SAMTrack_20231211_success_V1.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/7788po/colab-notebook/blob/main/SAMTrack_20231211_success_V1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qq0pHfJs9YPl"
      },
      "source": [
        "# Clone the SAMTrack repository using Git"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s-TNGxYe9bps",
        "outputId": "946bc798-d46c-4883-99c7-c4cb9dfeca76"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'Segment-and-Track-Anything'...\n",
            "remote: Enumerating objects: 656, done.\u001b[K\n",
            "remote: Counting objects: 100% (182/182), done.\u001b[K\n",
            "remote: Compressing objects: 100% (49/49), done.\u001b[K\n",
            "remote: Total 656 (delta 153), reused 138 (delta 133), pack-reused 474\u001b[K\n",
            "Receiving objects: 100% (656/656), 230.30 MiB | 30.10 MiB/s, done.\n",
            "Resolving deltas: 100% (310/310), done.\n",
            "/content/Segment-and-Track-Anything\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/z-x-yang/Segment-and-Track-Anything.git\n",
        "%cd /content/Segment-and-Track-Anything"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WlLWFcjx-NmS"
      },
      "source": [
        "# Install dependencies"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3Fa7OmWw-o39",
        "outputId": "ea62f847-ab05-4a4e-eab6-4021c7734ea3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Obtaining file:///content/Segment-and-Track-Anything/sam\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Installing collected packages: segment-anything\n",
            "  Attempting uninstall: segment-anything\n",
            "    Found existing installation: segment-anything 1.0\n",
            "    Uninstalling segment-anything-1.0:\n",
            "      Successfully uninstalled segment-anything-1.0\n",
            "  Running setup.py develop for segment-anything\n",
            "Successfully installed segment-anything-1.0\n",
            "/content/Segment-and-Track-Anything\n",
            "Obtaining GroundingDINO from git+https://github.com/IDEA-Research/GroundingDINO.git@main#egg=GroundingDINO\n",
            "  Updating ./src/groundingdino clone (to revision main)\n",
            "  Running command git fetch -q --tags\n",
            "  Running command git reset --hard -q 16e6b4bfcf6ed3a6f0ef2bc5752d716657a6b9fe\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "Installing collected packages: GroundingDINO\n",
            "  Attempting uninstall: GroundingDINO\n",
            "    Found existing installation: groundingdino 0.1.0\n",
            "    Uninstalling groundingdino-0.1.0:\n",
            "      Successfully uninstalled groundingdino-0.1.0\n",
            "  Running setup.py develop for GroundingDINO\n",
            "Successfully installed GroundingDINO-0.1.0\n",
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            "  Using cached pymongo-4.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (677 kB)\n",
            "Requirement already satisfied: pytest>=2.8.3 in /usr/local/lib/python3.10/dist-packages (from zip) (7.4.3)\n",
            "Requirement already satisfied: python-dateutil>=1.5 in /usr/local/lib/python3.10/dist-packages (from zip) (2.8.2)\n",
            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from zip) (1.16.0)\n",
            "Collecting tox>=2.1.1 (from zip)\n",
            "  Using cached tox-4.11.4-py3-none-any.whl (153 kB)\n",
            "Collecting watchdog>=0.8.3 (from zip)\n",
            "  Using cached watchdog-3.0.0-py3-none-manylinux2014_x86_64.whl (82 kB)\n",
            "Requirement already satisfied: wheel>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from zip) (0.42.0)\n",
            "Collecting wsgiref>=0.1.2 (from zip)\n",
            "  Using cached wsgiref-0.1.2.zip (37 kB)\n",
            "  \u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n",
            "  \n",
            "  \u001b[31m×\u001b[0m \u001b[32mpython setup.py egg_info\u001b[0m did not run successfully.\n",
            "  \u001b[31m│\u001b[0m exit code: \u001b[1;36m1\u001b[0m\n",
            "  \u001b[31m╰─>\u001b[0m See above for output.\n",
            "  \n",
            "  \u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[1;31merror\u001b[0m: \u001b[1mmetadata-generation-failed\u001b[0m\n",
            "\n",
            "\u001b[31m×\u001b[0m Encountered error while generating package metadata.\n",
            "\u001b[31m╰─>\u001b[0m See above for output.\n",
            "\n",
            "\u001b[1;35mnote\u001b[0m: This is an issue with the package mentioned above, not pip.\n",
            "\u001b[1;36mhint\u001b[0m: See above for details.\n",
            "fatal: destination path 'Pytorch-Correlation-extension' already exists and is not an empty directory.\n",
            "running install\n",
            "/usr/local/lib/python3.10/dist-packages/setuptools/_distutils/cmd.py:66: SetuptoolsDeprecationWarning: setup.py install is deprecated.\n",
            "!!\n",
            "\n",
            "        ********************************************************************************\n",
            "        Please avoid running ``setup.py`` directly.\n",
            "        Instead, use pypa/build, pypa/installer, pypa/build or\n",
            "        other standards-based tools.\n",
            "\n",
            "        See https://blog.ganssle.io/articles/2021/10/setup-py-deprecated.html for details.\n",
            "        ********************************************************************************\n",
            "\n",
            "!!\n",
            "  self.initialize_options()\n",
            "/usr/local/lib/python3.10/dist-packages/setuptools/_distutils/cmd.py:66: EasyInstallDeprecationWarning: easy_install command is deprecated.\n",
            "!!\n",
            "\n",
            "        ********************************************************************************\n",
            "        Please avoid running ``setup.py`` and ``easy_install``.\n",
            "        Instead, use pypa/build, pypa/installer, pypa/build or\n",
            "        other standards-based tools.\n",
            "\n",
            "        See https://github.com/pypa/setuptools/issues/917 for details.\n",
            "        ********************************************************************************\n",
            "\n",
            "!!\n",
            "  self.initialize_options()\n",
            "running bdist_egg\n",
            "running egg_info\n",
            "writing Correlation_Module/spatial_correlation_sampler.egg-info/PKG-INFO\n",
            "writing dependency_links to Correlation_Module/spatial_correlation_sampler.egg-info/dependency_links.txt\n",
            "writing requirements to Correlation_Module/spatial_correlation_sampler.egg-info/requires.txt\n",
            "writing top-level names to Correlation_Module/spatial_correlation_sampler.egg-info/top_level.txt\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/cpp_extension.py:502: UserWarning: Attempted to use ninja as the BuildExtension backend but we could not find ninja.. Falling back to using the slow distutils backend.\n",
            "  warnings.warn(msg.format('we could not find ninja.'))\n",
            "reading manifest file 'Correlation_Module/spatial_correlation_sampler.egg-info/SOURCES.txt'\n",
            "adding license file 'LICENSE'\n",
            "writing manifest file 'Correlation_Module/spatial_correlation_sampler.egg-info/SOURCES.txt'\n",
            "installing library code to build/bdist.linux-x86_64/egg\n",
            "running install_lib\n",
            "running build_py\n",
            "running build_ext\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/cpp_extension.py:424: UserWarning: There are no x86_64-linux-gnu-g++ version bounds defined for CUDA version 11.8\n",
            "  warnings.warn(f'There are no {compiler_name} version bounds defined for CUDA version {cuda_str_version}')\n",
            "creating build/bdist.linux-x86_64/egg\n",
            "creating build/bdist.linux-x86_64/egg/spatial_correlation_sampler\n",
            "copying build/lib.linux-x86_64-cpython-310/spatial_correlation_sampler/spatial_correlation_sampler.py -> build/bdist.linux-x86_64/egg/spatial_correlation_sampler\n",
            "copying build/lib.linux-x86_64-cpython-310/spatial_correlation_sampler/__init__.py -> build/bdist.linux-x86_64/egg/spatial_correlation_sampler\n",
            "copying build/lib.linux-x86_64-cpython-310/spatial_correlation_sampler_backend.cpython-310-x86_64-linux-gnu.so -> build/bdist.linux-x86_64/egg\n",
            "byte-compiling build/bdist.linux-x86_64/egg/spatial_correlation_sampler/spatial_correlation_sampler.py to spatial_correlation_sampler.cpython-310.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/spatial_correlation_sampler/__init__.py to __init__.cpython-310.pyc\n",
            "creating stub loader for spatial_correlation_sampler_backend.cpython-310-x86_64-linux-gnu.so\n",
            "byte-compiling build/bdist.linux-x86_64/egg/spatial_correlation_sampler_backend.py to spatial_correlation_sampler_backend.cpython-310.pyc\n",
            "creating build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying Correlation_Module/spatial_correlation_sampler.egg-info/PKG-INFO -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying Correlation_Module/spatial_correlation_sampler.egg-info/SOURCES.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying Correlation_Module/spatial_correlation_sampler.egg-info/dependency_links.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying Correlation_Module/spatial_correlation_sampler.egg-info/requires.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying Correlation_Module/spatial_correlation_sampler.egg-info/top_level.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "writing build/bdist.linux-x86_64/egg/EGG-INFO/native_libs.txt\n",
            "zip_safe flag not set; analyzing archive contents...\n",
            "__pycache__.spatial_correlation_sampler_backend.cpython-310: module references __file__\n",
            "creating 'dist/spatial_correlation_sampler-0.4.0-py3.10-linux-x86_64.egg' and adding 'build/bdist.linux-x86_64/egg' to it\n",
            "removing 'build/bdist.linux-x86_64/egg' (and everything under it)\n",
            "Processing spatial_correlation_sampler-0.4.0-py3.10-linux-x86_64.egg\n",
            "removing '/usr/local/lib/python3.10/dist-packages/spatial_correlation_sampler-0.4.0-py3.10-linux-x86_64.egg' (and everything under it)\n",
            "creating /usr/local/lib/python3.10/dist-packages/spatial_correlation_sampler-0.4.0-py3.10-linux-x86_64.egg\n",
            "Extracting spatial_correlation_sampler-0.4.0-py3.10-linux-x86_64.egg to /usr/local/lib/python3.10/dist-packages\n",
            "spatial-correlation-sampler 0.4.0 is already the active version in easy-install.pth\n",
            "\n",
            "Installed /usr/local/lib/python3.10/dist-packages/spatial_correlation_sampler-0.4.0-py3.10-linux-x86_64.egg\n",
            "Processing dependencies for spatial-correlation-sampler==0.4.0\n",
            "Searching for numpy==1.23.5\n",
            "Best match: numpy 1.23.5\n",
            "Adding numpy 1.23.5 to easy-install.pth file\n",
            "Installing f2py script to /usr/local/bin\n",
            "Installing f2py3 script to /usr/local/bin\n",
            "Installing f2py3.10 script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for torch==2.1.0+cu118\n",
            "Best match: torch 2.1.0+cu118\n",
            "Adding torch 2.1.0+cu118 to easy-install.pth file\n",
            "Installing convert-caffe2-to-onnx script to /usr/local/bin\n",
            "Installing convert-onnx-to-caffe2 script to /usr/local/bin\n",
            "Installing torchrun script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for triton==2.1.0\n",
            "Best match: triton 2.1.0\n",
            "Adding triton 2.1.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for fsspec==2023.6.0\n",
            "Best match: fsspec 2023.6.0\n",
            "Adding fsspec 2023.6.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for Jinja2==3.1.2\n",
            "Best match: Jinja2 3.1.2\n",
            "Adding Jinja2 3.1.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for networkx==3.2.1\n",
            "Best match: networkx 3.2.1\n",
            "Adding networkx 3.2.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for sympy==1.12\n",
            "Best match: sympy 1.12\n",
            "Adding sympy 1.12 to easy-install.pth file\n",
            "Installing isympy script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for typing-extensions==4.5.0\n",
            "Best match: typing-extensions 4.5.0\n",
            "Adding typing-extensions 4.5.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for filelock==3.13.1\n",
            "Best match: filelock 3.13.1\n",
            "Adding filelock 3.13.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for MarkupSafe==2.1.3\n",
            "Best match: MarkupSafe 2.1.3\n",
            "Adding MarkupSafe 2.1.3 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Searching for mpmath==1.3.0\n",
            "Best match: mpmath 1.3.0\n",
            "Adding mpmath 1.3.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.10/dist-packages\n",
            "Finished processing dependencies for spatial-correlation-sampler==0.4.0\n",
            "/content/Segment-and-Track-Anything\n"
          ]
        }
      ],
      "source": [
        "!bash script/install.sh"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TR7uVzWcH4s3"
      },
      "source": [
        "# Download ckpt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NUDuV-EnHDwI",
        "outputId": "f1e70afe-27d9-4ed8-9d54-a9388e7c2ba2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mkdir: cannot create directory ‘./ckpt’: File exists\n",
            "/usr/local/lib/python3.10/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n",
            "  warnings.warn(\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1QoChMkTVxdYZ_eBlZhK2acq9KMQZccPJ\n",
            "To: /content/Segment-and-Track-Anything/ckpt/R50_DeAOTL_PRE_YTB_DAV.pth\n",
            "100% 237M/237M [00:01<00:00, 204MB/s]\n",
            "--2023-12-11 08:16:08--  https://dl.fbaipublicfiles.com/segment_anything/sam_vit_b_01ec64.pth\n",
            "Resolving dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)... 3.162.163.11, 3.162.163.19, 3.162.163.51, ...\n",
            "Connecting to dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)|3.162.163.11|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 375042383 (358M) [binary/octet-stream]\n",
            "Saving to: ‘./ckpt/sam_vit_b_01ec64.pth.1’\n",
            "\n",
            "sam_vit_b_01ec64.pt 100%[===================>] 357.67M  77.6MB/s    in 3.6s    \n",
            "\n",
            "2023-12-11 08:16:11 (100 MB/s) - ‘./ckpt/sam_vit_b_01ec64.pth.1’ saved [375042383/375042383]\n",
            "\n",
            "--2023-12-11 08:16:11--  https://huggingface.co/ShilongLiu/GroundingDINO/resolve/main/groundingdino_swint_ogc.pth\n",
            "Resolving huggingface.co (huggingface.co)... 54.230.18.84, 54.230.18.95, 54.230.18.85, ...\n",
            "Connecting to huggingface.co (huggingface.co)|54.230.18.84|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://cdn-lfs.huggingface.co/repos/74/12/7412fdcd8b26caa1c47919c53fafeb25db279907c51c15d923d8526a874dd651/3b3ca2563c77c69f651d7bd133e97139c186df06231157a64c507099c52bc799?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27groundingdino_swint_ogc.pth%3B+filename%3D%22groundingdino_swint_ogc.pth%22%3B&Expires=1702541771&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMjU0MTc3MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy83NC8xMi83NDEyZmRjZDhiMjZjYWExYzQ3OTE5YzUzZmFmZWIyNWRiMjc5OTA3YzUxYzE1ZDkyM2Q4NTI2YTg3NGRkNjUxLzNiM2NhMjU2M2M3N2M2OWY2NTFkN2JkMTMzZTk3MTM5YzE4NmRmMDYyMzExNTdhNjRjNTA3MDk5YzUyYmM3OTk%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=hxD3RjRTnFFjn8FEgzMv6xdgY%7EYoyk9Dq2noTNIM7a6%7EhH%7EArktazguPVLVm%7EGeOo%7ELPZH1oE8vV4D-IaCcWx5KKl3nKlR8rVq4cbz8khGjLEBBS2OAOeUhpDaGK-SIe4LvBZ2wCOt5FNTZv60B0vICxTROwUCoKW6Ud4YGEmqJNjUEylFe25lWIsKVKMrF%7EuK47-8pLT4QKRIj-AtKk-QYFH996pHzDGxxCxA86QUGNg51tBf27lOZeq9b-a1z%7E1r9V1zEP8FBBm%7EMudEgmUo%7EqjnUt46gl4KOog2z0ofyDmmBeVCAkhIbcIclFONOpDdxkOfV92mw%7E54XDiVvrqQ__&Key-Pair-Id=KVTP0A1DKRTAX [following]\n",
            "--2023-12-11 08:16:12--  https://cdn-lfs.huggingface.co/repos/74/12/7412fdcd8b26caa1c47919c53fafeb25db279907c51c15d923d8526a874dd651/3b3ca2563c77c69f651d7bd133e97139c186df06231157a64c507099c52bc799?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27groundingdino_swint_ogc.pth%3B+filename%3D%22groundingdino_swint_ogc.pth%22%3B&Expires=1702541771&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMjU0MTc3MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy83NC8xMi83NDEyZmRjZDhiMjZjYWExYzQ3OTE5YzUzZmFmZWIyNWRiMjc5OTA3YzUxYzE1ZDkyM2Q4NTI2YTg3NGRkNjUxLzNiM2NhMjU2M2M3N2M2OWY2NTFkN2JkMTMzZTk3MTM5YzE4NmRmMDYyMzExNTdhNjRjNTA3MDk5YzUyYmM3OTk%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=hxD3RjRTnFFjn8FEgzMv6xdgY%7EYoyk9Dq2noTNIM7a6%7EhH%7EArktazguPVLVm%7EGeOo%7ELPZH1oE8vV4D-IaCcWx5KKl3nKlR8rVq4cbz8khGjLEBBS2OAOeUhpDaGK-SIe4LvBZ2wCOt5FNTZv60B0vICxTROwUCoKW6Ud4YGEmqJNjUEylFe25lWIsKVKMrF%7EuK47-8pLT4QKRIj-AtKk-QYFH996pHzDGxxCxA86QUGNg51tBf27lOZeq9b-a1z%7E1r9V1zEP8FBBm%7EMudEgmUo%7EqjnUt46gl4KOog2z0ofyDmmBeVCAkhIbcIclFONOpDdxkOfV92mw%7E54XDiVvrqQ__&Key-Pair-Id=KVTP0A1DKRTAX\n",
            "Resolving cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)... 18.172.134.117, 18.172.134.72, 18.172.134.122, ...\n",
            "Connecting to cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)|18.172.134.117|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 693997677 (662M) [binary/octet-stream]\n",
            "Saving to: ‘./ckpt/groundingdino_swint_ogc.pth.1’\n",
            "\n",
            "groundingdino_swint 100%[===================>] 661.85M   257MB/s    in 2.6s    \n",
            "\n",
            "2023-12-11 08:16:14 (257 MB/s) - ‘./ckpt/groundingdino_swint_ogc.pth.1’ saved [693997677/693997677]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!mkdir ./ckpt\n",
        "!bash script/download_ckpt.sh"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LF0THWGn9_M8"
      },
      "source": [
        "# Run WebUI"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Az3j5gePEZK0",
        "outputId": "347a4834-b2e8-4a74-e441-0ba7c7a952df"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting gradio==3.47.1\n",
            "  Downloading gradio-3.47.1-py3-none-any.whl (20.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m20.3/20.3 MB\u001b[0m \u001b[31m58.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting aiofiles<24.0,>=22.0 (from gradio==3.47.1)\n",
            "  Using cached aiofiles-23.2.1-py3-none-any.whl (15 kB)\n",
            "Requirement already satisfied: altair<6.0,>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (4.2.2)\n",
            "Collecting fastapi (from gradio==3.47.1)\n",
            "  Using cached fastapi-0.104.1-py3-none-any.whl (92 kB)\n",
            "Collecting ffmpy (from gradio==3.47.1)\n",
            "  Using cached ffmpy-0.3.1.tar.gz (5.5 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting gradio-client==0.6.0 (from gradio==3.47.1)\n",
            "  Downloading gradio_client-0.6.0-py3-none-any.whl (298 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m298.8/298.8 kB\u001b[0m \u001b[31m34.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting httpx (from gradio==3.47.1)\n",
            "  Using cached httpx-0.25.2-py3-none-any.whl (74 kB)\n",
            "Requirement already satisfied: huggingface-hub>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.19.4)\n",
            "Requirement already satisfied: importlib-resources<7.0,>=1.3 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (6.1.1)\n",
            "Requirement already satisfied: jinja2<4.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (3.1.2)\n",
            "Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (2.1.3)\n",
            "Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (3.7.1)\n",
            "Requirement already satisfied: numpy~=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (1.23.5)\n",
            "Collecting orjson~=3.0 (from gradio==3.47.1)\n",
            "  Using cached orjson-3.9.10-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (138 kB)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (23.2)\n",
            "Requirement already satisfied: pandas<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (1.5.3)\n",
            "Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (9.2.0)\n",
            "Requirement already satisfied: pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,<3.0.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (1.10.13)\n",
            "Collecting pydub (from gradio==3.47.1)\n",
            "  Using cached pydub-0.25.1-py2.py3-none-any.whl (32 kB)\n",
            "Collecting python-multipart (from gradio==3.47.1)\n",
            "  Using cached python_multipart-0.0.6-py3-none-any.whl (45 kB)\n",
            "Requirement already satisfied: pyyaml<7.0,>=5.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (6.0.1)\n",
            "Requirement already satisfied: requests~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (2.31.0)\n",
            "Collecting semantic-version~=2.0 (from gradio==3.47.1)\n",
            "  Using cached semantic_version-2.10.0-py2.py3-none-any.whl (15 kB)\n",
            "Requirement already satisfied: typing-extensions~=4.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (4.5.0)\n",
            "Collecting uvicorn>=0.14.0 (from gradio==3.47.1)\n",
            "  Using cached uvicorn-0.24.0.post1-py3-none-any.whl (59 kB)\n",
            "Collecting websockets<12.0,>=10.0 (from gradio==3.47.1)\n",
            "  Using cached websockets-11.0.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (129 kB)\n",
            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from gradio-client==0.6.0->gradio==3.47.1) (2023.6.0)\n",
            "Requirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio==3.47.1) (0.4)\n",
            "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio==3.47.1) (4.19.2)\n",
            "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio==3.47.1) (0.12.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.14.0->gradio==3.47.1) (3.13.1)\n",
            "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.14.0->gradio==3.47.1) (4.66.1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (4.45.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (1.4.5)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (3.1.1)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas<3.0,>=1.0->gradio==3.47.1) (2023.3.post1)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (3.6)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (2023.11.17)\n",
            "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio==3.47.1) (8.1.7)\n",
            "Collecting h11>=0.8 (from uvicorn>=0.14.0->gradio==3.47.1)\n",
            "  Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: anyio<4.0.0,>=3.7.1 in /usr/local/lib/python3.10/dist-packages (from fastapi->gradio==3.47.1) (3.7.1)\n",
            "Collecting starlette<0.28.0,>=0.27.0 (from fastapi->gradio==3.47.1)\n",
            "  Downloading starlette-0.27.0-py3-none-any.whl (66 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.0/67.0 kB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting typing-extensions~=4.0 (from gradio==3.47.1)\n",
            "  Downloading typing_extensions-4.9.0-py3-none-any.whl (32 kB)\n",
            "Collecting httpcore==1.* (from httpx->gradio==3.47.1)\n",
            "  Downloading httpcore-1.0.2-py3-none-any.whl (76 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m76.9/76.9 kB\u001b[0m \u001b[31m12.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.47.1) (1.3.0)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<4.0.0,>=3.7.1->fastapi->gradio==3.47.1) (1.2.0)\n",
            "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (23.1.0)\n",
            "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (2023.11.2)\n",
            "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (0.31.1)\n",
            "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (0.13.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio==3.47.1) (1.16.0)\n",
            "Building wheels for collected packages: ffmpy\n",
            "  Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for ffmpy: filename=ffmpy-0.3.1-py3-none-any.whl size=5579 sha256=d939cd816ef0cf4d9f81690099d36deee435491145c65ef6de3f6b6763fdae89\n",
            "  Stored in directory: /root/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
            "Successfully built ffmpy\n",
            "Installing collected packages: pydub, ffmpy, websockets, typing-extensions, semantic-version, python-multipart, orjson, h11, aiofiles, uvicorn, starlette, httpcore, httpx, fastapi, gradio-client, gradio\n",
            "  Attempting uninstall: typing-extensions\n",
            "    Found existing installation: typing_extensions 4.5.0\n",
            "    Uninstalling typing_extensions-4.5.0:\n",
            "      Successfully uninstalled typing_extensions-4.5.0\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "lida 0.0.10 requires kaleido, which is not installed.\n",
            "tensorflow-probability 0.22.0 requires typing-extensions<4.6.0, but you have typing-extensions 4.9.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed aiofiles-23.2.1 fastapi-0.104.1 ffmpy-0.3.1 gradio-3.47.1 gradio-client-0.6.0 h11-0.14.0 httpcore-1.0.2 httpx-0.25.2 orjson-3.9.10 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 typing-extensions-4.9.0 uvicorn-0.24.0.post1 websockets-11.0.3\n"
          ]
        }
      ],
      "source": [
        "!pip install gradio==3.47.1"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install kaleido\n",
        "!pip install --upgrade tensorflow-probability\n"
      ],
      "metadata": {
        "id": "Im1nHzXq8fMF",
        "outputId": "1d569df1-1441-4448-932a-e6a50d178a38",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting kaleido\n",
            "  Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl (79.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.9/79.9 MB\u001b[0m \u001b[31m10.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: kaleido\n",
            "Successfully installed kaleido-0.2.1\n",
            "Requirement already satisfied: tensorflow-probability in /usr/local/lib/python3.10/dist-packages (0.22.0)\n",
            "Collecting tensorflow-probability\n",
            "  Downloading tensorflow_probability-0.23.0-py2.py3-none-any.whl (6.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.9/6.9 MB\u001b[0m \u001b[31m24.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: absl-py in /usr/local/lib/python3.10/dist-packages (from tensorflow-probability) (1.4.0)\n",
            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow-probability) (1.16.0)\n",
            "Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow-probability) (1.23.5)\n",
            "Requirement already satisfied: decorator in /usr/local/lib/python3.10/dist-packages (from tensorflow-probability) (4.4.2)\n",
            "Requirement already satisfied: cloudpickle>=1.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow-probability) (2.2.1)\n",
            "Requirement already satisfied: gast>=0.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow-probability) (0.5.4)\n",
            "Requirement already satisfied: dm-tree in /usr/local/lib/python3.10/dist-packages (from tensorflow-probability) (0.1.8)\n",
            "Installing collected packages: tensorflow-probability\n",
            "  Attempting uninstall: tensorflow-probability\n",
            "    Found existing installation: tensorflow-probability 0.22.0\n",
            "    Uninstalling tensorflow-probability-0.22.0:\n",
            "      Successfully uninstalled tensorflow-probability-0.22.0\n",
            "Successfully installed tensorflow-probability-0.23.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install gradio==3.47.1"
      ],
      "metadata": {
        "id": "SpGUx1Ag9pzL",
        "outputId": "cc9a2469-b51c-495a-bbf8-79ab30eb2a13",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: gradio==3.47.1 in /usr/local/lib/python3.10/dist-packages (3.47.1)\n",
            "Requirement already satisfied: aiofiles<24.0,>=22.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (23.2.1)\n",
            "Requirement already satisfied: altair<6.0,>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (4.2.2)\n",
            "Requirement already satisfied: fastapi in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.104.1)\n",
            "Requirement already satisfied: ffmpy in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.3.1)\n",
            "Requirement already satisfied: gradio-client==0.6.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.6.0)\n",
            "Requirement already satisfied: httpx in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.25.2)\n",
            "Requirement already satisfied: huggingface-hub>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.19.4)\n",
            "Requirement already satisfied: importlib-resources<7.0,>=1.3 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (6.1.1)\n",
            "Requirement already satisfied: jinja2<4.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (3.1.2)\n",
            "Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (2.1.3)\n",
            "Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (3.7.1)\n",
            "Requirement already satisfied: numpy~=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (1.23.5)\n",
            "Requirement already satisfied: orjson~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (3.9.10)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (23.2)\n",
            "Requirement already satisfied: pandas<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (1.5.3)\n",
            "Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (9.2.0)\n",
            "Requirement already satisfied: pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,<3.0.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (1.10.13)\n",
            "Requirement already satisfied: pydub in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.25.1)\n",
            "Requirement already satisfied: python-multipart in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.0.6)\n",
            "Requirement already satisfied: pyyaml<7.0,>=5.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (6.0.1)\n",
            "Requirement already satisfied: requests~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (2.31.0)\n",
            "Requirement already satisfied: semantic-version~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (2.10.0)\n",
            "Requirement already satisfied: typing-extensions~=4.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (4.9.0)\n",
            "Requirement already satisfied: uvicorn>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (0.24.0.post1)\n",
            "Requirement already satisfied: websockets<12.0,>=10.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.47.1) (11.0.3)\n",
            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from gradio-client==0.6.0->gradio==3.47.1) (2023.6.0)\n",
            "Requirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio==3.47.1) (0.4)\n",
            "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio==3.47.1) (4.19.2)\n",
            "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio==3.47.1) (0.12.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.14.0->gradio==3.47.1) (3.13.1)\n",
            "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.14.0->gradio==3.47.1) (4.66.1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (4.45.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (1.4.5)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (3.1.1)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio==3.47.1) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas<3.0,>=1.0->gradio==3.47.1) (2023.3.post1)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (3.6)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests~=2.0->gradio==3.47.1) (2023.11.17)\n",
            "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio==3.47.1) (8.1.7)\n",
            "Requirement already satisfied: h11>=0.8 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio==3.47.1) (0.14.0)\n",
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            "Requirement already satisfied: starlette<0.28.0,>=0.27.0 in /usr/local/lib/python3.10/dist-packages (from fastapi->gradio==3.47.1) (0.27.0)\n",
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            "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.47.1) (1.3.0)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<4.0.0,>=3.7.1->fastapi->gradio==3.47.1) (1.2.0)\n",
            "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (23.1.0)\n",
            "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (2023.11.2)\n",
            "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (0.31.1)\n",
            "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio==3.47.1) (0.13.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio==3.47.1) (1.16.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "wjn9E198AoZY",
        "outputId": "42e20748-a6bb-4d43-efb7-e242343b7d59"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/Segment-and-Track-Anything/app.py:481: GradioDeprecationWarning: 'scale' value should be an integer. Using 0.5 will cause issues.\n",
            "  with gr.Column(scale=0.5):\n",
            "/content/Segment-and-Track-Anything/app.py:485: GradioDeprecationWarning: The `style` method is deprecated. Please set these arguments in the constructor instead.\n",
            "  input_video = gr.Video(label='Input video').style(height=550)\n",
            "/content/Segment-and-Track-Anything/app.py:490: GradioDeprecationWarning: The `style` method is deprecated. Please set these arguments in the constructor instead.\n",
            "  input_img_seq = gr.File(label='Input Image-Seq').style(height=550)\n",
            "/content/Segment-and-Track-Anything/app.py:490: GradioDeprecationWarning: Unknown style parameter: height\n",
            "  input_img_seq = gr.File(label='Input Image-Seq').style(height=550)\n",
            "/content/Segment-and-Track-Anything/app.py:491: GradioDeprecationWarning: 'scale' value should be an integer. Using 0.25 will cause issues.\n",
            "  with gr.Column(scale=0.25):\n",
            "/content/Segment-and-Track-Anything/app.py:495: GradioDeprecationWarning: The `style` method is deprecated. Please set these arguments in the constructor instead.\n",
            "  input_first_frame = gr.Image(label='Segment result of first frame',interactive=True).style(height=550)\n",
            "/content/Segment-and-Track-Anything/app.py:553: GradioDeprecationWarning: 'scale' value should be an integer. Using 0.5 will cause issues.\n",
            "  with gr.Column(scale=0.5):\n",
            "/content/Segment-and-Track-Anything/app.py:557: GradioDeprecationWarning: 'scale' value should be an integer. Using 0.5 will cause issues.\n",
            "  with gr.Column(scale=0.5):\n",
            "/content/Segment-and-Track-Anything/app.py:563: GradioDeprecationWarning: 'scale' value should be an integer. Using 0.5 will cause issues.\n",
            "  with gr.Column(scale=0.5):\n",
            "/content/Segment-and-Track-Anything/app.py:622: GradioDeprecationWarning: 'scale' value should be an integer. Using 0.5 will cause issues.\n",
            "  with gr.Column(scale=0.5):\n",
            "/content/Segment-and-Track-Anything/app.py:631: GradioDeprecationWarning: The `style` method is deprecated. Please set these arguments in the constructor instead.\n",
            "  output_res = gr.Image(label='Segment result of all frames').style(height=550)\n",
            "/content/Segment-and-Track-Anything/app.py:641: GradioDeprecationWarning: The `style` method is deprecated. Please set these arguments in the constructor instead.\n",
            "  refine_res = gr.Image(label='Refine masks').style(height=550)\\\n",
            "/content/Segment-and-Track-Anything/app.py:1102: GradioDeprecationWarning: The `enable_queue` parameter has been deprecated. Please use the `.queue()` method instead.\n",
            "  app.launch(debug=True, enable_queue=True, share=True)\n",
            "Running on local URL:  http://127.0.0.1:7860\n",
            "Running on public URL: https://27705e14645ea8e580.gradio.live\n",
            "\n",
            "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
          ]
        }
      ],
      "source": [
        "!python app.py"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}