Generate Docstrings/Smol Dataset - Base Checkpoint/Code_T5_Project-Base Checkpoint.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HhVzCWGXBq3l"
      },
      "source": [
        "## Generate Docstring for Python Functions (2 Epochs)\n",
        "\n",
        "Dataset Source: https://huggingface.co/datasets/calum/the-stack-smol-python-docstrings"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PYXIz1gIBqyN"
      },
      "source": [
        "#### Install Necessary Libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "opyu__SEPnR6",
        "outputId": "62ca234c-4fcf-4c8e-8f7f-907a210ce5c3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: rouge_score in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (0.1.2)\n",
            "Requirement already satisfied: tensorboard in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (2.12.2)\n",
            "Requirement already satisfied: six>=1.14.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from rouge_score) (1.16.0)\n",
            "Requirement already satisfied: numpy in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from rouge_score) (1.24.2)\n",
            "Requirement already satisfied: absl-py in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from rouge_score) (1.4.0)\n",
            "Requirement already satisfied: nltk in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from rouge_score) (3.8.1)\n",
            "Requirement already satisfied: protobuf>=3.19.6 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (4.22.3)\n",
            "Requirement already satisfied: grpcio>=1.48.2 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (1.53.0)\n",
            "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (2.17.3)\n",
            "Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (1.0.0)\n",
            "Requirement already satisfied: requests<3,>=2.21.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (2.28.2)\n",
            "Requirement already satisfied: setuptools>=41.0.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (58.1.0)\n",
            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (0.7.0)\n",
            "Requirement already satisfied: werkzeug>=1.0.1 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (2.2.3)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (1.8.1)\n",
            "Requirement already satisfied: wheel>=0.26 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (0.40.0)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from tensorboard) (3.4.3)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard) (4.9)\n",
            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard) (5.3.0)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard) (1.3.1)\n",
            "Requirement already satisfied: importlib-metadata>=4.4 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from markdown>=2.6.8->tensorboard) (6.3.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard) (3.1.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard) (3.4)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard) (1.26.15)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard) (2022.12.7)\n",
            "Requirement already satisfied: MarkupSafe>=2.1.1 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from werkzeug>=1.0.1->tensorboard) (2.1.2)\n",
            "Requirement already satisfied: tqdm in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from nltk->rouge_score) (4.65.0)\n",
            "Requirement already satisfied: regex>=2021.8.3 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from nltk->rouge_score) (2023.3.23)\n",
            "Requirement already satisfied: click in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from nltk->rouge_score) (8.1.3)\n",
            "Requirement already satisfied: joblib in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from nltk->rouge_score) (1.2.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard) (3.15.0)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard) (3.2.2)\n",
            "\u001b[33mWARNING: You are using pip version 22.0.4; however, version 23.0.1 is available.\n",
            "You should consider upgrading via the '/Users/briandunn/Documents/deep_learning/dl/bin/python -m pip install --upgrade pip' command.\u001b[0m\u001b[33m\n",
            "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
          ]
        }
      ],
      "source": [
        "%pip install rouge_score tensorboard"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GdIrCDyBBqUY"
      },
      "source": [
        "#### Import Necessary Libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RCTdW94yPnR7",
        "outputId": "038eb0db-7aa6-4379-f57f-d990138bf9a8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Git LFS initialized.\n"
          ]
        }
      ],
      "source": [
        "import os, sys\n",
        "os.environ['TOKENIZERS_PARALLELISM']='false'\n",
        "\n",
        "import tqdm\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import transformers\n",
        "from transformers import AutoTokenizer, Seq2SeqTrainer, Seq2SeqTrainingArguments\n",
        "from transformers import set_seed, AutoModelForSeq2SeqLM, DataCollatorForSeq2Seq\n",
        "\n",
        "import torch\n",
        "from torch.utils.data import DataLoader\n",
        "\n",
        "import datasets\n",
        "from datasets import load_dataset, DatasetDict, Dataset\n",
        "import evaluate\n",
        "\n",
        "!git lfs install"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nvRknr9ul2GW"
      },
      "source": [
        "#### Display Library Versions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "S9O4KrPIRRYe",
        "outputId": "fe517766-1b60-47b2-cb22-46a9e3e00c46"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            " Library/Language: Version\n",
            "           Python: 3.9.12\n",
            "            NumPy: 1.24.2\n",
            "           Pandas: 2.0.0\n",
            "            Torch: 2.0.0\n",
            "         Datasets: 2.11.0\n",
            "     Transformers: 4.27.4\n",
            "         Evaluate: 0.4.0\n"
          ]
        }
      ],
      "source": [
        "n = 18\n",
        "\n",
        "print(\"Library/Language:\".rjust(n), \"Version\")\n",
        "print(\"Python:\".rjust(n), sys.version[0:6])\n",
        "print(\"NumPy:\".rjust(n), np.__version__)\n",
        "print(\"Pandas:\".rjust(n), pd.__version__)\n",
        "print(\"Torch:\".rjust(n), torch.__version__)\n",
        "print(\"Datasets:\".rjust(n), datasets.__version__)\n",
        "print(\"Transformers:\".rjust(n), transformers.__version__)\n",
        "print(\"Evaluate:\".rjust(n), evaluate.__version__)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3ZorP7cgBoMe"
      },
      "source": [
        "#### Ingest Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 336,
          "referenced_widgets": [
            "95e5d753a869488fb2ba5502555a85a1",
            "843932726b4c4bde8dd62d30cf744bf4",
            "6bbd0bd451e2408b9b2b56a7a9a01724",
            "6e463ac7020240bb93a8b16f28dda4df",
            "eb7d33d858ab4b4e85b4b652bdcba67d",
            "63bb8d3ddc864f9d90e15926cba7f55d",
            "1820520769be4cc9a7366c5400c85953",
            "936f6d864d8a472bbd8d0eca03543956",
            "d7da06771e54476b9890d80f5310125b",
            "54b71a1e4d5b4ea8abe64a9e2e4231a2",
            "fc67ad077c034e2d8c78333f10a69444",
            "923cd0aab4c24afabc50f6a22d311771",
            "421a9aa765bc49cda327968f54177c02",
            "d1f9e487915c41008730333048108c6a",
            "00707b69f7144ca69b8deceb1ea84536",
            "ec5d625f6006453e99d326e7fc2de529",
            "ddba3d9503554b878e1bcb66ee5ac948",
            "8e4a0690be6d4266b90c94b809ddeca5",
            "82981ce74b6b44db86086ed1ed7b55b2",
            "ec7c9ca41d8d4881b75033dde5ecf52d",
            "db23bca61161402699848d1656d9435f",
            "cc6b281b8c9044b08d44be4c86722684",
            "96c80e4640734fe3988dcb05cbf70b36",
            "fc7d0798a06143b688be23a52553b2ee",
            "0df307b1702a42db951c965722248b25",
            "029ee67af5d34d7b82a95592d08b756a",
            "0698a8de4f9e4e07a938dab363215784",
            "b7ce2e4bdba84c3699d92feb9e7fc546",
            "2699d4fc5a354e9dad774afbdc3fa04a",
            "bca70436603d4d10b2caeeb0294e15f2",
            "9ea61a5a537a4b88996ef42cbb03cc4f",
            "a593477614b24635bd022b9dbaded4c7",
            "3660b734a38140afbc097c1629491c83",
            "1bc4059361dc4e0a9359879c1dabaa6a",
            "6f11ade97ea1476793ae6de0f4d3c778",
            "e2af3bc0f778499fb3c8aa4155bcbc2a",
            "01ab33e8151b46168bd0a22309df3aef",
            "02e6184825f441e9abed8bc36485e91e",
            "240ec284731440a58b3ae41870aafa0e",
            "21b49798d9634e7797e870665e0e5a81",
            "e186de3b8d8b449aa7378e6072369aaa",
            "3d82ecbebe15428b8d0285ede851d8b7",
            "6d2e4382143043a599b85cb95c9065c8",
            "524ee74eb75c40fdb4c3d46bdc9f0f3e",
            "390d39a2685f4e42bb5fac00ac2a54ca",
            "6ade0bda5e784f739c8ee4eeeb60e8c8",
            "c0ef548d9feb425d8b7151578c7118b5",
            "8479ead1f2124936835dd45f5a08fc07",
            "d0b76768e2c44fc1a67f87f6f8237a66",
            "15d5b1ec4f9542c3b25e5d257c45e4b1",
            "3caca465141d45409bc135a33da0ffc4",
            "af0f8cc87a584a8e9a3a8c36ddde854c",
            "3096ebe78bf445f4bfff1e7609fe655d",
            "848a97d9af3a41ce98cdf0a2fbcfcda6",
            "b9cbbb996af84f15adf901854daf52c2",
            "57059c1deb984b5fabddc3806f1a7570",
            "dbd3e2bf4a784eedb0e06452edb73f0f",
            "f30e6a7242d14973bb3a3601da15749d",
            "f5929df83fe14f9c9068f65b9075600d",
            "357cea688d2c4157b1cf3e1cfe9d3d8d",
            "936bfb7861554bc48681add456603525",
            "2e40585d12984f33b85da70251597da1",
            "02250d33a7af4001a42e49588f0cc275",
            "55dee4439fce40008026eb6bd8131dd0",
            "9d1089627fd44644ad32b15fac779c1c",
            "f5215a5bd62a4df3922d216b80b736b4"
          ]
        },
        "id": "XIws0mhvPnR-",
        "outputId": "7c839ca2-4aac-46c6-f43d-8947a42b94fd"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Found cached dataset parquet (/Users/briandunn/.cache/huggingface/datasets/calum___parquet/calum--the-stack-smol-python-docstrings-21ab0798f01e04a9/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6a98f5463df4483798b2b130ded1957b",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['body', 'body_hash', 'docstring', 'path', 'name', 'repository_name', 'lang', 'body_without_docstring'],\n",
              "        num_rows: 24616\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset = load_dataset(\"calum/the-stack-smol-python-docstrings\")\n",
        "\n",
        "dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HL_EBiuRBng-"
      },
      "source": [
        "#### Convert to Pandas DataFrame"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 679
        },
        "id": "mY3v33mZblFT",
        "outputId": "b6222dc8-bac5-4c07-97b0-0946b6d2d812"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>body</th>\n",
              "      <th>body_hash</th>\n",
              "      <th>docstring</th>\n",
              "      <th>path</th>\n",
              "      <th>name</th>\n",
              "      <th>repository_name</th>\n",
              "      <th>lang</th>\n",
              "      <th>body_without_docstring</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>def _canonicalize_experiment(exp):\\n    'Sorts...</td>\n",
              "      <td>-8215901732217586742</td>\n",
              "      <td>Sorts the repeated fields of an Experiment mes...</td>\n",
              "      <td>tensorboard/plugins/hparams/backend_context_te...</td>\n",
              "      <td>_canonicalize_experiment</td>\n",
              "      <td>aryaman4/tensorboard</td>\n",
              "      <td>python</td>\n",
              "      <td>def _canonicalize_experiment(exp):\\n    \\n    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>def __init__(self, request_id=None, return_cod...</td>\n",
              "      <td>2894216753114153542</td>\n",
              "      <td>ResumeProcessesResponse - a model defined in S...</td>\n",
              "      <td>lib/services/vautoscaling/ncloud_vautoscaling/...</td>\n",
              "      <td>__init__</td>\n",
              "      <td>NaverCloudPlatform/ncloud-sdk-python</td>\n",
              "      <td>python</td>\n",
              "      <td>def __init__(self, request_id=None, return_cod...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>@property\\ndef request_id(self):\\n    'Gets th...</td>\n",
              "      <td>-1183890875359341296</td>\n",
              "      <td>Gets the request_id of this ResumeProcessesRes...</td>\n",
              "      <td>lib/services/vautoscaling/ncloud_vautoscaling/...</td>\n",
              "      <td>request_id</td>\n",
              "      <td>NaverCloudPlatform/ncloud-sdk-python</td>\n",
              "      <td>python</td>\n",
              "      <td>@property\\ndef request_id(self):\\n    'Gets th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>@request_id.setter\\ndef request_id(self, reque...</td>\n",
              "      <td>-8333445982014422093</td>\n",
              "      <td>Sets the request_id of this ResumeProcessesRes...</td>\n",
              "      <td>lib/services/vautoscaling/ncloud_vautoscaling/...</td>\n",
              "      <td>request_id</td>\n",
              "      <td>NaverCloudPlatform/ncloud-sdk-python</td>\n",
              "      <td>python</td>\n",
              "      <td>@request_id.setter\\ndef request_id(self, reque...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>@property\\ndef return_code(self):\\n    'Gets t...</td>\n",
              "      <td>5002841652600357537</td>\n",
              "      <td>Gets the return_code of this ResumeProcessesRe...</td>\n",
              "      <td>lib/services/vautoscaling/ncloud_vautoscaling/...</td>\n",
              "      <td>return_code</td>\n",
              "      <td>NaverCloudPlatform/ncloud-sdk-python</td>\n",
              "      <td>python</td>\n",
              "      <td>@property\\ndef return_code(self):\\n    'Gets t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24611</th>\n",
              "      <td>@read_session\\ndef list_identities(session=Non...</td>\n",
              "      <td>-8399802736883936158</td>\n",
              "      <td>Returns a list of all identities.\\n\\n:param se...</td>\n",
              "      <td>lib/rucio/core/identity.py</td>\n",
              "      <td>list_identities</td>\n",
              "      <td>Pranay144/rucio</td>\n",
              "      <td>python</td>\n",
              "      <td>@read_session\\ndef list_identities(session=Non...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24612</th>\n",
              "      <td>@read_session\\ndef list_accounts_for_identity(...</td>\n",
              "      <td>7104951005997468497</td>\n",
              "      <td>Returns a list of all accounts for an identity...</td>\n",
              "      <td>lib/rucio/core/identity.py</td>\n",
              "      <td>list_accounts_for_identity</td>\n",
              "      <td>Pranay144/rucio</td>\n",
              "      <td>python</td>\n",
              "      <td>@read_session\\ndef list_accounts_for_identity(...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24613</th>\n",
              "      <td>def test_plain_ansi(self):\\n    '\\n        Tes...</td>\n",
              "      <td>2886767279122754110</td>\n",
              "      <td>Test that printable characters do not get mang...</td>\n",
              "      <td>evennia/server/portal/tests.py</td>\n",
              "      <td>test_plain_ansi</td>\n",
              "      <td>Antrare/evennia</td>\n",
              "      <td>python</td>\n",
              "      <td>def test_plain_ansi(self):\\n    '\\n        \\n ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24614</th>\n",
              "      <td>def test_identity(self):\\n    '\\n        Test ...</td>\n",
              "      <td>-7974552474826718259</td>\n",
              "      <td>Test that the composition of the function and\\...</td>\n",
              "      <td>evennia/server/portal/tests.py</td>\n",
              "      <td>test_identity</td>\n",
              "      <td>Antrare/evennia</td>\n",
              "      <td>python</td>\n",
              "      <td>def test_identity(self):\\n    '\\n        Test ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24615</th>\n",
              "      <td>def test_find_start_codons():\\n    'New test t...</td>\n",
              "      <td>5244507483773776083</td>\n",
              "      <td>New test to test the function to find start co...</td>\n",
              "      <td>tests/test_dna.py</td>\n",
              "      <td>test_find_start_codons</td>\n",
              "      <td>nickdelgrosso/genomics_workshop_demo</td>\n",
              "      <td>python</td>\n",
              "      <td>def test_find_start_codons():\\n    \\n    asser...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>24616 rows × 8 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                    body            body_hash   \n",
              "0      def _canonicalize_experiment(exp):\\n    'Sorts... -8215901732217586742  \\\n",
              "1      def __init__(self, request_id=None, return_cod...  2894216753114153542   \n",
              "2      @property\\ndef request_id(self):\\n    'Gets th... -1183890875359341296   \n",
              "3      @request_id.setter\\ndef request_id(self, reque... -8333445982014422093   \n",
              "4      @property\\ndef return_code(self):\\n    'Gets t...  5002841652600357537   \n",
              "...                                                  ...                  ...   \n",
              "24611  @read_session\\ndef list_identities(session=Non... -8399802736883936158   \n",
              "24612  @read_session\\ndef list_accounts_for_identity(...  7104951005997468497   \n",
              "24613  def test_plain_ansi(self):\\n    '\\n        Tes...  2886767279122754110   \n",
              "24614  def test_identity(self):\\n    '\\n        Test ... -7974552474826718259   \n",
              "24615  def test_find_start_codons():\\n    'New test t...  5244507483773776083   \n",
              "\n",
              "                                               docstring   \n",
              "0      Sorts the repeated fields of an Experiment mes...  \\\n",
              "1      ResumeProcessesResponse - a model defined in S...   \n",
              "2      Gets the request_id of this ResumeProcessesRes...   \n",
              "3      Sets the request_id of this ResumeProcessesRes...   \n",
              "4      Gets the return_code of this ResumeProcessesRe...   \n",
              "...                                                  ...   \n",
              "24611  Returns a list of all identities.\\n\\n:param se...   \n",
              "24612  Returns a list of all accounts for an identity...   \n",
              "24613  Test that printable characters do not get mang...   \n",
              "24614  Test that the composition of the function and\\...   \n",
              "24615  New test to test the function to find start co...   \n",
              "\n",
              "                                                    path   \n",
              "0      tensorboard/plugins/hparams/backend_context_te...  \\\n",
              "1      lib/services/vautoscaling/ncloud_vautoscaling/...   \n",
              "2      lib/services/vautoscaling/ncloud_vautoscaling/...   \n",
              "3      lib/services/vautoscaling/ncloud_vautoscaling/...   \n",
              "4      lib/services/vautoscaling/ncloud_vautoscaling/...   \n",
              "...                                                  ...   \n",
              "24611                         lib/rucio/core/identity.py   \n",
              "24612                         lib/rucio/core/identity.py   \n",
              "24613                     evennia/server/portal/tests.py   \n",
              "24614                     evennia/server/portal/tests.py   \n",
              "24615                                  tests/test_dna.py   \n",
              "\n",
              "                             name                       repository_name   \n",
              "0        _canonicalize_experiment                  aryaman4/tensorboard  \\\n",
              "1                        __init__  NaverCloudPlatform/ncloud-sdk-python   \n",
              "2                      request_id  NaverCloudPlatform/ncloud-sdk-python   \n",
              "3                      request_id  NaverCloudPlatform/ncloud-sdk-python   \n",
              "4                     return_code  NaverCloudPlatform/ncloud-sdk-python   \n",
              "...                           ...                                   ...   \n",
              "24611             list_identities                       Pranay144/rucio   \n",
              "24612  list_accounts_for_identity                       Pranay144/rucio   \n",
              "24613             test_plain_ansi                       Antrare/evennia   \n",
              "24614               test_identity                       Antrare/evennia   \n",
              "24615      test_find_start_codons  nickdelgrosso/genomics_workshop_demo   \n",
              "\n",
              "         lang                             body_without_docstring  \n",
              "0      python  def _canonicalize_experiment(exp):\\n    \\n    ...  \n",
              "1      python  def __init__(self, request_id=None, return_cod...  \n",
              "2      python  @property\\ndef request_id(self):\\n    'Gets th...  \n",
              "3      python  @request_id.setter\\ndef request_id(self, reque...  \n",
              "4      python  @property\\ndef return_code(self):\\n    'Gets t...  \n",
              "...       ...                                                ...  \n",
              "24611  python  @read_session\\ndef list_identities(session=Non...  \n",
              "24612  python  @read_session\\ndef list_accounts_for_identity(...  \n",
              "24613  python  def test_plain_ansi(self):\\n    '\\n        \\n ...  \n",
              "24614  python  def test_identity(self):\\n    '\\n        Test ...  \n",
              "24615  python  def test_find_start_codons():\\n    \\n    asser...  \n",
              "\n",
              "[24616 rows x 8 columns]"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset.set_format(\"pandas\")\n",
        "df = dataset['train'][:]\n",
        "\n",
        "df"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "Qzz4jSD2Bmno"
      },
      "source": [
        "#### Drop unnecessary features & Other Text Cleaning"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1brKPHVwPnR_",
        "outputId": "f61b03be-6a9f-42b8-9b7a-2bfe20e1db92"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 24616 entries, 0 to 24615\n",
            "Data columns (total 2 columns):\n",
            " #   Column     Non-Null Count  Dtype \n",
            "---  ------     --------------  ----- \n",
            " 0   docstring  24616 non-null  object\n",
            " 1   text       24616 non-null  object\n",
            "dtypes: object(2)\n",
            "memory usage: 384.8+ KB\n"
          ]
        }
      ],
      "source": [
        "df = df.drop(columns=[\"repository_name\", \"path\", \"body_hash\", \"body\", \"lang\", \"name\"])\n",
        "\n",
        "df = df.rename(columns={\"body_without_docstring\": \"text\"})\n",
        "df['text'] = df['text'].apply(lambda x: x.strip())\n",
        "\n",
        "df.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bi81LheumHJv"
      },
      "source": [
        "#### Visualize: Word Length of Code (Input)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        },
        "id": "YWlawkYmPnR_",
        "outputId": "40751004-6ad3-49d0-d70e-418da5908be2"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1800x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The maximum length of Code Inputs (in words) is 11431 words.\n"
          ]
        }
      ],
      "source": [
        "df['code_length'] = df['text'].str.split(\" \").str.len()\n",
        "\n",
        "n_bin=600\n",
        "df.hist('code_length', grid=False, figsize=(18,8), range=(0,n_bin), bins=int(n_bin/10))\n",
        "plt.title('Histogram: Length of Code Inputs')\n",
        "plt.xlabel('# of Words in Code Inputs')\n",
        "plt.ylabel('# of Samples')\n",
        "plt.show()\n",
        "\n",
        "print(f\"The maximum length of Code Inputs (in words) is {max(df['code_length'])} words.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PC9WRA3ZBk59"
      },
      "source": [
        "#### Visualize: Word Length of Docstrings (Output)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        },
        "id": "7sKr3PYYQtLG",
        "outputId": "58688915-d792-42b7-ff97-16d58ed9ac01"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1800x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The maximum length of Docstrings (in words) is 3954 words.\n"
          ]
        }
      ],
      "source": [
        "df['docstring_length'] = df['docstring'].str.split(\" \").str.len()\n",
        "\n",
        "n_bin=300\n",
        "df.hist('docstring_length', grid=False, figsize=(18,8), range=(0,n_bin), bins=n_bin)\n",
        "plt.title('Histogram: Length of Docstrings')\n",
        "plt.xlabel('# of Words in Docstrings')\n",
        "plt.ylabel('# of Samples')\n",
        "plt.show()\n",
        "\n",
        "print(f\"The maximum length of Docstrings (in words) is {max(df['docstring_length'])} words.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JOXZgRhGBkUe"
      },
      "source": [
        "#### Trim Overly Lengthy Code Samples & Docstrings as Well as Remove Unnecessary Features"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2CZlQuzBh_X2",
        "outputId": "2e20a171-7d9f-4088-df54-7c5c1733a7e6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 19644 entries, 0 to 24615\n",
            "Data columns (total 2 columns):\n",
            " #   Column     Non-Null Count  Dtype \n",
            "---  ------     --------------  ----- \n",
            " 0   docstring  19644 non-null  object\n",
            " 1   text       19644 non-null  object\n",
            "dtypes: object(2)\n",
            "memory usage: 460.4+ KB\n"
          ]
        }
      ],
      "source": [
        "df = df[df['code_length'] < 250]\n",
        "df = df[df['docstring_length'] < 125]\n",
        "\n",
        "df = df.drop(columns=['code_length', 'docstring_length'])\n",
        "\n",
        "df.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5xx1JOJ2BkDC"
      },
      "source": [
        "#### Convert DataFrame Back to Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "6h0XtMGBi-RL"
      },
      "outputs": [],
      "source": [
        "dataset = Dataset.from_pandas(df)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B9aUHfwzBj04"
      },
      "source": [
        "#### Split Code into Training/Testing/Evaluation Datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YxOyBjqKPnSA",
        "outputId": "e91b3cf6-5d63-4b42-a0aa-09ee03e33e6a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Training data shape: (14733, 3)\n",
            "Validation data shape: (4911, 3)\n"
          ]
        }
      ],
      "source": [
        "train_valid = dataset.train_test_split(train_size=0.75)\n",
        "\n",
        "ds = DatasetDict({\n",
        "    'train': train_valid['train'], \n",
        "    'eval': train_valid['test']})\n",
        "\n",
        "print('Training data shape:', ds['train'].shape)\n",
        "print('Validation data shape:', ds['eval'].shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Lzjkm41wA2Qg"
      },
      "source": [
        "#### Print an Example"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9TRolpLnPnSA",
        "outputId": "626460c1-4195-45c9-f283-4323ae011b2f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Code:\n",
            "def fit_predict(self, X, delayed=True):\n",
            "    '\\n        Compute cluster centers and predict cluster index for each sample.\\n\\n        Parameters\\n        ----------\\n        X : Dask cuDF DataFrame or CuPy backed Dask Array\\n            Data to predict\\n\\n        Returns\\n        -------\\n        result: Dask cuDF DataFrame or CuPy backed Dask Array\\n            Distributed object containing predictions\\n\\n        '\n",
            "    return self.fit(X).predict(X, delayed=delayed)\n",
            "\n",
            "Docstring:\n",
            "Compute cluster centers and predict cluster index for each sample.\n",
            "\n",
            "Parameters\n",
            "----------\n",
            "X : Dask cuDF DataFrame or CuPy backed Dask Array\n",
            "    Data to predict\n",
            "\n",
            "Returns\n",
            "-------\n",
            "result: Dask cuDF DataFrame or CuPy backed Dask Array\n",
            "    Distributed object containing predictions\n"
          ]
        }
      ],
      "source": [
        "example = ds['train'][5]\n",
        "\n",
        "print(\"Code:\")\n",
        "print(example[\"text\"])\n",
        "print(\"\\nDocstring:\")\n",
        "print(example[\"docstring\"])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-m-TIYBOBi0I"
      },
      "source": [
        "#### Basic Values/Constants"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "zu3DIznbPnSB"
      },
      "outputs": [],
      "source": [
        "MODEL_CKPT = \"Salesforce/codet5-base\"\n",
        "MODEL_NAME = MODEL_CKPT.split(\"/\")[-1] + \"-Generate_Docstrings_for_Python-Condensed\"\n",
        "\n",
        "T5_PREFIX = \"Summarize python: \"\n",
        "NUM_OF_EPOCHS = 2\n",
        "\n",
        "REPORTS_TO = \"tensorboard\"\n",
        "STRATEGY = \"epoch\"\n",
        "\n",
        "DEVICE = torch.device(\"cpu\")\n",
        "set_seed = 42\n",
        "\n",
        "LR = 2e-5\n",
        "BATCH_SIZE = 16"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SXOU_UvEBfHv"
      },
      "source": [
        "#### Instantiate Tokenizer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 177,
          "referenced_widgets": [
            "92b0ea91a30b4990a96ad5e945864553",
            "02abe33c94a642bd8c3e817a9b896819",
            "626edb3a616c45cc848d100ff16045d1",
            "0eb090d1eb8846e1b81e5b9b899d893e",
            "1704bc0b9590449ea18bd389c214ca88",
            "12d048b9ae464f8390d4d85444c868dd",
            "fde8c45aad5b4965a057721bc4bc4db7",
            "c06b76f47b7e442c8141952d51e72186",
            "71fbf3750d354940b2b0af4b003a52f3",
            "226ea8e0e725401ba81c278f3c315ead",
            "2f1b8d01f66d41b98e8a6743150a2108",
            "f3a9abea2d2a499a8455f8f913165ced",
            "38a8323999364a9db528bc5c62a026ec",
            "d01d4f3aa847481dbb8de88121ca3089",
            "0a035ddcd8854d679ee9e445db1e6083",
            "f47d36a752474408bae975214f1661e0",
            "b5bb7c96cf594873916b590af6f47dca",
            "d33ea883b8d34530b27d64c62e66e32f",
            "0fecf2e774a24d118ff9a59990b6ad17",
            "9994646a15da4a7997ba3cf82fd30176",
            "a9ebc28caecf4ab19bf7ba7b6b49351e",
            "35b44f882da04a8499c1fe854d4590c7",
            "9828a1bcba4c42ada23b809b1a516a1c",
            "d2ab7c36a85a4372a467e7996def59fd",
            "7045f53b67034db58dab61a6bfdf0d0d",
            "99f19e05047b453bac51d53abf3d52ae",
            "916fd9182b2a4ccf8991d8d20a06283c",
            "48eb3ff1574742819e715afb85d8b2fe",
            "2dbc37ca85044735a2be3af5c88fc0bc",
            "65f6c1478d434835834c25454ccef7ea",
            "af653af62b8b42088adf08ea4df740b2",
            "a1b5bd985e504ecabb027342fe52578b",
            "d4bfaccfb35644b78a518807629dcb94",
            "e9f9f02067a14b7b8d7f194200c668a5",
            "4da6e54ea6e24469b1e33da28f506b56",
            "29cc68435bdd4d40ac8220de82b4d11b",
            "01d0234932bd4dc0ba641ddf210705c2",
            "65214c2464fb4842bde5dc509f1c6aad",
            "d2adf3e1fc76410b8eb9180aa3b57a38",
            "f15d1319d74f4dcc8c5c29e13f3477fb",
            "94ec217af6b44db184ad3577f7dfd5c5",
            "8355561b017840859a90bd5306019b88",
            "f6fcda1f71304b36be9220e4e9fb5fe0",
            "734c922c6ca44fa6b00584d385774993",
            "f43267928f8a495fa613832af4a4b11e",
            "bbd99d48ee994a90b17abced89313bdc",
            "e164a0ea1bdd4ce99a91f30a503a6c28",
            "015691b8ee0a49cead882009d70796c9",
            "32ae6d0c4c244a98bf76f32cc697b6aa",
            "0075f7a47b994cc1b287fb8d08b9237e",
            "e23b627da685413d959fd6a278324863",
            "cb212f68d9cf4e33a70956b298844167",
            "dac8ad8cc87b4889912a9a87eecdff93",
            "6a4d7dd19887479da8b7998b9a5cfb24",
            "83af9d9bad174eb3afff57f28f654845"
          ]
        },
        "id": "fhPkVJGYPnSB",
        "outputId": "8b6661b8-efc9-412b-ff08-2859a6fca074"
      },
      "outputs": [],
      "source": [
        "tokenizer = AutoTokenizer.from_pretrained(MODEL_CKPT)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LxvM4DWgBiHa"
      },
      "source": [
        "#### Define Function for Preprocessing Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "AT_Qzl6SPnSC"
      },
      "outputs": [],
      "source": [
        "def preprocess_samples(samples):\n",
        "    codes = samples['text']\n",
        "    docstrings = samples['docstring']\n",
        "    \n",
        "    inputs = [T5_PREFIX + code for code in codes]\n",
        "    model_inputs = tokenizer(inputs,\n",
        "                             padding=\"max_length\", \n",
        "                             truncation=True)\n",
        "    \n",
        "    labels = tokenizer(docstrings,\n",
        "                       padding=\"max_length\", \n",
        "                       truncation=True\n",
        "                       ).input_ids\n",
        "    \n",
        "    labels_with_ignore_index = []\n",
        "    for label_ex in labels:\n",
        "        label_ex = [label if label != 0 else -100 for label in label_ex]\n",
        "        labels_with_ignore_index.append(label_ex)\n",
        "    \n",
        "    model_inputs[\"labels\"] = labels_with_ignore_index\n",
        "    \n",
        "    return model_inputs"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "20AmJbt7Cw7r"
      },
      "source": [
        "#### Apply Preprocessing Function to Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17,
          "referenced_widgets": [
            "4de89cabda824d6e83598d41c200be07",
            "d35d9ca892db48c88ec15076aae7052e",
            "875fa767d4cb419c9144196e17c7cbc6",
            "19b214feb9e74194abb35785b4384002",
            "373110df113b40e08d24327d1ad2fa03",
            "347618dcf2784055b802580b831e04c0",
            "9dea4e7129ec4660b93851aa6e34360d",
            "21ca74a3900a479eae64f3039e0d1062",
            "d391a9c3a9134eb2a67fcfaaa5f00e73",
            "11444c4dfe2f4cba8451bedbb4469531",
            "53e1c5a27af447caa4798cb7569df39b",
            "66861b50092d4d49a387d6c7fe9355a4",
            "8aef39597adc450ebc1044e7ffae07d4",
            "39cb2a31e5284640a7def9e076dd13c7",
            "ebd61e725d69447b9763268fc5eee215",
            "18678f7c80d84482b5ac366285c56506",
            "aff6e99adabb4bea8e5cd5c3915f13dc",
            "7ae0c9debbdb481380e7babfc5b8fd90",
            "fc18cdf179b846dea5193b13f3f6529d",
            "12487c8db6534f6eb773210171a8ff3d",
            "6ec988f468544a999c9ba7f08bcdb711",
            "53d5086dccdf4022ac802094dbe83326"
          ]
        },
        "id": "oUGSh2aAPnSC",
        "outputId": "bc320207-b649-456e-f3a5-063bca9a447e"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "e4d8693a0a4e4f538c5c840a69066661",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/14733 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a06cb0f7e00e4d8a951c70ffa3db5760",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/4911 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "encoded_ds = ds.map(preprocess_samples, \n",
        "                         batched=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YD9c3s8QC0we"
      },
      "source": [
        "#### Check That Preprocessing Worked as Expected"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nG444qp6PnSD",
        "outputId": "cf1c750a-8511-451d-dd61-ccf9f7e08383"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['docstring', 'text', '__index_level_0__', 'input_ids', 'attention_mask', 'labels'],\n",
              "        num_rows: 14733\n",
              "    })\n",
              "    eval: Dataset({\n",
              "        features: ['docstring', 'text', '__index_level_0__', 'input_ids', 'attention_mask', 'labels'],\n",
              "        num_rows: 4911\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "encoded_ds"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cRwrJxRXC5Jp"
      },
      "source": [
        "#### Define Data Collator"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "VjpBpKY8PnSD"
      },
      "outputs": [],
      "source": [
        "data_collator = DataCollatorForSeq2Seq(tokenizer=tokenizer, model=MODEL_CKPT)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GVwNc8PhC49H"
      },
      "source": [
        "#### Define Function to Compute Metrics"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "8d928dfca8b04cd29e0e271a7d90c3c6",
            "73f47e9a0a3c434fa850039baf53b2c9",
            "e6f694b082eb4fa794ac52863732bacf",
            "c8cc9b0aed034ecc87db1737fcd47759",
            "368a376575924dbdb69c4404f2dc12e3",
            "b5f66b2c10b84ed499e9b1a8d5166905",
            "aeb6d4c9494440e793455690b82883ff",
            "15962ff501c34b0bab15122c528e42fa",
            "6e59b0217f1e4cd6ad88b6a23194f47b",
            "25f0bd0e09014215971f424b0eee6f47",
            "eaf649c74dc64ca8b8ec74d17a366953"
          ]
        },
        "id": "6YF_40-OPnSD",
        "outputId": "d48d90c0-d65a-4b4f-c0d3-eb68c148fba8"
      },
      "outputs": [],
      "source": [
        "rouge_metric = evaluate.load(\"rouge\")\n",
        "\n",
        "def compute_metrics(preds):\n",
        "    predictions, labels = preds\n",
        "    decoded_preds = tokenizer.batch_decode(predictions, skip_special_tokens=True)\n",
        "    labels = np.where(labels != -100, labels, tokenizer.pad_token_id)\n",
        "    decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)\n",
        "\n",
        "    result = rouge_metric.compute(predictions=decoded_preds, references=decoded_labels, use_stemmer=True)\n",
        "\n",
        "    prediction_lens = [np.count_nonzero(pred != tokenizer.pad_token_id) for pred in predictions]\n",
        "    result[\"gen_len\"] = np.mean(prediction_lens)\n",
        "\n",
        "    return {k: round(v, 4) for k, v in result.items()}"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4dV02eCUDAcR"
      },
      "source": [
        "#### Define Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
            "59ced6d9b26444348066c7554e1a81cf",
            "cfbaf986156e447888add58bedce6fb8",
            "1fde347e3c694c558ae4fa09a4c0a197",
            "7cd780f77ec2427390fcc0fe989dfdb5",
            "404a8cecb5ca46f3af6bff628f54f9b5",
            "293849479e674ed9a45570d0abc77df9",
            "9217fbe2fc1a47deb8ba54a6cc82f388",
            "923c819db2754a8d99844ef5a703f1db",
            "8ebeb80b5fc9429e8577bf6590cb8ea6",
            "dca3ce56c4d647c5ae106bb9accadd74",
            "5598d72fff414ff389e919525198a57c",
            "ee041de8a7dc41a988c340b520bfea7c",
            "20a3866fb8da4eb6b78c47e154f1ed8e",
            "17efa52fd9cf4ed38902af4a92253db7",
            "5a88341f5cbc4c3dad1dde4ed0a35aeb",
            "9a79085ee27d49158e43b76808e34b44",
            "51713370b9af424596940943866bf9d2",
            "f784568c855746d083bdc7ea70d9c22c",
            "db464831a5bb4918a74ce1e996121865",
            "89f0305825d5471795f00e3f8a6d68c4",
            "fea6e40e704d41b4ac077533cbc2f278",
            "0cc78246839c439aa626a0c3e19c25b2"
          ]
        },
        "id": "eBL9hQYVPnSE",
        "outputId": "f3897119-4757-4f66-d6ff-d334c0a7474a"
      },
      "outputs": [],
      "source": [
        "model = (AutoModelForSeq2SeqLM.from_pretrained(MODEL_CKPT)).to(DEVICE)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aoGF3CpNDASC"
      },
      "source": [
        "#### Define TrainingArguments"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "VkUwnbgJPnSE"
      },
      "outputs": [],
      "source": [
        "args = Seq2SeqTrainingArguments(output_dir=MODEL_NAME,\n",
        "                         num_train_epochs=NUM_OF_EPOCHS,\n",
        "                         report_to=REPORTS_TO,\n",
        "                         learning_rate=LR,\n",
        "                         logging_strategy=STRATEGY,\n",
        "                         log_level=\"error\",\n",
        "                         evaluation_strategy=STRATEGY,\n",
        "                         per_device_train_batch_size=BATCH_SIZE,\n",
        "                         per_device_eval_batch_size=BATCH_SIZE,\n",
        "                         save_strategy=STRATEGY,\n",
        "                         predict_with_generate=True,\n",
        "                         logging_first_step=True,\n",
        "                         hub_private_repo=True,\n",
        "                         push_to_hub=True\n",
        "                         )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OQdmy3GMDFi5"
      },
      "source": [
        "#### Define Trainer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BhxBMueSPnSE",
        "outputId": "84990229-b1cf-440f-e838-2292286dee9f"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/Users/briandunn/Desktop/Code Commenting/codet5-base-Generate_Docstrings_for_Python-Condensed is already a clone of https://huggingface.co/DunnBC22/codet5-base-Generate_Docstrings_for_Python-Condensed. Make sure you pull the latest changes with `repo.git_pull()`.\n"
          ]
        }
      ],
      "source": [
        "trainer = Seq2SeqTrainer(model=model,\n",
        "                  args=args,\n",
        "                  data_collator=data_collator,\n",
        "                  compute_metrics=compute_metrics,\n",
        "                  tokenizer=tokenizer,\n",
        "                  train_dataset=encoded_ds['train'],\n",
        "                  eval_dataset=encoded_ds['eval'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M5MpDxQ_DIoX"
      },
      "source": [
        "#### Train Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 494
        },
        "id": "IuEg6rAtPnSE",
        "outputId": "7f5b501a-59b9-4f4d-bea7-54ab0b311793"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/Users/briandunn/Documents/deep_learning/dl/lib/python3.9/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "02b689253cfa428698d9badc9c5478fc",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/1842 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'loss': 8.3414, 'learning_rate': 1.998914223669924e-05, 'epoch': 0.0}\n",
            "{'loss': 0.8261, 'learning_rate': 1e-05, 'epoch': 1.0}\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "cf821c97326b415b944254b9813ed981",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/307 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'eval_loss': 0.6434808373451233, 'eval_rouge1': 0.4947, 'eval_rouge2': 0.3661, 'eval_rougeL': 0.4794, 'eval_rougeLsum': 0.4791, 'eval_gen_len': 13.7526, 'eval_runtime': 13492.27, 'eval_samples_per_second': 0.364, 'eval_steps_per_second': 0.023, 'epoch': 1.0}\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Adding files tracked by Git LFS: ['.DS_Store']. This may take a bit of time if the files are large.\n",
            "WARNING:huggingface_hub.repository:Adding files tracked by Git LFS: ['.DS_Store']. This may take a bit of time if the files are large.\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'loss': 0.6234, 'learning_rate': 0.0, 'epoch': 2.0}\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d8b427f4296949f8a6dc63b45568b79d",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/307 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'eval_loss': 0.6199244260787964, 'eval_rouge1': 0.5017, 'eval_rouge2': 0.374, 'eval_rougeL': 0.4866, 'eval_rougeLsum': 0.4864, 'eval_gen_len': 13.8909, 'eval_runtime': 14513.404, 'eval_samples_per_second': 0.338, 'eval_steps_per_second': 0.021, 'epoch': 2.0}\n",
            "{'train_runtime': 246509.2727, 'train_samples_per_second': 0.12, 'train_steps_per_second': 0.007, 'train_loss': 0.7288453773100912, 'epoch': 2.0}\n"
          ]
        }
      ],
      "source": [
        "training_results = trainer.train()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PpurmEL1DKk0"
      },
      "source": [
        "#### Evaluate Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "Rnu_zJ3zPnSE"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "cdf6517d075740df91377f696579d077",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/307 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'eval_loss': 0.6199244260787964, 'eval_rouge1': 0.5017, 'eval_rouge2': 0.374, 'eval_rougeL': 0.4866, 'eval_rougeLsum': 0.4864, 'eval_gen_len': 13.8909, 'eval_runtime': 14141.2926, 'eval_samples_per_second': 0.347, 'eval_steps_per_second': 0.022, 'epoch': 2.0}\n"
          ]
        }
      ],
      "source": [
        "score = trainer.evaluate()\n",
        "print(score)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YbZEtOv-DK4z"
      },
      "source": [
        "#### Push Model to Hub (My Profile!!!)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "oMzZ6LGxPnSF"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c0bf1f96e0b6472e8dfd4ffcd0fa83aa",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Upload file runs/Apr14_19-18-57_Brians-Mac-mini.local/events.out.tfevents.1681517941.Brians-Mac-mini.local.868…"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0943a808193243ed9aa9830cb550db4b",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Upload file runs/Apr14_19-18-57_Brians-Mac-mini.local/events.out.tfevents.1681778592.Brians-Mac-mini.local.868…"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "To https://huggingface.co/DunnBC22/codet5-base-Generate_Docstrings_for_Python-Condensed\n",
            "   f62f8b9..caa0312  main -> main\n",
            "\n",
            "WARNING:huggingface_hub.repository:To https://huggingface.co/DunnBC22/codet5-base-Generate_Docstrings_for_Python-Condensed\n",
            "   f62f8b9..caa0312  main -> main\n",
            "\n",
            "To https://huggingface.co/DunnBC22/codet5-base-Generate_Docstrings_for_Python-Condensed\n",
            "   caa0312..657b9da  main -> main\n",
            "\n",
            "WARNING:huggingface_hub.repository:To https://huggingface.co/DunnBC22/codet5-base-Generate_Docstrings_for_Python-Condensed\n",
            "   caa0312..657b9da  main -> main\n",
            "\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "'https://huggingface.co/DunnBC22/codet5-base-Generate_Docstrings_for_Python-Condensed/commit/caa031296aadcde6225c2b27a933f44aded08dde'"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "trainer.push_to_hub()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "FBag-8Same60"
      },
      "source": [
        "### Notes & Other Takeaways From This Project\n",
        "****\n",
        "- I made three modifications from the initial CodeT5 project. They are: \n",
        "    - Use the codet5-base checkpoint instead of the codet5-small checkpoint.\n",
        "    - Instead of manually removing comments from the function body, I used the column with the comments already removed from the functions.\n",
        "    - I am running this project for two epochs instead of 4 epochs.\n",
        "\n",
        "****"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ia-B0DjFme4A"
      },
      "source": [
        "### Citations\n",
        "\n",
        "- Model Checkpoint\n",
        "    > @misc{wang2021codet5, title={CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation}, author={Yue Wang and Weishi Wang and Shafiq Joty and Steven C. H. Hoi}, year={2021}, eprint={2109.00859}, archivePrefix={arXiv}, primaryClass={cs.CL}\n",
        "}\n",
        "\n",
        "- Metric (Rouge)\n",
        "    > @inproceedings{lin-2004-rouge,\n",
        "    title = \"{ROUGE}: A Package for Automatic Evaluation of Summaries\",\n",
        "    author = \"Lin, Chin-Yew\",\n",
        "    booktitle = \"Text Summarization Branches Out\",\n",
        "    month = jul,\n",
        "    year = \"2004\",\n",
        "    address = \"Barcelona, Spain\",\n",
        "    publisher = \"Association for Computational Linguistics\",\n",
        "    url = \"https://www.aclweb.org/anthology/W04-1013\",\n",
        "    pages = \"74--81\",\n",
        "}"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "nlp_ml",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.12"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "00707b69f7144ca69b8deceb1ea84536": {
          "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_db23bca61161402699848d1656d9435f",
            "placeholder": "​",
            "style": "IPY_MODEL_cc6b281b8c9044b08d44be4c86722684",
            "value": " 1/1 [00:00&lt;00:00,  1.10it/s]"
          }
        },
        "0075f7a47b994cc1b287fb8d08b9237e": {
          "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
          }
        },
        "015691b8ee0a49cead882009d70796c9": {
          "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_6a4d7dd19887479da8b7998b9a5cfb24",
            "placeholder": "​",
            "style": "IPY_MODEL_83af9d9bad174eb3afff57f28f654845",
            "value": " 12.5k/? [00:00&lt;00:00, 250kB/s]"
          }
        },
        "01ab33e8151b46168bd0a22309df3aef": {
          "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_6d2e4382143043a599b85cb95c9065c8",
            "placeholder": "​",
            "style": "IPY_MODEL_524ee74eb75c40fdb4c3d46bdc9f0f3e",
            "value": " 1/1 [00:00&lt;00:00, 42.26it/s]"
          }
        },
        "01d0234932bd4dc0ba641ddf210705c2": {
          "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_f6fcda1f71304b36be9220e4e9fb5fe0",
            "placeholder": "​",
            "style": "IPY_MODEL_734c922c6ca44fa6b00584d385774993",
            "value": " 2.00/2.00 [00:00&lt;00:00, 23.7B/s]"
          }
        },
        "02250d33a7af4001a42e49588f0cc275": {
          "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
          }
        },
        "029ee67af5d34d7b82a95592d08b756a": {
          "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_a593477614b24635bd022b9dbaded4c7",
            "placeholder": "​",
            "style": "IPY_MODEL_3660b734a38140afbc097c1629491c83",
            "value": " 18.6M/18.6M [00:00&lt;00:00, 65.8MB/s]"
          }
        },
        "02abe33c94a642bd8c3e817a9b896819": {
          "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_12d048b9ae464f8390d4d85444c868dd",
            "placeholder": "​",
            "style": "IPY_MODEL_fde8c45aad5b4965a057721bc4bc4db7",
            "value": "Downloading (…)okenizer_config.json: "
          }
        },
        "02e6184825f441e9abed8bc36485e91e": {
          "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
          }
        },
        "0698a8de4f9e4e07a938dab363215784": {
          "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
          }
        },
        "0a035ddcd8854d679ee9e445db1e6083": {
          "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_a9ebc28caecf4ab19bf7ba7b6b49351e",
            "placeholder": "​",
            "style": "IPY_MODEL_35b44f882da04a8499c1fe854d4590c7",
            "value": " 703k/? [00:00&lt;00:00, 712kB/s]"
          }
        },
        "0cc78246839c439aa626a0c3e19c25b2": {
          "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": ""
          }
        },
        "0df307b1702a42db951c965722248b25": {
          "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_bca70436603d4d10b2caeeb0294e15f2",
            "max": 18621865,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9ea61a5a537a4b88996ef42cbb03cc4f",
            "value": 18621865
          }
        },
        "0eb090d1eb8846e1b81e5b9b899d893e": {
          "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_226ea8e0e725401ba81c278f3c315ead",
            "placeholder": "​",
            "style": "IPY_MODEL_2f1b8d01f66d41b98e8a6743150a2108",
            "value": " 1.48k/? [00:00&lt;00:00, 95.3kB/s]"
          }
        },
        "0fecf2e774a24d118ff9a59990b6ad17": {
          "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"
          }
        },
        "11444c4dfe2f4cba8451bedbb4469531": {
          "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
          }
        },
        "12487c8db6534f6eb773210171a8ff3d": {
          "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": ""
          }
        },
        "12d048b9ae464f8390d4d85444c868dd": {
          "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
          }
        },
        "15962ff501c34b0bab15122c528e42fa": {
          "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"
          }
        },
        "15d5b1ec4f9542c3b25e5d257c45e4b1": {
          "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
          }
        },
        "1704bc0b9590449ea18bd389c214ca88": {
          "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
          }
        },
        "17efa52fd9cf4ed38902af4a92253db7": {
          "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_db464831a5bb4918a74ce1e996121865",
            "max": 242026427,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_89f0305825d5471795f00e3f8a6d68c4",
            "value": 242026427
          }
        },
        "1820520769be4cc9a7366c5400c85953": {
          "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": ""
          }
        },
        "18678f7c80d84482b5ac366285c56506": {
          "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": "hidden",
            "width": null
          }
        },
        "19b214feb9e74194abb35785b4384002": {
          "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_11444c4dfe2f4cba8451bedbb4469531",
            "placeholder": "​",
            "style": "IPY_MODEL_53e1c5a27af447caa4798cb7569df39b",
            "value": " 15615/15615 [00:23&lt;00:00, 586.34 examples/s]"
          }
        },
        "1bc4059361dc4e0a9359879c1dabaa6a": {
          "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_6f11ade97ea1476793ae6de0f4d3c778",
              "IPY_MODEL_e2af3bc0f778499fb3c8aa4155bcbc2a",
              "IPY_MODEL_01ab33e8151b46168bd0a22309df3aef"
            ],
            "layout": "IPY_MODEL_02e6184825f441e9abed8bc36485e91e"
          }
        },
        "1fde347e3c694c558ae4fa09a4c0a197": {
          "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_923c819db2754a8d99844ef5a703f1db",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8ebeb80b5fc9429e8577bf6590cb8ea6",
            "value": 1
          }
        },
        "20a3866fb8da4eb6b78c47e154f1ed8e": {
          "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_51713370b9af424596940943866bf9d2",
            "placeholder": "​",
            "style": "IPY_MODEL_f784568c855746d083bdc7ea70d9c22c",
            "value": "Downloading pytorch_model.bin: 100%"
          }
        },
        "21b49798d9634e7797e870665e0e5a81": {
          "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": ""
          }
        },
        "21ca74a3900a479eae64f3039e0d1062": {
          "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
          }
        },
        "226ea8e0e725401ba81c278f3c315ead": {
          "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
          }
        },
        "240ec284731440a58b3ae41870aafa0e": {
          "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
          }
        },
        "25f0bd0e09014215971f424b0eee6f47": {
          "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
          }
        },
        "2699d4fc5a354e9dad774afbdc3fa04a": {
          "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": ""
          }
        },
        "293849479e674ed9a45570d0abc77df9": {
          "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
          }
        },
        "29cc68435bdd4d40ac8220de82b4d11b": {
          "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_94ec217af6b44db184ad3577f7dfd5c5",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8355561b017840859a90bd5306019b88",
            "value": 2
          }
        },
        "2dbc37ca85044735a2be3af5c88fc0bc": {
          "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": ""
          }
        },
        "2e40585d12984f33b85da70251597da1": {
          "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": ""
          }
        },
        "2f1b8d01f66d41b98e8a6743150a2108": {
          "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": ""
          }
        },
        "3096ebe78bf445f4bfff1e7609fe655d": {
          "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": ""
          }
        },
        "32ae6d0c4c244a98bf76f32cc697b6aa": {
          "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
          }
        },
        "347618dcf2784055b802580b831e04c0": {
          "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
          }
        },
        "357cea688d2c4157b1cf3e1cfe9d3d8d": {
          "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
          }
        },
        "35b44f882da04a8499c1fe854d4590c7": {
          "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": ""
          }
        },
        "3660b734a38140afbc097c1629491c83": {
          "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": ""
          }
        },
        "368a376575924dbdb69c4404f2dc12e3": {
          "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
          }
        },
        "373110df113b40e08d24327d1ad2fa03": {
          "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": "hidden",
            "width": null
          }
        },
        "38a8323999364a9db528bc5c62a026ec": {
          "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_b5bb7c96cf594873916b590af6f47dca",
            "placeholder": "​",
            "style": "IPY_MODEL_d33ea883b8d34530b27d64c62e66e32f",
            "value": "Downloading (…)olve/main/vocab.json: "
          }
        },
        "390d39a2685f4e42bb5fac00ac2a54ca": {
          "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_6ade0bda5e784f739c8ee4eeeb60e8c8",
              "IPY_MODEL_c0ef548d9feb425d8b7151578c7118b5",
              "IPY_MODEL_8479ead1f2124936835dd45f5a08fc07"
            ],
            "layout": "IPY_MODEL_d0b76768e2c44fc1a67f87f6f8237a66"
          }
        },
        "39cb2a31e5284640a7def9e076dd13c7": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fc18cdf179b846dea5193b13f3f6529d",
            "max": 3904,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_12487c8db6534f6eb773210171a8ff3d",
            "value": 3904
          }
        },
        "3caca465141d45409bc135a33da0ffc4": {
          "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": ""
          }
        },
        "3d82ecbebe15428b8d0285ede851d8b7": {
          "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": ""
          }
        },
        "404a8cecb5ca46f3af6bff628f54f9b5": {
          "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
          }
        },
        "421a9aa765bc49cda327968f54177c02": {
          "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_ddba3d9503554b878e1bcb66ee5ac948",
            "placeholder": "​",
            "style": "IPY_MODEL_8e4a0690be6d4266b90c94b809ddeca5",
            "value": "Downloading data files: 100%"
          }
        },
        "48eb3ff1574742819e715afb85d8b2fe": {
          "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
          }
        },
        "4da6e54ea6e24469b1e33da28f506b56": {
          "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_d2adf3e1fc76410b8eb9180aa3b57a38",
            "placeholder": "​",
            "style": "IPY_MODEL_f15d1319d74f4dcc8c5c29e13f3477fb",
            "value": "Downloading (…)in/added_tokens.json: 100%"
          }
        },
        "4de89cabda824d6e83598d41c200be07": {
          "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_d35d9ca892db48c88ec15076aae7052e",
              "IPY_MODEL_875fa767d4cb419c9144196e17c7cbc6",
              "IPY_MODEL_19b214feb9e74194abb35785b4384002"
            ],
            "layout": "IPY_MODEL_373110df113b40e08d24327d1ad2fa03"
          }
        },
        "51713370b9af424596940943866bf9d2": {
          "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
          }
        },
        "524ee74eb75c40fdb4c3d46bdc9f0f3e": {
          "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": ""
          }
        },
        "53d5086dccdf4022ac802094dbe83326": {
          "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": ""
          }
        },
        "53e1c5a27af447caa4798cb7569df39b": {
          "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": ""
          }
        },
        "54b71a1e4d5b4ea8abe64a9e2e4231a2": {
          "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
          }
        },
        "5598d72fff414ff389e919525198a57c": {
          "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": ""
          }
        },
        "55dee4439fce40008026eb6bd8131dd0": {
          "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": ""
          }
        },
        "57059c1deb984b5fabddc3806f1a7570": {
          "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_dbd3e2bf4a784eedb0e06452edb73f0f",
              "IPY_MODEL_f30e6a7242d14973bb3a3601da15749d",
              "IPY_MODEL_f5929df83fe14f9c9068f65b9075600d"
            ],
            "layout": "IPY_MODEL_357cea688d2c4157b1cf3e1cfe9d3d8d"
          }
        },
        "59ced6d9b26444348066c7554e1a81cf": {
          "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_cfbaf986156e447888add58bedce6fb8",
              "IPY_MODEL_1fde347e3c694c558ae4fa09a4c0a197",
              "IPY_MODEL_7cd780f77ec2427390fcc0fe989dfdb5"
            ],
            "layout": "IPY_MODEL_404a8cecb5ca46f3af6bff628f54f9b5"
          }
        },
        "5a88341f5cbc4c3dad1dde4ed0a35aeb": {
          "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_fea6e40e704d41b4ac077533cbc2f278",
            "placeholder": "​",
            "style": "IPY_MODEL_0cc78246839c439aa626a0c3e19c25b2",
            "value": " 242M/242M [00:02&lt;00:00, 129MB/s]"
          }
        },
        "626edb3a616c45cc848d100ff16045d1": {
          "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_c06b76f47b7e442c8141952d51e72186",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_71fbf3750d354940b2b0af4b003a52f3",
            "value": 1
          }
        },
        "63bb8d3ddc864f9d90e15926cba7f55d": {
          "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
          }
        },
        "65214c2464fb4842bde5dc509f1c6aad": {
          "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
          }
        },
        "65f6c1478d434835834c25454ccef7ea": {
          "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"
          }
        },
        "66861b50092d4d49a387d6c7fe9355a4": {
          "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_8aef39597adc450ebc1044e7ffae07d4",
              "IPY_MODEL_39cb2a31e5284640a7def9e076dd13c7",
              "IPY_MODEL_ebd61e725d69447b9763268fc5eee215"
            ],
            "layout": "IPY_MODEL_18678f7c80d84482b5ac366285c56506"
          }
        },
        "6a4d7dd19887479da8b7998b9a5cfb24": {
          "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
          }
        },
        "6ade0bda5e784f739c8ee4eeeb60e8c8": {
          "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_15d5b1ec4f9542c3b25e5d257c45e4b1",
            "placeholder": "​",
            "style": "IPY_MODEL_3caca465141d45409bc135a33da0ffc4",
            "value": "Generating train split:  41%"
          }
        },
        "6bbd0bd451e2408b9b2b56a7a9a01724": {
          "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_936f6d864d8a472bbd8d0eca03543956",
            "max": 669,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d7da06771e54476b9890d80f5310125b",
            "value": 669
          }
        },
        "6d2e4382143043a599b85cb95c9065c8": {
          "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
          }
        },
        "6e463ac7020240bb93a8b16f28dda4df": {
          "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_54b71a1e4d5b4ea8abe64a9e2e4231a2",
            "placeholder": "​",
            "style": "IPY_MODEL_fc67ad077c034e2d8c78333f10a69444",
            "value": " 669/669 [00:00&lt;00:00, 23.2kB/s]"
          }
        },
        "6e59b0217f1e4cd6ad88b6a23194f47b": {
          "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": ""
          }
        },
        "6ec988f468544a999c9ba7f08bcdb711": {
          "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
          }
        },
        "6f11ade97ea1476793ae6de0f4d3c778": {
          "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_240ec284731440a58b3ae41870aafa0e",
            "placeholder": "​",
            "style": "IPY_MODEL_21b49798d9634e7797e870665e0e5a81",
            "value": "Extracting data files: 100%"
          }
        },
        "7045f53b67034db58dab61a6bfdf0d0d": {
          "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_65f6c1478d434835834c25454ccef7ea",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_af653af62b8b42088adf08ea4df740b2",
            "value": 1
          }
        },
        "71fbf3750d354940b2b0af4b003a52f3": {
          "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": ""
          }
        },
        "734c922c6ca44fa6b00584d385774993": {
          "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": ""
          }
        },
        "73f47e9a0a3c434fa850039baf53b2c9": {
          "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_b5f66b2c10b84ed499e9b1a8d5166905",
            "placeholder": "​",
            "style": "IPY_MODEL_aeb6d4c9494440e793455690b82883ff",
            "value": "Downloading builder script: "
          }
        },
        "7ae0c9debbdb481380e7babfc5b8fd90": {
          "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": ""
          }
        },
        "7cd780f77ec2427390fcc0fe989dfdb5": {
          "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_dca3ce56c4d647c5ae106bb9accadd74",
            "placeholder": "​",
            "style": "IPY_MODEL_5598d72fff414ff389e919525198a57c",
            "value": " 1.57k/? [00:00&lt;00:00, 89.7kB/s]"
          }
        },
        "82981ce74b6b44db86086ed1ed7b55b2": {
          "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
          }
        },
        "8355561b017840859a90bd5306019b88": {
          "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": ""
          }
        },
        "83af9d9bad174eb3afff57f28f654845": {
          "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": ""
          }
        },
        "843932726b4c4bde8dd62d30cf744bf4": {
          "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_63bb8d3ddc864f9d90e15926cba7f55d",
            "placeholder": "​",
            "style": "IPY_MODEL_1820520769be4cc9a7366c5400c85953",
            "value": "Downloading readme: 100%"
          }
        },
        "8479ead1f2124936835dd45f5a08fc07": {
          "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_848a97d9af3a41ce98cdf0a2fbcfcda6",
            "placeholder": "​",
            "style": "IPY_MODEL_b9cbbb996af84f15adf901854daf52c2",
            "value": " 10000/24616 [00:00&lt;00:00, 67729.92 examples/s]"
          }
        },
        "848a97d9af3a41ce98cdf0a2fbcfcda6": {
          "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
          }
        },
        "875fa767d4cb419c9144196e17c7cbc6": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_21ca74a3900a479eae64f3039e0d1062",
            "max": 15615,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d391a9c3a9134eb2a67fcfaaa5f00e73",
            "value": 15615
          }
        },
        "89f0305825d5471795f00e3f8a6d68c4": {
          "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": ""
          }
        },
        "8aef39597adc450ebc1044e7ffae07d4": {
          "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_aff6e99adabb4bea8e5cd5c3915f13dc",
            "placeholder": "​",
            "style": "IPY_MODEL_7ae0c9debbdb481380e7babfc5b8fd90",
            "value": "Map: 100%"
          }
        },
        "8d928dfca8b04cd29e0e271a7d90c3c6": {
          "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_73f47e9a0a3c434fa850039baf53b2c9",
              "IPY_MODEL_e6f694b082eb4fa794ac52863732bacf",
              "IPY_MODEL_c8cc9b0aed034ecc87db1737fcd47759"
            ],
            "layout": "IPY_MODEL_368a376575924dbdb69c4404f2dc12e3"
          }
        },
        "8e4a0690be6d4266b90c94b809ddeca5": {
          "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": ""
          }
        },
        "8ebeb80b5fc9429e8577bf6590cb8ea6": {
          "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": ""
          }
        },
        "916fd9182b2a4ccf8991d8d20a06283c": {
          "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
          }
        },
        "9217fbe2fc1a47deb8ba54a6cc82f388": {
          "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": ""
          }
        },
        "923c819db2754a8d99844ef5a703f1db": {
          "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"
          }
        },
        "923cd0aab4c24afabc50f6a22d311771": {
          "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_421a9aa765bc49cda327968f54177c02",
              "IPY_MODEL_d1f9e487915c41008730333048108c6a",
              "IPY_MODEL_00707b69f7144ca69b8deceb1ea84536"
            ],
            "layout": "IPY_MODEL_ec5d625f6006453e99d326e7fc2de529"
          }
        },
        "92b0ea91a30b4990a96ad5e945864553": {
          "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_02abe33c94a642bd8c3e817a9b896819",
              "IPY_MODEL_626edb3a616c45cc848d100ff16045d1",
              "IPY_MODEL_0eb090d1eb8846e1b81e5b9b899d893e"
            ],
            "layout": "IPY_MODEL_1704bc0b9590449ea18bd389c214ca88"
          }
        },
        "936bfb7861554bc48681add456603525": {
          "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
          }
        },
        "936f6d864d8a472bbd8d0eca03543956": {
          "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
          }
        },
        "94ec217af6b44db184ad3577f7dfd5c5": {
          "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
          }
        },
        "95e5d753a869488fb2ba5502555a85a1": {
          "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_843932726b4c4bde8dd62d30cf744bf4",
              "IPY_MODEL_6bbd0bd451e2408b9b2b56a7a9a01724",
              "IPY_MODEL_6e463ac7020240bb93a8b16f28dda4df"
            ],
            "layout": "IPY_MODEL_eb7d33d858ab4b4e85b4b652bdcba67d"
          }
        },
        "96c80e4640734fe3988dcb05cbf70b36": {
          "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_fc7d0798a06143b688be23a52553b2ee",
              "IPY_MODEL_0df307b1702a42db951c965722248b25",
              "IPY_MODEL_029ee67af5d34d7b82a95592d08b756a"
            ],
            "layout": "IPY_MODEL_0698a8de4f9e4e07a938dab363215784"
          }
        },
        "9828a1bcba4c42ada23b809b1a516a1c": {
          "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_d2ab7c36a85a4372a467e7996def59fd",
              "IPY_MODEL_7045f53b67034db58dab61a6bfdf0d0d",
              "IPY_MODEL_99f19e05047b453bac51d53abf3d52ae"
            ],
            "layout": "IPY_MODEL_916fd9182b2a4ccf8991d8d20a06283c"
          }
        },
        "9994646a15da4a7997ba3cf82fd30176": {
          "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": ""
          }
        },
        "99f19e05047b453bac51d53abf3d52ae": {
          "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_a1b5bd985e504ecabb027342fe52578b",
            "placeholder": "​",
            "style": "IPY_MODEL_d4bfaccfb35644b78a518807629dcb94",
            "value": " 294k/? [00:00&lt;00:00, 729kB/s]"
          }
        },
        "9a79085ee27d49158e43b76808e34b44": {
          "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
          }
        },
        "9d1089627fd44644ad32b15fac779c1c": {
          "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
          }
        },
        "9dea4e7129ec4660b93851aa6e34360d": {
          "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": ""
          }
        },
        "9ea61a5a537a4b88996ef42cbb03cc4f": {
          "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": ""
          }
        },
        "a1b5bd985e504ecabb027342fe52578b": {
          "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
          }
        },
        "a593477614b24635bd022b9dbaded4c7": {
          "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
          }
        },
        "a9ebc28caecf4ab19bf7ba7b6b49351e": {
          "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
          }
        },
        "aeb6d4c9494440e793455690b82883ff": {
          "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": ""
          }
        },
        "af0f8cc87a584a8e9a3a8c36ddde854c": {
          "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
          }
        },
        "af653af62b8b42088adf08ea4df740b2": {
          "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": ""
          }
        },
        "aff6e99adabb4bea8e5cd5c3915f13dc": {
          "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
          }
        },
        "b5bb7c96cf594873916b590af6f47dca": {
          "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
          }
        },
        "b5f66b2c10b84ed499e9b1a8d5166905": {
          "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
          }
        },
        "b7ce2e4bdba84c3699d92feb9e7fc546": {
          "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
          }
        },
        "b9cbbb996af84f15adf901854daf52c2": {
          "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": ""
          }
        },
        "bbd99d48ee994a90b17abced89313bdc": {
          "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_0075f7a47b994cc1b287fb8d08b9237e",
            "placeholder": "​",
            "style": "IPY_MODEL_e23b627da685413d959fd6a278324863",
            "value": "Downloading (…)cial_tokens_map.json: "
          }
        },
        "bca70436603d4d10b2caeeb0294e15f2": {
          "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
          }
        },
        "c06b76f47b7e442c8141952d51e72186": {
          "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"
          }
        },
        "c0ef548d9feb425d8b7151578c7118b5": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_af0f8cc87a584a8e9a3a8c36ddde854c",
            "max": 24616,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3096ebe78bf445f4bfff1e7609fe655d",
            "value": 24616
          }
        },
        "c8cc9b0aed034ecc87db1737fcd47759": {
          "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_25f0bd0e09014215971f424b0eee6f47",
            "placeholder": "​",
            "style": "IPY_MODEL_eaf649c74dc64ca8b8ec74d17a366953",
            "value": " 6.27k/? [00:00&lt;00:00, 402kB/s]"
          }
        },
        "cb212f68d9cf4e33a70956b298844167": {
          "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"
          }
        },
        "cc6b281b8c9044b08d44be4c86722684": {
          "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": ""
          }
        },
        "cfbaf986156e447888add58bedce6fb8": {
          "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_293849479e674ed9a45570d0abc77df9",
            "placeholder": "​",
            "style": "IPY_MODEL_9217fbe2fc1a47deb8ba54a6cc82f388",
            "value": "Downloading (…)lve/main/config.json: "
          }
        },
        "d01d4f3aa847481dbb8de88121ca3089": {
          "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_0fecf2e774a24d118ff9a59990b6ad17",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9994646a15da4a7997ba3cf82fd30176",
            "value": 1
          }
        },
        "d0b76768e2c44fc1a67f87f6f8237a66": {
          "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": "hidden",
            "width": null
          }
        },
        "d1f9e487915c41008730333048108c6a": {
          "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_82981ce74b6b44db86086ed1ed7b55b2",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ec7c9ca41d8d4881b75033dde5ecf52d",
            "value": 1
          }
        },
        "d2ab7c36a85a4372a467e7996def59fd": {
          "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_48eb3ff1574742819e715afb85d8b2fe",
            "placeholder": "​",
            "style": "IPY_MODEL_2dbc37ca85044735a2be3af5c88fc0bc",
            "value": "Downloading (…)olve/main/merges.txt: "
          }
        },
        "d2adf3e1fc76410b8eb9180aa3b57a38": {
          "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
          }
        },
        "d33ea883b8d34530b27d64c62e66e32f": {
          "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": ""
          }
        },
        "d35d9ca892db48c88ec15076aae7052e": {
          "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_347618dcf2784055b802580b831e04c0",
            "placeholder": "​",
            "style": "IPY_MODEL_9dea4e7129ec4660b93851aa6e34360d",
            "value": "Map: 100%"
          }
        },
        "d391a9c3a9134eb2a67fcfaaa5f00e73": {
          "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": ""
          }
        },
        "d4bfaccfb35644b78a518807629dcb94": {
          "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": ""
          }
        },
        "d7da06771e54476b9890d80f5310125b": {
          "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": ""
          }
        },
        "dac8ad8cc87b4889912a9a87eecdff93": {
          "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": ""
          }
        },
        "db23bca61161402699848d1656d9435f": {
          "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
          }
        },
        "db464831a5bb4918a74ce1e996121865": {
          "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
          }
        },
        "dbd3e2bf4a784eedb0e06452edb73f0f": {
          "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_936bfb7861554bc48681add456603525",
            "placeholder": "​",
            "style": "IPY_MODEL_2e40585d12984f33b85da70251597da1",
            "value": "100%"
          }
        },
        "dca3ce56c4d647c5ae106bb9accadd74": {
          "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
          }
        },
        "ddba3d9503554b878e1bcb66ee5ac948": {
          "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
          }
        },
        "e164a0ea1bdd4ce99a91f30a503a6c28": {
          "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_cb212f68d9cf4e33a70956b298844167",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_dac8ad8cc87b4889912a9a87eecdff93",
            "value": 1
          }
        },
        "e186de3b8d8b449aa7378e6072369aaa": {
          "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
          }
        },
        "e23b627da685413d959fd6a278324863": {
          "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": ""
          }
        },
        "e2af3bc0f778499fb3c8aa4155bcbc2a": {
          "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_e186de3b8d8b449aa7378e6072369aaa",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3d82ecbebe15428b8d0285ede851d8b7",
            "value": 1
          }
        },
        "e6f694b082eb4fa794ac52863732bacf": {
          "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_15962ff501c34b0bab15122c528e42fa",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6e59b0217f1e4cd6ad88b6a23194f47b",
            "value": 1
          }
        },
        "e9f9f02067a14b7b8d7f194200c668a5": {
          "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_4da6e54ea6e24469b1e33da28f506b56",
              "IPY_MODEL_29cc68435bdd4d40ac8220de82b4d11b",
              "IPY_MODEL_01d0234932bd4dc0ba641ddf210705c2"
            ],
            "layout": "IPY_MODEL_65214c2464fb4842bde5dc509f1c6aad"
          }
        },
        "eaf649c74dc64ca8b8ec74d17a366953": {
          "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": ""
          }
        },
        "eb7d33d858ab4b4e85b4b652bdcba67d": {
          "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
          }
        },
        "ebd61e725d69447b9763268fc5eee215": {
          "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_6ec988f468544a999c9ba7f08bcdb711",
            "placeholder": "​",
            "style": "IPY_MODEL_53d5086dccdf4022ac802094dbe83326",
            "value": " 3904/3904 [00:04&lt;00:00, 947.54 examples/s]"
          }
        },
        "ec5d625f6006453e99d326e7fc2de529": {
          "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
          }
        },
        "ec7c9ca41d8d4881b75033dde5ecf52d": {
          "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": ""
          }
        },
        "ee041de8a7dc41a988c340b520bfea7c": {
          "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_20a3866fb8da4eb6b78c47e154f1ed8e",
              "IPY_MODEL_17efa52fd9cf4ed38902af4a92253db7",
              "IPY_MODEL_5a88341f5cbc4c3dad1dde4ed0a35aeb"
            ],
            "layout": "IPY_MODEL_9a79085ee27d49158e43b76808e34b44"
          }
        },
        "f15d1319d74f4dcc8c5c29e13f3477fb": {
          "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": ""
          }
        },
        "f30e6a7242d14973bb3a3601da15749d": {
          "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_02250d33a7af4001a42e49588f0cc275",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_55dee4439fce40008026eb6bd8131dd0",
            "value": 1
          }
        },
        "f3a9abea2d2a499a8455f8f913165ced": {
          "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_38a8323999364a9db528bc5c62a026ec",
              "IPY_MODEL_d01d4f3aa847481dbb8de88121ca3089",
              "IPY_MODEL_0a035ddcd8854d679ee9e445db1e6083"
            ],
            "layout": "IPY_MODEL_f47d36a752474408bae975214f1661e0"
          }
        },
        "f43267928f8a495fa613832af4a4b11e": {
          "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_bbd99d48ee994a90b17abced89313bdc",
              "IPY_MODEL_e164a0ea1bdd4ce99a91f30a503a6c28",
              "IPY_MODEL_015691b8ee0a49cead882009d70796c9"
            ],
            "layout": "IPY_MODEL_32ae6d0c4c244a98bf76f32cc697b6aa"
          }
        },
        "f47d36a752474408bae975214f1661e0": {
          "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
          }
        },
        "f5215a5bd62a4df3922d216b80b736b4": {
          "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": ""
          }
        },
        "f5929df83fe14f9c9068f65b9075600d": {
          "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_9d1089627fd44644ad32b15fac779c1c",
            "placeholder": "​",
            "style": "IPY_MODEL_f5215a5bd62a4df3922d216b80b736b4",
            "value": " 1/1 [00:00&lt;00:00, 44.79it/s]"
          }
        },
        "f6fcda1f71304b36be9220e4e9fb5fe0": {
          "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
          }
        },
        "f784568c855746d083bdc7ea70d9c22c": {
          "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": ""
          }
        },
        "fc18cdf179b846dea5193b13f3f6529d": {
          "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
          }
        },
        "fc67ad077c034e2d8c78333f10a69444": {
          "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": ""
          }
        },
        "fc7d0798a06143b688be23a52553b2ee": {
          "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_b7ce2e4bdba84c3699d92feb9e7fc546",
            "placeholder": "​",
            "style": "IPY_MODEL_2699d4fc5a354e9dad774afbdc3fa04a",
            "value": "Downloading data: 100%"
          }
        },
        "fde8c45aad5b4965a057721bc4bc4db7": {
          "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": ""
          }
        },
        "fea6e40e704d41b4ac077533cbc2f278": {
          "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
}