SAMTrack_20231211_success_V2.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_V2.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": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s-TNGxYe9bps",
        "outputId": "1748a6a7-7ee7-47c8-a3dd-5063dd490450"
      },
      "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% (50/50), done.\u001b[K\n",
            "remote: Total 656 (delta 153), reused 137 (delta 132), pack-reused 474\u001b[K\n",
            "Receiving objects: 100% (656/656), 230.30 MiB | 36.52 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": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3Fa7OmWw-o39",
        "outputId": "56ebc224-808a-4182-95a9-1b98bee4ae09"
      },
      "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",
            "  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",
            "  Cloning https://github.com/IDEA-Research/GroundingDINO.git (to revision main) to ./src/groundingdino\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/IDEA-Research/GroundingDINO.git /content/Segment-and-Track-Anything/src/groundingdino\n",
            "  Resolved https://github.com/IDEA-Research/GroundingDINO.git to commit 16e6b4bfcf6ed3a6f0ef2bc5752d716657a6b9fe\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25hCollecting timm (from GroundingDINO)\n",
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            "Installing collected packages: addict, yapf, supervision, timm, GroundingDINO\n",
            "  Running setup.py develop for GroundingDINO\n",
            "Successfully installed GroundingDINO-0.1.0 addict-2.4.0 supervision-0.6.0 timm-0.9.12 yapf-0.40.2\n",
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            "  Attempting uninstall: Pillow\n",
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            "  \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",
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            "\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",
            "Cloning into 'Pytorch-Correlation-extension'...\n",
            "remote: Enumerating objects: 212, done.\u001b[K\n",
            "remote: Counting objects: 100% (74/74), done.\u001b[K\n",
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            "Resolving deltas: 100% (129/129), done.\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",
            "creating Correlation_Module/spatial_correlation_sampler.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",
            "writing manifest file 'Correlation_Module/spatial_correlation_sampler.egg-info/SOURCES.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",
            "creating build\n",
            "creating build/lib.linux-x86_64-cpython-310\n",
            "creating build/lib.linux-x86_64-cpython-310/spatial_correlation_sampler\n",
            "copying Correlation_Module/spatial_correlation_sampler/spatial_correlation_sampler.py -> build/lib.linux-x86_64-cpython-310/spatial_correlation_sampler\n",
            "copying Correlation_Module/spatial_correlation_sampler/__init__.py -> build/lib.linux-x86_64-cpython-310/spatial_correlation_sampler\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",
            "building 'spatial_correlation_sampler_backend' extension\n",
            "creating build/temp.linux-x86_64-cpython-310\n",
            "creating build/temp.linux-x86_64-cpython-310/Correlation_Module\n",
            "x86_64-linux-gnu-gcc -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DUSE_CUDA -I/usr/local/lib/python3.10/dist-packages/torch/include -I/usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.10/dist-packages/torch/include/TH -I/usr/local/lib/python3.10/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.10 -c Correlation_Module/correlation.cpp -o build/temp.linux-x86_64-cpython-310/Correlation_Module/correlation.o -std=c++17 -fopenmp -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1011\\\" -DTORCH_EXTENSION_NAME=spatial_correlation_sampler_backend -D_GLIBCXX_USE_CXX11_ABI=0\n",
            "/usr/local/cuda/bin/nvcc -DUSE_CUDA -I/usr/local/lib/python3.10/dist-packages/torch/include -I/usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.10/dist-packages/torch/include/TH -I/usr/local/lib/python3.10/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.10 -c Correlation_Module/correlation_cuda_kernel.cu -o build/temp.linux-x86_64-cpython-310/Correlation_Module/correlation_cuda_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1011\\\" -DTORCH_EXTENSION_NAME=spatial_correlation_sampler_backend -D_GLIBCXX_USE_CXX11_ABI=0 -gencode=arch=compute_75,code=compute_75 -gencode=arch=compute_75,code=sm_75 -std=c++17\n",
            "x86_64-linux-gnu-gcc -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DUSE_CUDA -I/usr/local/lib/python3.10/dist-packages/torch/include -I/usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.10/dist-packages/torch/include/TH -I/usr/local/lib/python3.10/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.10 -c Correlation_Module/correlation_sampler.cpp -o build/temp.linux-x86_64-cpython-310/Correlation_Module/correlation_sampler.o -std=c++17 -fopenmp -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1011\\\" -DTORCH_EXTENSION_NAME=spatial_correlation_sampler_backend -D_GLIBCXX_USE_CXX11_ABI=0\n",
            "x86_64-linux-gnu-g++ -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -g -fwrapv -O2 build/temp.linux-x86_64-cpython-310/Correlation_Module/correlation.o build/temp.linux-x86_64-cpython-310/Correlation_Module/correlation_cuda_kernel.o build/temp.linux-x86_64-cpython-310/Correlation_Module/correlation_sampler.o -L/usr/local/lib/python3.10/dist-packages/torch/lib -L/usr/local/cuda/lib64 -L/usr/lib/x86_64-linux-gnu -lc10 -ltorch -ltorch_cpu -ltorch_python -lcudart -lc10_cuda -ltorch_cuda -o build/lib.linux-x86_64-cpython-310/spatial_correlation_sampler_backend.cpython-310-x86_64-linux-gnu.so -lgomp\n",
            "creating build/bdist.linux-x86_64\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\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",
            "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",
            "Adding spatial-correlation-sampler 0.4.0 to easy-install.pth file\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": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NUDuV-EnHDwI",
        "outputId": "1536cae6-c3e0-4982-f372-1f75fb7f5b0b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/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 [00:06<00:00, 35.3MB/s]\n",
            "--2023-12-11 10:01:16--  https://dl.fbaipublicfiles.com/segment_anything/sam_vit_b_01ec64.pth\n",
            "Resolving dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)... 13.226.210.111, 13.226.210.25, 13.226.210.15, ...\n",
            "Connecting to dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)|13.226.210.111|: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’\n",
            "\n",
            "sam_vit_b_01ec64.pt 100%[===================>] 357.67M   160MB/s    in 2.2s    \n",
            "\n",
            "2023-12-11 10:01:19 (160 MB/s) - ‘./ckpt/sam_vit_b_01ec64.pth’ saved [375042383/375042383]\n",
            "\n",
            "--2023-12-11 10:01:19--  https://huggingface.co/ShilongLiu/GroundingDINO/resolve/main/groundingdino_swint_ogc.pth\n",
            "Resolving huggingface.co (huggingface.co)... 18.164.174.118, 18.164.174.23, 18.164.174.17, ...\n",
            "Connecting to huggingface.co (huggingface.co)|18.164.174.118|: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=1702543891&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMjU0Mzg5MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy83NC8xMi83NDEyZmRjZDhiMjZjYWExYzQ3OTE5YzUzZmFmZWIyNWRiMjc5OTA3YzUxYzE1ZDkyM2Q4NTI2YTg3NGRkNjUxLzNiM2NhMjU2M2M3N2M2OWY2NTFkN2JkMTMzZTk3MTM5YzE4NmRmMDYyMzExNTdhNjRjNTA3MDk5YzUyYmM3OTk%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=EX0W8Byq6E5Uvd21dJT9mx0ORzlcPWEortmglZXELp5JSIQAD0bv3qATk69I-5CC%7Ef2VZiJxWhBUA-dl%7EfseGCyg6RrenXGuDqywvxrObxrx76W1lyCYgyBcQHhCIH53N3EzpfFrgFCaKOX8WH9e6f-ykqPFoi0ktDgaW8nWUKD2ofYewi0MxnrHNicVWSpB07udMKT%7EQiSC88unUXQ-Cjkzjx2hNWzRizsf32x-edeDy2n0GlvD8G2CvsyhLPLTfvyhdqi5xmyR0oCBE1Au3VNzTAdfwjfnO-qcZcJRi9gidExVbVFgGcrOpwhGgiEBQLYfyS3HpFhr3jD7Z-txDg__&Key-Pair-Id=KVTP0A1DKRTAX [following]\n",
            "--2023-12-11 10:01:19--  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=1702543891&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMjU0Mzg5MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy83NC8xMi83NDEyZmRjZDhiMjZjYWExYzQ3OTE5YzUzZmFmZWIyNWRiMjc5OTA3YzUxYzE1ZDkyM2Q4NTI2YTg3NGRkNjUxLzNiM2NhMjU2M2M3N2M2OWY2NTFkN2JkMTMzZTk3MTM5YzE4NmRmMDYyMzExNTdhNjRjNTA3MDk5YzUyYmM3OTk%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=EX0W8Byq6E5Uvd21dJT9mx0ORzlcPWEortmglZXELp5JSIQAD0bv3qATk69I-5CC%7Ef2VZiJxWhBUA-dl%7EfseGCyg6RrenXGuDqywvxrObxrx76W1lyCYgyBcQHhCIH53N3EzpfFrgFCaKOX8WH9e6f-ykqPFoi0ktDgaW8nWUKD2ofYewi0MxnrHNicVWSpB07udMKT%7EQiSC88unUXQ-Cjkzjx2hNWzRizsf32x-edeDy2n0GlvD8G2CvsyhLPLTfvyhdqi5xmyR0oCBE1Au3VNzTAdfwjfnO-qcZcJRi9gidExVbVFgGcrOpwhGgiEBQLYfyS3HpFhr3jD7Z-txDg__&Key-Pair-Id=KVTP0A1DKRTAX\n",
            "Resolving cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)... 3.163.125.111, 3.163.125.41, 3.163.125.12, ...\n",
            "Connecting to cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)|3.163.125.111|: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’\n",
            "\n",
            "groundingdino_swint 100%[===================>] 661.85M   156MB/s    in 5.5s    \n",
            "\n",
            "2023-12-11 10:01:24 (119 MB/s) - ‘./ckpt/groundingdino_swint_ogc.pth’ 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",
      "source": [
        "!pip install kaleido\n",
        "!pip install --upgrade tensorflow-probability\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Im1nHzXq8fMF",
        "outputId": "c3c58d04-2572-4690-f898-768f00cdb4f7"
      },
      "execution_count": 4,
      "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[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: kaleido\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 fastapi, which is not installed.\n",
            "lida 0.0.10 requires python-multipart, which is not installed.\n",
            "lida 0.0.10 requires uvicorn, which is not installed.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully 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[31m21.9 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": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SpGUx1Ag9pzL",
        "outputId": "c89ba893-9cae-42c0-e269-aa70a454cb0c"
      },
      "execution_count": 5,
      "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[31m84.5 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[31m28.8 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",
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            "Building wheels for collected packages: ffmpy\n",
            "  Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "  Attempting uninstall: typing-extensions\n",
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            "      Successfully uninstalled typing_extensions-4.5.0\n",
            "Successfully 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"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wjn9E198AoZY",
        "outputId": "2b6bec80-7162-48e9-dd49-a303a7e0403a"
      },
      "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://03627680e51882d72f.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",
            "get meta information of input video\n",
            "/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3526.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "final text_encoder_type: bert-base-uncased\n",
            "tokenizer_config.json: 100% 28.0/28.0 [00:00<00:00, 132kB/s]\n",
            "config.json: 100% 570/570 [00:00<00:00, 2.97MB/s]\n",
            "vocab.txt: 100% 232k/232k [00:00<00:00, 3.40MB/s]\n",
            "tokenizer.json: 100% 466k/466k [00:00<00:00, 3.44MB/s]\n",
            "model.safetensors: 100% 440M/440M [00:01<00:00, 252MB/s]\n",
            "Model loaded from ./ckpt/groundingdino_swint_ogc.pth \n",
            " => _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight', 'bert.embeddings.position_ids'])\n",
            "SegTracker has been initialized\n",
            "Detect\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/modeling_utils.py:907: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:429: UserWarning: torch.utils.checkpoint: please pass in use_reentrant=True or use_reentrant=False explicitly. The default value of use_reentrant will be updated to be False in the future. To maintain current behavior, pass use_reentrant=True. It is recommended that you use use_reentrant=False. Refer to docs for more details on the differences between the two variants.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:61: UserWarning: None of the inputs have requires_grad=True. Gradients will be None\n",
            "  warnings.warn(\n",
            "2023-12-11 10:04:00.036553: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
            "2023-12-11 10:04:00.036619: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
            "2023-12-11 10:04:00.036666: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
            "2023-12-11 10:04:01.144422: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "Start tracking !\n",
            "processed frame 195, obj_num 17\n",
            "finished\n",
            "frame 195 writed\n",
            "/content/Segment-and-Track-Anything/tracking_results/1384620913/1384620913_seg.mp4 saved\n",
            "\n",
            "finished\n",
            "/content/Segment-and-Track-Anything/tracking_results/1384620913/1384620913_seg.gif saved\n",
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            "  adding: content/Segment-and-Track-Anything/tracking_results/1384620913/1384620913_masks/00172.png (deflated 5%)\n",
            "get meta information of input video\n",
            "Detect\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/gradio/queueing.py\", line 406, in call_prediction\n",
            "    output = await route_utils.call_process_api(\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/gradio/route_utils.py\", line 226, in call_process_api\n",
            "    output = await app.get_blocks().process_api(\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1554, in process_api\n",
            "    result = await self.call_function(\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1192, in call_function\n",
            "    prediction = await anyio.to_thread.run_sync(\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/anyio/to_thread.py\", line 33, in run_sync\n",
            "    return await get_asynclib().run_sync_in_worker_thread(\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 877, in run_sync_in_worker_thread\n",
            "    return await future\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/anyio/_backends/_asyncio.py\", line 807, in run\n",
            "    result = context.run(func, *args)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/gradio/utils.py\", line 659, in wrapper\n",
            "    response = f(*args, **kwargs)\n",
            "  File \"/content/Segment-and-Track-Anything/app.py\", line 285, in gd_detect\n",
            "    predicted_mask, annotated_frame= Seg_Tracker.detect_and_seg(origin_frame, grounding_caption, box_threshold, text_threshold)\n",
            "  File \"/content/Segment-and-Track-Anything/SegTracker.py\", line 236, in detect_and_seg\n",
            "    interactive_mask = self.sam.segment_with_box(origin_frame, bbox, reset_image)[0]\n",
            "  File \"/content/Segment-and-Track-Anything/tool/segmentor.py\", line 79, in segment_with_box\n",
            "    masks, scores, logits = self.interactive_predictor.predict(\n",
            "  File \"/content/Segment-and-Track-Anything/sam/segment_anything/predictor.py\", line 134, in predict\n",
            "    raise RuntimeError(\"An image must be set with .set_image(...) before mask prediction.\")\n",
            "RuntimeError: An image must be set with .set_image(...) before mask prediction.\n",
            "final text_encoder_type: bert-base-uncased\n",
            "Model loaded from ./ckpt/groundingdino_swint_ogc.pth \n",
            " => _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight', 'bert.embeddings.position_ids'])\n",
            "SegTracker has been initialized\n",
            "final text_encoder_type: bert-base-uncased\n",
            "Model loaded from ./ckpt/groundingdino_swint_ogc.pth \n",
            " => _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight', 'bert.embeddings.position_ids'])\n",
            "SegTracker has been initialized\n",
            "Click\n",
            "final text_encoder_type: bert-base-uncased\n",
            "Model loaded from ./ckpt/groundingdino_swint_ogc.pth \n",
            " => _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight', 'bert.embeddings.position_ids'])\n",
            "SegTracker has been initialized\n",
            "Detect\n",
            "Start tracking !\n",
            "processed frame 132, obj_num 82\n",
            "finished\n",
            "frame 132 writed\n",
            "/content/Segment-and-Track-Anything/tracking_results/1704936041/1704936041_seg.mp4 saved\n",
            "\n",
            "finished\n",
            "/content/Segment-and-Track-Anything/tracking_results/1704936041/1704936041_seg.gif saved\n",
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            "get meta information of input video\n",
            "final text_encoder_type: bert-base-uncased\n",
            "Model loaded from ./ckpt/groundingdino_swint_ogc.pth \n",
            " => _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight', 'bert.embeddings.position_ids'])\n",
            "SegTracker has been initialized\n",
            "final text_encoder_type: bert-base-uncased\n",
            "Model loaded from ./ckpt/groundingdino_swint_ogc.pth \n",
            " => _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight', 'bert.embeddings.position_ids'])\n",
            "SegTracker has been initialized\n",
            "Click\n",
            "final text_encoder_type: bert-base-uncased\n",
            "Model loaded from ./ckpt/groundingdino_swint_ogc.pth \n",
            " => _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight', 'bert.embeddings.position_ids'])\n",
            "SegTracker has been initialized\n",
            "Detect\n",
            "Start tracking !\n",
            "processed frame 171, obj_num 5\n",
            "finished\n",
            "frame 171 writed\n",
            "/content/Segment-and-Track-Anything/tracking_results/1217778986/1217778986_seg.mp4 saved\n",
            "\n",
            "finished\n",
            "/content/Segment-and-Track-Anything/tracking_results/1217778986/1217778986_seg.gif saved\n",
            "  adding: content/Segment-and-Track-Anything/tracking_results/1217778986/1217778986_masks/ (stored 0%)\n",
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          ]
        }
      ],
      "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
}