{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "onFz3_7AqnaB"
      },
      "source": [
        "## Gemma 3n Video with Audio Inference"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KKUnhy4JqqAg"
      },
      "source": [
        "In this notebook we'll infer Gemma-3n videos with audios inside."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Vf-VvnrNjuxF"
      },
      "outputs": [],
      "source": [
        "!pip install -U -q transformers timm datasets"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gcJbxIPLqvjH"
      },
      "source": [
        "We will load three examples from FineVideo dataset and Gemma-3n model so make sure you have access to both and provide access token."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17,
          "referenced_widgets": [
            "542490f74e974451bc44009a6fa174bd",
            "409f985be1134b468b81136fbdb54408",
            "57cb1e931c614980a4147cb125524d7d",
            "87dc7aaf52e349a7bb43bb1b8bc137ee",
            "983ed4cb4eea42daa9ae8c0417021a21",
            "40c381fd7bb04b43a879044a4e988cc6",
            "8d0e5abdd7c549f1a66ee198c9fa1430",
            "c72dd3d6a4c246cfa6590c314783c8f0",
            "c0e471e664dd41eab98efe08301ef5e1",
            "868f63ea9455442d837dc2c422918800",
            "5b7b4707b1bf4159a10bf7e289bde435",
            "889d0d1ed24e4de2b89896511d008e60",
            "68fc757825dd44a48ab2383db20958db",
            "cb76f933e6e640d9a688f7838e5fb0b3",
            "8704264bff4d46c9813ac9acf92da962",
            "9b5d87960dde401baeaf8b6144fb8bad",
            "76e06881e5e94197a24944e07fdf3189",
            "f40dd696acc64c6284c6f8f485f3ce9d",
            "4488de26dce74cbbb39d99ae09bd21fa",
            "ded62e6c032745ec88ca0ab694b0d397"
          ]
        },
        "id": "bROdG2-Jj9lT",
        "outputId": "1978e9bd-3b52-40b8-e643-418f9872476d"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "542490f74e974451bc44009a6fa174bd",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from huggingface_hub import login\n",
        "login()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 173,
          "referenced_widgets": [
            "be523e956910487ca263d943a7a58395",
            "01dc23faab3d42cda41fdfdd2a7dfed5",
            "777d7addfb144fd8896b77a1e0d54f25",
            "c518268069244b21810e84380502c190",
            "fee72c1c455549b59092028b855a082a",
            "ed0fa93199b94fb486c125d4f322d59f",
            "66f82e7ef3694c699e3d4a2bd826392b",
            "2bfd51e3ae954008ae83704c24dbd6cb",
            "f8b84d8c06384680973ef6fe787b5a5d",
            "770341dc116148a8b7571cce3a2f2baf",
            "29416122cc0b4a5592668ddced7686ba"
          ]
        },
        "id": "TMiKyRtAjjAc",
        "outputId": "7351e21a-3c82-4d0c-c827-24b66812f181"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "be523e956910487ca263d943a7a58395",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from transformers import AutoProcessor, Gemma3nForConditionalGeneration\n",
        "import torch\n",
        "model = Gemma3nForConditionalGeneration.from_pretrained(\n",
        "    \"google/gemma-3n-E4B-it\", torch_dtype=torch.bfloat16,\n",
        ").to(\"cuda\")\n",
        "processor = AutoProcessor.from_pretrained(\n",
        "    \"google/gemma-3n-E4B-it\",\n",
        ")\n",
        "processor.tokenizer.padding_side = \"right\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mQzrURJlNRwW"
      },
      "source": [
        "Download video for inference."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PAQ1S2uDMIzj",
        "outputId": "c584ee8c-b960-4f82-f2c6-be194709256f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2025-07-01 13:39:22--  https://huggingface.co/datasets/merve/vlm_test_images/resolve/main/IMG_8137.mp4\n",
            "Resolving huggingface.co (huggingface.co)... 18.172.134.4, 18.172.134.24, 18.172.134.124, ...\n",
            "Connecting to huggingface.co (huggingface.co)|18.172.134.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://cdn-lfs-us-1.hf.co/repos/7b/14/7b14679bb56cefbf7829be71f3f444110ccc308f431bd8596f534e743367ea5c/6331cbb913feb48349e3b7015a7969e04ce3cd594b1bda7278e4e33fe4a3f5f3?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27IMG_8137.mp4%3B+filename%3D%22IMG_8137.mp4%22%3B&response-content-type=video%2Fmp4&Expires=1751380762&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc1MTM4MDc2Mn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmhmLmNvL3JlcG9zLzdiLzE0LzdiMTQ2NzliYjU2Y2VmYmY3ODI5YmU3MWYzZjQ0NDExMGNjYzMwOGY0MzFiZDg1OTZmNTM0ZTc0MzM2N2VhNWMvNjMzMWNiYjkxM2ZlYjQ4MzQ5ZTNiNzAxNWE3OTY5ZTA0Y2UzY2Q1OTRiMWJkYTcyNzhlNGUzM2ZlNGEzZjVmMz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoifV19&Signature=MsPaMyO17sK%7Eo3U41ncCYEHd2vpjR6Jvv2IiqrhIy45kp-2WPdIGaYg5F7g9ENDJfFqmYavs6VH26AdLbX3HLPBUoR%7EAV8Iew8V1lFK1SpMkyCkh0SMtYNHqSw27jJ1ZSIhMKnHA7hRGi5b8LAhBiGzmlikz4a%7EtZAjjQZ18ZyN8GxCvTironzCp3uKUExWpRQF%7EwEwqurBb%7EKs-uJ6KDLvshYInzF%7Eo1LEoRNlXdxmDk8Q5Q7ZnBFM5m%7EPvBt-OQ4WWDPQZ86qblHwtoAgf483cdviYLPd8PjGzarQxgrjxbqELMvXM-nvUdXcOuAwhbBzpzSwBGQManPZxOFKTFw__&Key-Pair-Id=K24J24Z295AEI9 [following]\n",
            "--2025-07-01 13:39:22--  https://cdn-lfs-us-1.hf.co/repos/7b/14/7b14679bb56cefbf7829be71f3f444110ccc308f431bd8596f534e743367ea5c/6331cbb913feb48349e3b7015a7969e04ce3cd594b1bda7278e4e33fe4a3f5f3?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27IMG_8137.mp4%3B+filename%3D%22IMG_8137.mp4%22%3B&response-content-type=video%2Fmp4&Expires=1751380762&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc1MTM4MDc2Mn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmhmLmNvL3JlcG9zLzdiLzE0LzdiMTQ2NzliYjU2Y2VmYmY3ODI5YmU3MWYzZjQ0NDExMGNjYzMwOGY0MzFiZDg1OTZmNTM0ZTc0MzM2N2VhNWMvNjMzMWNiYjkxM2ZlYjQ4MzQ5ZTNiNzAxNWE3OTY5ZTA0Y2UzY2Q1OTRiMWJkYTcyNzhlNGUzM2ZlNGEzZjVmMz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoifV19&Signature=MsPaMyO17sK%7Eo3U41ncCYEHd2vpjR6Jvv2IiqrhIy45kp-2WPdIGaYg5F7g9ENDJfFqmYavs6VH26AdLbX3HLPBUoR%7EAV8Iew8V1lFK1SpMkyCkh0SMtYNHqSw27jJ1ZSIhMKnHA7hRGi5b8LAhBiGzmlikz4a%7EtZAjjQZ18ZyN8GxCvTironzCp3uKUExWpRQF%7EwEwqurBb%7EKs-uJ6KDLvshYInzF%7Eo1LEoRNlXdxmDk8Q5Q7ZnBFM5m%7EPvBt-OQ4WWDPQZ86qblHwtoAgf483cdviYLPd8PjGzarQxgrjxbqELMvXM-nvUdXcOuAwhbBzpzSwBGQManPZxOFKTFw__&Key-Pair-Id=K24J24Z295AEI9\n",
            "Resolving cdn-lfs-us-1.hf.co (cdn-lfs-us-1.hf.co)... 3.167.138.114, 3.167.138.90, 3.167.138.39, ...\n",
            "Connecting to cdn-lfs-us-1.hf.co (cdn-lfs-us-1.hf.co)|3.167.138.114|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 5340706 (5.1M) [video/mp4]\n",
            "Saving to: ‘IMG_8137.mp4’\n",
            "\n",
            "IMG_8137.mp4        100%[===================>]   5.09M  27.1MB/s    in 0.2s    \n",
            "\n",
            "2025-07-01 13:39:22 (27.1 MB/s) - ‘IMG_8137.mp4’ saved [5340706/5340706]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget https://huggingface.co/datasets/merve/vlm_test_images/resolve/main/IMG_8137.mp4"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KXlBj7dVtUFZ"
      },
      "source": [
        "Strip audios from video."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FQhKimtlMOHe",
        "outputId": "ef05231a-ce56-4733-b0be-d6b423a143ae"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "CompletedProcess(args=['ffmpeg', '-i', 'IMG_8137.mp4', '-q:a', '0', '-map', 'a', 'audios/audio.wav', '-y'], returncode=0)"
            ]
          },
          "execution_count": 57,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import os\n",
        "import subprocess\n",
        "filename = \"IMG_8137.mp4\"\n",
        "audio_path = os.path.join(\"audios\", f\"audio.wav\")\n",
        "\n",
        "subprocess.run([\n",
        "    \"ffmpeg\", \"-i\", filename,\n",
        "    \"-q:a\", \"0\", \"-map\", \"a\",\n",
        "    audio_path,\n",
        "    \"-y\"\n",
        "], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6e_cExwMjx7v"
      },
      "outputs": [],
      "source": [
        "import cv2\n",
        "from PIL import Image\n",
        "import numpy as np\n",
        "\n",
        "def downsample_video(video_path):\n",
        "    vidcap = cv2.VideoCapture(video_path)\n",
        "    total_frames = int(vidcap.get(cv2.CAP_PROP_FRAME_COUNT))\n",
        "    fps = vidcap.get(cv2.CAP_PROP_FPS)\n",
        "\n",
        "    frames = []\n",
        "    frame_indices = np.linspace(0, total_frames - 1, 7, dtype=int)\n",
        "\n",
        "    for i in frame_indices:\n",
        "        vidcap.set(cv2.CAP_PROP_POS_FRAMES, i)\n",
        "        success, image = vidcap.read()\n",
        "        if success:\n",
        "            image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) # Convert from BGR to RGB\n",
        "            pil_image = Image.fromarray(image)\n",
        "            timestamp = round(i / fps, 2)\n",
        "            frames.append((pil_image, timestamp))\n",
        "\n",
        "    vidcap.release()\n",
        "    return frames\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mRKCPRabuMs6"
      },
      "source": [
        "We will generate descriptions to videos and compare them to irl description in the metadata for the vibecheck.\n",
        "\n",
        "We need to downsample video to frames."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UMJESbFulYTi"
      },
      "outputs": [],
      "source": [
        "frames = downsample_video(filename)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wJKdYXasMfEG",
        "outputId": "2cff578c-df4d-41ca-8d9e-f85b4fed3456"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[(<PIL.Image.Image image mode=RGB size=1080x1920>, np.float64(0.0)),\n",
              " (<PIL.Image.Image image mode=RGB size=1080x1920>, np.float64(1.03)),\n",
              " (<PIL.Image.Image image mode=RGB size=1080x1920>, np.float64(2.09)),\n",
              " (<PIL.Image.Image image mode=RGB size=1080x1920>, np.float64(3.12)),\n",
              " (<PIL.Image.Image image mode=RGB size=1080x1920>, np.float64(4.17)),\n",
              " (<PIL.Image.Image image mode=RGB size=1080x1920>, np.float64(5.21)),\n",
              " (<PIL.Image.Image image mode=RGB size=1080x1920>, np.float64(6.26))]"
            ]
          },
          "execution_count": 52,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "frames"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "u8itVHCflZYQ"
      },
      "outputs": [],
      "source": [
        "messages = [\n",
        "    {\n",
        "        \"role\": \"system\",\n",
        "        \"content\": [{\"type\": \"text\", \"text\": \"You are a helpful assistant.\"}]\n",
        "    },\n",
        "    {\n",
        "        \"role\": \"user\",\n",
        "        \"content\": [\n",
        "            {\"type\": \"text\", \"text\": f\"What is happening in this video? Summarize the events.\"}]\n",
        "    }\n",
        "]\n",
        "for frame in frames:\n",
        "    image, timestamp = frame\n",
        "    messages[1][\"content\"].append({\"type\": \"text\", \"text\": f\"Frame {timestamp}: \"})\n",
        "    image.save(f\"image_{timestamp}.png\")\n",
        "    messages[1][\"content\"].append({\"type\": \"image\", \"url\": f\"./image_{timestamp}.png\"})\n",
        "messages[1][\"content\"].append({\"type\": \"audio\", \"audio\": f\"audios/audio.wav\"})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dBX4mNxXxGoC",
        "outputId": "b738e828-bf9b-4f13-bbb2-9f38bea50b6a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[{'role': 'system',\n",
              "  'content': [{'type': 'text', 'text': 'You are a helpful assistant.'}]},\n",
              " {'role': 'user',\n",
              "  'content': [{'type': 'text',\n",
              "    'text': 'What is happening in this video? Summarize the events.'},\n",
              "   {'type': 'text', 'text': 'Frame 0.0: '},\n",
              "   {'type': 'image', 'url': './image_0.0.png'},\n",
              "   {'type': 'text', 'text': 'Frame 1.03: '},\n",
              "   {'type': 'image', 'url': './image_1.03.png'},\n",
              "   {'type': 'text', 'text': 'Frame 2.09: '},\n",
              "   {'type': 'image', 'url': './image_2.09.png'},\n",
              "   {'type': 'text', 'text': 'Frame 3.12: '},\n",
              "   {'type': 'image', 'url': './image_3.12.png'},\n",
              "   {'type': 'text', 'text': 'Frame 4.17: '},\n",
              "   {'type': 'image', 'url': './image_4.17.png'},\n",
              "   {'type': 'text', 'text': 'Frame 5.21: '},\n",
              "   {'type': 'image', 'url': './image_5.21.png'},\n",
              "   {'type': 'text', 'text': 'Frame 6.26: '},\n",
              "   {'type': 'image', 'url': './image_6.26.png'},\n",
              "   {'type': 'audio', 'audio': 'audios/audio.wav'}]}]"
            ]
          },
          "execution_count": 59,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "messages"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "e4f0qr67lcjo"
      },
      "outputs": [],
      "source": [
        "#processor.tokenizer.padding_side = \"right\"\n",
        "inputs = processor.apply_chat_template(\n",
        "    messages, add_generation_prompt=True, tokenize=True,\n",
        "    return_dict=True, return_tensors=\"pt\"\n",
        ").to(model.device).to(model.dtype)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EOiBpgkI9kXi",
        "outputId": "911a6013-f76f-4fed-c402-8039d67b1e05"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "2087"
            ]
          },
          "execution_count": 61,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "inputs[\"input_ids\"].shape[-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yJ95UXBqvXPM",
        "outputId": "721839dc-aa78-401b-e802-b858690980da"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "The following generation flags are not valid and may be ignored: ['top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.\n"
          ]
        }
      ],
      "source": [
        "with torch.inference_mode():\n",
        "    generation = model.generate(**inputs, max_new_tokens=200, do_sample=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3ifVZy9c74St",
        "outputId": "f8ab51c6-e5a3-4a16-875b-d07404041396"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Here's a summary of what's happening in the video:\n",
            "\n",
            "The video appears to be taken at a ski resort. The main subject is a person snowboarding down a snowy slope. \n",
            "\n",
            "**Initial Scene (0.0 - 1.03):** The snowboarder is initially positioned on the slope, seemingly having fallen or stopped. Other skiers and snowboarders are visible in the background, waiting at what looks like a lift station.\n",
            "\n",
            "**Mid-Video (1.03 - 6.26):** The snowboarder gets back up and continues down the slope. They navigate past other people, including skiers and snowboarders, and eventually reach a lift station. The video shows the snowboarder interacting with others at the lift, possibly waiting for the lift to start or having just gotten off. There are also other skiers and snowboarders around the lift station.\n",
            "\n",
            "**End Scene (6.26):** The snowboarder is still at the lift station,\n"
          ]
        }
      ],
      "source": [
        "input_len = inputs[\"input_ids\"].shape[-1]\n",
        "\n",
        "generation = generation[0][input_len:]\n",
        "\n",
        "decoded = processor.decode(generation, skip_special_tokens=True)\n",
        "print(decoded)"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "A100",
      "include_colab_link": true,
      "machine_shape": "hm",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "01dc23faab3d42cda41fdfdd2a7dfed5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ed0fa93199b94fb486c125d4f322d59f",
            "placeholder": "​",
            "style": "IPY_MODEL_66f82e7ef3694c699e3d4a2bd826392b",
            "value": "Loading checkpoint shards: 100%"
          }
        },
        "29416122cc0b4a5592668ddced7686ba": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2bfd51e3ae954008ae83704c24dbd6cb": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "409f985be1134b468b81136fbdb54408": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c72dd3d6a4c246cfa6590c314783c8f0",
            "placeholder": "​",
            "style": "IPY_MODEL_c0e471e664dd41eab98efe08301ef5e1",
            "value": "<center> <img\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.svg\nalt='Hugging Face'> <br> Copy a token from <a\nhref=\"https://huggingface.co/settings/tokens\" target=\"_blank\">your Hugging Face\ntokens page</a> and paste it below. <br> Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file. </center>"
          }
        },
        "40c381fd7bb04b43a879044a4e988cc6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9b5d87960dde401baeaf8b6144fb8bad",
            "placeholder": "​",
            "style": "IPY_MODEL_76e06881e5e94197a24944e07fdf3189",
            "value": "\n<b>Pro Tip:</b> If you don't already have one, you can create a dedicated\n'notebooks' token with 'write' access, that you can then easily reuse for all\nnotebooks. </center>"
          }
        },
        "4488de26dce74cbbb39d99ae09bd21fa": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "542490f74e974451bc44009a6fa174bd": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "VBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [],
            "layout": "IPY_MODEL_8d0e5abdd7c549f1a66ee198c9fa1430"
          }
        },
        "57cb1e931c614980a4147cb125524d7d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "PasswordModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "PasswordModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "PasswordView",
            "continuous_update": true,
            "description": "Token:",
            "description_tooltip": null,
            "disabled": false,
            "layout": "IPY_MODEL_868f63ea9455442d837dc2c422918800",
            "placeholder": "​",
            "style": "IPY_MODEL_5b7b4707b1bf4159a10bf7e289bde435",
            "value": ""
          }
        },
        "5b7b4707b1bf4159a10bf7e289bde435": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "66f82e7ef3694c699e3d4a2bd826392b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "68fc757825dd44a48ab2383db20958db": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "76e06881e5e94197a24944e07fdf3189": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "770341dc116148a8b7571cce3a2f2baf": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "777d7addfb144fd8896b77a1e0d54f25": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2bfd51e3ae954008ae83704c24dbd6cb",
            "max": 4,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f8b84d8c06384680973ef6fe787b5a5d",
            "value": 4
          }
        },
        "868f63ea9455442d837dc2c422918800": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8704264bff4d46c9813ac9acf92da962": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "87dc7aaf52e349a7bb43bb1b8bc137ee": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "CheckboxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "CheckboxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "CheckboxView",
            "description": "Add token as git credential?",
            "description_tooltip": null,
            "disabled": false,
            "indent": true,
            "layout": "IPY_MODEL_889d0d1ed24e4de2b89896511d008e60",
            "style": "IPY_MODEL_68fc757825dd44a48ab2383db20958db",
            "value": true
          }
        },
        "889d0d1ed24e4de2b89896511d008e60": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8d0e5abdd7c549f1a66ee198c9fa1430": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": "center",
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": "flex",
            "flex": null,
            "flex_flow": "column",
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "50%"
          }
        },
        "983ed4cb4eea42daa9ae8c0417021a21": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ButtonModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "Login",
            "disabled": false,
            "icon": "",
            "layout": "IPY_MODEL_cb76f933e6e640d9a688f7838e5fb0b3",
            "style": "IPY_MODEL_8704264bff4d46c9813ac9acf92da962",
            "tooltip": ""
          }
        },
        "9b5d87960dde401baeaf8b6144fb8bad": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "be523e956910487ca263d943a7a58395": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_01dc23faab3d42cda41fdfdd2a7dfed5",
              "IPY_MODEL_777d7addfb144fd8896b77a1e0d54f25",
              "IPY_MODEL_c518268069244b21810e84380502c190"
            ],
            "layout": "IPY_MODEL_fee72c1c455549b59092028b855a082a"
          }
        },
        "c0e471e664dd41eab98efe08301ef5e1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c518268069244b21810e84380502c190": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_770341dc116148a8b7571cce3a2f2baf",
            "placeholder": "​",
            "style": "IPY_MODEL_29416122cc0b4a5592668ddced7686ba",
            "value": " 4/4 [00:00&lt;00:00,  5.03it/s]"
          }
        },
        "c72dd3d6a4c246cfa6590c314783c8f0": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "cb76f933e6e640d9a688f7838e5fb0b3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ded62e6c032745ec88ca0ab694b0d397": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ed0fa93199b94fb486c125d4f322d59f": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f40dd696acc64c6284c6f8f485f3ce9d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "LabelModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4488de26dce74cbbb39d99ae09bd21fa",
            "placeholder": "​",
            "style": "IPY_MODEL_ded62e6c032745ec88ca0ab694b0d397",
            "value": "Connecting..."
          }
        },
        "f8b84d8c06384680973ef6fe787b5a5d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "fee72c1c455549b59092028b855a082a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}