experiment_tf3d.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "tf3d.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMqPVHdSdpcf3oMtPhxHx8y",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/RajkumarGalaxy/ML-Image-Processing/blob/master/experiment_tf3d.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5shlAbFyuz4K",
        "outputId": "a5ca18d2-b60c-43f5-9327-ecf2c935ae89"
      },
      "source": [
        "!sudo apt update\r\n",
        "!sudo apt install subversion git virtualenv"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[33m\r0% [Working]\u001b[0m\r            \rIgn:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "\u001b[33m\r0% [Waiting for headers] [Waiting for headers] [Connected to cloud.r-project.or\u001b[0m\r                                                                               \rHit:2 https://download.docker.com/linux/ubuntu bionic InRelease\n",
            "\u001b[33m\r0% [Waiting for headers] [Waiting for headers] [Waiting for headers] [Waiting f\u001b[0m\r                                                                               \rHit:3 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n",
            "\u001b[33m\r0% [Waiting for headers] [Waiting for headers] [Waiting for headers] [Waiting f\u001b[0m\u001b[33m\r0% [2 InRelease gpgv 64.4 kB] [Waiting for headers] [Waiting for headers] [Wait\u001b[0m\r                                                                               \rHit:4 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n",
            "\u001b[33m\r0% [2 InRelease gpgv 64.4 kB] [Waiting for headers] [Waiting for headers] [Wait\u001b[0m\r                                                                               \rGet:5 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n",
            "\r                                                                               \rIgn:6 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "\u001b[33m\r0% [2 InRelease gpgv 64.4 kB] [Waiting for headers] [5 InRelease 14.2 kB/88.7 k\u001b[0m\r                                                                               \rHit:7 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "\u001b[33m\r0% [2 InRelease gpgv 64.4 kB] [5 InRelease 14.2 kB/88.7 kB 16%] [Connecting to \u001b[0m\r                                                                               \rHit:8 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "\u001b[33m\r0% [2 InRelease gpgv 64.4 kB] [Waiting for headers] [5 InRelease 14.2 kB/88.7 k\u001b[0m\r                                                                               \rHit:9 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Get:10 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n",
            "Hit:11 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n",
            "Hit:12 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n",
            "Get:13 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB]\n",
            "Hit:15 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Fetched 252 kB in 1s (187 kB/s)\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "6 packages can be upgraded. Run 'apt list --upgradable' to see them.\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "subversion is already the newest version (1.9.7-4ubuntu1).\n",
            "virtualenv is already the newest version (15.1.0+ds-1.1).\n",
            "git is already the newest version (1:2.17.1-1ubuntu0.7).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 6 not upgraded.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XmV-O69Mu-Iy",
        "outputId": "e54ae345-6146-42e6-e41e-fc639400d2af"
      },
      "source": [
        "!sudo apt -y install cuda"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "cuda is already the newest version (11.2.1-1).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 6 not upgraded.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CGJjkUzfw4o0"
      },
      "source": [
        "#!git clone https://github.com/google-research/google-research.git --depth=1"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9zM3HvP6xnXY",
        "outputId": "3d792bb2-199d-4a66-abe0-963255a50499"
      },
      "source": [
        "!svn export https://github.com/google-research/google-research/trunk/tf3d "
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "svn: E155000: Destination directory exists; please remove the directory or use --force to overwrite\n",
            "svn: E155000: 'tf3d' already exists\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b-S8ozWexPG-",
        "outputId": "cef38059-ce89-4d62-9392-299c79f7bc02"
      },
      "source": [
        "!virtualenv -p python3 tf3d_env\r\n",
        "!source ./tf3d_env/bin/activate"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Already using interpreter /usr/bin/python3\n",
            "Using base prefix '/usr'\n",
            "New python executable in /content/tf3d_env/bin/python3\n",
            "Not overwriting existing python script /content/tf3d_env/bin/python (you must use /content/tf3d_env/bin/python3)\n",
            "Installing setuptools, pkg_resources, pip, wheel...done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GKYt-xfXxYTs",
        "outputId": "a58ea29d-d09a-481e-83c8-3bac32df2f51"
      },
      "source": [
        "!pip install -r tf3d/requirements.txt"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tensorflow==2.3.0 in /usr/local/lib/python3.7/dist-packages (from -r tf3d/requirements.txt (line 2)) (2.3.0)\n",
            "Requirement already satisfied: tensorflow_datasets>=4.1.0 in /usr/local/lib/python3.7/dist-packages (from -r tf3d/requirements.txt (line 3)) (4.2.0)\n",
            "Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.7/dist-packages (from -r tf3d/requirements.txt (line 4)) (1.19.5)\n",
            "Requirement already satisfied: gin-config>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from -r tf3d/requirements.txt (line 5)) (0.4.0)\n",
            "Requirement already satisfied: tensorflow-probability>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from -r tf3d/requirements.txt (line 6)) (0.12.1)\n",
            "Requirement already satisfied: shapely>=1.7.1 in /usr/local/lib/python3.7/dist-packages (from -r tf3d/requirements.txt (line 7)) (1.7.1)\n",
            "Requirement already satisfied: absl-py>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (0.10.0)\n",
            "Requirement already satisfied: tensorflow-estimator<2.4.0,>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (2.3.0)\n",
            "Requirement already satisfied: h5py<2.11.0,>=2.10.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (2.10.0)\n",
            "Requirement already satisfied: astunparse==1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.6.3)\n",
            "Requirement already satisfied: tensorboard<3,>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (2.4.1)\n",
            "Requirement already satisfied: gast==0.3.3 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (0.3.3)\n",
            "Requirement already satisfied: google-pasta>=0.1.8 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (0.2.0)\n",
            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.1.0)\n",
            "Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.12.1)\n",
            "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (0.36.2)\n",
            "Requirement already satisfied: scipy==1.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.4.1)\n",
            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.15.0)\n",
            "Requirement already satisfied: keras-preprocessing<1.2,>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.1.2)\n",
            "Requirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (3.12.4)\n",
            "Requirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.32.0)\n",
            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (3.3.0)\n",
            "Requirement already satisfied: typing-extensions; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (3.7.4.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (4.41.1)\n",
            "Requirement already satisfied: importlib-resources; python_version < \"3.9\" in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (5.1.0)\n",
            "Requirement already satisfied: promise in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (2.3)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (0.16.0)\n",
            "Requirement already satisfied: dill in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (0.3.3)\n",
            "Requirement already satisfied: attrs>=18.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (20.3.0)\n",
            "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (2.23.0)\n",
            "Requirement already satisfied: tensorflow-metadata in /usr/local/lib/python3.7/dist-packages (from tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (0.27.0)\n",
            "Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from tensorflow-probability>=0.11.1->-r tf3d/requirements.txt (line 6)) (4.4.2)\n",
            "Requirement already satisfied: dm-tree in /usr/local/lib/python3.7/dist-packages (from tensorflow-probability>=0.11.1->-r tf3d/requirements.txt (line 6)) (0.1.5)\n",
            "Requirement already satisfied: cloudpickle>=1.3 in /usr/local/lib/python3.7/dist-packages (from tensorflow-probability>=0.11.1->-r tf3d/requirements.txt (line 6)) (1.3.0)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.0.1)\n",
            "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (53.0.0)\n",
            "Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.27.0)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (0.4.2)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (3.3.3)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.8.0)\n",
            "Requirement already satisfied: zipp>=0.4; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from importlib-resources; python_version < \"3.9\"->tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (3.4.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (2020.12.5)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (3.0.4)\n",
            "Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow-metadata->tensorflow_datasets>=4.1.0->-r tf3d/requirements.txt (line 3)) (1.52.0)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (4.2.1)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.6\" in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (4.7.1)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (0.2.8)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (1.3.0)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (3.4.0)\n",
            "Requirement already satisfied: pyasn1>=0.1.3 in /usr/local/lib/python3.7/dist-packages (from rsa<5,>=3.1.4; python_version >= \"3.6\"->google-auth<2,>=1.6.3->tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<3,>=2.3.0->tensorflow==2.3.0->-r tf3d/requirements.txt (line 2)) (3.1.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7QUm8hOHysaW",
        "outputId": "29041bc9-9158-414d-a755-ba69ed117164"
      },
      "source": [
        "!sudo apt update\r\n",
        "!sudo apt install protobuf-compiler python3-dev"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[33m\r0% [Working]\u001b[0m\r            \rIgn:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "\u001b[33m\r0% [Connecting to archive.ubuntu.com (91.189.88.152)] [Waiting for headers] [Wa\u001b[0m\r                                                                               \rHit:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n",
            "\u001b[33m\r0% [Waiting for headers] [Waiting for headers] [Waiting for headers] [Waiting f\u001b[0m\r                                                                               \rHit:3 https://download.docker.com/linux/ubuntu bionic InRelease\n",
            "\u001b[33m\r0% [Waiting for headers] [Waiting for headers] [Waiting for headers] [Waiting f\u001b[0m\u001b[33m\r0% [2 InRelease gpgv 3,626 B] [Waiting for headers] [Waiting for headers] [Wait\u001b[0m\r                                                                               \rIgn:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "\u001b[33m\r0% [2 InRelease gpgv 3,626 B] [Waiting for headers] [Waiting for headers] [Wait\u001b[0m\r                                                                               \rHit:5 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n",
            "\u001b[33m\r0% [2 InRelease gpgv 3,626 B] [Waiting for headers] [Waiting for headers] [Conn\u001b[0m\r                                                                               \rGet:6 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n",
            "\u001b[33m\r0% [2 InRelease gpgv 3,626 B] [Waiting for headers] [6 InRelease 14.2 kB/88.7 k\u001b[0m\r                                                                               \rHit:7 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "\u001b[33m\r0% [2 InRelease gpgv 3,626 B] [Waiting for headers] [6 InRelease 14.2 kB/88.7 k\u001b[0m\r                                                                               \rHit:8 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Hit:9 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Get:10 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n",
            "Hit:11 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n",
            "Hit:13 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n",
            "Get:14 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB]\n",
            "Hit:16 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Fetched 252 kB in 1s (192 kB/s)\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "6 packages can be upgraded. Run 'apt list --upgradable' to see them.\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "protobuf-compiler is already the newest version (3.0.0-9.1ubuntu1).\n",
            "python3-dev is already the newest version (3.6.7-1~18.04).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 6 not upgraded.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XXQ2VwkBzwZl"
      },
      "source": [
        "## TensorFlow Object Detection API"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sEf3kTV-0TIw",
        "outputId": "89dbb160-bb14-4820-f4eb-687ef11f67f8"
      },
      "source": [
        "!git clone https://github.com/tensorflow/models.git \r\n",
        "!cd models/research\r\n",
        "# Compile protos.\r\n",
        "!protoc object_detection/protos/*.proto --python_out=.\r\n",
        "# Install TensorFlow Object Detection API.\r\n",
        "!cp object_detection/packages/tf2/setup.py .\r\n",
        "!python -m pip install --use-feature=2020-resolver ."
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "fatal: destination path 'models' already exists and is not an empty directory.\n",
            "object_detection/protos/*.proto: No such file or directory\n",
            "cp: cannot stat 'object_detection/packages/tf2/setup.py': No such file or directory\n",
            "\n",
            "Usage:   \n",
            "  /usr/bin/python3 -m pip install [options] <requirement specifier> [package-index-options] ...\n",
            "  /usr/bin/python3 -m pip install [options] -r <requirements file> [package-index-options] ...\n",
            "  /usr/bin/python3 -m pip install [options] [-e] <vcs project url> ...\n",
            "  /usr/bin/python3 -m pip install [options] [-e] <local project path> ...\n",
            "  /usr/bin/python3 -m pip install [options] <archive url/path> ...\n",
            "\n",
            "no such option: --use-feature\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aBvBPVV5sTer"
      },
      "source": [
        "#!pip install tf3d\r\n",
        "import tf3d\r\n",
        "import tensorflow as tf\r\n",
        "import numpy as np\r\n",
        "import pandas as pd\r\n",
        "from matplotlib import pyplot as plt"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q4xKxSX4tfYk",
        "outputId": "250fde33-f475-4061-e4ea-d9a4a912cd43"
      },
      "source": [
        "dir(tf3d)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['__doc__',\n",
              " '__file__',\n",
              " '__loader__',\n",
              " '__name__',\n",
              " '__package__',\n",
              " '__path__',\n",
              " '__spec__']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    }
  ]
}