lang_segment_anything.ipynb

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        "<a href=\"https://colab.research.google.com/github/Mandalorian007/AutoSmelt/blob/master/lang_segment_anything.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
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            "Installing collected packages: mpmath, typing-extensions, sympy, pillow, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, networkx, MarkupSafe, fsspec, filelock, triton, nvidia-cusparse-cu12, nvidia-cudnn-cu12, jinja2, nvidia-cusolver-cu12, torch, torchvision\n",
            "Successfully installed MarkupSafe-3.0.2 filelock-3.16.1 fsspec-2024.12.0 jinja2-3.1.4 mpmath-1.3.0 networkx-3.4.2 numpy-2.2.0 nvidia-cublas-cu12-12.4.2.65 nvidia-cuda-cupti-cu12-12.4.99 nvidia-cuda-nvrtc-cu12-12.4.99 nvidia-cuda-runtime-cu12-12.4.99 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.2.0.44 nvidia-curand-cu12-10.3.5.119 nvidia-cusolver-cu12-11.6.0.99 nvidia-cusparse-cu12-12.3.0.142 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.4.99 nvidia-nvtx-cu12-12.4.99 pillow-11.0.0 sympy-1.13.3 torch-2.4.1+cu124 torchvision-0.19.1+cu124 triton-3.0.0 typing-extensions-4.12.2\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "PIL"
                ]
              },
              "id": "bb5843b4a3e64e18b248512e76812904"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Obtaining file:///content/lang-segment-anything\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Checking if build backend supports build_editable ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build editable ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing editable metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting sam-2@ git+https://github.com/facebookresearch/segment-anything-2@c2ec8e14a185632b0a5d8b161928ceb50197eddc (from lang-sam==0.2.1)\n",
            "  Cloning https://github.com/facebookresearch/segment-anything-2 (to revision c2ec8e14a185632b0a5d8b161928ceb50197eddc) to /tmp/pip-install-9ydn6njl/sam-2_8d57941ccd164d95a02cec3c5ada7f3c\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/facebookresearch/segment-anything-2 /tmp/pip-install-9ydn6njl/sam-2_8d57941ccd164d95a02cec3c5ada7f3c\n",
            "  Running command git rev-parse -q --verify 'sha^c2ec8e14a185632b0a5d8b161928ceb50197eddc'\n",
            "  Running command git fetch -q https://github.com/facebookresearch/segment-anything-2 c2ec8e14a185632b0a5d8b161928ceb50197eddc\n",
            "  Running command git checkout -q c2ec8e14a185632b0a5d8b161928ceb50197eddc\n",
            "  Resolved https://github.com/facebookresearch/segment-anything-2 to commit c2ec8e14a185632b0a5d8b161928ceb50197eddc\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting gradio==5.0.2 (from lang-sam==0.2.1)\n",
            "  Downloading gradio-5.0.2-py3-none-any.whl.metadata (15 kB)\n",
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            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m68.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading mdurl-0.1.2-py3-none-any.whl (10.0 kB)\n",
            "Building wheels for collected packages: lang-sam, sam-2, antlr4-python3-runtime, iopath\n",
            "  Building editable for lang-sam (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for lang-sam: filename=lang_sam-0.2.1-0.editable-py3-none-any.whl size=8086 sha256=e81875300964fa98778ff68f0fcd6d58668810b3a64f263b700156b2ed3c370d\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-mrwfaowy/wheels/18/3e/99/70b21d3ac9edb0b9d5da33f25599ff220978fc1881e99d1c25\n",
            "  Building wheel for sam-2 (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sam-2: filename=SAM_2-1.0-cp311-cp311-linux_x86_64.whl size=169412 sha256=1223142cae9f4693f3dfd5d6687490d02db4957b4c2cd0b490b5b6afdaddf847\n",
            "  Stored in directory: /root/.cache/pip/wheels/ba/41/45/9c0e0909a340e067d1c31f950a7ff2a5ae24400126e59e170d\n",
            "  Building wheel for antlr4-python3-runtime (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for antlr4-python3-runtime: filename=antlr4_python3_runtime-4.9.3-py3-none-any.whl size=144554 sha256=79b3d614c736487915f3fafe32e76e49a1b312e1d5a71784a87f95abf9a309be\n",
            "  Stored in directory: /root/.cache/pip/wheels/1a/97/32/461f837398029ad76911109f07047fde1d7b661a147c7c56d1\n",
            "  Building wheel for iopath (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for iopath: filename=iopath-0.1.10-py3-none-any.whl size=31531 sha256=d391c4e45eaa90f73385c253ebc531a9e6bd5035e2245487729d24d6d5c50931\n",
            "  Stored in directory: /root/.cache/pip/wheels/ba/5e/16/6117f8fe7e9c0c161a795e10d94645ebcf301ccbd01f66d8ec\n",
            "Successfully built lang-sam sam-2 antlr4-python3-runtime iopath\n",
            "Installing collected packages: pytz, pydub, antlr4-python3-runtime, websockets, uvloop, urllib3, tzdata, tqdm, tomlkit, sniffio, shellingham, semantic-version, scipy, safetensors, ruff, regex, pyyaml, python-multipart, python-dotenv, python-dateutil, pygments, pydantic-core, portalocker, pillow, packaging, orjson, opencv-python-headless, mdurl, markupsafe, kiwisolver, idna, httptools, h11, fonttools, ffmpy, defusedxml, cycler, contourpy, click, charset-normalizer, certifi, annotated-types, aiofiles, uvicorn, requests, pydantic, pandas, omegaconf, matplotlib, markdown-it-py, iopath, httpcore, anyio, watchfiles, supervision, starlette, rich, hydra-core, huggingface-hub, httpx, typer, tokenizers, gradio-client, fastapi, transformers, sam-2, litserve, gradio, lang-sam\n",
            "  Attempting uninstall: pillow\n",
            "    Found existing installation: pillow 11.0.0\n",
            "    Uninstalling pillow-11.0.0:\n",
            "      Successfully uninstalled pillow-11.0.0\n",
            "  Attempting uninstall: markupsafe\n",
            "    Found existing installation: MarkupSafe 3.0.2\n",
            "    Uninstalling MarkupSafe-3.0.2:\n",
            "      Successfully uninstalled MarkupSafe-3.0.2\n",
            "Successfully installed aiofiles-23.2.1 annotated-types-0.7.0 antlr4-python3-runtime-4.9.3 anyio-4.7.0 certifi-2024.12.14 charset-normalizer-3.4.0 click-8.1.7 contourpy-1.3.1 cycler-0.12.1 defusedxml-0.7.1 fastapi-0.115.6 ffmpy-0.5.0 fonttools-4.55.3 gradio-5.0.2 gradio-client-1.4.0 h11-0.14.0 httpcore-1.0.7 httptools-0.6.4 httpx-0.28.1 huggingface-hub-0.27.0 hydra-core-1.3.2 idna-3.10 iopath-0.1.10 kiwisolver-1.4.7 lang-sam-0.2.1 litserve-0.2.3 markdown-it-py-3.0.0 markupsafe-2.1.5 matplotlib-3.10.0 mdurl-0.1.2 omegaconf-2.3.0 opencv-python-headless-4.10.0.84 orjson-3.10.12 packaging-24.2 pandas-2.2.3 pillow-10.4.0 portalocker-3.0.0 pydantic-2.9.2 pydantic-core-2.23.4 pydub-0.25.1 pygments-2.18.0 python-dateutil-2.9.0.post0 python-dotenv-1.0.1 python-multipart-0.0.20 pytz-2024.2 pyyaml-6.0.2 regex-2024.11.6 requests-2.32.3 rich-13.9.4 ruff-0.8.4 safetensors-0.4.5 sam-2-1.0 scipy-1.14.1 semantic-version-2.10.0 shellingham-1.5.4 sniffio-1.3.1 starlette-0.41.3 supervision-0.23.0 tokenizers-0.19.1 tomlkit-0.12.0 tqdm-4.67.1 transformers-4.44.2 typer-0.15.1 tzdata-2024.2 urllib3-2.2.3 uvicorn-0.34.0 uvloop-0.20.0 watchfiles-1.0.3 websockets-12.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "certifi",
                  "cycler",
                  "defusedxml",
                  "kiwisolver"
                ]
              },
              "id": "5fa928eb050f4d858645c5f73d5d50c7"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Update to python 3.11\n",
        "!sudo apt-get update -y\n",
        "!sudo apt-get install python3.11 -y\n",
        "!sudo update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.11 1\n",
        "!python --version\n",
        "\n",
        "# Install pip for Python 3.11\n",
        "!sudo apt-get install -y python3.11-distutils\n",
        "!wget https://bootstrap.pypa.io/get-pip.py\n",
        "!python3.11 get-pip.py\n",
        "!pip --version\n",
        "\n",
        "# Get Lang Segment Anything project\n",
        "!git clone https://github.com/luca-medeiros/lang-segment-anything.git\n",
        "\n",
        "# Install dependenies\n",
        "!pip install torch==2.4.1 torchvision==0.19.1 --extra-index-url https://download.pytorch.org/whl/cu124\n",
        "!pip install -e lang-segment-anything"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Install and authenticate ngrok\n",
        "!pip install pyngrok\n",
        "\n",
        "# Fix weird dependency stuff\n",
        "import sys\n",
        "sys.path.append('/usr/local/lib/python3.11/dist-packages')\n",
        "\n",
        "# Set your ngrok auth token\n",
        "from pyngrok import ngrok\n",
        "ngrok.set_auth_token(\"TOKEN GOES HERE: https://dashboard.ngrok.com/get-started/your-authtoken\")\n",
        "\n",
        "# Expose localhost on port 8000\n",
        "public_url = ngrok.connect(8000)\n",
        "print(\"Public URL:\", public_url)\n",
        "\n",
        "# Start the Lang Segment Anything project\n",
        "!python lang-segment-anything/app.py"
      ],
      "metadata": {
        "id": "_YE2e8Fiefjs",
        "outputId": "7a9708a4-dfdf-4bce-9054-b6ccc230ebaf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pyngrok in /usr/local/lib/python3.11/dist-packages (7.2.2)\n",
            "Requirement already satisfied: PyYAML>=5.1 in /usr/local/lib/python3.11/dist-packages (from pyngrok) (6.0.2)\n",
            "Public URL: NgrokTunnel: \"https://d2a9-35-198-239-47.ngrok-free.app\" -> \"http://localhost:8000\"\n",
            "/usr/local/lib/python3.11/dist-packages/sam2/modeling/sam/transformer.py:23: UserWarning: Flash Attention is disabled as it requires a GPU with Ampere (8.0) CUDA capability.\n",
            "  OLD_GPU, USE_FLASH_ATTN, MATH_KERNEL_ON = get_sdpa_settings()\n",
            "Starting LitServe and Gradio server on port 8000...\n",
            "File '/usr/local/lib/python3.11/dist-packages/litserve/python_client.py' copied to '/content/client.py'\n",
            "\u001b[32mINFO\u001b[0m:     Uvicorn running on \u001b[1mhttp://0.0.0.0:8000\u001b[0m (Press CTRL+C to quit)\n",
            "Swagger UI is available at http://0.0.0.0:8000/docs\n",
            "\u001b[32mINFO\u001b[0m:     Started server process [\u001b[36m3645\u001b[0m]\n",
            "\u001b[32mINFO\u001b[0m:     Waiting for application startup.\n",
            "\u001b[32mINFO\u001b[0m:     Application startup complete.\n",
            "/usr/local/lib/python3.11/dist-packages/sam2/modeling/sam/transformer.py:23: UserWarning: Flash Attention is disabled as it requires a GPU with Ampere (8.0) CUDA capability.\n",
            "  OLD_GPU, USE_FLASH_ATTN, MATH_KERNEL_ON = get_sdpa_settings()\n",
            "Downloading: \"https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_small.pt\" to /root/.cache/torch/hub/checkpoints/sam2.1_hiera_small.pt\n",
            "100% 176M/176M [00:00<00:00, 282MB/s]\n",
            "preprocessor_config.json: 100% 457/457 [00:00<00:00, 2.62MB/s]\n",
            "tokenizer_config.json: 100% 1.24k/1.24k [00:00<00:00, 8.17MB/s]\n",
            "vocab.txt: 100% 232k/232k [00:00<00:00, 536kB/s]\n",
            "tokenizer.json: 100% 711k/711k [00:00<00:00, 821kB/s]\n",
            "special_tokens_map.json: 100% 125/125 [00:00<00:00, 815kB/s]\n",
            "config.json: 100% 1.74k/1.74k [00:00<00:00, 11.9MB/s]\n",
            "model.safetensors: 100% 933M/933M [00:04<00:00, 223MB/s]\n",
            "LangSAM model initialized.\n",
            "Setup complete for worker 0.\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /favicon.ico HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /docs HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /openapi.json HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET / HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio HTTP/1.1\u001b[0m\" \u001b[33m307 Temporary Redirect\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/ HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/index-3-wc_Oq1.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/index-CV_KrE_S.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/svelte/svelte.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-C0Oyz0Nh.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/IconButtonWrapper.svelte_svelte_type_style_lang-DtmdC81T.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Embed-SsiDe9Zs.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/index-XuthXvBX.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example.svelte_svelte_type_style_lang-BRoTYyHT.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/prism-python-zM9BraFR.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/IconButtonWrapper-Cj1eODF9.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Clear-By3xiIwg.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-CPwuNsM9.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/DownloadLink-CqD3Uu0l.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/IconButton-C1zqq-lG.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-BJ_RfjVB.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/context-TgWPFwN2.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /assets/index-CV_KrE_S.css HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /theme.css?v=61344b8e342b4fe50dcfdc0e97cb591e9540b54e9f6cda3c5f4d77f2a8e14d5a HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Blocks-DYE6IWcc.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/utils-BiWkKWez.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Toast-DWB249Ph.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/index-DsT4pf1v.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Blocks-yLdzXwzS.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Button-l4QZ99St.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Block-DaFZxmCe.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Button-BpHoOPp9.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-JGTjbzqp.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-BrduCpJE.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/BlockTitle-DKZPgv8-.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-BGB95BqN.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Info-CHF3lW4t.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-D7K5RtQ2.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/DropdownArrow-BZ9GbBqs.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/___vite-browser-external_commonjs-proxy-KAdHDJaO.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/__vite-browser-external-D7Ct-6yo.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-DE1Sah7F.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-12OnbRhk.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-DE_P4X-N.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-CUwox43B.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/MarkdownCode-BOLlelWu.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-Cjdtfr90.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-CWxB-qJp.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Download-DVtk-Jv3.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Minimize-X5PPawdt.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/ImagePreview-CC_I-54J.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-CFwOhIs5.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Upload-Cp8Go_XF.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Textbox-BrFshyNx.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/StreamingBar-DPxJxT2M.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Square-oAGqOwsh.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/UploadText-CZ1ibcLc.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Upload-TqyQQ5YY.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Copy-B6RcHnoK.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-VglOwCKK.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Image-Bsh8Umrh.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-C7XUkkid.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-Cj3ii62O.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-C3qoIv0q.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/BlockLabel-BZVM33rA.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/SelectSource-Du_vsOTd.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-Rn4RJOTr.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-CptIZeFZ.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-D3f6Hf9S.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Community-CC3ywblm.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/DownloadLink-CoHnReV-.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/IconButtonWrapper-BbEMl9lc.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/ImageUploader-DZ2NiQVk.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Textbox-DL4udWmV.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Check-DE3hxLbD.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Image-B8dFOee4.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/ImagePreview-Be53-Kwz.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-DikqVAPo.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/ImageUploader-C-a3Rtgj.css HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Index-8dZ2R7FO.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Send-DyoOovnk.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/ShareButton-DZ8WoP2n.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-DqJU7ngj.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Image-BRVH1yXn.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Upload-DSqC8eRy.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Empty-BNDtRLIn.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/utils-Gtzs_Zla.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/file-url-DgijyRSD.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio/assets/Example-DxdiEFS_.js HTTP/1.1\u001b[0m\" \u001b[32m200 OK\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio_api/file%3D/tmp/gradio/26253b1a1aec48fa4a03cbe6e39a7fc3714958ad60077726ab0b0e4211294b1c/fruits.jpg HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio_api/file%3D/tmp/gradio/fc47d4f9227a6ce42abda7c108b95fd4e9a9cdaca82d25fce253b99c07fa8ae8/car.jpeg HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio_api/file%3D/tmp/gradio/b7dd7a6c9c3fead36accbe0a84c12e4e3bc98590b75f83cada41b1ea3ce15d81/food.jpg HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mPOST /gradio_api/upload?upload_id=b0rqtyvp6ta HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "\u001b[32mINFO\u001b[0m:     74.102.100.244:0 - \"\u001b[1mGET /gradio_api/upload_progress?upload_id=b0rqtyvp6ta HTTP/1.1\u001b[0m\" \u001b[31m404 Not Found\u001b[0m\n",
            "Process SpawnProcess-2:\n",
            "Shutting down LitServe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.11/dist-packages/litserve/server.py\", line 451, in run\n",
            "    s.join()\n",
            "  File \"/usr/lib/python3.11/multiprocessing/process.py\", line 149, in join\n",
            "    res = self._popen.wait(timeout)\n",
            "          ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "  File \"/usr/lib/python3.11/multiprocessing/popen_fork.py\", line 43, in wait\n",
            "    return self.poll(os.WNOHANG if timeout == 0.0 else 0)\n",
            "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "  File \"/usr/lib/python3.11/multiprocessing/popen_fork.py\", line 27, in poll\n",
            "    pid, sts = os.waitpid(self.pid, flag)\n",
            "               ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "KeyboardInterrupt\n",
            "\n",
            "During handling of the above exception, another exception occurred:\n",
            "\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/lang-segment-anything/app.py\", line 98, in <module>\n",
            "    server.run(port=PORT)\n",
            "  File \"/usr/local/lib/python3.11/dist-packages/litserve/server.py\", line 456, in run\n",
            "    w.join()\n",
            "  File \"/usr/lib/python3.11/multiprocessing/process.py\", line 149, in join\n",
            "    res = self._popen.wait(timeout)\n",
            "          ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "  File \"/usr/lib/python3.11/multiprocessing/popen_fork.py\", line 43, in wait\n",
            "    return self.poll(os.WNOHANG if timeout == 0.0 else 0)\n",
            "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "  File \"/usr/lib/python3.11/multiprocessing/popen_fork.py\", line 27, in poll\n",
            "    pid, sts = os.waitpid(self.pid, flag)\n",
            "               ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "KeyboardInterrupt\n",
            "\u001b[32mINFO\u001b[0m:     Shutting down\n",
            "\u001b[32mINFO\u001b[0m:     Waiting for application shutdown.\n",
            "\u001b[32mINFO\u001b[0m:     Application shutdown complete.\n",
            "\u001b[32mINFO\u001b[0m:     Finished server process [\u001b[36m3645\u001b[0m]\n",
            "Process ForkProcess-3:\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/lib/python3.11/asyncio/runners.py\", line 118, in run\n",
            "    return self._loop.run_until_complete(task)\n",
            "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "  File \"uvloop/loop.pyx\", line 1517, in uvloop.loop.Loop.run_until_complete\n",
            "asyncio.exceptions.CancelledError\n",
            "\n",
            "During handling of the above exception, another exception occurred:\n",
            "\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/lib/python3.11/multiprocessing/process.py\", line 314, in _bootstrap\n",
            "    self.run()\n",
            "  File \"/usr/lib/python3.11/multiprocessing/process.py\", line 108, in run\n",
            "    self._target(*self._args, **self._kwargs)\n",
            "  File \"/usr/local/lib/python3.11/dist-packages/uvicorn/server.py\", line 66, in run\n",
            "    return asyncio.run(self.serve(sockets=sockets))\n",
            "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
            "  File \"/usr/lib/python3.11/asyncio/runners.py\", line 190, in run\n",
            "    return runner.run(main)\n",
            "           ^^^^^^^^^^^^^^^^\n",
            "  File \"/usr/lib/python3.11/asyncio/runners.py\", line 123, in run\n",
            "    raise KeyboardInterrupt()\n",
            "KeyboardInterrupt\n",
            "^C\n"
          ]
        }
      ]
    }
  ]
}