Stable_Diffusion_XL_Demo.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "R1Kus3q-Sl9a"
      },
      "source": [
        "# Stable Diffusion XL Web Demo on Colab\n",
        "Skip the queue free of charge (the free T4 GPU on Colab works, using high RAM and better GPUs make it more stable and faster)!\n",
        "\n",
        "**No application form needed as SD XL is publicly released! Just run this in Colab.**\n",
        "\n",
        "Remember to select a GPU in Colab runtime type.\n",
        "\n",
        "Of course you can download the notebook and run locally.\n",
        "\n",
        "Refiner is disabled by default due to a lack of system memory in the free tier of Colab. You can enable it by setting `ENABLE_REFINER=true`.\n",
        "\n",
        "Support this demo by giving the repo a star: https://github.com/TonyLianLong/stable-diffusion-xl-demo"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u9v9keo_Ob1u",
        "outputId": "b7d53f4b-4897-4ca0-af42-67698966a455"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path 'stable-diffusion-xl-demo' already exists and is not an empty directory.\n",
            "/content/stable-diffusion-xl-demo\n",
            "Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cu113\n",
            "Collecting git+https://github.com/huggingface/diffusers.git (from -r requirements.txt (line 12))\n",
            "  Cloning https://github.com/huggingface/diffusers.git to /tmp/pip-req-build-xt7zlc3s\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/diffusers.git /tmp/pip-req-build-xt7zlc3s\n",
            "  Resolved https://github.com/huggingface/diffusers.git to commit 93f1a14cab56364494ba8aba916f9cdf56f8e3b7\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",
            "Requirement already satisfied: torch==2.0.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 2)) (2.0.1)\n",
            "Requirement already satisfied: python-dotenv in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 3)) (1.0.0)\n",
            "Requirement already satisfied: accelerate in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 4)) (0.24.1)\n",
            "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 5)) (4.35.2)\n",
            "Requirement already satisfied: invisible-watermark in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 6)) (0.2.0)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 7)) (1.23.5)\n",
            "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 8)) (1.4.1)\n",
            "Requirement already satisfied: opencv-python>=4.1.0.25 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 9)) (4.8.0.76)\n",
            "Requirement already satisfied: safetensors in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 10)) (0.4.0)\n",
            "Requirement already satisfied: gradio==3.14.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 11)) (3.14.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (3.13.1)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (4.8.0)\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (1.12)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (3.2.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (3.1.2)\n",
            "Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (11.7.99)\n",
            "Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (11.7.99)\n",
            "Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (11.7.101)\n",
            "Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (8.5.0.96)\n",
            "Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (11.10.3.66)\n",
            "Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (10.9.0.58)\n",
            "Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (10.2.10.91)\n",
            "Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (11.4.0.1)\n",
            "Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (11.7.4.91)\n",
            "Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (2.14.3)\n",
            "Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (11.7.91)\n",
            "Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.0.1->-r requirements.txt (line 2)) (2.0.0)\n",
            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (3.8.6)\n",
            "Requirement already satisfied: altair in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (4.2.2)\n",
            "Requirement already satisfied: fastapi in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (0.104.1)\n",
            "Requirement already satisfied: ffmpy in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (0.3.1)\n",
            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (2023.6.0)\n",
            "Requirement already satisfied: httpx in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (0.25.1)\n",
            "Requirement already satisfied: markdown-it-py[linkify,plugins] in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (3.0.0)\n",
            "Requirement already satisfied: markupsafe in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (2.1.3)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (3.7.1)\n",
            "Requirement already satisfied: orjson in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (3.9.10)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (1.5.3)\n",
            "Requirement already satisfied: pillow in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (9.4.0)\n",
            "Requirement already satisfied: pycryptodome in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (3.19.0)\n",
            "Requirement already satisfied: pydantic in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (1.10.13)\n",
            "Requirement already satisfied: pydub in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (0.25.1)\n",
            "Requirement already satisfied: python-multipart in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (0.0.6)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (6.0.1)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (2.31.0)\n",
            "Requirement already satisfied: uvicorn in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (0.24.0.post1)\n",
            "Requirement already satisfied: websockets>=10.0 in /usr/local/lib/python3.10/dist-packages (from gradio==3.14.0->-r requirements.txt (line 11)) (12.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1->-r requirements.txt (line 2)) (67.7.2)\n",
            "Requirement already satisfied: wheel in /usr/local/lib/python3.10/dist-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1->-r requirements.txt (line 2)) (0.41.3)\n",
            "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch==2.0.1->-r requirements.txt (line 2)) (3.27.7)\n",
            "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch==2.0.1->-r requirements.txt (line 2)) (17.0.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate->-r requirements.txt (line 4)) (23.2)\n",
            "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate->-r requirements.txt (line 4)) (5.9.5)\n",
            "Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.10/dist-packages (from accelerate->-r requirements.txt (line 4)) (0.19.4)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 5)) (2023.6.3)\n",
            "Requirement already satisfied: tokenizers<0.19,>=0.14 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 5)) (0.15.0)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers->-r requirements.txt (line 5)) (4.66.1)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.10/dist-packages (from diffusers==0.24.0.dev0->-r requirements.txt (line 12)) (6.8.0)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.14.0->-r requirements.txt (line 11)) (23.1.0)\n",
            "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.14.0->-r requirements.txt (line 11)) (3.3.2)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.14.0->-r requirements.txt (line 11)) (6.0.4)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.14.0->-r requirements.txt (line 11)) (4.0.3)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.14.0->-r requirements.txt (line 11)) (1.9.2)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.14.0->-r requirements.txt (line 11)) (1.4.0)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.14.0->-r requirements.txt (line 11)) (1.3.1)\n",
            "Requirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair->gradio==3.14.0->-r requirements.txt (line 11)) (0.4)\n",
            "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.10/dist-packages (from altair->gradio==3.14.0->-r requirements.txt (line 11)) (4.19.2)\n",
            "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair->gradio==3.14.0->-r requirements.txt (line 11)) (0.12.0)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->gradio==3.14.0->-r requirements.txt (line 11)) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->gradio==3.14.0->-r requirements.txt (line 11)) (2023.3.post1)\n",
            "Requirement already satisfied: anyio<4.0.0,>=3.7.1 in /usr/local/lib/python3.10/dist-packages (from fastapi->gradio==3.14.0->-r requirements.txt (line 11)) (3.7.1)\n",
            "Requirement already satisfied: starlette<0.28.0,>=0.27.0 in /usr/local/lib/python3.10/dist-packages (from fastapi->gradio==3.14.0->-r requirements.txt (line 11)) (0.27.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.14.0->-r requirements.txt (line 11)) (2023.7.22)\n",
            "Requirement already satisfied: httpcore in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.14.0->-r requirements.txt (line 11)) (1.0.2)\n",
            "Requirement already satisfied: idna in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.14.0->-r requirements.txt (line 11)) (3.4)\n",
            "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.14.0->-r requirements.txt (line 11)) (1.3.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata->diffusers==0.24.0.dev0->-r requirements.txt (line 12)) (3.17.0)\n",
            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py[linkify,plugins]->gradio==3.14.0->-r requirements.txt (line 11)) (0.1.2)\n",
            "Requirement already satisfied: mdit-py-plugins in /usr/local/lib/python3.10/dist-packages (from markdown-it-py[linkify,plugins]->gradio==3.14.0->-r requirements.txt (line 11)) (0.4.0)\n",
            "Requirement already satisfied: linkify-it-py<3,>=1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py[linkify,plugins]->gradio==3.14.0->-r requirements.txt (line 11)) (2.0.2)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.14.0->-r requirements.txt (line 11)) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.14.0->-r requirements.txt (line 11)) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.14.0->-r requirements.txt (line 11)) (4.44.3)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.14.0->-r requirements.txt (line 11)) (1.4.5)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.14.0->-r requirements.txt (line 11)) (3.1.1)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->gradio==3.14.0->-r requirements.txt (line 11)) (2.0.7)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.0.1->-r requirements.txt (line 2)) (1.3.0)\n",
            "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn->gradio==3.14.0->-r requirements.txt (line 11)) (8.1.7)\n",
            "Requirement already satisfied: h11>=0.8 in /usr/local/lib/python3.10/dist-packages (from uvicorn->gradio==3.14.0->-r requirements.txt (line 11)) (0.14.0)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<4.0.0,>=3.7.1->fastapi->gradio==3.14.0->-r requirements.txt (line 11)) (1.1.3)\n",
            "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair->gradio==3.14.0->-r requirements.txt (line 11)) (2023.11.1)\n",
            "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair->gradio==3.14.0->-r requirements.txt (line 11)) (0.31.0)\n",
            "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair->gradio==3.14.0->-r requirements.txt (line 11)) (0.13.0)\n",
            "Requirement already satisfied: uc-micro-py in /usr/local/lib/python3.10/dist-packages (from linkify-it-py<3,>=1->markdown-it-py[linkify,plugins]->gradio==3.14.0->-r requirements.txt (line 11)) (1.0.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->gradio==3.14.0->-r requirements.txt (line 11)) (1.16.0)\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/TonyLianLong/stable-diffusion-xl-demo\n",
        "%cd stable-diffusion-xl-demo\n",
        "\n",
        "!pip install -r requirements.txt"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ukiyc7GkTNY9"
      },
      "source": [
        "## Run the cell below and click on the public link to view the demo.\n",
        "The link is also sharable as long as the colab is running."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QqV3rnyiPBhR",
        "outputId": "5722fa3b-a21f-45d2-ca07-62ecbcf897c7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loading model segmind/SSD-1B\n",
            "2023-11-22 08:21:51.020889: 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",
            "2023-11-22 08:21:51.020948: 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",
            "2023-11-22 08:21:51.020984: 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",
            "2023-11-22 08:21:52.805400: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "Loading pipeline components...: 100% 7/7 [00:01<00:00,  3.67it/s]\n",
            "The config attributes {'skip_prk_steps': True} were passed to LCMScheduler, but are not expected and will be ignored. Please verify your scheduler_config.json configuration file.\n",
            "/usr/local/lib/python3.10/dist-packages/gradio/deprecation.py:43: UserWarning: You have unused kwarg parameters in Row, please remove them: {'equal_height': True, 'style': {'mobile_collapse': False}}\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/gradio/components.py:200: UserWarning: 'rounded' styling is no longer supported. To round adjacent components together, place them in a Column(variant='box').\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/gradio/components.py:218: UserWarning: 'border' styling is no longer supported. To place adjacent components in a shared border, place them in a Column(variant='box').\n",
            "  warnings.warn(\n",
            "Running on local URL:  http://127.0.0.1:7860\n",
            "\n",
            "Setting up a public link... we have recently upgraded the way public links are generated. If you encounter any problems, please report the issue and downgrade to gradio version 3.13.0\n",
            ".\n",
            "Running on public URL: https://5291fde1-312c-4535.gradio.live\n",
            "\n",
            "This share link expires in 72 hours. For free permanent hosting and GPU upgrades (NEW!), check out Spaces: https://huggingface.co/spaces\n"
          ]
        }
      ],
      "source": [
        "!PYTORCH_CUDA_ALLOC_CONF=max_split_size_mb:128 DEFAULT_NUM_IMAGES=1 SHARE=true USE_SSD=true ENABLE_LCM=true python app.py"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_hjG5BEaPqsW"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}