Task_2_model_finetuning.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "InLFsu_NGvmV",
        "outputId": "4a4ad893-b9f4-475b-8b90-d9e22ebe8ef2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.44.2)\n",
            "Collecting datasets\n",
            "  Downloading datasets-3.0.2-py3-none-any.whl.metadata (20 kB)\n",
            "Requirement already satisfied: soundfile in /usr/local/lib/python3.10/dist-packages (0.12.1)\n",
            "Requirement already satisfied: accelerate in /usr/local/lib/python3.10/dist-packages (0.34.2)\n",
            "Collecting speechbrain==0.5.16\n",
            "  Downloading speechbrain-0.5.16-py3-none-any.whl.metadata (23 kB)\n",
            "Collecting hyperpyyaml (from speechbrain==0.5.16)\n",
            "  Downloading HyperPyYAML-1.2.2-py3-none-any.whl.metadata (7.6 kB)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (1.4.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (1.26.4)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (24.1)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (1.13.1)\n",
            "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (0.2.0)\n",
            "Requirement already satisfied: torch>=1.9 in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (2.5.0+cu121)\n",
            "Requirement already satisfied: torchaudio in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (2.5.0+cu121)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (4.66.5)\n",
            "Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.10/dist-packages (from speechbrain==0.5.16) (0.24.7)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.16.1)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.2)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2024.9.11)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.32.3)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.4.5)\n",
            "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.19.1)\n",
            "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (16.1.0)\n",
            "Collecting dill<0.3.9,>=0.3.0 (from datasets)\n",
            "  Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.2.2)\n",
            "Collecting xxhash (from datasets)\n",
            "  Downloading xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n",
            "Collecting multiprocess<0.70.17 (from datasets)\n",
            "  Downloading multiprocess-0.70.16-py310-none-any.whl.metadata (7.2 kB)\n",
            "Requirement already satisfied: fsspec<=2024.9.0,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.9.0,>=2023.1.0->datasets) (2024.6.1)\n",
            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.10.10)\n",
            "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.10/dist-packages (from soundfile) (1.17.1)\n",
            "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate) (5.9.5)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0->soundfile) (2.22)\n",
            "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (2.4.3)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (24.2.0)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.1.0)\n",
            "Requirement already satisfied: yarl<2.0,>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.16.0)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->speechbrain==0.5.16) (4.12.2)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.4.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.2.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2024.8.30)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.9->speechbrain==0.5.16) (3.4.2)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9->speechbrain==0.5.16) (3.1.4)\n",
            "Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9->speechbrain==0.5.16) (1.13.1)\n",
            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy==1.13.1->torch>=1.9->speechbrain==0.5.16) (1.3.0)\n",
            "Collecting ruamel.yaml>=0.17.28 (from hyperpyyaml->speechbrain==0.5.16)\n",
            "  Downloading ruamel.yaml-0.18.6-py3-none-any.whl.metadata (23 kB)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n",
            "Collecting ruamel.yaml.clib>=0.2.7 (from ruamel.yaml>=0.17.28->hyperpyyaml->speechbrain==0.5.16)\n",
            "  Downloading ruamel.yaml.clib-0.2.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.7 kB)\n",
            "Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from yarl<2.0,>=1.12.0->aiohttp->datasets) (0.2.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.9->speechbrain==0.5.16) (3.0.2)\n",
            "Downloading speechbrain-0.5.16-py3-none-any.whl (630 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m630.6/630.6 kB\u001b[0m \u001b[31m19.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading datasets-3.0.2-py3-none-any.whl (472 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m472.7/472.7 kB\u001b[0m \u001b[31m30.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading dill-0.3.8-py3-none-any.whl (116 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m11.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading multiprocess-0.70.16-py310-none-any.whl (134 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m9.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading HyperPyYAML-1.2.2-py3-none-any.whl (16 kB)\n",
            "Downloading xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (194 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m14.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading ruamel.yaml-0.18.6-py3-none-any.whl (117 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m117.8/117.8 kB\u001b[0m \u001b[31m9.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading ruamel.yaml.clib-0.2.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (722 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m722.2/722.2 kB\u001b[0m \u001b[31m43.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: xxhash, ruamel.yaml.clib, dill, ruamel.yaml, multiprocess, hyperpyyaml, speechbrain, datasets\n",
            "Successfully installed datasets-3.0.2 dill-0.3.8 hyperpyyaml-1.2.2 multiprocess-0.70.16 ruamel.yaml-0.18.6 ruamel.yaml.clib-0.2.12 speechbrain-0.5.16 xxhash-3.5.0\n"
          ]
        }
      ],
      "source": [
        "!pip install transformers datasets soundfile accelerate speechbrain==0.5.16"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145,
          "referenced_widgets": [
            "bf5d764f5d7a42909122803d4e524980",
            "8b898d2360894193a4cdcbbffa632708",
            "bea3441f7b1c4c208b1070f54b6bc70f",
            "1888d7c4cee940af9cef8662b3458dd6",
            "f7ed4ed0efd540649e3aa75b1f545746",
            "9d5825850aff4460bbd6ffda56e4af8e",
            "8df78c31b2ae4c869cf30c7f34351994",
            "9aed428360094b90a31283a9b17bd80d",
            "76bbcb68ff1041a3aedfbca82c952ef0",
            "c8f0d2060dc34a7782efbb4245913be0",
            "3b588ae778054f88b6cb80c7e5240254",
            "a3cbe320bc17449581b4a8c1b281faca",
            "9954f1846035420ea5f893b1a71114b0",
            "763a1e14933e4470bf89ca5b1ff1470d",
            "ebbec61c4ef54e8a9b82cff62800b92d",
            "09a4945318a54fcfad5e160c55ac4e12",
            "cf533d9e5bbd4c6595fe27d86a9a5b4d",
            "6ec4a065b84c4a4bb52901306af7aa90",
            "96ab3f4508d44542a19727853d6a9d96",
            "82cf8d826f064d5b8abd48e06defcae2",
            "00f68cb53c0d41898db6c15fea4a79d3",
            "59c59b59e4634eb9941153257340cde9",
            "a314f458da6c4a3a8099f8d64854fbdf",
            "11a300d82f3d438588f2c8e21293f71e",
            "42126bbe6df546f0ad9a84825347d174",
            "70dd8ced2d8d4c9baa14500d1397cf40",
            "bd3b419d884d4aa6959eb8f0c8199408",
            "36a23129723d4209a6627ca6e75d8a8d",
            "ad50cce8a6034f69969132dd2a9f1431",
            "e5d59563e6af47d2a777470a593e688e",
            "cc6bb1d699b542a5847d38a0b5a3547f",
            "d6d0b1337c8b4a03bbd00303cfa929a5"
          ]
        },
        "id": "q4YEzYfYGxQf",
        "outputId": "02c6f8c7-0955-4732-d671-dc47b36932a8"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "bf5d764f5d7a42909122803d4e524980",
              "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 notebook_login\n",
        "\n",
        "notebook_login()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Downloading and loading dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qJdb1_5gHN_M",
        "outputId": "8fcd065b-6a07-443a-8d2b-8c4925149d3f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
              "        num_rows: 4689\n",
              "    })\n",
              "    validation: Dataset({\n",
              "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
              "        num_rows: 2428\n",
              "    })\n",
              "    test: Dataset({\n",
              "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
              "        num_rows: 3154\n",
              "    })\n",
              "    other: Dataset({\n",
              "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
              "        num_rows: 4044\n",
              "    })\n",
              "    invalidated: Dataset({\n",
              "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
              "        num_rows: 775\n",
              "    })\n",
              "    validated: Dataset({\n",
              "        features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
              "        num_rows: 10329\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from datasets import load_dataset, Audio\n",
        "#https://huggingface.co/datasets/mozilla-foundation/common_voice_17_0/viewer/hi\n",
        "dataset = load_dataset(\"mozilla-foundation/common_voice_17_0\", \"hi\")\n",
        "dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "using only validated split"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UNMYK4RuFeuP",
        "outputId": "15b08cef-bad3-443f-8333-2fd67192b7cc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataset({\n",
            "    features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
            "    num_rows: 10329\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "dataset = dataset['validated']\n",
        "print(dataset)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "33GgyjE3HtFX",
        "outputId": "10e56f2e-4478-4df4-a213-08126ab8cb22"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "10329"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(dataset)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4gGgIfM9Kebq",
        "outputId": "d1d083c9-2762-4334-94f7-2a131e6a4344"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataset({\n",
            "    features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n",
            "    num_rows: 10329\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "print(dataset)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JKXQnTfoJNHe"
      },
      "outputs": [],
      "source": [
        "dataset = dataset.cast_column(\"audio\", Audio(sampling_rate=16000))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Data Preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281,
          "referenced_widgets": [
            "d49431b73cac48f6ac7895fbd864fd39",
            "0232f3f16b1040889f016c6e45076195",
            "baa07230738c4b559cea15b3281aa07c",
            "a4dfb9799fe143969686be72a2c7775d",
            "fc35302cced140eca93acea918a42136",
            "ccd7882904904c1392d5e81bdfc13e30",
            "f96025b60b804b0ca04d352903c5f950",
            "1fe19785a6ae4d74b3e7a79d748c2e7d",
            "f0f3b201be994896bad15c72f6d53ed2",
            "8e5bf9c7031b498a879dde8bed5db13e",
            "90795fe8259546ef89057a9defa904ef",
            "6fff3963973746c38b4e66936047d8c2",
            "dfd1579165eb48af9c303a3166fd2483",
            "ae44b00da9214716a007ebed74858794",
            "50e8c67aa7a2401abecfab222b089b82",
            "7030619863dc4b489252bda9c45cf976",
            "2b508fd6283f48e998cbf6ba7d097e36",
            "91f28c81c4ec4e9d85c8bc1b690586bc",
            "0c7b1a030a9f46ec8bd1fb0d84398593",
            "aeca3dc2fc2a43f4b584b8337c7f3c92",
            "67e80b91f6454bf3b7ca040a84fd510f",
            "6e74bf18cc344d9aab85db0e9309848b",
            "d27b71385f534014bcd27821e2596652",
            "a57561ce82d3467d8e2898bcca2e110e",
            "b02d930351224b6cbe30645feb900611",
            "389b6ad9ed194d668ae394d21913e676",
            "57f9b231456948c3ac742c80d1d40f12",
            "f884a1425a794cbda5e151cb8a00985f",
            "e9a60cead38f48bd99389c7f2e06b90b",
            "e0ff06761ff64a8a8a8267ad36c4a148",
            "3fa10d1d1e6d46bf8b0089082c016d8b",
            "c4c231ec5062492dbbd0062cd6af7d77",
            "ad478dba09f44552bfbb83f26944fbdb",
            "1e25b5d3186045fb843bda58258c0459",
            "ce03f9ac71d84a95bb65adc2219f6b4d",
            "2d4d6b0408f147da81813768465ef245",
            "fc7215956b8f4e689017138ecde28719",
            "31ab82182bd1401681aaea5c77efe8db",
            "5f1547332b0d4e9e9f94b624a22d1af4",
            "34bac3734ccd4798b1726bbde63607d5",
            "ff1f9f040ae347ceb02746e78b45ee32",
            "38b23d7f97bd41798954ed3ecb54361a",
            "c3eabe11b2ef412eb02598107bf2d8c7",
            "8e30fcb65e6c4c828bd064b40a418531",
            "cd23acbd238b41a3b81c1b734f0770d8",
            "2711a5fb8ea64ceba2d9e2e2514d0d67",
            "488769fa274344da9a1e9f4a7a13b188",
            "730d3cc915264c78b12b523a8ee3f25a",
            "199cd8b9ef76413eba008680181e59ac",
            "b804f83a83654bb6be6f9373aa2de21b",
            "3ecee971668145d0b1d8436a6b9209e5",
            "4e20a47ec5624ca18aa1b86822caa628",
            "3e345b48d5d345a79bf2951da8911dab",
            "b00fea0f4fc4464f85efdc0a15c4c125",
            "b6c71cad9cbe46289624dfcafdd2c2e4",
            "289c4156dcda4bedaa9c1bb14b9d90a1",
            "5f49bfc61cc3489aace03bd2df68a5af",
            "74bb6cf6b55948eb9ce0904cafa20b1d",
            "81599b51129c4431bc9805e46c271ef0",
            "6d4d97a4e2bf49849645392a7a5c4b33",
            "307ab512bb1d42559e2ad1358e0fac3a",
            "e809ea28c3084060bf7b3c3ca3fbc865",
            "2f954b826aa64883bce9026510680149",
            "f3d0cba77e4f49fb80fc52147dea201f",
            "fe17a62a6e0a4f08873f4dbe3d85d70f",
            "d4d8e2a981de4f3296fb21042e47d471"
          ]
        },
        "collapsed": true,
        "id": "rZaO2dNGJO6r",
        "outputId": "c5883b2a-b23a-4f02-e544-8ba15f874a5e"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d49431b73cac48f6ac7895fbd864fd39",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "0it [00:00, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6fff3963973746c38b4e66936047d8c2",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "preprocessor_config.json:   0%|          | 0.00/433 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d27b71385f534014bcd27821e2596652",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/232 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1e25b5d3186045fb843bda58258c0459",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "spm_char.model:   0%|          | 0.00/238k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "cd23acbd238b41a3b81c1b734f0770d8",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "added_tokens.json:   0%|          | 0.00/40.0 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "289c4156dcda4bedaa9c1bb14b9d90a1",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/234 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
            "  warnings.warn(\n"
          ]
        }
      ],
      "source": [
        "from transformers import SpeechT5Processor\n",
        "\n",
        "checkpoint = \"microsoft/speecht5_tts\"\n",
        "processor = SpeechT5Processor.from_pretrained(checkpoint)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "41HXlo_WJQZ8"
      },
      "outputs": [],
      "source": [
        "tokenizer = processor.tokenizer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "4e0a529ada504b19a3a77f70f1df761b",
            "79ce530a65cf4218b07ae212f95aa5ea",
            "6decbecdf19343d0bb4dbfb79748a12d",
            "f2c6b6160206486cad24df72d468709a",
            "023da1e142334d9791ba4fca66c48c45",
            "604b19ec940d4bf2b88b699bd14ed0bb",
            "0447d8d7bb3e461baefea93f7d5e88b6",
            "e681d62b27874856a107260fc643cca5",
            "e8d2ab8357c2459f89417e62051126c9",
            "4fc74dc349764f899309732af760c7cb",
            "1b7da4ed03ae4504a830a1c5e6ee2f2a"
          ]
        },
        "collapsed": true,
        "id": "IUDgWGNbJTJl",
        "outputId": "f26bc709-c34a-476f-c774-651339e6e6c3"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4e0a529ada504b19a3a77f70f1df761b",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/10329 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def extract_all_chars(batch):\n",
        "    all_text = \" \".join(batch[\"sentence\"])\n",
        "    vocab = list(set(all_text))\n",
        "    return {\"vocab\": [vocab], \"all_text\": [all_text]}\n",
        "\n",
        "\n",
        "vocabs = dataset.map(\n",
        "    extract_all_chars,\n",
        "    batched=True,\n",
        "    batch_size=-1,\n",
        "    keep_in_memory=True,\n",
        "    remove_columns=dataset.column_names,\n",
        ")\n",
        "\n",
        "dataset_vocab = set(vocabs[\"vocab\"][0])\n",
        "tokenizer_vocab = {k for k, _ in tokenizer.get_vocab().items()}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PWPcRXZpJY-W",
        "outputId": "4dd0e745-722c-44dc-e191-41f0ed4932f8"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{' ',\n",
              " '&',\n",
              " '|',\n",
              " 'ँ',\n",
              " 'ं',\n",
              " 'ः',\n",
              " 'अ',\n",
              " 'आ',\n",
              " 'इ',\n",
              " 'ई',\n",
              " 'उ',\n",
              " 'ऊ',\n",
              " 'ऋ',\n",
              " 'ए',\n",
              " 'ऐ',\n",
              " 'ऑ',\n",
              " 'ओ',\n",
              " 'औ',\n",
              " 'क',\n",
              " 'ख',\n",
              " 'ग',\n",
              " 'घ',\n",
              " 'च',\n",
              " 'छ',\n",
              " 'ज',\n",
              " 'झ',\n",
              " 'ञ',\n",
              " 'ट',\n",
              " 'ठ',\n",
              " 'ड',\n",
              " 'ढ',\n",
              " 'ण',\n",
              " 'त',\n",
              " 'थ',\n",
              " 'द',\n",
              " 'ध',\n",
              " 'न',\n",
              " 'प',\n",
              " 'फ',\n",
              " 'ब',\n",
              " 'भ',\n",
              " 'म',\n",
              " 'य',\n",
              " 'र',\n",
              " 'ल',\n",
              " 'व',\n",
              " 'श',\n",
              " 'ष',\n",
              " 'स',\n",
              " 'ह',\n",
              " '़',\n",
              " 'ा',\n",
              " 'ि',\n",
              " 'ी',\n",
              " 'ु',\n",
              " 'ू',\n",
              " 'ृ',\n",
              " 'ॅ',\n",
              " 'े',\n",
              " 'ै',\n",
              " 'ॉ',\n",
              " 'ो',\n",
              " 'ौ',\n",
              " '्',\n",
              " 'क़',\n",
              " 'ख़',\n",
              " 'ग़',\n",
              " 'ज़',\n",
              " 'ड़',\n",
              " 'ढ़',\n",
              " 'फ़',\n",
              " '।',\n",
              " '–',\n",
              " '‘',\n",
              " '’',\n",
              " '“',\n",
              " '”'}"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset_vocab - tokenizer_vocab"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "68d38af064be486eab4244f9c6781a6b",
            "a313e32dc7604c5d8d3816ff53b116f3",
            "887d16a3da794cdeaba9b7cb640c2764",
            "ae520ba32fc54833914804ccf8cde56b",
            "ae7a94ed43e6420baa9917df33455aad",
            "40b56e64d69946ddbd1aec80c332f081",
            "31ddf2280ae84490a58d76cad1483bcd",
            "19d536b4ee314afaa624bbb6f49d3053",
            "893433d2936b4d4ba1ec7f263cb7c5b0",
            "dfb91f17c3b1425f868ce0e70cd8ed50",
            "663a3a519b36476aaa5ec52c5f009b44"
          ]
        },
        "id": "KRzENvUhbn-J",
        "outputId": "a40f6bb1-bf79-4395-f893-266c73988c3b"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "68d38af064be486eab4244f9c6781a6b",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/10329 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "replacements = [\n",
        "    # Vowels and vowel matras\n",
        "    (\"अ\", \"a\"),\n",
        "    (\"आ\", \"aa\"),\n",
        "    (\"इ\", \"i\"),\n",
        "    (\"ई\", \"ee\"),\n",
        "    (\"उ\", \"u\"),\n",
        "    (\"ऊ\", \"oo\"),\n",
        "    (\"ऋ\", \"ri\"),\n",
        "    (\"ए\", \"e\"),\n",
        "    (\"ऐ\", \"ai\"),\n",
        "    (\"ऑ\", \"o\"),  # More accurate than 'au' for ऑ\n",
        "    (\"ओ\", \"o\"),\n",
        "    (\"औ\", \"au\"),\n",
        "\n",
        "    # Consonants\n",
        "    (\"क\", \"k\"),\n",
        "    (\"ख\", \"kh\"),\n",
        "    (\"ग\", \"g\"),\n",
        "    (\"घ\", \"gh\"),\n",
        "    (\"ङ\", \"ng\"),  # nasal sound\n",
        "    (\"च\", \"ch\"),\n",
        "    (\"छ\", \"chh\"),\n",
        "    (\"ज\", \"j\"),\n",
        "    (\"झ\", \"jh\"),\n",
        "    (\"ञ\", \"ny\"),  # 'ny' closer to the actual sound\n",
        "    (\"ट\", \"t\"),\n",
        "    (\"ठ\", \"th\"),\n",
        "    (\"ड\", \"d\"),\n",
        "    (\"ढ\", \"dh\"),\n",
        "    (\"ण\", \"n\"),  # Slight improvement for easier pronunciation\n",
        "    (\"त\", \"t\"),\n",
        "    (\"थ\", \"th\"),\n",
        "    (\"द\", \"d\"),\n",
        "    (\"ध\", \"dh\"),\n",
        "    (\"न\", \"n\"),\n",
        "    (\"प\", \"p\"),\n",
        "    (\"फ\", \"ph\"),\n",
        "    (\"ब\", \"b\"),\n",
        "    (\"भ\", \"bh\"),\n",
        "    (\"म\", \"m\"),\n",
        "    (\"य\", \"y\"),\n",
        "    (\"र\", \"r\"),\n",
        "    (\"ल\", \"l\"),\n",
        "    (\"व\", \"v\"),  # 'v' is closer to the Hindi 'व'\n",
        "    (\"श\", \"sh\"),\n",
        "    (\"ष\", \"sh\"),  # Same sound in modern pronunciation\n",
        "    (\"स\", \"s\"),\n",
        "    (\"ह\", \"h\"),\n",
        "\n",
        "    # Consonant clusters and special consonants\n",
        "    (\"क्ष\", \"ksh\"),\n",
        "    (\"त्र\", \"tr\"),\n",
        "    (\"ज्ञ\", \"gya\"),\n",
        "    (\"श्र\", \"shra\"),\n",
        "\n",
        "    # Special characters\n",
        "    (\"़\", \"\"),    # Ignore nukta; can vary with regional pronunciation\n",
        "    (\"्\", \"\"),    # Halant - schwa dropping (handled contextually)\n",
        "    (\"ऽ\", \"\"),    # Avagraha - no direct pronunciation, often ignored\n",
        "    (\"ं\", \"n\"),   # Anusvara - nasalization\n",
        "    (\"ः\", \"h\"),   # Visarga - adds an 'h' sound\n",
        "    (\"ँ\", \"n\"),   # Chandrabindu - nasalization\n",
        "\n",
        "    # Vowel matras (diacritic marks)\n",
        "    (\"ा\", \"a\"),\n",
        "    (\"ि\", \"i\"),\n",
        "    (\"ी\", \"ee\"),\n",
        "    (\"ु\", \"u\"),\n",
        "    (\"ू\", \"oo\"),\n",
        "    (\"े\", \"e\"),\n",
        "    (\"ै\", \"ai\"),\n",
        "    (\"ो\", \"o\"),\n",
        "    (\"ौ\", \"au\"),\n",
        "    (\"ृ\", \"ri\"),  # Vowel-matra equivalent of ऋ\n",
        "\n",
        "    # Nasalization and other marks\n",
        "    (\"ॅ\", \"e\"),   # Short 'e' sound (very rare)\n",
        "    (\"ॉ\", \"o\"),   # Short 'o' sound (very rare)\n",
        "\n",
        "    # Loanwords and aspirated consonants\n",
        "    (\"क़\", \"q\"),\n",
        "    (\"ख़\", \"kh\"),\n",
        "    (\"ग़\", \"gh\"),\n",
        "    (\"ज़\", \"z\"),\n",
        "    (\"ड़\", \"r\"),\n",
        "    (\"ढ़\", \"rh\"),\n",
        "    (\"फ़\", \"f\"),\n",
        "\n",
        "    # Punctuation\n",
        "    (\"।\", \".\"),   # Hindi sentence-ending marker -> period\n",
        "]\n",
        "\n",
        "def cleanup_text(inputs):\n",
        "    for src, dst in replacements:\n",
        "        inputs[\"sentence\"] = inputs[\"sentence\"].replace(src, dst)\n",
        "    return inputs\n",
        "\n",
        "dataset = dataset.map(cleanup_text)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "0c7c339e00d8428a909894ccb8e39239",
            "9e68ce2b619c41f9b43a626141011ad1",
            "5cb808251f0d4f4ab1f9e00294750bdd",
            "1257c5773a5442c0b92fbbf3ed313c0a",
            "a0b598f86a5c40feadec0a85507142aa",
            "f0f008f6eed1418484f21a4efab66770",
            "20b625b3932e40ec95ffa2197489cfb2",
            "bd4d104b46d8424ea832be9c65357529",
            "cf118dd1f27f40e8889e49357c000190",
            "6496b33e148b444595993e3f95a94e95",
            "29d4072c3a4b44e9938e62f02320fa2f"
          ]
        },
        "id": "B6xzTZXyHncT",
        "outputId": "d38f3d95-115a-49c7-c4db-1bbea8112aea"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0c7c339e00d8428a909894ccb8e39239",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/10329 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def extract_all_chars(batch):\n",
        "    all_text = \" \".join(batch[\"sentence\"])\n",
        "    vocab = list(set(all_text))\n",
        "    return {\"vocab\": [vocab], \"all_text\": [all_text]}\n",
        "\n",
        "\n",
        "vocabs = dataset.map(\n",
        "    extract_all_chars,\n",
        "    batched=True,\n",
        "    batch_size=-1,\n",
        "    keep_in_memory=True,\n",
        "    remove_columns=dataset.column_names,\n",
        ")\n",
        "\n",
        "dataset_vocab = set(vocabs[\"vocab\"][0])\n",
        "tokenizer_vocab = {k for k, _ in tokenizer.get_vocab().items()}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z8Pn-PxjHt9R",
        "outputId": "e7d53800-3902-46c1-d3db-7db2eaf690a1"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{' ', '&', '|', '–', '‘', '’', '“', '”'}"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset_vocab - tokenizer_vocab"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "939bb57ffed24f22b35268bbebaa70de",
            "596ca0a200de4bb58c01acd28e7027b7",
            "9b8c73bdace54256b2ad020c84db630a",
            "af4763ca761642289e81d1f0aec6751b",
            "50a2dec15a184704bdc7cfd795cf621d",
            "3362be75ed594251b655dfc18e995385",
            "2b3402d4508f457ca0536b8e23506674",
            "5f1a1118ebe14d968a2e76d9582cd280",
            "f3b3ab95ca8441e8b437aba86b635195",
            "28c1cd86e7c541fc9be35e444810f716",
            "8102bd3c1f3a432284c18a4e482b22e6"
          ]
        },
        "id": "JtB79J5ZH08x",
        "outputId": "7da9fdb1-49b2-4b10-a09c-19f50708f173"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "939bb57ffed24f22b35268bbebaa70de",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/10329 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import re\n",
        "\n",
        "def normalize_text(text):\n",
        "    # Convert to lowercase\n",
        "    text = text.lower()\n",
        "\n",
        "    # Remove punctuation (except apostrophes)\n",
        "    text = re.sub(r'[^\\w\\s\\']', '', text)\n",
        "\n",
        "    # Remove extra whitespace\n",
        "    text = ' '.join(text.split())\n",
        "\n",
        "    return text\n",
        "\n",
        "# Define a function to add the normalized_text column\n",
        "def add_normalized_text(example):\n",
        "    example['sentence'] = normalize_text(example['sentence'])\n",
        "    return example\n",
        "\n",
        "# Apply the function to the dataset\n",
        "dataset = dataset.map(add_normalized_text)\n",
        "\n",
        "# Print the first few examples to verify\n",
        "# print(dataset[2:5])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "1a28cfe4178d4fa4be0c619bfd2e7cb9",
            "c0fc69a0ff7d4163bac2154f1e6c1f4a",
            "3a1147d28787418d8c22a221773ab29b",
            "349040c2dc924b34b5ff55e978c4c777",
            "a17c1c4e5f77444887ce7bf5ef8d9568",
            "d6bb62f467dd40c8bbf9afb79e93d517",
            "54d7d90334c14ea0b9243975c5f1f070",
            "38ea7cf2db2d4b21888d7bf6b0389dd2",
            "88bae12232da4bf08a0f5cf31e28bc38",
            "bc8214acf09d4161a7829f1d6443db5a",
            "2ab5679c68d04ebebab300338bd0671c"
          ]
        },
        "id": "5KZM40b8IAvy",
        "outputId": "7addf33d-e985-41f8-a586-f0cc691ba754"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1a28cfe4178d4fa4be0c619bfd2e7cb9",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/10329 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def extract_all_chars(batch):\n",
        "    all_text = \" \".join(batch[\"sentence\"])\n",
        "    vocab = list(set(all_text))\n",
        "    return {\"vocab\": [vocab], \"all_text\": [all_text]}\n",
        "\n",
        "\n",
        "vocabs = dataset.map(\n",
        "    extract_all_chars,\n",
        "    batched=True,\n",
        "    batch_size=-1,\n",
        "    keep_in_memory=True,\n",
        "    remove_columns=dataset.column_names,\n",
        ")\n",
        "\n",
        "dataset_vocab = set(vocabs[\"vocab\"][0])\n",
        "tokenizer_vocab = {k for k, _ in tokenizer.get_vocab().items()}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pDPFGZw2IDMb",
        "outputId": "82162717-1377-42e7-9f07-e9dd58003649"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{' '}"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset_vocab - tokenizer_vocab"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Creating Speaker Embeddinggs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266,
          "referenced_widgets": [
            "3e2a0d664b3a4bb2ad6e79be20f9e7de",
            "bfb207ee420244b688ffcec62b1017f3",
            "feb4a61013804693a69dee6aecf0d18d",
            "c45ea8e8b20d4dac835afc341407d15a",
            "16c4c899987a431ea80546c930223f95",
            "643a8e45d9f240d8b9487d0adc082820",
            "3bad3f4a5a294b1cabb3e5f94b125e8c",
            "79631a909afd4ab5806ed033450b158a",
            "38948ff6ac5c4c21b54d9cf7b55ef4fa",
            "25dda49223404b549283f4e588507eb5",
            "f64f15557fda42df84e57628a8d5f658",
            "e27f248f68b044a5975c547aae55dd04",
            "3a562fab27c94ab6be098fa4a32bb4bb",
            "b97e56074c44475ea4db097973b80794",
            "9c0bf07e9dfa4bfebaa58af259409ec0",
            "1d76f082d28d47d881a7fcbd739e8903",
            "1e53a22426754552b4e0dc97dfa59905",
            "cdd303a6e9e04712ae1db7532c3e350d",
            "93d6ba30c2b94fd0867fff529f0d8405",
            "3dc4ec3f36ee4d30966f2ec370393221",
            "d450895ba8e94513ab78f2212d0dd5e2",
            "c57964c8671c4aaf90b6269aa7725778",
            "c0ad849358eb400eb567c5661b956e42",
            "c8e1ccdba97b48e08ff4865960c5ef0d",
            "c9bf852f67294488972d006925ed28b8",
            "1b6b20c5e60a4cb2818cdbe6c46bc55d",
            "4986565eebf74dcdb9b63c367aecb614",
            "2a433414040e4ed1970d59e72f64b8f6",
            "36d4dda1b2444fdbb38f1566452381a2",
            "5f0824aadbd94d1dae90904333f74cfd",
            "26e40b5f3f14439ba38888123be1cc4a",
            "647d4c0eb72f471db3f710757c953fc9",
            "972de9fb828c4b1ca47bd02e8335906e",
            "dd3de131fc3b491db2db4cf4183b50dc",
            "fa724ebeaee342b5bb975e12dd0c446b",
            "6e0312772d214a6aadf726b788bea0c1",
            "aad49f382a1d4496b47b1b6131157e97",
            "df7cd138b60746a299d72f0ddddcf11c",
            "c20d92c307544556a5aaf39825613b52",
            "6b6ae29790194618ba5f5aa95539f7c2",
            "ca5f1fadc53e4d0e88430be2b6215bb0",
            "8381ae6d789f4a899068defcfc7a8d51",
            "8451d3b8a7da43b8a07bb7ec409c60f3",
            "116ec63d02e54d7aa4f92b46b72eeed5",
            "808b6990640a4315b53b6f9751499b87",
            "3ebb2b6cce654ea4b5e66cd0076d8533",
            "7c7274e52b18463ebe3f84bd6d1b59c7",
            "af7038cee16b408882d2a0f0c5ff39e3",
            "fa636bbec6264b2fa9091a92b6cb17c6",
            "ccd6c86fa9904d8081b247989258b09d",
            "ea37870c26864164a3c2572799c790d0",
            "5c012a745fb84c08bc8a283e505e036b",
            "5112f3f6473343638c6528167fb4d4f3",
            "bb08a7939d724411a587357d4c1dd52c",
            "c9e0acf0df314cf0a423261d0db0b3ab"
          ]
        },
        "id": "gZ6mMZNbdLfI",
        "outputId": "7f23e108-fbd5-4f8a-bc28-003b68620c64"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3e2a0d664b3a4bb2ad6e79be20f9e7de",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "hyperparams.yaml:   0%|          | 0.00/2.04k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "e27f248f68b044a5975c547aae55dd04",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "embedding_model.ckpt:   0%|          | 0.00/16.9M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c0ad849358eb400eb567c5661b956e42",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "mean_var_norm_emb.ckpt:   0%|          | 0.00/3.20k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "dd3de131fc3b491db2db4cf4183b50dc",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "classifier.ckpt:   0%|          | 0.00/15.9M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "808b6990640a4315b53b6f9751499b87",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "label_encoder.txt:   0%|          | 0.00/129k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/speechbrain/utils/checkpoints.py:147: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
            "  torch.load(path, map_location=device), strict=False\n",
            "/usr/local/lib/python3.10/dist-packages/speechbrain/processing/features.py:1215: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
            "  stats = torch.load(path, map_location=device)\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "import torch\n",
        "from speechbrain.pretrained import EncoderClassifier\n",
        "\n",
        "spk_model_name = \"speechbrain/spkrec-xvect-voxceleb\"\n",
        "\n",
        "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
        "speaker_model = EncoderClassifier.from_hparams(\n",
        "    source=spk_model_name,\n",
        "    run_opts={\"device\": device},\n",
        "    savedir=os.path.join(\"/tmp\", spk_model_name),\n",
        ")\n",
        "\n",
        "\n",
        "def create_speaker_embedding(waveform):\n",
        "    with torch.no_grad():\n",
        "        speaker_embeddings = speaker_model.encode_batch(torch.tensor(waveform))\n",
        "        speaker_embeddings = torch.nn.functional.normalize(speaker_embeddings, dim=2)\n",
        "        speaker_embeddings = speaker_embeddings.squeeze().cpu().numpy()\n",
        "    return speaker_embeddings"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OdM2RWNfg1gH"
      },
      "outputs": [],
      "source": [
        "def prepare_dataset(example):\n",
        "    audio = example[\"audio\"]\n",
        "\n",
        "    example = processor(\n",
        "        text=example[\"sentence\"],\n",
        "        audio_target=audio[\"array\"],\n",
        "        sampling_rate=audio[\"sampling_rate\"],\n",
        "        return_attention_mask=False,\n",
        "    )\n",
        "\n",
        "    # strip off the batch dimension\n",
        "    example[\"labels\"] = example[\"labels\"][0]\n",
        "\n",
        "    # use SpeechBrain to obtain x-vector\n",
        "    example[\"speaker_embeddings\"] = create_speaker_embedding(audio[\"array\"])\n",
        "\n",
        "    return example"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JI6x3PD-g13d",
        "outputId": "d74469a1-7285-4840-ded8-3afb5ba9ec68"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['input_ids', 'labels', 'speaker_embeddings']"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "processed_example = prepare_dataset(dataset[0])\n",
        "list(processed_example.keys())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0oTcqW8sg3os",
        "outputId": "0b412d12-dd55-4eb8-8250-e22d127b6453"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(512,)"
            ]
          },
          "execution_count": 32,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "processed_example[\"speaker_embeddings\"].shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "45c336a46a4c4123917862333bb9e043",
            "633c06dcb55142f0bc75c854955ed22e",
            "34b431ce24e84294996771075b77e9ea",
            "36b06be899db4cba89645a24f631246d",
            "47154cf490ca421e908094b9e3d6da20",
            "d6701b9506994704b26748a7478bfa84",
            "98b157cb2622450bbaa43de81db4abfe",
            "23bc0e9277eb458aa90b0a9fe47af80e",
            "3e488e1deb5e478199a6886b272e9367",
            "7fffa0b44f504683832f19a1b5136bda",
            "408e27419f394e579437e70b7b941c82"
          ]
        },
        "id": "zpF2x6jlg8-U",
        "outputId": "ee496b36-fe17-438f-f3b2-572da46e83c4"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "45c336a46a4c4123917862333bb9e043",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/10329 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "dataset = dataset.map(prepare_dataset, remove_columns=dataset.column_names)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Filtering out too long sentences"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 66,
          "referenced_widgets": [
            "c2f85ea0abf7455f8b944f775f353386",
            "43675890f308417a9612eb40fa2c4186",
            "89812ae092564188ac587a933e2eec61",
            "2abb013e968c486bb54cf25ddae76d1e",
            "fe5c5db9ad824788bd6b43dfdeac3e38",
            "f2b496fc1f874d7db068f67a391bff13",
            "5b71499ae75145ab8a277c1555fd7860",
            "971b48724f3248ada4e084f0ffa9dbbb",
            "11658d131c1c45c4938895307dbef54b",
            "24e069ddc7984795a6cac3a81132edd7",
            "a76a3fcc9b074430bfb72830493b2fe4"
          ]
        },
        "id": "QnoDYrafhBeP",
        "outputId": "16051132-10cf-4e4a-81a1-c2513afd0194"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c2f85ea0abf7455f8b944f775f353386",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Filter:   0%|          | 0/10329 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": [
              "10329"
            ]
          },
          "execution_count": 34,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def is_not_too_long(input_ids):\n",
        "    input_length = len(input_ids)\n",
        "    return input_length < 200\n",
        "\n",
        "dataset = dataset.filter(is_not_too_long, input_columns=[\"input_ids\"])\n",
        "len(dataset)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Model Finetuning"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ux7w-nybhNCF"
      },
      "outputs": [],
      "source": [
        "dataset = dataset.train_test_split(test_size=0.1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GXRcMXXdhQ1C"
      },
      "outputs": [],
      "source": [
        "from dataclasses import dataclass\n",
        "from typing import Any, Dict, List, Union\n",
        "\n",
        "\n",
        "@dataclass\n",
        "class TTSDataCollatorWithPadding:\n",
        "    processor: Any\n",
        "\n",
        "    def __call__(\n",
        "        self, features: List[Dict[str, Union[List[int], torch.Tensor]]]\n",
        "    ) -> Dict[str, torch.Tensor]:\n",
        "        input_ids = [{\"input_ids\": feature[\"input_ids\"]} for feature in features]\n",
        "        label_features = [{\"input_values\": feature[\"labels\"]} for feature in features]\n",
        "        speaker_features = [feature[\"speaker_embeddings\"] for feature in features]\n",
        "\n",
        "        # collate the inputs and targets into a batch\n",
        "        batch = processor.pad(\n",
        "            input_ids=input_ids, labels=label_features, return_tensors=\"pt\"\n",
        "        )\n",
        "\n",
        "        # replace padding with -100 to ignore loss correctly\n",
        "        batch[\"labels\"] = batch[\"labels\"].masked_fill(\n",
        "            batch.decoder_attention_mask.unsqueeze(-1).ne(1), -100\n",
        "        )\n",
        "\n",
        "        # not used during fine-tuning\n",
        "        del batch[\"decoder_attention_mask\"]\n",
        "\n",
        "        # round down target lengths to multiple of reduction factor\n",
        "        if model.config.reduction_factor > 1:\n",
        "            target_lengths = torch.tensor(\n",
        "                [len(feature[\"input_values\"]) for feature in label_features]\n",
        "            )\n",
        "            target_lengths = target_lengths.new(\n",
        "                [\n",
        "                    length - length % model.config.reduction_factor\n",
        "                    for length in target_lengths\n",
        "                ]\n",
        "            )\n",
        "            max_length = max(target_lengths)\n",
        "            batch[\"labels\"] = batch[\"labels\"][:, :max_length]\n",
        "\n",
        "        # also add in the speaker embeddings\n",
        "        batch[\"speaker_embeddings\"] = torch.tensor(speaker_features)\n",
        "\n",
        "        return batch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_Z2Q_KrshSNi"
      },
      "outputs": [],
      "source": [
        "data_collator = TTSDataCollatorWithPadding(processor=processor)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
            "99a5adfa8f924f72ad37a7b308e439c2",
            "78f5c08a31fc4c48a86a73098ed58bb9",
            "e1c0c2168bd641cd8b52569e1bce21e8",
            "f238412066c84e4e8531fb7243b6d34e",
            "79b60553c21a434b90edc7ad8f747254",
            "e8e4647600944b08be3e98bb1aacdb55",
            "971ed1bec1944896ac67064f82f213e5",
            "d19c535235414b24837ad49f57466bf4",
            "3069f7b1f1064a7295b12e74aaf397db",
            "d2817263152b4276b89bb9d367f88041",
            "dd42f01174eb4835b2860429b0156bbc",
            "c2d27de18bb4489aa14632fcc08f0f0e",
            "8c3c69f373ce417db573b7fbb4968cdf",
            "2d0e8f7998d641f48eaf1814c34124f0",
            "38c92218e7cd436bb8ce684482e52f3b",
            "4947d06c487440efa6fd5debd47fce45",
            "81813ca3a142420c9abe9b1e925d75f2",
            "db4efb507ed24b4d91ff7e84efa64ba1",
            "e5f18c5a19874f58b0f3f9ad757642e4",
            "4a0c2d9c0ea949079ea91b3acbd993e6",
            "bd1ead06e7ac408e905b27f88e990ffd",
            "8d262bba48d540f080270ffe526e1462"
          ]
        },
        "id": "rXVZzQYphZim",
        "outputId": "7afd08f3-5b0d-486c-dbd6-3832604430f0"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "99a5adfa8f924f72ad37a7b308e439c2",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config.json:   0%|          | 0.00/2.06k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c2d27de18bb4489aa14632fcc08f0f0e",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "pytorch_model.bin:   0%|          | 0.00/585M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from transformers import SpeechT5ForTextToSpeech\n",
        "\n",
        "model = SpeechT5ForTextToSpeech.from_pretrained(checkpoint)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ESMgm4K5hdDi"
      },
      "outputs": [],
      "source": [
        "from functools import partial\n",
        "\n",
        "# disable cache during training since it's incompatible with gradient checkpointing\n",
        "model.config.use_cache = False\n",
        "\n",
        "# set language and task for generation and re-enable cache\n",
        "model.generate = partial(model.generate, use_cache=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U8BoZ8xuhe8i",
        "outputId": "4ee47351-9166-4610-921d-1c007a1500a8"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/training_args.py:1525: FutureWarning: `evaluation_strategy` is deprecated and will be removed in version 4.46 of 🤗 Transformers. Use `eval_strategy` instead\n",
            "  warnings.warn(\n"
          ]
        }
      ],
      "source": [
        "from transformers import Seq2SeqTrainingArguments\n",
        "\n",
        "training_args = Seq2SeqTrainingArguments(\n",
        "    output_dir=\"Hindi_SpeechT5_finetuned\",  # change to a repo name of your choice\n",
        "    per_device_train_batch_size=4,\n",
        "    gradient_accumulation_steps=8,\n",
        "    learning_rate=0.0001,\n",
        "    warmup_steps=100,\n",
        "    max_steps=1500,\n",
        "    gradient_checkpointing=True,\n",
        "    fp16=True,\n",
        "    evaluation_strategy=\"steps\",\n",
        "    per_device_eval_batch_size=2,\n",
        "    save_steps=100,\n",
        "    eval_steps=100,\n",
        "    logging_steps=50,\n",
        "    report_to=[\"tensorboard\"],\n",
        "    load_best_model_at_end=True,\n",
        "    greater_is_better=False,\n",
        "    label_names=[\"labels\"],\n",
        "    push_to_hub=True,\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2-HhrQ_Gh2Gf",
        "outputId": "83206e2b-0a65-4272-a8b9-91bc727516cd"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/accelerate/accelerator.py:494: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.\n",
            "  self.scaler = torch.cuda.amp.GradScaler(**kwargs)\n",
            "max_steps is given, it will override any value given in num_train_epochs\n"
          ]
        }
      ],
      "source": [
        "from transformers import Seq2SeqTrainer\n",
        "\n",
        "trainer = Seq2SeqTrainer(\n",
        "    args=training_args,\n",
        "    model=model,\n",
        "    train_dataset=dataset[\"train\"],\n",
        "    eval_dataset=dataset[\"test\"],\n",
        "    data_collator=data_collator,\n",
        "    tokenizer=processor,\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "71Le1psSjbXv",
        "outputId": "42ba7048-f285-4fb2-ccc4-33e3f536af77"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='1500' max='1500' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [1500/1500 59:02, Epoch 5/6]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "      <th>Validation Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>100</td>\n",
              "      <td>0.685600</td>\n",
              "      <td>0.597601</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>200</td>\n",
              "      <td>0.592900</td>\n",
              "      <td>0.545347</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>300</td>\n",
              "      <td>0.555400</td>\n",
              "      <td>0.513024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>400</td>\n",
              "      <td>0.540700</td>\n",
              "      <td>0.505228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>500</td>\n",
              "      <td>0.531800</td>\n",
              "      <td>0.484719</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>600</td>\n",
              "      <td>0.521300</td>\n",
              "      <td>0.479615</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>700</td>\n",
              "      <td>0.514000</td>\n",
              "      <td>0.472810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>800</td>\n",
              "      <td>0.506500</td>\n",
              "      <td>0.470281</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>900</td>\n",
              "      <td>0.504600</td>\n",
              "      <td>0.468425</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1000</td>\n",
              "      <td>0.497600</td>\n",
              "      <td>0.462131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1100</td>\n",
              "      <td>0.492900</td>\n",
              "      <td>0.458269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1200</td>\n",
              "      <td>0.479100</td>\n",
              "      <td>0.455037</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1300</td>\n",
              "      <td>0.482300</td>\n",
              "      <td>0.452942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1400</td>\n",
              "      <td>0.485000</td>\n",
              "      <td>0.450577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1500</td>\n",
              "      <td>0.477400</td>\n",
              "      <td>0.452396</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n",
            "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:632: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.5 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n",
            "  return fn(*args, **kwargs)\n",
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "TrainOutput(global_step=1500, training_loss=0.5342280629475912, metrics={'train_runtime': 3545.881, 'train_samples_per_second': 13.537, 'train_steps_per_second': 0.423, 'total_flos': 2804523154316928.0, 'train_loss': 0.5342280629475912, 'epoch': 5.163511187607573})"
            ]
          },
          "execution_count": 42,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "trainer.train()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Pushing model to Hugging face"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        },
        "id": "0xn3lA-Ah2nM",
        "outputId": "678b3ceb-2a06-44f5-8046-7b87ca3fb101"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n",
            "Non-default generation parameters: {'max_length': 1876}\n",
            "Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "CommitInfo(commit_url='https://huggingface.co/Tejasva-Maurya/Hindi_SpeechT5_finetuned/commit/17d96733801030da76a781c5d6818cd9442df25e', commit_message='End of training', commit_description='', oid='17d96733801030da76a781c5d6818cd9442df25e', pr_url=None, pr_revision=None, pr_num=None)"
            ]
          },
          "execution_count": 43,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "trainer.push_to_hub()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3oVec-aUN2is"
      },
      "source": [
        "# Inference"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 113,
          "referenced_widgets": [
            "3d13133dd6874235aa388882ca78c10b",
            "0c17d71c3a14402b8b72db077ead991b",
            "c62690ad836843ac83a62d64a873890d",
            "df89c217916c45be9700bb5e32a9daee",
            "7decfa47958f4cc48e873d3adff3690e",
            "02ec2fb1ba774bd395186689fbfb25f6",
            "62e63162213e40e193593a2af4b24d0f",
            "6e5fa5ed52724a7fb940e3a8206ef0ce",
            "70ff783eadab4939affc9238c70aff54",
            "918b31b299e741cd8a0734ea72230d5b",
            "9e423ce97d634d9895d091828e8b93b5",
            "8eb69c1cd9804e6295e26cde7257ec00",
            "ca74a3ffc17b4374aac04d247093f53d",
            "bcf7ba482f064f7da4fed0c1a42882eb",
            "cd676f09916a4a26b303232b836ae084",
            "b4d1156bd18d4eea9b0e517502ac80d8",
            "abce01a3788a4900833c28ddd760d444",
            "d5569a286cba413e9fb09a2d67857302",
            "31270c5e8e1d441c99768bc68be238cf",
            "af125e9368734cd7a8739d3a603a863b",
            "2d53e7bc3994431d8906deabc29c6b80",
            "8f15fd929d3049d4bc8fbc38e3d2d196",
            "d616d04bb13242999ede9f22487d0041",
            "8fae54c1ffac4a5493704cb2d7aed449",
            "5ca90b44922d4425ab40aee0fb3ee166",
            "df88a481ccfe4204bcb3712e442c7a68",
            "a7cce7c899254616b9101f669514b763",
            "c11a6f1f853d4e7baabe87fd39c368cf",
            "18fae7baa30243d5b6c95dcb681b5c01",
            "9fab53fbe34a4798931adc66dc7008a7",
            "cdc2687d232640bf8c74c63681b0c1eb",
            "6e3b360e3c034fadb1f4a96f77d652c5",
            "2f179af12fb541c593cd96fa15b2f4bc"
          ]
        },
        "id": "DttRwG_Qh6jP",
        "outputId": "894ccd2c-8289-411d-dcb9-063c8c0a3771"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3d13133dd6874235aa388882ca78c10b",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config.json:   0%|          | 0.00/2.10k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8eb69c1cd9804e6295e26cde7257ec00",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "model.safetensors:   0%|          | 0.00/578M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d616d04bb13242999ede9f22487d0041",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "generation_config.json:   0%|          | 0.00/185 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "model = SpeechT5ForTextToSpeech.from_pretrained(\n",
        "    \"Tejasva-Maurya/Hindi_SpeechT5_finetuned\"\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "X5Iipatxh_8z"
      },
      "outputs": [],
      "source": [
        "example = dataset[\"test\"][304]\n",
        "speaker_embeddings = torch.tensor(example[\"speaker_embeddings\"]).unsqueeze(0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tE9SBjH2j4Vk"
      },
      "outputs": [],
      "source": [
        "# Function to clean up text using the replacement pairs\n",
        "def cleanup_text(text):\n",
        "    for src, dst in replacements:\n",
        "        text = text.replace(src, dst)\n",
        "    return text"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
            "1b617bca76d6490fafbe5157ee2797a8",
            "eae0df7a97b94313b1281fd0862e3511",
            "2fe8a63ab66841e99102ec70a098272d",
            "33bb7bc8850c4721819302571d6664dd",
            "28c6cef9133f496b9b55b9305957e60d",
            "8ff32f795ced42749ef31b64326b1445",
            "df697dd7a749400aac430af4b6cf0338",
            "68940dca1369475e9774ace6e75f572c",
            "7c381cc6bf174c20bb904dd057b73aec",
            "2597379f6034448da45f50f96be81028",
            "6f524de6f7cf43a8b5bf599f71ffc414",
            "d5042fe641a34dd69e30ae8dde15b211",
            "2538f633f208466eb7c7601c6e5ecfee",
            "707475350003407ab4dd0ce684c1f2eb",
            "8e37a61c880943ca9728fefb18794d2a",
            "4bbf68def5b14f20af492ae0f0800690",
            "57883ec2a207410cad0b8282186d8b09",
            "6d154aae82a141ce9dc8ad68c8d33181",
            "566a8d5ca0534eb593717dbf14c8ebca",
            "519eb1bf2b184f909da24b216cfa8026",
            "d4ce84f0caf5467ea3551756ed457492",
            "69dafe213e3b4ff5985290a09f9db475"
          ]
        },
        "id": "or8TQBPyiLiA",
        "outputId": "2618fa5f-5571-4a63-b37e-549b949b026f"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1b617bca76d6490fafbe5157ee2797a8",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config.json:   0%|          | 0.00/636 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d5042fe641a34dd69e30ae8dde15b211",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "pytorch_model.bin:   0%|          | 0.00/50.7M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from transformers import SpeechT5HifiGan\n",
        "\n",
        "vocoder = SpeechT5HifiGan.from_pretrained(\"microsoft/speecht5_hifigan\")\n",
        "speech = model.generate_speech(inputs[\"input_ids\"], speaker_embeddings, vocoder=vocoder)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "S289pqndiNDW"
      },
      "outputs": [],
      "source": [
        "from IPython.display import Audio\n",
        "import soundfile as sf\n",
        "\n",
        "Audio(speech.numpy(), rate=16000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rq9mOAuR04CP"
      },
      "outputs": [],
      "source": [
        "text = \"मैं एक छात्र हूँ\"\n",
        "# converted_text = replace_numbers_with_words(text)\n",
        "cleaned_text = cleanup_text(text)\n",
        "final_text = normalize_text(cleaned_text)\n",
        "inputs = processor(text=final_text, return_tensors=\"pt\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 76
        },
        "id": "8HNmusVgc6gO",
        "outputId": "83a95b3b-1524-4a4e-f158-3b09f951c7b9"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 59,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "speech = model.generate_speech(inputs[\"input_ids\"], speaker_embeddings, vocoder=vocoder)\n",
        "# Save the audio to a file (e.g., 'output.wav')\n",
        "sf.write('output_1.wav', speech.numpy(), 16000)\n",
        "Audio(speech.numpy(), rate=16000)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9-vwJSJCdEbW"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "00f68cb53c0d41898db6c15fea4a79d3": {
          "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_42126bbe6df546f0ad9a84825347d174",
            "placeholder": "​",
            "style": "IPY_MODEL_70dd8ced2d8d4c9baa14500d1397cf40",
            "value": "Token is valid (permission: write)."
          }
        },
        "0232f3f16b1040889f016c6e45076195": {
          "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_ccd7882904904c1392d5e81bdfc13e30",
            "placeholder": "​",
            "style": "IPY_MODEL_f96025b60b804b0ca04d352903c5f950",
            "value": ""
          }
        },
        "023da1e142334d9791ba4fca66c48c45": {
          "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
          }
        },
        "02ec2fb1ba774bd395186689fbfb25f6": {
          "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
          }
        },
        "0447d8d7bb3e461baefea93f7d5e88b6": {
          "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": ""
          }
        },
        "09a4945318a54fcfad5e160c55ac4e12": {
          "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
          }
        },
        "0c17d71c3a14402b8b72db077ead991b": {
          "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_02ec2fb1ba774bd395186689fbfb25f6",
            "placeholder": "​",
            "style": "IPY_MODEL_62e63162213e40e193593a2af4b24d0f",
            "value": "config.json: 100%"
          }
        },
        "0c7b1a030a9f46ec8bd1fb0d84398593": {
          "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
          }
        },
        "0c7c339e00d8428a909894ccb8e39239": {
          "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_9e68ce2b619c41f9b43a626141011ad1",
              "IPY_MODEL_5cb808251f0d4f4ab1f9e00294750bdd",
              "IPY_MODEL_1257c5773a5442c0b92fbbf3ed313c0a"
            ],
            "layout": "IPY_MODEL_a0b598f86a5c40feadec0a85507142aa"
          }
        },
        "11658d131c1c45c4938895307dbef54b": {
          "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": ""
          }
        },
        "116ec63d02e54d7aa4f92b46b72eeed5": {
          "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": ""
          }
        },
        "11a300d82f3d438588f2c8e21293f71e": {
          "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_cc6bb1d699b542a5847d38a0b5a3547f",
            "placeholder": "​",
            "style": "IPY_MODEL_d6d0b1337c8b4a03bbd00303cfa929a5",
            "value": "Login successful"
          }
        },
        "1257c5773a5442c0b92fbbf3ed313c0a": {
          "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_6496b33e148b444595993e3f95a94e95",
            "placeholder": "​",
            "style": "IPY_MODEL_29d4072c3a4b44e9938e62f02320fa2f",
            "value": " 10329/10329 [00:00&lt;00:00, 137448.14 examples/s]"
          }
        },
        "16c4c899987a431ea80546c930223f95": {
          "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
          }
        },
        "1888d7c4cee940af9cef8662b3458dd6": {
          "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_a3cbe320bc17449581b4a8c1b281faca",
            "style": "IPY_MODEL_9954f1846035420ea5f893b1a71114b0",
            "value": true
          }
        },
        "18fae7baa30243d5b6c95dcb681b5c01": {
          "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": ""
          }
        },
        "199cd8b9ef76413eba008680181e59ac": {
          "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
          }
        },
        "19d536b4ee314afaa624bbb6f49d3053": {
          "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
          }
        },
        "1a28cfe4178d4fa4be0c619bfd2e7cb9": {
          "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_c0fc69a0ff7d4163bac2154f1e6c1f4a",
              "IPY_MODEL_3a1147d28787418d8c22a221773ab29b",
              "IPY_MODEL_349040c2dc924b34b5ff55e978c4c777"
            ],
            "layout": "IPY_MODEL_a17c1c4e5f77444887ce7bf5ef8d9568"
          }
        },
        "1b617bca76d6490fafbe5157ee2797a8": {
          "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_eae0df7a97b94313b1281fd0862e3511",
              "IPY_MODEL_2fe8a63ab66841e99102ec70a098272d",
              "IPY_MODEL_33bb7bc8850c4721819302571d6664dd"
            ],
            "layout": "IPY_MODEL_28c6cef9133f496b9b55b9305957e60d"
          }
        },
        "1b6b20c5e60a4cb2818cdbe6c46bc55d": {
          "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_647d4c0eb72f471db3f710757c953fc9",
            "placeholder": "​",
            "style": "IPY_MODEL_972de9fb828c4b1ca47bd02e8335906e",
            "value": " 3.20k/3.20k [00:00&lt;00:00, 239kB/s]"
          }
        },
        "1b7da4ed03ae4504a830a1c5e6ee2f2a": {
          "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": ""
          }
        },
        "1d76f082d28d47d881a7fcbd739e8903": {
          "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
          }
        },
        "1e25b5d3186045fb843bda58258c0459": {
          "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_ce03f9ac71d84a95bb65adc2219f6b4d",
              "IPY_MODEL_2d4d6b0408f147da81813768465ef245",
              "IPY_MODEL_fc7215956b8f4e689017138ecde28719"
            ],
            "layout": "IPY_MODEL_31ab82182bd1401681aaea5c77efe8db"
          }
        },
        "1e53a22426754552b4e0dc97dfa59905": {
          "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
          }
        },
        "1fe19785a6ae4d74b3e7a79d748c2e7d": {
          "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": "20px"
          }
        },
        "20b625b3932e40ec95ffa2197489cfb2": {
          "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": ""
          }
        },
        "23bc0e9277eb458aa90b0a9fe47af80e": {
          "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
          }
        },
        "24e069ddc7984795a6cac3a81132edd7": {
          "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
          }
        },
        "2538f633f208466eb7c7601c6e5ecfee": {
          "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_57883ec2a207410cad0b8282186d8b09",
            "placeholder": "​",
            "style": "IPY_MODEL_6d154aae82a141ce9dc8ad68c8d33181",
            "value": "pytorch_model.bin: 100%"
          }
        },
        "2597379f6034448da45f50f96be81028": {
          "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
          }
        },
        "25dda49223404b549283f4e588507eb5": {
          "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
          }
        },
        "26e40b5f3f14439ba38888123be1cc4a": {
          "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": ""
          }
        },
        "2711a5fb8ea64ceba2d9e2e2514d0d67": {
          "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_b804f83a83654bb6be6f9373aa2de21b",
            "placeholder": "​",
            "style": "IPY_MODEL_3ecee971668145d0b1d8436a6b9209e5",
            "value": "added_tokens.json: 100%"
          }
        },
        "289c4156dcda4bedaa9c1bb14b9d90a1": {
          "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_5f49bfc61cc3489aace03bd2df68a5af",
              "IPY_MODEL_74bb6cf6b55948eb9ce0904cafa20b1d",
              "IPY_MODEL_81599b51129c4431bc9805e46c271ef0"
            ],
            "layout": "IPY_MODEL_6d4d97a4e2bf49849645392a7a5c4b33"
          }
        },
        "28c1cd86e7c541fc9be35e444810f716": {
          "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
          }
        },
        "28c6cef9133f496b9b55b9305957e60d": {
          "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
          }
        },
        "29d4072c3a4b44e9938e62f02320fa2f": {
          "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": ""
          }
        },
        "2a433414040e4ed1970d59e72f64b8f6": {
          "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
          }
        },
        "2ab5679c68d04ebebab300338bd0671c": {
          "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": ""
          }
        },
        "2abb013e968c486bb54cf25ddae76d1e": {
          "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_24e069ddc7984795a6cac3a81132edd7",
            "placeholder": "​",
            "style": "IPY_MODEL_a76a3fcc9b074430bfb72830493b2fe4",
            "value": " 10329/10329 [00:00&lt;00:00, 41942.20 examples/s]"
          }
        },
        "2b3402d4508f457ca0536b8e23506674": {
          "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": ""
          }
        },
        "2b508fd6283f48e998cbf6ba7d097e36": {
          "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
          }
        },
        "2d0e8f7998d641f48eaf1814c34124f0": {
          "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_e5f18c5a19874f58b0f3f9ad757642e4",
            "max": 585476837,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4a0c2d9c0ea949079ea91b3acbd993e6",
            "value": 585476837
          }
        },
        "2d4d6b0408f147da81813768465ef245": {
          "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_ff1f9f040ae347ceb02746e78b45ee32",
            "max": 238473,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_38b23d7f97bd41798954ed3ecb54361a",
            "value": 238473
          }
        },
        "2d53e7bc3994431d8906deabc29c6b80": {
          "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
          }
        },
        "2f179af12fb541c593cd96fa15b2f4bc": {
          "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": ""
          }
        },
        "2f954b826aa64883bce9026510680149": {
          "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
          }
        },
        "2fe8a63ab66841e99102ec70a098272d": {
          "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_68940dca1369475e9774ace6e75f572c",
            "max": 636,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7c381cc6bf174c20bb904dd057b73aec",
            "value": 636
          }
        },
        "3069f7b1f1064a7295b12e74aaf397db": {
          "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": ""
          }
        },
        "307ab512bb1d42559e2ad1358e0fac3a": {
          "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
          }
        },
        "31270c5e8e1d441c99768bc68be238cf": {
          "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
          }
        },
        "31ab82182bd1401681aaea5c77efe8db": {
          "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
          }
        },
        "31ddf2280ae84490a58d76cad1483bcd": {
          "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": ""
          }
        },
        "3362be75ed594251b655dfc18e995385": {
          "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
          }
        },
        "33bb7bc8850c4721819302571d6664dd": {
          "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_2597379f6034448da45f50f96be81028",
            "placeholder": "​",
            "style": "IPY_MODEL_6f524de6f7cf43a8b5bf599f71ffc414",
            "value": " 636/636 [00:00&lt;00:00, 41.9kB/s]"
          }
        },
        "349040c2dc924b34b5ff55e978c4c777": {
          "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_bc8214acf09d4161a7829f1d6443db5a",
            "placeholder": "​",
            "style": "IPY_MODEL_2ab5679c68d04ebebab300338bd0671c",
            "value": " 10329/10329 [00:00&lt;00:00, 154462.29 examples/s]"
          }
        },
        "34b431ce24e84294996771075b77e9ea": {
          "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_23bc0e9277eb458aa90b0a9fe47af80e",
            "max": 10329,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3e488e1deb5e478199a6886b272e9367",
            "value": 10329
          }
        },
        "34bac3734ccd4798b1726bbde63607d5": {
          "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": ""
          }
        },
        "36a23129723d4209a6627ca6e75d8a8d": {
          "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": ""
          }
        },
        "36b06be899db4cba89645a24f631246d": {
          "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_7fffa0b44f504683832f19a1b5136bda",
            "placeholder": "​",
            "style": "IPY_MODEL_408e27419f394e579437e70b7b941c82",
            "value": " 10329/10329 [05:15&lt;00:00, 47.10 examples/s]"
          }
        },
        "36d4dda1b2444fdbb38f1566452381a2": {
          "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": ""
          }
        },
        "38948ff6ac5c4c21b54d9cf7b55ef4fa": {
          "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": ""
          }
        },
        "389b6ad9ed194d668ae394d21913e676": {
          "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_c4c231ec5062492dbbd0062cd6af7d77",
            "placeholder": "​",
            "style": "IPY_MODEL_ad478dba09f44552bfbb83f26944fbdb",
            "value": " 232/232 [00:00&lt;00:00, 14.3kB/s]"
          }
        },
        "38b23d7f97bd41798954ed3ecb54361a": {
          "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": ""
          }
        },
        "38c92218e7cd436bb8ce684482e52f3b": {
          "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_bd1ead06e7ac408e905b27f88e990ffd",
            "placeholder": "​",
            "style": "IPY_MODEL_8d262bba48d540f080270ffe526e1462",
            "value": " 585M/585M [00:02&lt;00:00, 246MB/s]"
          }
        },
        "38ea7cf2db2d4b21888d7bf6b0389dd2": {
          "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
          }
        },
        "3a1147d28787418d8c22a221773ab29b": {
          "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_38ea7cf2db2d4b21888d7bf6b0389dd2",
            "max": 10329,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_88bae12232da4bf08a0f5cf31e28bc38",
            "value": 10329
          }
        },
        "3a562fab27c94ab6be098fa4a32bb4bb": {
          "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_1e53a22426754552b4e0dc97dfa59905",
            "placeholder": "​",
            "style": "IPY_MODEL_cdd303a6e9e04712ae1db7532c3e350d",
            "value": "embedding_model.ckpt: 100%"
          }
        },
        "3b588ae778054f88b6cb80c7e5240254": {
          "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": ""
          }
        },
        "3bad3f4a5a294b1cabb3e5f94b125e8c": {
          "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": ""
          }
        },
        "3d13133dd6874235aa388882ca78c10b": {
          "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_0c17d71c3a14402b8b72db077ead991b",
              "IPY_MODEL_c62690ad836843ac83a62d64a873890d",
              "IPY_MODEL_df89c217916c45be9700bb5e32a9daee"
            ],
            "layout": "IPY_MODEL_7decfa47958f4cc48e873d3adff3690e"
          }
        },
        "3dc4ec3f36ee4d30966f2ec370393221": {
          "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": ""
          }
        },
        "3e2a0d664b3a4bb2ad6e79be20f9e7de": {
          "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_bfb207ee420244b688ffcec62b1017f3",
              "IPY_MODEL_feb4a61013804693a69dee6aecf0d18d",
              "IPY_MODEL_c45ea8e8b20d4dac835afc341407d15a"
            ],
            "layout": "IPY_MODEL_16c4c899987a431ea80546c930223f95"
          }
        },
        "3e345b48d5d345a79bf2951da8911dab": {
          "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": ""
          }
        },
        "3e488e1deb5e478199a6886b272e9367": {
          "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": ""
          }
        },
        "3ebb2b6cce654ea4b5e66cd0076d8533": {
          "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_ccd6c86fa9904d8081b247989258b09d",
            "placeholder": "​",
            "style": "IPY_MODEL_ea37870c26864164a3c2572799c790d0",
            "value": "label_encoder.txt: 100%"
          }
        },
        "3ecee971668145d0b1d8436a6b9209e5": {
          "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": ""
          }
        },
        "3fa10d1d1e6d46bf8b0089082c016d8b": {
          "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": ""
          }
        },
        "408e27419f394e579437e70b7b941c82": {
          "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": ""
          }
        },
        "40b56e64d69946ddbd1aec80c332f081": {
          "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
          }
        },
        "42126bbe6df546f0ad9a84825347d174": {
          "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
          }
        },
        "43675890f308417a9612eb40fa2c4186": {
          "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_f2b496fc1f874d7db068f67a391bff13",
            "placeholder": "​",
            "style": "IPY_MODEL_5b71499ae75145ab8a277c1555fd7860",
            "value": "Filter: 100%"
          }
        },
        "45c336a46a4c4123917862333bb9e043": {
          "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_633c06dcb55142f0bc75c854955ed22e",
              "IPY_MODEL_34b431ce24e84294996771075b77e9ea",
              "IPY_MODEL_36b06be899db4cba89645a24f631246d"
            ],
            "layout": "IPY_MODEL_47154cf490ca421e908094b9e3d6da20"
          }
        },
        "47154cf490ca421e908094b9e3d6da20": {
          "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
          }
        },
        "488769fa274344da9a1e9f4a7a13b188": {
          "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_4e20a47ec5624ca18aa1b86822caa628",
            "max": 40,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3e345b48d5d345a79bf2951da8911dab",
            "value": 40
          }
        },
        "4947d06c487440efa6fd5debd47fce45": {
          "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
          }
        },
        "4986565eebf74dcdb9b63c367aecb614": {
          "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
          }
        },
        "4a0c2d9c0ea949079ea91b3acbd993e6": {
          "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": ""
          }
        },
        "4bbf68def5b14f20af492ae0f0800690": {
          "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
          }
        },
        "4e0a529ada504b19a3a77f70f1df761b": {
          "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_79ce530a65cf4218b07ae212f95aa5ea",
              "IPY_MODEL_6decbecdf19343d0bb4dbfb79748a12d",
              "IPY_MODEL_f2c6b6160206486cad24df72d468709a"
            ],
            "layout": "IPY_MODEL_023da1e142334d9791ba4fca66c48c45"
          }
        },
        "4e20a47ec5624ca18aa1b86822caa628": {
          "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
          }
        },
        "4fc74dc349764f899309732af760c7cb": {
          "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
          }
        },
        "50a2dec15a184704bdc7cfd795cf621d": {
          "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
          }
        },
        "50e8c67aa7a2401abecfab222b089b82": {
          "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_67e80b91f6454bf3b7ca040a84fd510f",
            "placeholder": "​",
            "style": "IPY_MODEL_6e74bf18cc344d9aab85db0e9309848b",
            "value": " 433/433 [00:00&lt;00:00, 31.0kB/s]"
          }
        },
        "5112f3f6473343638c6528167fb4d4f3": {
          "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": ""
          }
        },
        "519eb1bf2b184f909da24b216cfa8026": {
          "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": ""
          }
        },
        "54d7d90334c14ea0b9243975c5f1f070": {
          "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": ""
          }
        },
        "566a8d5ca0534eb593717dbf14c8ebca": {
          "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
          }
        },
        "57883ec2a207410cad0b8282186d8b09": {
          "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
          }
        },
        "57f9b231456948c3ac742c80d1d40f12": {
          "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
          }
        },
        "596ca0a200de4bb58c01acd28e7027b7": {
          "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_3362be75ed594251b655dfc18e995385",
            "placeholder": "​",
            "style": "IPY_MODEL_2b3402d4508f457ca0536b8e23506674",
            "value": "Map: 100%"
          }
        },
        "59c59b59e4634eb9941153257340cde9": {
          "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_bd3b419d884d4aa6959eb8f0c8199408",
            "placeholder": "​",
            "style": "IPY_MODEL_36a23129723d4209a6627ca6e75d8a8d",
            "value": "Your token has been saved in your configured git credential helpers (store)."
          }
        },
        "5b71499ae75145ab8a277c1555fd7860": {
          "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": ""
          }
        },
        "5c012a745fb84c08bc8a283e505e036b": {
          "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
          }
        },
        "5ca90b44922d4425ab40aee0fb3ee166": {
          "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_9fab53fbe34a4798931adc66dc7008a7",
            "max": 185,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_cdc2687d232640bf8c74c63681b0c1eb",
            "value": 185
          }
        },
        "5cb808251f0d4f4ab1f9e00294750bdd": {
          "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_bd4d104b46d8424ea832be9c65357529",
            "max": 10329,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_cf118dd1f27f40e8889e49357c000190",
            "value": 10329
          }
        },
        "5f0824aadbd94d1dae90904333f74cfd": {
          "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
          }
        },
        "5f1547332b0d4e9e9f94b624a22d1af4": {
          "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
          }
        },
        "5f1a1118ebe14d968a2e76d9582cd280": {
          "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
          }
        },
        "5f49bfc61cc3489aace03bd2df68a5af": {
          "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_307ab512bb1d42559e2ad1358e0fac3a",
            "placeholder": "​",
            "style": "IPY_MODEL_e809ea28c3084060bf7b3c3ca3fbc865",
            "value": "special_tokens_map.json: 100%"
          }
        },
        "604b19ec940d4bf2b88b699bd14ed0bb": {
          "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
          }
        },
        "62e63162213e40e193593a2af4b24d0f": {
          "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": ""
          }
        },
        "633c06dcb55142f0bc75c854955ed22e": {
          "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_d6701b9506994704b26748a7478bfa84",
            "placeholder": "​",
            "style": "IPY_MODEL_98b157cb2622450bbaa43de81db4abfe",
            "value": "Map: 100%"
          }
        },
        "643a8e45d9f240d8b9487d0adc082820": {
          "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
          }
        },
        "647d4c0eb72f471db3f710757c953fc9": {
          "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
          }
        },
        "6496b33e148b444595993e3f95a94e95": {
          "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
          }
        },
        "663a3a519b36476aaa5ec52c5f009b44": {
          "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": ""
          }
        },
        "67e80b91f6454bf3b7ca040a84fd510f": {
          "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
          }
        },
        "68940dca1369475e9774ace6e75f572c": {
          "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
          }
        },
        "68d38af064be486eab4244f9c6781a6b": {
          "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_a313e32dc7604c5d8d3816ff53b116f3",
              "IPY_MODEL_887d16a3da794cdeaba9b7cb640c2764",
              "IPY_MODEL_ae520ba32fc54833914804ccf8cde56b"
            ],
            "layout": "IPY_MODEL_ae7a94ed43e6420baa9917df33455aad"
          }
        },
        "69dafe213e3b4ff5985290a09f9db475": {
          "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": ""
          }
        },
        "6b6ae29790194618ba5f5aa95539f7c2": {
          "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": ""
          }
        },
        "6d154aae82a141ce9dc8ad68c8d33181": {
          "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": ""
          }
        },
        "6d4d97a4e2bf49849645392a7a5c4b33": {
          "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
          }
        },
        "6decbecdf19343d0bb4dbfb79748a12d": {
          "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_e681d62b27874856a107260fc643cca5",
            "max": 10329,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e8d2ab8357c2459f89417e62051126c9",
            "value": 10329
          }
        },
        "6e0312772d214a6aadf726b788bea0c1": {
          "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_ca5f1fadc53e4d0e88430be2b6215bb0",
            "max": 15856877,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8381ae6d789f4a899068defcfc7a8d51",
            "value": 15856877
          }
        },
        "6e3b360e3c034fadb1f4a96f77d652c5": {
          "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
          }
        },
        "6e5fa5ed52724a7fb940e3a8206ef0ce": {
          "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
          }
        },
        "6e74bf18cc344d9aab85db0e9309848b": {
          "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": ""
          }
        },
        "6ec4a065b84c4a4bb52901306af7aa90": {
          "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_96ab3f4508d44542a19727853d6a9d96",
            "placeholder": "​",
            "style": "IPY_MODEL_82cf8d826f064d5b8abd48e06defcae2",
            "value": "Connecting..."
          }
        },
        "6f524de6f7cf43a8b5bf599f71ffc414": {
          "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": ""
          }
        },
        "6fff3963973746c38b4e66936047d8c2": {
          "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_dfd1579165eb48af9c303a3166fd2483",
              "IPY_MODEL_ae44b00da9214716a007ebed74858794",
              "IPY_MODEL_50e8c67aa7a2401abecfab222b089b82"
            ],
            "layout": "IPY_MODEL_7030619863dc4b489252bda9c45cf976"
          }
        },
        "7030619863dc4b489252bda9c45cf976": {
          "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
          }
        },
        "707475350003407ab4dd0ce684c1f2eb": {
          "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_566a8d5ca0534eb593717dbf14c8ebca",
            "max": 50672453,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_519eb1bf2b184f909da24b216cfa8026",
            "value": 50672453
          }
        },
        "70dd8ced2d8d4c9baa14500d1397cf40": {
          "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": ""
          }
        },
        "70ff783eadab4939affc9238c70aff54": {
          "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": ""
          }
        },
        "730d3cc915264c78b12b523a8ee3f25a": {
          "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_b00fea0f4fc4464f85efdc0a15c4c125",
            "placeholder": "​",
            "style": "IPY_MODEL_b6c71cad9cbe46289624dfcafdd2c2e4",
            "value": " 40.0/40.0 [00:00&lt;00:00, 2.85kB/s]"
          }
        },
        "74bb6cf6b55948eb9ce0904cafa20b1d": {
          "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_2f954b826aa64883bce9026510680149",
            "max": 234,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f3d0cba77e4f49fb80fc52147dea201f",
            "value": 234
          }
        },
        "763a1e14933e4470bf89ca5b1ff1470d": {
          "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
          }
        },
        "76bbcb68ff1041a3aedfbca82c952ef0": {
          "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": ""
          }
        },
        "78f5c08a31fc4c48a86a73098ed58bb9": {
          "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_e8e4647600944b08be3e98bb1aacdb55",
            "placeholder": "​",
            "style": "IPY_MODEL_971ed1bec1944896ac67064f82f213e5",
            "value": "config.json: 100%"
          }
        },
        "79631a909afd4ab5806ed033450b158a": {
          "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
          }
        },
        "79b60553c21a434b90edc7ad8f747254": {
          "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
          }
        },
        "79ce530a65cf4218b07ae212f95aa5ea": {
          "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_604b19ec940d4bf2b88b699bd14ed0bb",
            "placeholder": "​",
            "style": "IPY_MODEL_0447d8d7bb3e461baefea93f7d5e88b6",
            "value": "Map: 100%"
          }
        },
        "7c381cc6bf174c20bb904dd057b73aec": {
          "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": ""
          }
        },
        "7c7274e52b18463ebe3f84bd6d1b59c7": {
          "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_5c012a745fb84c08bc8a283e505e036b",
            "max": 128619,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_5112f3f6473343638c6528167fb4d4f3",
            "value": 128619
          }
        },
        "7decfa47958f4cc48e873d3adff3690e": {
          "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
          }
        },
        "7fffa0b44f504683832f19a1b5136bda": {
          "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
          }
        },
        "808b6990640a4315b53b6f9751499b87": {
          "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_3ebb2b6cce654ea4b5e66cd0076d8533",
              "IPY_MODEL_7c7274e52b18463ebe3f84bd6d1b59c7",
              "IPY_MODEL_af7038cee16b408882d2a0f0c5ff39e3"
            ],
            "layout": "IPY_MODEL_fa636bbec6264b2fa9091a92b6cb17c6"
          }
        },
        "8102bd3c1f3a432284c18a4e482b22e6": {
          "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": ""
          }
        },
        "81599b51129c4431bc9805e46c271ef0": {
          "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_fe17a62a6e0a4f08873f4dbe3d85d70f",
            "placeholder": "​",
            "style": "IPY_MODEL_d4d8e2a981de4f3296fb21042e47d471",
            "value": " 234/234 [00:00&lt;00:00, 12.5kB/s]"
          }
        },
        "81813ca3a142420c9abe9b1e925d75f2": {
          "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
          }
        },
        "82cf8d826f064d5b8abd48e06defcae2": {
          "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": ""
          }
        },
        "8381ae6d789f4a899068defcfc7a8d51": {
          "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": ""
          }
        },
        "8451d3b8a7da43b8a07bb7ec409c60f3": {
          "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
          }
        },
        "887d16a3da794cdeaba9b7cb640c2764": {
          "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_19d536b4ee314afaa624bbb6f49d3053",
            "max": 10329,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_893433d2936b4d4ba1ec7f263cb7c5b0",
            "value": 10329
          }
        },
        "88bae12232da4bf08a0f5cf31e28bc38": {
          "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": ""
          }
        },
        "893433d2936b4d4ba1ec7f263cb7c5b0": {
          "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": ""
          }
        },
        "89812ae092564188ac587a933e2eec61": {
          "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_971b48724f3248ada4e084f0ffa9dbbb",
            "max": 10329,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_11658d131c1c45c4938895307dbef54b",
            "value": 10329
          }
        },
        "8b898d2360894193a4cdcbbffa632708": {
          "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_9aed428360094b90a31283a9b17bd80d",
            "placeholder": "​",
            "style": "IPY_MODEL_76bbcb68ff1041a3aedfbca82c952ef0",
            "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>"
          }
        },
        "8c3c69f373ce417db573b7fbb4968cdf": {
          "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_81813ca3a142420c9abe9b1e925d75f2",
            "placeholder": "​",
            "style": "IPY_MODEL_db4efb507ed24b4d91ff7e84efa64ba1",
            "value": "pytorch_model.bin: 100%"
          }
        },
        "8d262bba48d540f080270ffe526e1462": {
          "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": ""
          }
        },
        "8df78c31b2ae4c869cf30c7f34351994": {
          "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%"
          }
        },
        "8e30fcb65e6c4c828bd064b40a418531": {
          "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": ""
          }
        },
        "8e37a61c880943ca9728fefb18794d2a": {
          "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_d4ce84f0caf5467ea3551756ed457492",
            "placeholder": "​",
            "style": "IPY_MODEL_69dafe213e3b4ff5985290a09f9db475",
            "value": " 50.7M/50.7M [00:00&lt;00:00, 193MB/s]"
          }
        },
        "8e5bf9c7031b498a879dde8bed5db13e": {
          "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
          }
        },
        "8eb69c1cd9804e6295e26cde7257ec00": {
          "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_ca74a3ffc17b4374aac04d247093f53d",
              "IPY_MODEL_bcf7ba482f064f7da4fed0c1a42882eb",
              "IPY_MODEL_cd676f09916a4a26b303232b836ae084"
            ],
            "layout": "IPY_MODEL_b4d1156bd18d4eea9b0e517502ac80d8"
          }
        },
        "8f15fd929d3049d4bc8fbc38e3d2d196": {
          "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": ""
          }
        },
        "8fae54c1ffac4a5493704cb2d7aed449": {
          "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_c11a6f1f853d4e7baabe87fd39c368cf",
            "placeholder": "​",
            "style": "IPY_MODEL_18fae7baa30243d5b6c95dcb681b5c01",
            "value": "generation_config.json: 100%"
          }
        },
        "8ff32f795ced42749ef31b64326b1445": {
          "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
          }
        },
        "90795fe8259546ef89057a9defa904ef": {
          "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": ""
          }
        },
        "918b31b299e741cd8a0734ea72230d5b": {
          "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
          }
        },
        "91f28c81c4ec4e9d85c8bc1b690586bc": {
          "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": ""
          }
        },
        "939bb57ffed24f22b35268bbebaa70de": {
          "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_596ca0a200de4bb58c01acd28e7027b7",
              "IPY_MODEL_9b8c73bdace54256b2ad020c84db630a",
              "IPY_MODEL_af4763ca761642289e81d1f0aec6751b"
            ],
            "layout": "IPY_MODEL_50a2dec15a184704bdc7cfd795cf621d"
          }
        },
        "93d6ba30c2b94fd0867fff529f0d8405": {
          "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
          }
        },
        "96ab3f4508d44542a19727853d6a9d96": {
          "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
          }
        },
        "971b48724f3248ada4e084f0ffa9dbbb": {
          "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
          }
        },
        "971ed1bec1944896ac67064f82f213e5": {
          "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": ""
          }
        },
        "972de9fb828c4b1ca47bd02e8335906e": {
          "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": ""
          }
        },
        "98b157cb2622450bbaa43de81db4abfe": {
          "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": ""
          }
        },
        "9954f1846035420ea5f893b1a71114b0": {
          "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": ""
          }
        },
        "99a5adfa8f924f72ad37a7b308e439c2": {
          "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_78f5c08a31fc4c48a86a73098ed58bb9",
              "IPY_MODEL_e1c0c2168bd641cd8b52569e1bce21e8",
              "IPY_MODEL_f238412066c84e4e8531fb7243b6d34e"
            ],
            "layout": "IPY_MODEL_79b60553c21a434b90edc7ad8f747254"
          }
        },
        "9aed428360094b90a31283a9b17bd80d": {
          "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
          }
        },
        "9b8c73bdace54256b2ad020c84db630a": {
          "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_5f1a1118ebe14d968a2e76d9582cd280",
            "max": 10329,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f3b3ab95ca8441e8b437aba86b635195",
            "value": 10329
          }
        },
        "9c0bf07e9dfa4bfebaa58af259409ec0": {
          "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_d450895ba8e94513ab78f2212d0dd5e2",
            "placeholder": "​",
            "style": "IPY_MODEL_c57964c8671c4aaf90b6269aa7725778",
            "value": " 16.9M/16.9M [00:00&lt;00:00, 181MB/s]"
          }
        },
        "9d5825850aff4460bbd6ffda56e4af8e": {
          "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_09a4945318a54fcfad5e160c55ac4e12",
            "placeholder": "​",
            "style": "IPY_MODEL_cf533d9e5bbd4c6595fe27d86a9a5b4d",
            "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>"
          }
        },
        "9e423ce97d634d9895d091828e8b93b5": {
          "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": ""
          }
        },
        "9e68ce2b619c41f9b43a626141011ad1": {
          "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_f0f008f6eed1418484f21a4efab66770",
            "placeholder": "​",
            "style": "IPY_MODEL_20b625b3932e40ec95ffa2197489cfb2",
            "value": "Map: 100%"
          }
        },
        "9fab53fbe34a4798931adc66dc7008a7": {
          "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
          }
        },
        "a0b598f86a5c40feadec0a85507142aa": {
          "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
          }
        },
        "a17c1c4e5f77444887ce7bf5ef8d9568": {
          "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
          }
        },
        "a313e32dc7604c5d8d3816ff53b116f3": {
          "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_40b56e64d69946ddbd1aec80c332f081",
            "placeholder": "​",
            "style": "IPY_MODEL_31ddf2280ae84490a58d76cad1483bcd",
            "value": "Map: 100%"
          }
        },
        "a314f458da6c4a3a8099f8d64854fbdf": {
          "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_ad50cce8a6034f69969132dd2a9f1431",
            "placeholder": "​",
            "style": "IPY_MODEL_e5d59563e6af47d2a777470a593e688e",
            "value": "Your token has been saved to /root/.cache/huggingface/token"
          }
        },
        "a3cbe320bc17449581b4a8c1b281faca": {
          "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
          }
        },
        "a4dfb9799fe143969686be72a2c7775d": {
          "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_8e5bf9c7031b498a879dde8bed5db13e",
            "placeholder": "​",
            "style": "IPY_MODEL_90795fe8259546ef89057a9defa904ef",
            "value": " 0/0 [00:00&lt;?, ?it/s]"
          }
        },
        "a57561ce82d3467d8e2898bcca2e110e": {
          "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_f884a1425a794cbda5e151cb8a00985f",
            "placeholder": "​",
            "style": "IPY_MODEL_e9a60cead38f48bd99389c7f2e06b90b",
            "value": "tokenizer_config.json: 100%"
          }
        },
        "a76a3fcc9b074430bfb72830493b2fe4": {
          "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": ""
          }
        },
        "a7cce7c899254616b9101f669514b763": {
          "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
          }
        },
        "aad49f382a1d4496b47b1b6131157e97": {
          "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_8451d3b8a7da43b8a07bb7ec409c60f3",
            "placeholder": "​",
            "style": "IPY_MODEL_116ec63d02e54d7aa4f92b46b72eeed5",
            "value": " 15.9M/15.9M [00:00&lt;00:00, 225MB/s]"
          }
        },
        "abce01a3788a4900833c28ddd760d444": {
          "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
          }
        },
        "ad478dba09f44552bfbb83f26944fbdb": {
          "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": ""
          }
        },
        "ad50cce8a6034f69969132dd2a9f1431": {
          "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
          }
        },
        "ae44b00da9214716a007ebed74858794": {
          "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_0c7b1a030a9f46ec8bd1fb0d84398593",
            "max": 433,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_aeca3dc2fc2a43f4b584b8337c7f3c92",
            "value": 433
          }
        },
        "ae520ba32fc54833914804ccf8cde56b": {
          "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_dfb91f17c3b1425f868ce0e70cd8ed50",
            "placeholder": "​",
            "style": "IPY_MODEL_663a3a519b36476aaa5ec52c5f009b44",
            "value": " 10329/10329 [00:02&lt;00:00, 5187.50 examples/s]"
          }
        },
        "ae7a94ed43e6420baa9917df33455aad": {
          "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
          }
        },
        "aeca3dc2fc2a43f4b584b8337c7f3c92": {
          "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": ""
          }
        },
        "af125e9368734cd7a8739d3a603a863b": {
          "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": ""
          }
        },
        "af4763ca761642289e81d1f0aec6751b": {
          "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_28c1cd86e7c541fc9be35e444810f716",
            "placeholder": "​",
            "style": "IPY_MODEL_8102bd3c1f3a432284c18a4e482b22e6",
            "value": " 10329/10329 [00:01&lt;00:00, 7978.23 examples/s]"
          }
        },
        "af7038cee16b408882d2a0f0c5ff39e3": {
          "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_bb08a7939d724411a587357d4c1dd52c",
            "placeholder": "​",
            "style": "IPY_MODEL_c9e0acf0df314cf0a423261d0db0b3ab",
            "value": " 129k/129k [00:00&lt;00:00, 7.31MB/s]"
          }
        },
        "b00fea0f4fc4464f85efdc0a15c4c125": {
          "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
          }
        },
        "b02d930351224b6cbe30645feb900611": {
          "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_e0ff06761ff64a8a8a8267ad36c4a148",
            "max": 232,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3fa10d1d1e6d46bf8b0089082c016d8b",
            "value": 232
          }
        },
        "b4d1156bd18d4eea9b0e517502ac80d8": {
          "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
          }
        },
        "b6c71cad9cbe46289624dfcafdd2c2e4": {
          "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": ""
          }
        },
        "b804f83a83654bb6be6f9373aa2de21b": {
          "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
          }
        },
        "b97e56074c44475ea4db097973b80794": {
          "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_93d6ba30c2b94fd0867fff529f0d8405",
            "max": 16887676,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3dc4ec3f36ee4d30966f2ec370393221",
            "value": 16887676
          }
        },
        "baa07230738c4b559cea15b3281aa07c": {
          "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_1fe19785a6ae4d74b3e7a79d748c2e7d",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f0f3b201be994896bad15c72f6d53ed2",
            "value": 0
          }
        },
        "bb08a7939d724411a587357d4c1dd52c": {
          "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
          }
        },
        "bc8214acf09d4161a7829f1d6443db5a": {
          "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
          }
        },
        "bcf7ba482f064f7da4fed0c1a42882eb": {
          "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_31270c5e8e1d441c99768bc68be238cf",
            "max": 577789320,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_af125e9368734cd7a8739d3a603a863b",
            "value": 577789320
          }
        },
        "bd1ead06e7ac408e905b27f88e990ffd": {
          "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
          }
        },
        "bd3b419d884d4aa6959eb8f0c8199408": {
          "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
          }
        },
        "bd4d104b46d8424ea832be9c65357529": {
          "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
          }
        },
        "bea3441f7b1c4c208b1070f54b6bc70f": {
          "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_c8f0d2060dc34a7782efbb4245913be0",
            "placeholder": "​",
            "style": "IPY_MODEL_3b588ae778054f88b6cb80c7e5240254",
            "value": ""
          }
        },
        "bf5d764f5d7a42909122803d4e524980": {
          "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": [
              "IPY_MODEL_00f68cb53c0d41898db6c15fea4a79d3",
              "IPY_MODEL_59c59b59e4634eb9941153257340cde9",
              "IPY_MODEL_a314f458da6c4a3a8099f8d64854fbdf",
              "IPY_MODEL_11a300d82f3d438588f2c8e21293f71e"
            ],
            "layout": "IPY_MODEL_8df78c31b2ae4c869cf30c7f34351994"
          }
        },
        "bfb207ee420244b688ffcec62b1017f3": {
          "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_643a8e45d9f240d8b9487d0adc082820",
            "placeholder": "​",
            "style": "IPY_MODEL_3bad3f4a5a294b1cabb3e5f94b125e8c",
            "value": "hyperparams.yaml: 100%"
          }
        },
        "c0ad849358eb400eb567c5661b956e42": {
          "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_c8e1ccdba97b48e08ff4865960c5ef0d",
              "IPY_MODEL_c9bf852f67294488972d006925ed28b8",
              "IPY_MODEL_1b6b20c5e60a4cb2818cdbe6c46bc55d"
            ],
            "layout": "IPY_MODEL_4986565eebf74dcdb9b63c367aecb614"
          }
        },
        "c0fc69a0ff7d4163bac2154f1e6c1f4a": {
          "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_d6bb62f467dd40c8bbf9afb79e93d517",
            "placeholder": "​",
            "style": "IPY_MODEL_54d7d90334c14ea0b9243975c5f1f070",
            "value": "Map: 100%"
          }
        },
        "c11a6f1f853d4e7baabe87fd39c368cf": {
          "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
          }
        },
        "c20d92c307544556a5aaf39825613b52": {
          "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
          }
        },
        "c2d27de18bb4489aa14632fcc08f0f0e": {
          "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_8c3c69f373ce417db573b7fbb4968cdf",
              "IPY_MODEL_2d0e8f7998d641f48eaf1814c34124f0",
              "IPY_MODEL_38c92218e7cd436bb8ce684482e52f3b"
            ],
            "layout": "IPY_MODEL_4947d06c487440efa6fd5debd47fce45"
          }
        },
        "c2f85ea0abf7455f8b944f775f353386": {
          "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_43675890f308417a9612eb40fa2c4186",
              "IPY_MODEL_89812ae092564188ac587a933e2eec61",
              "IPY_MODEL_2abb013e968c486bb54cf25ddae76d1e"
            ],
            "layout": "IPY_MODEL_fe5c5db9ad824788bd6b43dfdeac3e38"
          }
        },
        "c3eabe11b2ef412eb02598107bf2d8c7": {
          "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
          }
        },
        "c45ea8e8b20d4dac835afc341407d15a": {
          "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_25dda49223404b549283f4e588507eb5",
            "placeholder": "​",
            "style": "IPY_MODEL_f64f15557fda42df84e57628a8d5f658",
            "value": " 2.04k/2.04k [00:00&lt;00:00, 130kB/s]"
          }
        },
        "c4c231ec5062492dbbd0062cd6af7d77": {
          "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
          }
        },
        "c57964c8671c4aaf90b6269aa7725778": {
          "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": ""
          }
        },
        "c62690ad836843ac83a62d64a873890d": {
          "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_6e5fa5ed52724a7fb940e3a8206ef0ce",
            "max": 2103,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_70ff783eadab4939affc9238c70aff54",
            "value": 2103
          }
        },
        "c8e1ccdba97b48e08ff4865960c5ef0d": {
          "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_2a433414040e4ed1970d59e72f64b8f6",
            "placeholder": "​",
            "style": "IPY_MODEL_36d4dda1b2444fdbb38f1566452381a2",
            "value": "mean_var_norm_emb.ckpt: 100%"
          }
        },
        "c8f0d2060dc34a7782efbb4245913be0": {
          "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
          }
        },
        "c9bf852f67294488972d006925ed28b8": {
          "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_5f0824aadbd94d1dae90904333f74cfd",
            "max": 3201,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_26e40b5f3f14439ba38888123be1cc4a",
            "value": 3201
          }
        },
        "c9e0acf0df314cf0a423261d0db0b3ab": {
          "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": ""
          }
        },
        "ca5f1fadc53e4d0e88430be2b6215bb0": {
          "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
          }
        },
        "ca74a3ffc17b4374aac04d247093f53d": {
          "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_abce01a3788a4900833c28ddd760d444",
            "placeholder": "​",
            "style": "IPY_MODEL_d5569a286cba413e9fb09a2d67857302",
            "value": "model.safetensors: 100%"
          }
        },
        "cc6bb1d699b542a5847d38a0b5a3547f": {
          "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
          }
        },
        "ccd6c86fa9904d8081b247989258b09d": {
          "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
          }
        },
        "ccd7882904904c1392d5e81bdfc13e30": {
          "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
          }
        },
        "cd23acbd238b41a3b81c1b734f0770d8": {
          "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_2711a5fb8ea64ceba2d9e2e2514d0d67",
              "IPY_MODEL_488769fa274344da9a1e9f4a7a13b188",
              "IPY_MODEL_730d3cc915264c78b12b523a8ee3f25a"
            ],
            "layout": "IPY_MODEL_199cd8b9ef76413eba008680181e59ac"
          }
        },
        "cd676f09916a4a26b303232b836ae084": {
          "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_2d53e7bc3994431d8906deabc29c6b80",
            "placeholder": "​",
            "style": "IPY_MODEL_8f15fd929d3049d4bc8fbc38e3d2d196",
            "value": " 578M/578M [00:25&lt;00:00, 24.5MB/s]"
          }
        },
        "cdc2687d232640bf8c74c63681b0c1eb": {
          "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": ""
          }
        },
        "cdd303a6e9e04712ae1db7532c3e350d": {
          "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": ""
          }
        },
        "ce03f9ac71d84a95bb65adc2219f6b4d": {
          "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_5f1547332b0d4e9e9f94b624a22d1af4",
            "placeholder": "​",
            "style": "IPY_MODEL_34bac3734ccd4798b1726bbde63607d5",
            "value": "spm_char.model: 100%"
          }
        },
        "cf118dd1f27f40e8889e49357c000190": {
          "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": ""
          }
        },
        "cf533d9e5bbd4c6595fe27d86a9a5b4d": {
          "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": ""
          }
        },
        "d19c535235414b24837ad49f57466bf4": {
          "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
          }
        },
        "d27b71385f534014bcd27821e2596652": {
          "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_a57561ce82d3467d8e2898bcca2e110e",
              "IPY_MODEL_b02d930351224b6cbe30645feb900611",
              "IPY_MODEL_389b6ad9ed194d668ae394d21913e676"
            ],
            "layout": "IPY_MODEL_57f9b231456948c3ac742c80d1d40f12"
          }
        },
        "d2817263152b4276b89bb9d367f88041": {
          "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
          }
        },
        "d450895ba8e94513ab78f2212d0dd5e2": {
          "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
          }
        },
        "d49431b73cac48f6ac7895fbd864fd39": {
          "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_0232f3f16b1040889f016c6e45076195",
              "IPY_MODEL_baa07230738c4b559cea15b3281aa07c",
              "IPY_MODEL_a4dfb9799fe143969686be72a2c7775d"
            ],
            "layout": "IPY_MODEL_fc35302cced140eca93acea918a42136"
          }
        },
        "d4ce84f0caf5467ea3551756ed457492": {
          "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
          }
        },
        "d4d8e2a981de4f3296fb21042e47d471": {
          "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": ""
          }
        },
        "d5042fe641a34dd69e30ae8dde15b211": {
          "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_2538f633f208466eb7c7601c6e5ecfee",
              "IPY_MODEL_707475350003407ab4dd0ce684c1f2eb",
              "IPY_MODEL_8e37a61c880943ca9728fefb18794d2a"
            ],
            "layout": "IPY_MODEL_4bbf68def5b14f20af492ae0f0800690"
          }
        },
        "d5569a286cba413e9fb09a2d67857302": {
          "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": ""
          }
        },
        "d616d04bb13242999ede9f22487d0041": {
          "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_8fae54c1ffac4a5493704cb2d7aed449",
              "IPY_MODEL_5ca90b44922d4425ab40aee0fb3ee166",
              "IPY_MODEL_df88a481ccfe4204bcb3712e442c7a68"
            ],
            "layout": "IPY_MODEL_a7cce7c899254616b9101f669514b763"
          }
        },
        "d6701b9506994704b26748a7478bfa84": {
          "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
          }
        },
        "d6bb62f467dd40c8bbf9afb79e93d517": {
          "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
          }
        },
        "d6d0b1337c8b4a03bbd00303cfa929a5": {
          "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": ""
          }
        },
        "db4efb507ed24b4d91ff7e84efa64ba1": {
          "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": ""
          }
        },
        "dd3de131fc3b491db2db4cf4183b50dc": {
          "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_fa724ebeaee342b5bb975e12dd0c446b",
              "IPY_MODEL_6e0312772d214a6aadf726b788bea0c1",
              "IPY_MODEL_aad49f382a1d4496b47b1b6131157e97"
            ],
            "layout": "IPY_MODEL_df7cd138b60746a299d72f0ddddcf11c"
          }
        },
        "dd42f01174eb4835b2860429b0156bbc": {
          "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": ""
          }
        },
        "df697dd7a749400aac430af4b6cf0338": {
          "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": ""
          }
        },
        "df7cd138b60746a299d72f0ddddcf11c": {
          "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
          }
        },
        "df88a481ccfe4204bcb3712e442c7a68": {
          "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_6e3b360e3c034fadb1f4a96f77d652c5",
            "placeholder": "​",
            "style": "IPY_MODEL_2f179af12fb541c593cd96fa15b2f4bc",
            "value": " 185/185 [00:00&lt;00:00, 12.9kB/s]"
          }
        },
        "df89c217916c45be9700bb5e32a9daee": {
          "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_918b31b299e741cd8a0734ea72230d5b",
            "placeholder": "​",
            "style": "IPY_MODEL_9e423ce97d634d9895d091828e8b93b5",
            "value": " 2.10k/2.10k [00:00&lt;00:00, 29.0kB/s]"
          }
        },
        "dfb91f17c3b1425f868ce0e70cd8ed50": {
          "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
          }
        },
        "dfd1579165eb48af9c303a3166fd2483": {
          "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_2b508fd6283f48e998cbf6ba7d097e36",
            "placeholder": "​",
            "style": "IPY_MODEL_91f28c81c4ec4e9d85c8bc1b690586bc",
            "value": "preprocessor_config.json: 100%"
          }
        },
        "e0ff06761ff64a8a8a8267ad36c4a148": {
          "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
          }
        },
        "e1c0c2168bd641cd8b52569e1bce21e8": {
          "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_d19c535235414b24837ad49f57466bf4",
            "max": 2062,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3069f7b1f1064a7295b12e74aaf397db",
            "value": 2062
          }
        },
        "e27f248f68b044a5975c547aae55dd04": {
          "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_3a562fab27c94ab6be098fa4a32bb4bb",
              "IPY_MODEL_b97e56074c44475ea4db097973b80794",
              "IPY_MODEL_9c0bf07e9dfa4bfebaa58af259409ec0"
            ],
            "layout": "IPY_MODEL_1d76f082d28d47d881a7fcbd739e8903"
          }
        },
        "e5d59563e6af47d2a777470a593e688e": {
          "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": ""
          }
        },
        "e5f18c5a19874f58b0f3f9ad757642e4": {
          "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
          }
        },
        "e681d62b27874856a107260fc643cca5": {
          "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
          }
        },
        "e809ea28c3084060bf7b3c3ca3fbc865": {
          "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": ""
          }
        },
        "e8d2ab8357c2459f89417e62051126c9": {
          "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": ""
          }
        },
        "e8e4647600944b08be3e98bb1aacdb55": {
          "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
          }
        },
        "e9a60cead38f48bd99389c7f2e06b90b": {
          "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": ""
          }
        },
        "ea37870c26864164a3c2572799c790d0": {
          "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": ""
          }
        },
        "eae0df7a97b94313b1281fd0862e3511": {
          "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_8ff32f795ced42749ef31b64326b1445",
            "placeholder": "​",
            "style": "IPY_MODEL_df697dd7a749400aac430af4b6cf0338",
            "value": "config.json: 100%"
          }
        },
        "ebbec61c4ef54e8a9b82cff62800b92d": {
          "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": ""
          }
        },
        "f0f008f6eed1418484f21a4efab66770": {
          "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
          }
        },
        "f0f3b201be994896bad15c72f6d53ed2": {
          "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": ""
          }
        },
        "f238412066c84e4e8531fb7243b6d34e": {
          "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_d2817263152b4276b89bb9d367f88041",
            "placeholder": "​",
            "style": "IPY_MODEL_dd42f01174eb4835b2860429b0156bbc",
            "value": " 2.06k/2.06k [00:00&lt;00:00, 153kB/s]"
          }
        },
        "f2b496fc1f874d7db068f67a391bff13": {
          "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
          }
        },
        "f2c6b6160206486cad24df72d468709a": {
          "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_4fc74dc349764f899309732af760c7cb",
            "placeholder": "​",
            "style": "IPY_MODEL_1b7da4ed03ae4504a830a1c5e6ee2f2a",
            "value": " 10329/10329 [00:00&lt;00:00, 99329.97 examples/s]"
          }
        },
        "f3b3ab95ca8441e8b437aba86b635195": {
          "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": ""
          }
        },
        "f3d0cba77e4f49fb80fc52147dea201f": {
          "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": ""
          }
        },
        "f64f15557fda42df84e57628a8d5f658": {
          "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": ""
          }
        },
        "f7ed4ed0efd540649e3aa75b1f545746": {
          "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_763a1e14933e4470bf89ca5b1ff1470d",
            "style": "IPY_MODEL_ebbec61c4ef54e8a9b82cff62800b92d",
            "tooltip": ""
          }
        },
        "f884a1425a794cbda5e151cb8a00985f": {
          "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
          }
        },
        "f96025b60b804b0ca04d352903c5f950": {
          "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": ""
          }
        },
        "fa636bbec6264b2fa9091a92b6cb17c6": {
          "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
          }
        },
        "fa724ebeaee342b5bb975e12dd0c446b": {
          "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_c20d92c307544556a5aaf39825613b52",
            "placeholder": "​",
            "style": "IPY_MODEL_6b6ae29790194618ba5f5aa95539f7c2",
            "value": "classifier.ckpt: 100%"
          }
        },
        "fc35302cced140eca93acea918a42136": {
          "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
          }
        },
        "fc7215956b8f4e689017138ecde28719": {
          "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_c3eabe11b2ef412eb02598107bf2d8c7",
            "placeholder": "​",
            "style": "IPY_MODEL_8e30fcb65e6c4c828bd064b40a418531",
            "value": " 238k/238k [00:00&lt;00:00, 8.30MB/s]"
          }
        },
        "fe17a62a6e0a4f08873f4dbe3d85d70f": {
          "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
          }
        },
        "fe5c5db9ad824788bd6b43dfdeac3e38": {
          "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
          }
        },
        "feb4a61013804693a69dee6aecf0d18d": {
          "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_79631a909afd4ab5806ed033450b158a",
            "max": 2041,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_38948ff6ac5c4c21b54d9cf7b55ef4fa",
            "value": 2041
          }
        },
        "ff1f9f040ae347ceb02746e78b45ee32": {
          "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
}