframe.setAttribute('height', '800');\n",
              "            iframe.setAttribute('frameborder', 0);\n",
              "            document.body.appendChild(iframe);\n",
              "        })();\n",
              "    "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Train the model"
      ],
      "metadata": {
        "id": "QZUtM_Bv9wcq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "QFd5f4vW-83J"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/models/research/object_detection"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EeWOsKid9zRe",
        "outputId": "0db1960a-667d-4a5c-d0ad-4de978665505"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/models/research/object_detection\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# (a) Training using model_main_tf2.py\n",
        "\n",
        "Here **{PIPELINE_CONFIG_PATH}** points to the pipeline config and **{MODEL_DIR}** points to the directory in which training checkpoints and events will be written.\n",
        "\n",
        "For best results, you should stop the training when the loss is less than 0.1 if possible, else train the model until the loss does not show any significant change for a while. The ideal loss should be below 0.05 (Try to get the loss as low as possible without overfitting the model. Don’t go too high on training steps to try and lower the loss if the model has already converged viz. if it does not reduce loss significantly any further and takes a while to go down. )"
      ],
      "metadata": {
        "id": "QR30Q7f_93cU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Run the command below from the content/models/research/object_detection directory\n",
        "\"\"\"\n",
        "PIPELINE_CONFIG_PATH=path/to/pipeline.config\n",
        "MODEL_DIR=path to training checkpoints directory\n",
        "NUM_TRAIN_STEPS=50000\n",
        "SAMPLE_1_OF_N_EVAL_EXAMPLES=1\n",
        "\n",
        "python model_main_tf2.py -- \\\n",
        "  --model_dir=$MODEL_DIR --num_train_steps=$NUM_TRAIN_STEPS \\\n",
        "  --sample_1_of_n_eval_examples=$SAMPLE_1_OF_N_EVAL_EXAMPLES \\\n",
        "  --pipeline_config_path=$PIPELINE_CONFIG_PATH \\\n",
        "  --alsologtostderr\n",
        "\"\"\"\n",
        "\n",
        "!python model_main_tf2.py --pipeline_config_path=/content/gdrive/MyDrive/customTF2/data/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.config --model_dir=/content/gdrive/MyDrive/customTF2/training --alsologtostderr"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OZQxZc7k92sa",
        "outputId": "a4648de9-ed60-4313-a083-73f023c37054"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2022-12-16 12:46:53.343062: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:46:53.343215: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:46:53.343237: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
            "2022-12-16 12:46:56.522842: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding orig_value setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
            "INFO:tensorflow:Using MirroredStrategy with devices ('/job:localhost/replica:0/task:0/device:GPU:0',)\n",
            "I1216 12:46:56.538762 139973452085120 mirrored_strategy.py:374] Using MirroredStrategy with devices ('/job:localhost/replica:0/task:0/device:GPU:0',)\n",
            "INFO:tensorflow:Maybe overwriting train_steps: None\n",
            "I1216 12:46:56.545713 139973452085120 config_util.py:552] Maybe overwriting train_steps: None\n",
            "INFO:tensorflow:Maybe overwriting use_bfloat16: False\n",
            "I1216 12:46:56.545885 139973452085120 config_util.py:552] Maybe overwriting use_bfloat16: False\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/object_detection/model_lib_v2.py:563: StrategyBase.experimental_distribute_datasets_from_function (from tensorflow.python.distribute.distribute_lib) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "rename to distribute_datasets_from_function\n",
            "W1216 12:46:56.571398 139973452085120 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/object_detection/model_lib_v2.py:563: StrategyBase.experimental_distribute_datasets_from_function (from tensorflow.python.distribute.distribute_lib) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "rename to distribute_datasets_from_function\n",
            "INFO:tensorflow:Reading unweighted datasets: ['/content/gdrive/MyDrive/customTF2/data/train.record']\n",
            "I1216 12:46:56.583238 139973452085120 dataset_builder.py:162] Reading unweighted datasets: ['/content/gdrive/MyDrive/customTF2/data/train.record']\n",
            "INFO:tensorflow:Reading record datasets for input file: ['/content/gdrive/MyDrive/customTF2/data/train.record']\n",
            "I1216 12:46:56.583610 139973452085120 dataset_builder.py:79] Reading record datasets for input file: ['/content/gdrive/MyDrive/customTF2/data/train.record']\n",
            "INFO:tensorflow:Number of filenames to read: 1\n",
            "I1216 12:46:56.583727 139973452085120 dataset_builder.py:80] Number of filenames to read: 1\n",
            "WARNING:tensorflow:num_readers has been reduced to 1 to match input file shards.\n",
            "W1216 12:46:56.583796 139973452085120 dataset_builder.py:86] num_readers has been reduced to 1 to match input file shards.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/object_detection/builders/dataset_builder.py:100: parallel_interleave (from tensorflow.python.data.experimental.ops.interleave_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use `tf.data.Dataset.interleave(map_func, cycle_length, block_length, num_parallel_calls=tf.data.AUTOTUNE)` instead. If sloppy execution is desired, use `tf.data.Options.deterministic`.\n",
            "W1216 12:46:56.589441 139973452085120 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/object_detection/builders/dataset_builder.py:100: parallel_interleave (from tensorflow.python.data.experimental.ops.interleave_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use `tf.data.Dataset.interleave(map_func, cycle_length, block_length, num_parallel_calls=tf.data.AUTOTUNE)` instead. If sloppy execution is desired, use `tf.data.Options.deterministic`.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/object_detection/builders/dataset_builder.py:235: DatasetV1.map_with_legacy_function (from tensorflow.python.data.ops.dataset_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use `tf.data.Dataset.map()\n",
            "W1216 12:46:56.606292 139973452085120 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/object_detection/builders/dataset_builder.py:235: DatasetV1.map_with_legacy_function (from tensorflow.python.data.ops.dataset_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use `tf.data.Dataset.map()\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n",
            "Instructions for updating:\n",
            "Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n",
            "W1216 12:46:57.153447 139973452085120 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n",
            "Instructions for updating:\n",
            "Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/dispatch.py:1176: sparse_to_dense (from tensorflow.python.ops.sparse_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Create a `tf.sparse.SparseTensor` and use `tf.sparse.to_dense` instead.\n",
            "W1216 12:47:02.574132 139973452085120 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/dispatch.py:1176: sparse_to_dense (from tensorflow.python.ops.sparse_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Create a `tf.sparse.SparseTensor` and use `tf.sparse.to_dense` instead.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/dispatch.py:1176: sample_distorted_bounding_box (from tensorflow.python.ops.image_ops_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "`seed2` arg is deprecated.Use sample_distorted_bounding_box_v2 instead.\n",
            "W1216 12:47:05.134016 139973452085120 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/dispatch.py:1176: sample_distorted_bounding_box (from tensorflow.python.ops.image_ops_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "`seed2` arg is deprecated.Use sample_distorted_bounding_box_v2 instead.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/dispatch.py:1176: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use `tf.cast` instead.\n",
            "W1216 12:47:06.563985 139973452085120 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/dispatch.py:1176: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use `tf.cast` instead.\n",
            "2022-12-16 12:47:09.375846: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 47775744 exceeds 10% of free system memory.\n",
            "2022-12-16 12:47:10.396595: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 76861224 exceeds 10% of free system memory.\n",
            "2022-12-16 12:47:10.696762: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 26113734 exceeds 10% of free system memory.\n",
            "2022-12-16 12:47:10.842207: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 14929200 exceeds 10% of free system memory.\n",
            "2022-12-16 12:47:10.909729: W tensorflow/tsl/framework/cpu_allocator_impl.cc:82] Allocation of 17280000 exceeds 10% of free system memory.\n",
            "/usr/local/lib/python3.8/dist-packages/keras/backend.py:451: UserWarning: `tf.keras.backend.set_learning_phase` is deprecated and will be removed after 2020-10-11. To update it, simply pass a True/False value to the `training` argument of the `__call__` method of your layer or model.\n",
            "  warnings.warn(\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.568470 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.571126 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.572155 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.573075 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.576330 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.577263 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.578366 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.579364 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.583585 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "INFO:tensorflow:Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "I1216 12:48:12.584514 139973452085120 cross_device_ops.py:616] Reduce to /job:localhost/replica:0/task:0/device:CPU:0 then broadcast to ('/job:localhost/replica:0/task:0/device:CPU:0',).\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/deprecation.py:629: calling map_fn_v2 (from tensorflow.python.ops.map_fn) with dtype is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use fn_output_signature instead\n",
            "W1216 12:48:13.826740 139969108612864 deprecation.py:554] From /usr/local/lib/python3.8/dist-packages/tensorflow/python/util/deprecation.py:629: calling map_fn_v2 (from tensorflow.python.ops.map_fn) with dtype is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use fn_output_signature instead\n",
            "2022-12-16 12:49:55.177318: W tensorflow/tsl/framework/bfc_allocator.cc:360] Garbage collection: deallocate free memory regions (i.e., allocations) so that we can re-allocate a larger region to avoid OOM due to memory fragmentation. If you see this message frequently, you are running near the threshold of the available device memory and re-allocation may incur great performance overhead. You may try smaller batch sizes to observe the performance impact. Set TF_ENABLE_GPU_GARBAGE_COLLECTION=false if you'd like to disable this feature.\n",
            "^C\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## RETRAINING THE MODEL ( in case you get disconnected )\n",
        "\n",
        "\n",
        "``` \n",
        "fine_tune_checkpoint: \"/mydrive/customTF2/training/ckpt-X\" (where ckpt-X is the latest checkpoint)\n",
        "\n",
        "```"
      ],
      "metadata": {
        "id": "9BjVsoyq_A9L"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Test your trained model"
      ],
      "metadata": {
        "id": "WZQ8e0Xu_Wwn"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Export inference graph\n",
        "\n",
        "Current working directory is /content/models/research/object_detection"
      ],
      "metadata": {
        "id": "SdTuAcxE_aPe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "##Export inference graph\n",
        "!python exporter_main_v2.py --trained_checkpoint_dir=/content/gdrive/MyDrive/customTF2/training --pipeline_config_path=/content/gdrive/MyDrive/customTF2/data/ssd_mobilenet_v2_fpnlite_320x320_coco17_tpu-8.config --output_directory /content/gdrive/MyDrive/customTF2/data/inference_graph"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3FBVV4Uc_EgI",
        "outputId": "6c066405-b161-40e1-c93d-5bedac9c89f4"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2022-12-16 12:52:39.791228: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:52:39.792531: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "2022-12-16 12:52:39.792580: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
            "2022-12-16 12:52:47.314106: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding orig_value setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n",
            "Instructions for updating:\n",
            "Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n",
            "W1216 12:52:47.488258 140328998295424 deprecation.py:350] From /usr/local/lib/python3.8/dist-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n",
            "Instructions for updating:\n",
            "Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.8/dist-packages/tensorflow/python/autograph/impl/api.py:458: calling map_fn_v2 (from tensorflow.python.ops.map_fn) with back_prop=False is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "back_prop=False is deprecated. Consider using tf.stop_gradient instead.\n",
            "Instead of:\n",
            "results = tf.map_fn(fn, elems, back_prop=False)\n",
            "Use:\n",
            "results = tf.nest.map_structure(tf.stop_gradient, tf.map_fn(fn, elems))\n",
            "W1216 12:52:47.554536 140328998295424 deprecation.py:623] From /usr/local/lib/python3.8/dist-packages/tensorflow/python/autograph/impl/api.py:458: calling map_fn_v2 (from tensorflow.python.ops.map_fn) with back_prop=False is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "back_prop=False is deprecated. Consider using tf.stop_gradient instead.\n",
            "Instead of:\n",
            "results = tf.map_fn(fn, elems, back_prop=False)\n",
            "Use:\n",
            "results = tf.nest.map_structure(tf.stop_gradient, tf.map_fn(fn, elems))\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.meta_architectures.ssd_meta_arch.SSDMetaArch object at 0x7fa0501e26d0>, because it is not built.\n",
            "W1216 12:53:05.957961 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.meta_architectures.ssd_meta_arch.SSDMetaArch object at 0x7fa0501e26d0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d565b0>, because it is not built.\n",
            "W1216 12:53:06.195718 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d565b0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d03df0>, because it is not built.\n",
            "W1216 12:53:06.195929 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d03df0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d03eb0>, because it is not built.\n",
            "W1216 12:53:06.196034 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d03eb0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d09250>, because it is not built.\n",
            "W1216 12:53:06.196131 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d09250>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d09fd0>, because it is not built.\n",
            "W1216 12:53:06.196218 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d09fd0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d09b80>, because it is not built.\n",
            "W1216 12:53:06.196306 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d09b80>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d09a30>, because it is not built.\n",
            "W1216 12:53:06.196383 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d09a30>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d97fa0>, because it is not built.\n",
            "W1216 12:53:06.196697 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d97fa0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9de8670>, because it is not built.\n",
            "W1216 12:53:06.196801 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9de8670>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d4c250>, because it is not built.\n",
            "W1216 12:53:06.196892 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.convolutional.separable_conv2d.SeparableConv2D object at 0x7f9fe9d4c250>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d5f550>, because it is not built.\n",
            "W1216 12:53:06.196973 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d5f550>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d5f4c0>, because it is not built.\n",
            "W1216 12:53:06.197050 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d5f4c0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9cfc520>, because it is not built.\n",
            "W1216 12:53:06.197140 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9cfc520>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9db0d90>, because it is not built.\n",
            "W1216 12:53:06.197225 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9db0d90>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9db00a0>, because it is not built.\n",
            "W1216 12:53:06.197300 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9db00a0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d70eb0>, because it is not built.\n",
            "W1216 12:53:06.197374 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d70eb0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d70910>, because it is not built.\n",
            "W1216 12:53:06.197456 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d70910>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d709d0>, because it is not built.\n",
            "W1216 12:53:06.197531 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d709d0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d70f40>, because it is not built.\n",
            "W1216 12:53:06.197605 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d70f40>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d708e0>, because it is not built.\n",
            "W1216 12:53:06.197678 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d708e0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9cf9640>, because it is not built.\n",
            "W1216 12:53:06.197754 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9cf9640>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9df3f40>, because it is not built.\n",
            "W1216 12:53:06.197828 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9df3f40>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9deebe0>, because it is not built.\n",
            "W1216 12:53:06.197905 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9deebe0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9dee3d0>, because it is not built.\n",
            "W1216 12:53:06.197979 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9dee3d0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9ecbe80>, because it is not built.\n",
            "W1216 12:53:06.198052 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9ecbe80>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d82670>, because it is not built.\n",
            "W1216 12:53:06.198136 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d82670>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9da4d60>, because it is not built.\n",
            "W1216 12:53:06.198229 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9da4d60>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9da4f10>, because it is not built.\n",
            "W1216 12:53:06.198306 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9da4f10>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9e43310>, because it is not built.\n",
            "W1216 12:53:06.198380 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9e43310>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9cee850>, because it is not built.\n",
            "W1216 12:53:06.198457 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9cee850>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d43e20>, because it is not built.\n",
            "W1216 12:53:06.198530 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d43e20>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d43f70>, because it is not built.\n",
            "W1216 12:53:06.198716 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9d43f70>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c6b130>, because it is not built.\n",
            "W1216 12:53:06.198821 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c6b130>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c7d220>, because it is not built.\n",
            "W1216 12:53:06.198916 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c7d220>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c7d9d0>, because it is not built.\n",
            "W1216 12:53:06.199009 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c7d9d0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c7dbe0>, because it is not built.\n",
            "W1216 12:53:06.199123 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c7dbe0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d728b0>, because it is not built.\n",
            "W1216 12:53:06.199230 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9d728b0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c0d490>, because it is not built.\n",
            "W1216 12:53:06.199325 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c0d490>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c0a400>, because it is not built.\n",
            "W1216 12:53:06.199415 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c0a400>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c0a4c0>, because it is not built.\n",
            "W1216 12:53:06.199502 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c0a4c0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c0a9d0>, because it is not built.\n",
            "W1216 12:53:06.199588 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c0a9d0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c0aa90>, because it is not built.\n",
            "W1216 12:53:06.199674 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c0aa90>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c0afa0>, because it is not built.\n",
            "W1216 12:53:06.254133 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <object_detection.core.freezable_batch_norm.FreezableBatchNorm object at 0x7f9fe9c0afa0>, because it is not built.\n",
            "WARNING:tensorflow:Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c224c0>, because it is not built.\n",
            "W1216 12:53:06.254289 140328998295424 save_impl.py:66] Skipping full serialization of Keras layer <keras.layers.core.lambda_layer.Lambda object at 0x7f9fe9c224c0>, because it is not built.\n",
            "W1216 12:53:23.112690 140328998295424 save.py:271] Found untraced functions such as WeightSharedConvolutionalBoxPredictor_layer_call_fn, WeightSharedConvolutionalBoxPredictor_layer_call_and_return_conditional_losses, WeightSharedConvolutionalBoxHead_layer_call_fn, WeightSharedConvolutionalBoxHead_layer_call_and_return_conditional_losses, WeightSharedConvolutionalClassHead_layer_call_fn while saving (showing 5 of 173). These functions will not be directly callable after loading.\n",
            "INFO:tensorflow:Assets written to: /content/gdrive/MyDrive/customTF2/data/inference_graph/saved_model/assets\n",
            "I1216 12:53:28.497062 140328998295424 builder_impl.py:797] Assets written to: /content/gdrive/MyDrive/customTF2/data/inference_graph/saved_model/assets\n",
            "INFO:tensorflow:Writing pipeline config file to /content/gdrive/MyDrive/customTF2/data/inference_graph/pipeline.config\n",
            "I1216 12:53:29.543679 140328998295424 config_util.py:253] Writing pipeline config file to /content/gdrive/MyDrive/customTF2/data/inference_graph/pipeline.config\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Test your trained Object Detection model on images\n",
        "\n",
        "Current working directory is /content/models/research/object_detection"
      ],
      "metadata": {
        "id": "-xZqKNng_3NG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Different font-type for labels text.(This step is optional)\n",
        "!wget https://freefontsdownload.net/download/160187/arial.zip\n",
        "!unzip arial.zip -d .\n",
        "\n",
        "%cd utils/\n",
        "!sed -i \"s/font = ImageFont.truetype('arial.ttf', 24)/font = ImageFont.truetype('arial.ttf', 50)/\" visualization_utils.py\n",
        "%cd .."
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-JH4fkVK_6dg",
        "outputId": "dc794807-21c6-4bde-bfff-7890a6c8d1f4"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-12-16 12:54:08--  https://freefontsdownload.net/download/160187/arial.zip\n",
            "Resolving freefontsdownload.net (freefontsdownload.net)... 104.21.75.182, 172.67.180.27, 2606:4700:3037::ac43:b41b, ...\n",
            "Connecting to freefontsdownload.net (freefontsdownload.net)|104.21.75.182|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 172821 (169K) [application/force-download]\n",
            "Saving to: ‘arial.zip’\n",
            "\n",
            "arial.zip           100%[===================>] 168.77K  --.-KB/s    in 0.09s   \n",
            "\n",
            "2022-12-16 12:54:09 (1.83 MB/s) - ‘arial.zip’ saved [172821/172821]\n",
            "\n",
            "Archive:  arial.zip\n",
            "@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@\n",
            "@#################################@\n",
            "@#        Downloaded from        #@\n",
            "@#                               #@\n",
            "@#   www.FreeFontsDownload.net   #@\n",
            "@#                               #@\n",
            "@# ---------- More site -------- #@\n",
            "@#      https://funnytv.net      #@\n",
            "@#                               #@\n",
            "@#                               #@\n",
            "@#################################@\n",
            "@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@\n",
            "  inflating: ./www.freefontsdownload.net.url  \n",
            " extracting: ./arial.png             \n",
            "  inflating: ./arial.ttf             \n",
            "  inflating: ./freefontsdownload.txt  \n",
            "/content/models/research/object_detection/utils\n",
            "/content/models/research/object_detection\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Loading the saved_model\n",
        "import tensorflow as tf\n",
        "import time\n",
        "import numpy as np\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "from PIL import Image\n",
        "from google.colab.patches import cv2_imshow\n",
        "from object_detection.utils import label_map_util\n",
        "from object_detection.utils import visualization_utils as viz_utils\n",
        "\n",
        "IMAGE_SIZE = (12, 8) # Output display size as you want\n",
        "import matplotlib.pyplot as plt\n",
        "PATH_TO_SAVED_MODEL=\"/content/gdrive/MyDrive/customTF2/data/inference_graph/saved_model\"\n",
        "print('Loading model...', end='')\n",
        "\n",
        "# Load saved model and build the detection function\n",
        "detect_fn=tf.saved_model.load(PATH_TO_SAVED_MODEL)\n",
        "print('Done!')\n",
        "\n",
        "#Loading the label_map\n",
        "category_index=label_map_util.create_category_index_from_labelmap(\"/content/gdrive/MyDrive/customTF2/data/label_map.pbtxt\",use_display_name=True)\n",
        "#category_index=label_map_util.create_category_index_from_labelmap([path_to_label_map],use_display_name=True)\n",
        "\n",
        "def load_image_into_numpy_array(path):\n",
        "\n",
        "    return np.array(Image.open(path))\n",
        "\n",
        "image_path = \"/content/gdrive/MyDrive/mask_test_images/image1.jpg\"\n",
        "#print('Running inference for {}... '.format(image_path), end='')\n",
        "\n",
        "image_np = load_image_into_numpy_array(image_path)\n",
        "\n",
        "# The input needs to be a tensor, convert it using `tf.convert_to_tensor`.\n",
        "input_tensor = tf.convert_to_tensor(image_np)\n",
        "# The model expects a batch of images, so add an axis with `tf.newaxis`.\n",
        "input_tensor = input_tensor[tf.newaxis, ...]\n",
        "\n",
        "detections = detect_fn(input_tensor)\n",
        "\n",
        "# All outputs are batches tensors.\n",
        "# Convert to numpy arrays, and take index [0] to remove the batch dimension.\n",
        "# We're only interested in the first num_detections.\n",
        "num_detections = int(detections.pop('num_detections'))\n",
        "detections = {key: value[0, :num_detections].numpy()\n",
        "              for key, value in detections.items()}\n",
        "detections['num_detections'] = num_detections\n",
        "\n",
        "# detection_classes should be ints.\n",
        "detections['detection_classes'] = detections['detection_classes'].astype(np.int64)\n",
        "\n",
        "image_np_with_detections = image_np.copy()\n",
        "\n",
        "viz_utils.visualize_boxes_and_labels_on_image_array(\n",
        "      image_np_with_detections,\n",
        "      detections['detection_boxes'],\n",
        "      detections['detection_classes'],\n",
        "      detections['detection_scores'],\n",
        "      category_index,\n",
        "      use_normalized_coordinates=True,\n",
        "      max_boxes_to_draw=200,\n",
        "      min_score_thresh=.4, # Adjust this value to set the minimum probability boxes to be classified as True\n",
        "      agnostic_mode=False)\n",
        "%matplotlib inline\n",
        "plt.figure(figsize=IMAGE_SIZE, dpi=200)\n",
        "plt.axis(\"off\")\n",
        "plt.imshow(image_np_with_detections)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 416
        },
        "id": "gDu1TPNkAAzU",
        "outputId": "2442ff03-2a09-4458-9bae-6bb8d07556c9"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loading model...Done!\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-33-b568c4f8d398>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     30\u001b[0m \u001b[0;31m#print('Running inference for {}... '.format(image_path), end='')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     31\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 32\u001b[0;31m \u001b[0mimage_np\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_image_into_numpy_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     33\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m \u001b[0;31m# The input needs to be a tensor, convert it using `tf.convert_to_tensor`.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m<ipython-input-33-b568c4f8d398>\u001b[0m in \u001b[0;36mload_image_into_numpy_array\u001b[0;34m(path)\u001b[0m\n\u001b[1;32m     25\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mload_image_into_numpy_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 27\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     28\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m \u001b[0mimage_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/content/gdrive/MyDrive/mask_test_images/image1.jpg\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/PIL/Image.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(fp, mode)\u001b[0m\n\u001b[1;32m   2841\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2842\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2843\u001b[0;31m         \u001b[0mfp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2844\u001b[0m         \u001b[0mexclusive_fp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2845\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/content/gdrive/MyDrive/mask_test_images/image1.jpg'"
          ]
        }
      ]
    }
  ]
}