wav2vec2_finetuning.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gFoKrnnB5oun"
      },
      "source": [
        "# Finetune `wav2vec2` for Thai"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JGuCG_7W5oup"
      },
      "source": [
        "This notebook is adapted from [Fine-tuning Wav2Vec2 for English ASR](https://colab.research.google.com/github/patrickvonplaten/notebooks/blob/master/Fine_tuning_Wav2Vec2_for_English_ASR.ipynb) to train Thai ASR using [Common Voice Corpus 7.0](https://commonvoice.mozilla.org/en/datasets)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uN7qEUOQ5oup"
      },
      "source": [
        "## What is `wav2vec2`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MYid7y8Y5oup"
      },
      "source": [
        "Wav2Vec2 is a pretrained model for Automatic Speech Recognition (ASR) and was released in [September 2020](https://ai.facebook.com/blog/wav2vec-20-learning-the-structure-of-speech-from-raw-audio/) by Alexei Baevski, Michael Auli, and Alex Conneau.\n",
        "\n",
        "Using a novel contrastive pretraining objective, Wav2Vec2 learns powerful speech representations from more than 50.000 hours of unlabeled speech. Similar, to [BERT's masked language modeling](http://jalammar.github.io/illustrated-bert/), the model learns contextualized speech representations by randomly masking feature vectors before passing them to a transformer network.\n",
        "\n",
        "![wav2vec2_structure](https://raw.githubusercontent.com/patrickvonplaten/scientific_images/master/wav2vec2.png)\n",
        "\n",
        "For the first time, it has been shown that pretraining, followed by fine-tuning on very little labeled speech data achieves competitive results to state-of-the-art ASR systems. Using as little as 10 minutes of labeled data, Wav2Vec2 yields a word error rate (WER) of less than 5% on the clean test set of [LibriSpeech](https://huggingface.co/datasets/librispeech_asr) - *cf.* with Table 9 of the [paper](https://arxiv.org/pdf/2006.11477.pdf)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xajMHoc15ouq"
      },
      "source": [
        "## Installs and Imports"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "id": "RsnrYwD_Y0ru",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1816befd-d392-4fff-c5cb-894c778a6002"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "EQp8ldFP5ouq"
      },
      "outputs": [],
      "source": [
        "# !curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.rpm.sh | sudo bash\n",
        "# !sudo yum install git-lfs -y\n",
        "# !git lfs install"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/drive/MyDrive/dataset.zip -d /content/drive/MyDrive/package\n",
        "# !unzip /content/drive/MyDrive/onlyMP3.zip -d /content/drive/MyDrive/audio_file"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4lSPHdaVZRaM",
        "outputId": "5995f903-f67c-467f-9c3c-7fe7b94e6bf0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  /content/drive/MyDrive/dataset.zip\n",
            "  inflating: /content/drive/MyDrive/package/test.tsv  \n",
            "  inflating: /content/drive/MyDrive/package/train.tsv  \n",
            "  inflating: /content/drive/MyDrive/package/valid.tsv  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "HSxu5svb5our"
      },
      "outputs": [],
      "source": [
        "\n",
        "%%capture\n",
        "!apt-get update\n",
        "!apt-get install --reinstall build-essential --yes"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!apt install git-lfs"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "J5FpFoXl6KaZ",
        "outputId": "f6249f7a-ce9c-484c-95e9-959d38f3aace"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "git-lfs is already the newest version (2.3.4-1).\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-460\n",
            "Use 'apt autoremove' to remove it.\n",
            "0 upgraded, 0 newly installed, 0 to remove and 49 not upgraded.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "YdJZrtB85our"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "%pip install torch==1.9.0+cu111 torchvision==0.10.0+cu111 torchaudio==0.9.0 -f https://download.pytorch.org/whl/torch_stable.html\n",
        "%pip install datasets==1.11.0\n",
        "%pip install transformers==4.9.1\n",
        "%pip install jiwer\n",
        "%pip install ipywidgets\n",
        "%pip install pythainlp==2.3.1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "-0xdTzj-5ous"
      },
      "outputs": [],
      "source": [
        "from functools import partial\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from datasets import (\n",
        "    load_dataset, \n",
        "    load_from_disk,\n",
        "    load_metric,)\n",
        "from transformers import (\n",
        "    Wav2Vec2CTCTokenizer, \n",
        "    Wav2Vec2FeatureExtractor,\n",
        "    Wav2Vec2Processor,\n",
        "    \n",
        "    Wav2Vec2ForCTC,\n",
        "    TrainingArguments,\n",
        "    Trainer,\n",
        ")\n",
        "import torchaudio\n",
        "import re\n",
        "import json\n",
        "from pythainlp.tokenize import word_tokenize, syllable_tokenize"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eQH_hWPZ5out"
      },
      "source": [
        "### Load Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 315,
          "referenced_widgets": [
            "f4d05233e04b438ba489505c67e2ae22",
            "9b224567172c49bfa53f2e7401b16877",
            "0b48cd56764548b8b871a99e6259add3",
            "23393ba47b68427cad62bed703ee6aa9",
            "dd0ec21a86ff45ecb691cee6a496be72",
            "e743b9db577242399ccfac7d1bfb94f0",
            "9af650e4352a4874af0ca2a21d2fff52",
            "92fab70890a74545bd9b738a3240bd0e",
            "fc68d310c566428e83eaf20d55325f3f",
            "a690ca5f63754699bc0a0de1ef8fe894",
            "f47b47842a65472b90b1916c5618b7d4",
            "4d9c35fbb154479686c9adf8644142b4",
            "de821e4838ec4f2da58ebea8f9916196",
            "33f2d951793c4998b7c8720fff21cad7",
            "cafe5264d5844776b92e400f1f4f684b",
            "ca76f40796414352986f6a827aad739b",
            "872dbaa74d554edeae00cb43c8d157f5",
            "b56ae3d252f64ad2ab6e6b4292c65bf1",
            "03e69a2da35744499151d8129355d1f0",
            "0dab8983a108489887fd574c4390d31f",
            "9344e7efd9ea48afa9b09e952f4f6784",
            "56c33e1c09524545a6cb9c79c0ab08c1",
            "5ff3b61b4be9466ca95e4f2961a33524",
            "56d34b52d4dd4cc89e2e1b53fee82bc7",
            "a305656287254bb1841c2c8277ac102d",
            "64b085f10670476ebacf6c563972c55a",
            "0421eadaa022418f94d2a7d11255a7ec",
            "b3b2ca92a7a9489eb00e89a4be9c0a75",
            "dc5431ca0fa04ac7b2db8fc79c018032",
            "dffe895730b14211aeb9d1f0d0ee60ab",
            "b08586882c574f05a7aec60e3ed9c9af",
            "d654bffce456421e91534bc6bec451df",
            "76f4d10f7e174f5ba2643a4904a02eec"
          ]
        },
        "id": "ueKhCRBK5ouu",
        "outputId": "7a921248-6c89-4d5a-a9ec-146d8ab3452f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading and preparing dataset common_voice/th (download: Unknown size, generated: Unknown size, post-processed: Unknown size, total: Unknown size) to /root/.cache/huggingface/datasets/common_voice/th/7.0.0/1b2d40cf5ad2e74fa7a31a8eaa9ffbfc79e7c9c3b8cd038daec3b16ade201151...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f4d05233e04b438ba489505c67e2ae22"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4d9c35fbb154479686c9adf8644142b4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5ff3b61b4be9466ca95e4f2961a33524"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset common_voice downloaded and prepared to /root/.cache/huggingface/datasets/common_voice/th/7.0.0/1b2d40cf5ad2e74fa7a31a8eaa9ffbfc79e7c9c3b8cd038daec3b16ade201151. Subsequent calls will reuse this data.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['path', 'sentence'],\n",
              "        num_rows: 1307\n",
              "    })\n",
              "    test: Dataset({\n",
              "        features: ['path', 'sentence'],\n",
              "        num_rows: 436\n",
              "    })\n",
              "    validation: Dataset({\n",
              "        features: ['path', 'sentence'],\n",
              "        num_rows: 436\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ],
      "source": [
        "datasets = load_dataset(\"/content/drive/MyDrive/load_dataset.py\", \"th\")\n",
        "datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 150,
          "referenced_widgets": [
            "cb16d240e9e2420fa046da6530010737",
            "afd17a454aee4ce6a19add8fe830442c",
            "b4c6682a811d4d84a1a4a176d086b671",
            "385b02ce0e4343bb87d3c485d42a909d",
            "16d1a784b2ef46a7a3082e8a82b081e7",
            "187bcb5d0a0044a081f3d7e64972280e",
            "fb8ee50ef04a4401b0f5e9e3f81cadea",
            "2a16527c288b4723bf90495cee72d6aa",
            "446cf555842a4c17bb396300a8cf31fe",
            "d9e913671c6f405c85960eb2dcb6c6c3",
            "c7d301695fed4dbc9e0515231582aab3",
            "4517063437c745508d20471dc4cc5619",
            "0ff264a8c1254e948a7191443eb4a229",
            "e61dcea28b4c4e80911577c09caf9b28",
            "70102d77b4d04ea9bd6a0187e32bcfee",
            "4f67e61b63a541fbb44d6e5547ec91d5",
            "340b2e74645d40398445c3688039e379",
            "b4954368d9524588b17b3a200ed0eaf3",
            "bb63c29f001149918b339c8a6c319df2",
            "b1e1ee3424b84e9a87be173e81a4f193",
            "681e5aac813f49be9672b2a3f80805f4",
            "a7779164c4534cdc9f11bc3a338900fc",
            "15acae9aa77c48498c653845500a601c",
            "10aa769e82f348bb93dbeaea4b052ce8",
            "58f4d1d9eb1d4aebb79796a4721f416a",
            "f3211329651e4044a39a8e3ec0f5f60b",
            "e276db98126449618b014e9987953018",
            "37de48c334f34bd888200e98e22128e9",
            "73772e1ee6a04b47b1be0d44a6ef577c",
            "698f07baf5be4be1b2c99674441c2a35",
            "35522ac0112843b4bd421d0d721d8283",
            "a5a6b4f29d6f4c53b1b5de9a014483bd",
            "538499d2876940bfa848d1e816265136"
          ]
        },
        "id": "qvJ1ZlfH5ouu",
        "outputId": "9f3f7589-d417-4cd9-c0f1-cc3752c46a93"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Parameter 'function'=<function preprocess_data at 0x7f74978d1c20> of the transform datasets.arrow_dataset.Dataset._map_single couldn't be hashed properly, a random hash was used instead. Make sure your transforms and parameters are serializable with pickle or dill for the dataset fingerprinting and caching to work. If you reuse this transform, the caching mechanism will consider it to be different from the previous calls and recompute everything. This warning is only showed once. Subsequent hashing failures won't be showed.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/1307 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "cb16d240e9e2420fa046da6530010737"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/436 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4517063437c745508d20471dc4cc5619"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/436 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "15acae9aa77c48498c653845500a601c"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "def preprocess_data(example, tok_func = word_tokenize):\n",
        "    example['sentence'] = ' '.join(tok_func(example['sentence']))\n",
        "    return example\n",
        "\n",
        "datasets = datasets.map(preprocess_data)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hO-3KM815ouu"
      },
      "source": [
        "### Exploration"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 677
        },
        "id": "nIAkYDYp5ouu",
        "outputId": "d2662ba1-8875-49df-84c5-d4b6355fad92"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>sentence</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ลบ มัน ไป ทุก ข้อ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ตก จาก ฟากฟ้า</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>เล่า ให้ ฟัง ด้วย ความหวังดี</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ช่วย บอก ให้ ฉัน ได้ รู้ ให้ มั่นใจ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>หรือ ต้อง ให้ ฉัน แค่ แอบ มี เธอ ใน ใจ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>เจอ คำ ว่า รัก คำ เดียว ก็ พัง ทำ อะไร ไม่ ได้</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>ที่ เธอ จะ ทิ้ง กัน ไป เพราะ เหตุ นั้น</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>นี้ อีก ยาว</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>ชัดเจน ว่า ทุกสิ่ง</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>ฉัน จะ เยียวยา ให้ หาย</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>จางหาย ไป</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>รัก จน มากมาย กว่า ชีวิต</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>กับ วัน นึง ฉัน ผ่าน มา พบ เธอ ตรงนั้น</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>ที่ ได้ มี แค่ เรื่อง เรา สอง คน</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>และ ใน วันนั้น</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>สอง เรา ให้ ลอย ไป</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>รัก ฉัน เหมือน เธอ ไม่ เคย เจ็บ สักครั้ง</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>ฉัน ก็ ไม่ รู้ ระหว่าง เรา คือ อะไร</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>ยัง เฝ้ารอ ให้ มาถึง ใน วันนั้น</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>แต่ ไม่ มีสิทธิ์</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "from datasets import ClassLabel\n",
        "import random\n",
        "import pandas as pd\n",
        "from IPython.display import display, HTML\n",
        "\n",
        "def show_random_elements(dataset, num_examples=10):\n",
        "    assert num_examples <= len(dataset), \"Can't pick more elements than there are in the dataset.\"\n",
        "    picks = []\n",
        "    for _ in range(num_examples):\n",
        "        pick = random.randint(0, len(dataset)-1)\n",
        "        while pick in picks:\n",
        "            pick = random.randint(0, len(dataset)-1)\n",
        "        picks.append(pick)\n",
        "    \n",
        "    df = pd.DataFrame(dataset[picks])\n",
        "    display(HTML(df.to_html()))\n",
        "    \n",
        "show_random_elements(datasets[\"train\"].remove_columns([\"path\"]), num_examples=20)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "RpHW-vYf5ouu",
        "outputId": "459f990a-a4f2-42e8-a920-1613fb0d2a2c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f7498826950>"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "train_df = pd.DataFrame({'sentence':datasets['train']['sentence']})\n",
        "train_df['nb_words'] = train_df.sentence.map(lambda x: len(x.split()))\n",
        "train_df.nb_words.hist(bins=30)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "DWFJ8Uzt5ouu",
        "outputId": "ef4bd264-4485-48af-9ea0-b615c627e1f1"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f749881b350>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "validation_df = pd.DataFrame({'sentence':datasets['validation']['sentence']})\n",
        "validation_df['nb_words'] = validation_df.sentence.map(lambda x: len(x.split()))\n",
        "validation_df.nb_words.hist(bins=30)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "mVxBBWJJ5ouv",
        "outputId": "524ef85e-52df-4836-eae6-802949ce49a0"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f7498081150>"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "test_df = pd.DataFrame({'sentence':datasets['test']['sentence']})\n",
        "test_df['nb_words'] = test_df.sentence.map(lambda x: len(x.split()))\n",
        "test_df.nb_words.hist(bins=30)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from glob import glob"
      ],
      "metadata": {
        "id": "alBb_SF_t29T"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "K8plSa1C5ouv",
        "outputId": "7afd32b1-6399-491e-b45c-1ece776a62e0"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f74989f7790>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "fname = glob('/content/drive/MyDrive/new_dataset/ready2train/*.mp3')\n",
        "random.shuffle(fname)\n",
        "\n",
        "data_path = list(datasets['train']['path'])\n",
        "n_dpath =[]\n",
        "for i in data_path:\n",
        "  if i in fname:\n",
        "    n_dpath.append(i)\n",
        "\n",
        "train_df = pd.DataFrame({'path':n_dpath })\n",
        "# train_df\n",
        "# datasets['train']['path']\n",
        "\n",
        "train_df['sample_rate'] = train_df.path.map(lambda x: torchaudio.info(x).sample_rate)\n",
        "train_df['num_frames'] = train_df.path.map(lambda x: torchaudio.info(x).num_frames)\n",
        "train_df['seconds'] = train_df.num_frames / train_df.sample_rate\n",
        "train_df.seconds.hist(bins=30)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "682A2WDe5ouv",
        "outputId": "b7e68cf5-3992-47bf-a0ee-1dc4ffa269c3"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f7498a94ed0>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "data_path = list(datasets['validation']['path'])\n",
        "n_dpath =[]\n",
        "for i in data_path:\n",
        "  if i in fname:\n",
        "    n_dpath.append(i)\n",
        "\n",
        "validation_df = pd.DataFrame({'path':n_dpath })\n",
        "# validation_df = pd.DataFrame({'path':datasets['validation']['path']})\n",
        "validation_df['sample_rate'] = validation_df.path.map(lambda x: torchaudio.info(x).sample_rate)\n",
        "validation_df['num_frames'] = validation_df.path.map(lambda x: torchaudio.info(x).num_frames)\n",
        "validation_df['seconds'] = validation_df.num_frames / validation_df.sample_rate\n",
        "validation_df.seconds.hist(bins=30)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "qjw0I2lx5ouv",
        "outputId": "c3361334-d732-461f-c0ff-6a0034145526"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f7498d9a890>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "data_path = list(datasets['test']['path'])\n",
        "n_dpath =[]\n",
        "for i in data_path:\n",
        "  if i in fname:\n",
        "    n_dpath.append(i)\n",
        "\n",
        "test_df = pd.DataFrame({'path':n_dpath })\n",
        "test_df['sample_rate'] = test_df.path.map(lambda x: torchaudio.info(x).sample_rate)\n",
        "test_df['num_frames'] = test_df.path.map(lambda x: torchaudio.info(x).num_frames)\n",
        "test_df['seconds'] = test_df.num_frames / test_df.sample_rate\n",
        "test_df.seconds.hist(bins=30)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "K7LsEeou5ouv"
      },
      "outputs": [],
      "source": [
        "def extract_all_chars(batch, text_col = \"sentence\"):\n",
        "    all_text = \" \".join(batch[text_col])\n",
        "    vocab = list(set(all_text))\n",
        "    return {\"vocab\": [vocab], \"all_text\": [all_text]}\n",
        "\n",
        "vocabs = datasets.map(extract_all_chars, \n",
        "                   batched=True, \n",
        "                   batch_size=-1, \n",
        "                   keep_in_memory=True, \n",
        "                   remove_columns=datasets.column_names[\"train\"])\n",
        "\n",
        "vocab_list = list(set(vocabs[\"train\"][\"vocab\"][0]) | set(vocabs[\"validation\"][\"vocab\"][0]) |set(vocabs[\"test\"][\"vocab\"][0]))\n",
        "# vocab_list = list(set(vocabs[\"train\"][\"vocab\"][0])) #strictly no leakage\n",
        "vocab_dict = {v: k for k, v in enumerate(vocab_list)}\n",
        "len(vocab_dict), vocab_dict"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "ykdrdH_b5ouv"
      },
      "outputs": [],
      "source": [
        "vocab_dict[\"|\"] = vocab_dict[\" \"]\n",
        "del vocab_dict[\" \"]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MvoP3cnB5ouw"
      },
      "outputs": [],
      "source": [
        "#padding token serves as blank token\n",
        "vocab_dict[\"[UNK]\"] = len(vocab_dict)\n",
        "vocab_dict[\"[PAD]\"] = len(vocab_dict)\n",
        "len(vocab_dict), vocab_dict"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 130,
          "referenced_widgets": [
            "2e5b25d4e8ea466d95aaf9f372f08991",
            "3b5b10f3842d4ab1a3506e9c2c6b6a3d",
            "12a872afcf64431bb8632d41f4d67663",
            "07136c1331fc4128ae0a4d4d1bfbad50",
            "20be137341d54a5fb8e8ad87335bd6f2",
            "bc3f8ee2cf17410886850d553906f0d7",
            "5aacf6faa9314be3932517c459e0c110",
            "91ba9d5dc3834514b85614da04bbb546",
            "7bd286da6c7d4b5dbd03f3975e24aa64",
            "27b52dbbb81643f8813fb8473123e4c5",
            "a70e132d1e194b80bd2cc1af29ccd7ff",
            "7ec5ba0e511d4d82865caafe782d1a64",
            "003bc29ee7274ad89a010188b7023d70",
            "b553fac0c173437e813d5f6cd1a056a5",
            "c7a4f6009344454d8ce8e56e331a31c8",
            "77e052f6f731474e99c16c6429734415",
            "7a20a4ce04cc4e57a9cba8e543ea5c1f",
            "3b58b08abd1942cc8dc4da54d88c396b",
            "bcf7dcef5fd44b9a92f0278f3fc83c9c",
            "3f11a7e97a544d32b374d062a4d6e964",
            "810d7656cc33413997f684f2908fa872",
            "8a5e4df024574fb9b65398c8e6a67cca",
            "fc6a11ae161b4114a45e1bf0a3995a13",
            "487d2bce68f8428f85b2b79e8ccb7594",
            "f5a68969e7a6448e90819081f59ebe8a",
            "390a481e0c794031924497cbac3cbac1",
            "70c92363d7c94dc9a3b87b71d95fb1e1",
            "33205fbfa786410eb5a33934718dfa47",
            "10ddddf892af44ff9c7962e14c6cf8da",
            "fc55669bde0c444ba931664bed8fc899",
            "7481d51bd9ea4f4a9ae85dc300536d96",
            "46cef242aee14b1a9726513106404f8b",
            "843ac2271fe8423290cd447c2ae900b2"
          ]
        },
        "id": "_F607jPy5ouw",
        "outputId": "c5fda38e-ac39-4d51-8d64-932bd8098ce5"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/762 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2e5b25d4e8ea466d95aaf9f372f08991"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/181 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7ec5ba0e511d4d82865caafe782d1a64"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/85.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fc6a11ae161b4114a45e1bf0a3995a13"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
          ]
        }
      ],
      "source": [
        "tokenizer = Wav2Vec2CTCTokenizer.from_pretrained(\"airesearch/wav2vec2-large-xlsr-53-th\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "X6czQ6445ouw",
        "outputId": "def1f094-c3d2-4dd3-9eb4-7b5dc4250888"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'ฉัน มา บอ กว่า ฉัน เอง'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 20
        }
      ],
      "source": [
        "datasets['train'][0]['sentence']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QyfdOvLX5ouw",
        "outputId": "a8d6c33a-9406-4ce6-f41a-df72a83a7da3"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'input_ids': [53, 45, 62, 42, 51, 16, 42, 33, 19, 42, 2, 47, 15, 16, 42, 53, 45, 62, 42, 28, 19, 3], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ],
      "source": [
        "tokenizer(datasets['train'][0]['sentence'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "MGLxf8lh5ouw",
        "outputId": "c988c192-be13-4787-8b00-a8d9618d52fb"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'ฉัน มา บอ กว่า ฉัน เอง'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 22
        }
      ],
      "source": [
        "tokenizer.decode(tokenizer(datasets['train'][0]['sentence']).input_ids)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wk7YYIcR5ouw",
        "outputId": "78e2ad0e-8fd5-4c3c-97e6-2d59a0b25826"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "70"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ],
      "source": [
        "tokenizer.vocab_size"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "5xUQxw8G5ouw"
      },
      "outputs": [],
      "source": [
        "feature_extractor = Wav2Vec2FeatureExtractor(feature_size=1, \n",
        "                                             sampling_rate=16000, \n",
        "                                             padding_value=0.0, \n",
        "                                             do_normalize=True, \n",
        "                                             return_attention_mask=False)\n",
        "processor = Wav2Vec2Processor(feature_extractor=feature_extractor, tokenizer=tokenizer)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "SqJlF-0f5ouw"
      },
      "outputs": [],
      "source": [
        "processor = Wav2Vec2Processor(feature_extractor=feature_extractor, tokenizer=tokenizer)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "Djnhiw9C5ouw"
      },
      "outputs": [],
      "source": [
        "def speech_file_to_array_fn(batch, \n",
        "                            text_col=\"sentence\", \n",
        "                            fname_col=\"path\",\n",
        "                            resampling_to=16000):\n",
        "    speech_array, sampling_rate = torchaudio.load(batch[fname_col])\n",
        "    resampler=torchaudio.transforms.Resample(sampling_rate, resampling_to)\n",
        "    batch[\"speech\"] = resampler(speech_array)[0].numpy()\n",
        "    batch[\"sampling_rate\"] = resampling_to\n",
        "    batch[\"target_text\"] = batch[text_col]\n",
        "    return batch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452,
          "referenced_widgets": [
            "08820bc04bed4ff18232bfd34c4f1b2f",
            "89082cf47f404d1f8132504a35b0072c",
            "fad2aa2a9c2e4ae9a441074a1e90f36a",
            "26e74838f0b5457bb7aa54feea9f0780",
            "c7394ab828bd47d38c7f206f246953b9",
            "27fc0a7f54f44631a3ecfe5123f21b43",
            "2d77e7b645a4474bb4b5f472d4ca9227",
            "1f2a4629bc9f4cc7a25c72f5b4ceee1a",
            "ce589f37e4a94f48a29eebce9edcc826",
            "db588dcfdcb2471ab417a11b6f830d21",
            "9fe27fcf24f048a182c072e7766881a3",
            "319e3f614ba14535a46bf24720508004",
            "637e84a922994d999498e8886863a805",
            "b7cbbe1ac46a4dc0ac06f96c4e1d4935",
            "964350cbfa36414b83ee43aa6ebf96e1",
            "60a0c7ef5dc54b759d4f8efe0c524c78",
            "b6d0d7a2c81646cab6b93c31e0754fd8",
            "c94a057c28ce43a8b00f42bb98ff5060",
            "4801a6c99140475bacdf50dcd22b2b70",
            "520d5e1504c1495cb0238ec30f366769",
            "945c6d707d9a4830b47c0fdc70462aa2",
            "8547cfe3ce5e4745b294e8573a64a8bd",
            "f29866d5a7d6458b913a8b57a5362d08",
            "4375ba2914584224b89bf621541b7d43",
            "bb5e33bf2ac8408f846205c7ad3f6043",
            "411aa1f7972e448e84c89c9fe069d633",
            "c3d25371a72f44a3b6a67e74066f9ea2",
            "3b21d0b5ed854a419c35a7dc9a60aa64",
            "75c09eb232c44056bdd07b46b48e032e",
            "198cc881974d4a469bc1d071940da2e4",
            "1dbd9cc51b4248f1b6074cc1cb7365a7",
            "4eb6f6dcb7c9458abd5d970df6a53102",
            "7c38c8eba840452da6d1dbef22ee9210",
            "0db500fabcff4d6190ae41edcbc56111",
            "370c287c749c43e7885ce018e773abaf",
            "62fa49bb7a124a6dbe69108d51cae63f",
            "a70f80c7c85440a5b9034d25ce25faa5",
            "43782edf6cbf465f95788ab3cf34aa38",
            "1b9af8417bbe42269e4a6666eb76bf05",
            "8d5e06640eff4187b0898d05a819e345",
            "1808c82d03a847f192791290eafbc2b1",
            "306545f1716a422e93e32b2c404246b5",
            "b0b73633a7144e489a70237f376ffac1",
            "7c3b96ad949d4eb382de5cdf2ab99147",
            "d4a6c4db31544f3ba5414079ef0c8d29",
            "cb9ea464562b46feb4ac88238ac88ef4",
            "3954da8ed08c4f19a72b0f6bcfc31802",
            "0c5fd3779ee84d2abcec6c7b587f4c20",
            "ddf64454b1434893aafcb00437a42500",
            "12f027f3d4ce4645adde93a6b95287c0",
            "1d50c97ac38546b198116b3865ea4300",
            "8b62804e08df4fbeb08a67171523a144",
            "f3b73b8a3fea45529cc73d6c69a608cf",
            "4a5617e0a2dd4b9796e1d5a6b8343054",
            "a007cabcb3604b7e8e912a19438dbd5b",
            "5fae51dd4f57496fbe18877afe6a8196",
            "5f50db19a3434aad80785be895230c46",
            "09cbc5d2432d4ffd85b72dac39c5decb",
            "7f48edee3a0e46d4bf5cdb523ca804c6",
            "da46d8dba3854b5ab5dece212f3f8736",
            "c360b1e12617493597f9c1ee0ff8adc4",
            "ee4f3f92fb4143579a52b5c4a6bf59d1",
            "3f7434e51a154df48fccf5b10f4c865f",
            "7a8c2d7df3fe419f9cf0b1d7cde03dbe",
            "80def0d90d4d41c689e1709ee88f23be",
            "767486ef207b43b9b7780114804d9f50"
          ]
        },
        "id": "CG3y_g835oux",
        "outputId": "349c9ba3-747c-40e7-bce3-0347b93663d0"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/2 [00:00<?, ?ba/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "08820bc04bed4ff18232bfd34c4f1b2f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?ba/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "319e3f614ba14535a46bf24720508004"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?ba/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f29866d5a7d6458b913a8b57a5362d08"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/1284 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0db500fabcff4d6190ae41edcbc56111"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/426 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d4a6c4db31544f3ba5414079ef0c8d29"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/427 [00:00<?, ?ex/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5fae51dd4f57496fbe18877afe6a8196"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['speech', 'sampling_rate', 'target_text'],\n",
              "        num_rows: 1284\n",
              "    })\n",
              "    test: Dataset({\n",
              "        features: ['speech', 'sampling_rate', 'target_text'],\n",
              "        num_rows: 426\n",
              "    })\n",
              "    validation: Dataset({\n",
              "        features: ['speech', 'sampling_rate', 'target_text'],\n",
              "        num_rows: 427\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ],
      "source": [
        "from glob import glob\n",
        "import random\n",
        "\n",
        "fname = glob('/content/drive/MyDrive/new_dataset/ready2train/*.mp3')\n",
        "random.shuffle(fname)\n",
        "datasets = datasets.filter(lambda example: example['path'] in fname)\n",
        "speech_datasets = datasets.map(speech_file_to_array_fn, \n",
        "                                   remove_columns = datasets.column_names[\"train\"])\n",
        "speech_datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 93
        },
        "id": "58RLazjc5oux",
        "outputId": "ae5f5350-d32c-4ab2-88cb-8d0fb8da677b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ได้ โปรด อย่า มอง ตา\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" autoplay=\"autoplay\">\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ],
      "source": [
        "import IPython.display as ipd\n",
        "import numpy as np\n",
        "import random\n",
        "\n",
        "rand_int = random.randint(0, len(speech_datasets[\"train\"]))\n",
        "print(speech_datasets[\"train\"][rand_int][\"target_text\"])\n",
        "ipd.Audio(data=np.asarray(speech_datasets[\"train\"][rand_int][\"speech\"]), autoplay=True, rate=16000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "koslFNT45oux"
      },
      "outputs": [],
      "source": [
        "def prepare_dataset(batch):\n",
        "    # check that all files have the correct sampling rate\n",
        "    assert (\n",
        "        len(set(batch[\"sampling_rate\"])) == 1\n",
        "    ), f\"Make sure all inputs have the same sampling rate of {processor.feature_extractor.sampling_rate}.\"\n",
        "\n",
        "    batch[\"input_values\"] = processor(batch[\"speech\"], sampling_rate=batch[\"sampling_rate\"][0]).input_values\n",
        "    \n",
        "    with processor.as_target_processor():\n",
        "        batch[\"labels\"] = processor(batch[\"target_text\"]).input_ids\n",
        "    return batch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 168,
          "referenced_widgets": [
            "dccc57b960ff4b08995ebd3ecdbe76c9",
            "20dca3cccc6d4e6c8cb25c05b5f0c61a",
            "da9edeb1cb3545d49054b94634327775",
            "51f78aed2f4543a7a02e9c3cc72725a5",
            "4095e2f2d7f9480a80ed7bd109b1ed3c",
            "e63fb824967a46b69df4bfc56254a73c",
            "357c39b793ef4685982aa97694b4608f",
            "54e9076ea28c43e6a74bff233b14fbfb",
            "75db159fa99b49a487b2c0d67d76bb58",
            "4c65686f2d0f465fa3a0ff913b309d0a",
            "bcf951f7394f40f4a93f469bf2c46bbc",
            "634d5b38ea7c423d9a5b02deaeeafee2",
            "ef913f75a5424c139360695523642ef7",
            "9060448c56b44ab598af7e88c0b8978c",
            "c344590a9cf343798f066a1bff746443",
            "4dac4a38652e44b5961fc40a11476716",
            "ba2c841680234d1abdb44e9a819542b3",
            "f8ddd13b76344507b81a3b4b3f813db0",
            "3ab74c2404fe4bfaa8011883e1e5a0a6",
            "0bb0e0b85c714246a0f9dc2b3d5de2cd",
            "d392c5b8dd4d40f2a11cf1f460ff903c",
            "951d8f719965437ba4331a8a930e5414",
            "f11ac79200444bf78bbe2ce540b023b0",
            "ff5c142afc5b4e72952b3cf41501eeb4",
            "9c597faace5c4ac4be99bc40442a6230",
            "165efe2ebc69462989ee092517c2ea56",
            "c2cf6d070743482a85642302ddc786cc",
            "fb736d94c9634235b9f6c36fc2e54165",
            "72589a0f47eb494084ecea8b98617cbd",
            "bcb7360e59db4cfa80b5362b00193825",
            "d7cd079068284953a41486d62e0dc433",
            "67192a9b525b4381a36e8ed29ffb8d4d",
            "83884b3e55e3416d83c70e70b07da327"
          ]
        },
        "id": "f3QUUcrx5oux",
        "outputId": "b5d39051-49fb-4693-d7aa-d5e455a31179"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/81 [00:00<?, ?ba/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "dccc57b960ff4b08995ebd3ecdbe76c9"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/transformers/feature_extraction_utils.py:158: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
            "  tensor = as_tensor(value)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/27 [00:00<?, ?ba/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "634d5b38ea7c423d9a5b02deaeeafee2"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/27 [00:00<?, ?ba/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f11ac79200444bf78bbe2ce540b023b0"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "prepared_datasets = speech_datasets.map(prepare_dataset, \n",
        "                                        remove_columns=speech_datasets.column_names[\"train\"], \n",
        "                                        batch_size=16,\n",
        "                                        batched=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SiT1g2AR5oux",
        "outputId": "8d032f51-cf7b-4110-f3ef-72c124947299"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['input_values', 'labels'],\n",
              "        num_rows: 1284\n",
              "    })\n",
              "    test: Dataset({\n",
              "        features: ['input_values', 'labels'],\n",
              "        num_rows: 426\n",
              "    })\n",
              "    validation: Dataset({\n",
              "        features: ['input_values', 'labels'],\n",
              "        num_rows: 427\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ],
      "source": [
        "prepared_datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "vZZRRVhz5oux"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "\n",
        "from dataclasses import dataclass, field\n",
        "from typing import Any, Dict, List, Optional, Union\n",
        "\n",
        "@dataclass\n",
        "class DataCollatorCTCWithPadding:\n",
        "\n",
        "    processor: Wav2Vec2Processor\n",
        "    padding: Union[bool, str] = True\n",
        "    max_length: Optional[int] = None\n",
        "    max_length_labels: Optional[int] = None\n",
        "    pad_to_multiple_of: Optional[int] = None\n",
        "    pad_to_multiple_of_labels: Optional[int] = None\n",
        "\n",
        "    def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:\n",
        "        input_features = [{\"input_values\": feature[\"input_values\"]} for feature in features]\n",
        "        label_features = [{\"input_ids\": feature[\"labels\"]} for feature in features]\n",
        "\n",
        "        batch = self.processor.pad(\n",
        "            input_features,\n",
        "            padding=self.padding,\n",
        "            max_length=self.max_length,\n",
        "            pad_to_multiple_of=self.pad_to_multiple_of,\n",
        "            return_tensors=\"pt\",\n",
        "        )\n",
        "        with self.processor.as_target_processor():\n",
        "            labels_batch = self.processor.pad(\n",
        "                label_features,\n",
        "                padding=self.padding,\n",
        "                max_length=self.max_length_labels,\n",
        "                pad_to_multiple_of=self.pad_to_multiple_of_labels,\n",
        "                return_tensors=\"pt\",\n",
        "            )\n",
        "\n",
        "        # replace padding with -100 to ignore loss correctly\n",
        "        labels = labels_batch[\"input_ids\"].masked_fill(labels_batch.attention_mask.ne(1), -100)\n",
        "\n",
        "        batch[\"labels\"] = labels\n",
        "\n",
        "        return batch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "NZz17qDe5oux"
      },
      "outputs": [],
      "source": [
        "data_collator = DataCollatorCTCWithPadding(processor=processor, padding=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "**metric**"
      ],
      "metadata": {
        "id": "L2cBYgooCsD5"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "4BSry3Jn5ouy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "4e3a82ae743949adb098a9330c576d70",
            "15678a3db3e1413a88b46957dfdd33e4",
            "c56ac649cdb24136a7546346d7f0caa8",
            "ba5c65c2708c40bc86822b1a669271ab",
            "7f6c656c8cc4490b92b16420985bc1c7",
            "28c19c8ed2844a8baf7ffa2d0584b4e6",
            "7b48fb5b4d0946b5b3ea51f2387c94b8",
            "ed7bb3be216a4507b104603cc5b61095",
            "ed2f7fb30c514897a68734f99e6d49e4",
            "b10865e65b3d44c7a7136011657d3c05",
            "d1c7f1356b38475381372b53bab8309f"
          ]
        },
        "outputId": "5d989409-718f-4f62-ef9d-0e86c271ce9b"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.95k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4e3a82ae743949adb098a9330c576d70"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "wer_metric = load_metric(\"wer\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "id": "HSywqYGz5ouy"
      },
      "outputs": [],
      "source": [
        "def compute_metrics(pred, processor, metric):\n",
        "    pred_logits = pred.predictions\n",
        "    pred_ids = np.argmax(pred_logits, axis=-1)\n",
        "\n",
        "    pred.label_ids[pred.label_ids == -100] = processor.tokenizer.pad_token_id\n",
        "\n",
        "    pred_str = processor.batch_decode(pred_ids)\n",
        "    # we do not want to group tokens when computing the metrics\n",
        "    label_str = processor.batch_decode(pred.label_ids, group_tokens=False)\n",
        "\n",
        "    wer = wer_metric.compute(predictions=pred_str, references=label_str)\n",
        "\n",
        "    return {\"wer\": wer}"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kFRu7A3x5ouy"
      },
      "source": [
        "**model**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "SdGmDmOj5ouy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
            "b628d52ac50f40219864144fcc926dce",
            "1d73ca93816b45ed97321b90f0c3405a",
            "ebc5bdd8a37b4f62a696978200923efa",
            "e4173c27b264437f8099e629d412375a",
            "b804fd950c0b4d189408d699981a3c9f",
            "229fecb60c4f4fe2bea5c8c0ccc973b3",
            "6ec7079f032c4b4e898ec4b12a7b811d",
            "b2dbd6fa0223438a8fd1a68c2255db49",
            "d9e8469b61a647998064c06ad4230a75",
            "f907d14fdc254c16941ef209a9c0c217",
            "115271bb7c574ee79d85226c3eb73d3f",
            "51f651fee4f74d4db82bfbb399b85161",
            "94b74c8d849e4c7da5d9bb4393f5a471",
            "bfacb308f6b341bfacd8c600e891b404",
            "070425e1b0fb4edfa7744709e997ecb1",
            "2af10f9a2be0431aa116a6aef3887444",
            "25f38abefbc748ecb3063c2350178455",
            "71d5023dbc02406aa2e16333beffd1d0",
            "bbe8f41ccae646e8a5a0e9347255e1ef",
            "4bbc95326b14441dac3a0e5c6be8122d",
            "f7c3276b27384864884e613d4475d66f",
            "5fd198bb59d74be9935824d295fa927c"
          ]
        },
        "outputId": "c0126266-f73a-44a2-d51f-9a3e84debbc1"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.84k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b628d52ac50f40219864144fcc926dce"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.26G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "51f651fee4f74d4db82bfbb399b85161"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "model = Wav2Vec2ForCTC.from_pretrained(\n",
        "    \"airesearch/wav2vec2-large-xlsr-53-th\",\n",
        "    attention_dropout=0.1,\n",
        "    hidden_dropout=0.1,\n",
        "    feat_proj_dropout=0.0,\n",
        "    mask_time_prob=0.05,\n",
        "    layerdrop=0.1,\n",
        "    gradient_checkpointing=True,\n",
        "    ctc_loss_reduction=\"mean\",\n",
        "    pad_token_id=processor.tokenizer.pad_token_id,\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "id": "BI-6PKOJ5ouy"
      },
      "outputs": [],
      "source": [
        "model.freeze_feature_extractor()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "EEBidmDz5ouy"
      },
      "outputs": [],
      "source": [
        "training_args = TrainingArguments(\n",
        "    output_dir=\"/content/drive/MyDrive/new_dataset/wav2vec2-large-xlsr-53-thai-finetune\",\n",
        "    group_by_length=True,\n",
        "    per_device_train_batch_size=16,\n",
        "    gradient_accumulation_steps=4,\n",
        "    # auto_find_batch_size = True,\n",
        "    per_device_eval_batch_size=16,\n",
        "    metric_for_best_model='wer',\n",
        "    evaluation_strategy=\"steps\",\n",
        "    eval_steps=50,\n",
        "    logging_strategy=\"steps\",\n",
        "    logging_steps=50,\n",
        "    save_strategy=\"steps\",\n",
        "    save_steps=500,\n",
        "    num_train_epochs=100,\n",
        "    # fp16=True,\n",
        "    learning_rate=1e-4,\n",
        "    warmup_steps=50,\n",
        "    save_total_limit=3,\n",
        "    report_to=\"tensorboard\"\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4qslzGb05ouy"
      },
      "outputs": [],
      "source": [
        "trainer = Trainer(\n",
        "    model=model,\n",
        "    data_collator=data_collator,\n",
        "    args=training_args,\n",
        "    compute_metrics=partial(compute_metrics, metric=wer_metric, processor=processor),\n",
        "    train_dataset=prepared_datasets[\"train\"],\n",
        "    eval_dataset=prepared_datasets[\"validation\"],\n",
        "    tokenizer=processor.feature_extractor,\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PjpOsjkK5ouy"
      },
      "outputs": [],
      "source": [
        "trainer.train()"
      ]
    }
  ],
  "metadata": {
    "instance_type": "ml.g4dn.xlarge",
    "kernelspec": {
      "display_name": "conda_amazonei_pytorch_latest_p36",
      "language": "python",
      "name": "conda_amazonei_pytorch_latest_p36"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.13"
    },
    "colab": {
      "name": "wav2vec2_finetuning_tutorial.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "hO-3KM815ouu",
        "QRZZ3McI5ouu",
        "G7r88XWq5ouv",
        "IuGmcVBX5ouz"
      ]
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "f4d05233e04b438ba489505c67e2ae22": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_9b224567172c49bfa53f2e7401b16877",
              "IPY_MODEL_0b48cd56764548b8b871a99e6259add3",
              "IPY_MODEL_23393ba47b68427cad62bed703ee6aa9"
            ],
            "layout": "IPY_MODEL_dd0ec21a86ff45ecb691cee6a496be72"
          }
        },
        "9b224567172c49bfa53f2e7401b16877": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_e743b9db577242399ccfac7d1bfb94f0",
            "placeholder": "​",
            "style": "IPY_MODEL_9af650e4352a4874af0ca2a21d2fff52",
            "value": ""
          }
        },
        "0b48cd56764548b8b871a99e6259add3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_92fab70890a74545bd9b738a3240bd0e",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_fc68d310c566428e83eaf20d55325f3f",
            "value": 1
          }
        },
        "23393ba47b68427cad62bed703ee6aa9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_a690ca5f63754699bc0a0de1ef8fe894",
            "placeholder": "​",
            "style": "IPY_MODEL_f47b47842a65472b90b1916c5618b7d4",
            "value": " 1/0 [00:00&lt;00:00,  2.22 examples/s]"
          }
        },
        "dd0ec21a86ff45ecb691cee6a496be72": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e743b9db577242399ccfac7d1bfb94f0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "9af650e4352a4874af0ca2a21d2fff52": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "92fab70890a74545bd9b738a3240bd0e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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"
          }
        },
        "fc68d310c566428e83eaf20d55325f3f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "a690ca5f63754699bc0a0de1ef8fe894": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f47b47842a65472b90b1916c5618b7d4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "4d9c35fbb154479686c9adf8644142b4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_de821e4838ec4f2da58ebea8f9916196",
              "IPY_MODEL_33f2d951793c4998b7c8720fff21cad7",
              "IPY_MODEL_cafe5264d5844776b92e400f1f4f684b"
            ],
            "layout": "IPY_MODEL_ca76f40796414352986f6a827aad739b"
          }
        },
        "de821e4838ec4f2da58ebea8f9916196": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_872dbaa74d554edeae00cb43c8d157f5",
            "placeholder": "​",
            "style": "IPY_MODEL_b56ae3d252f64ad2ab6e6b4292c65bf1",
            "value": ""
          }
        },
        "33f2d951793c4998b7c8720fff21cad7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_03e69a2da35744499151d8129355d1f0",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_0dab8983a108489887fd574c4390d31f",
            "value": 1
          }
        },
        "cafe5264d5844776b92e400f1f4f684b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_9344e7efd9ea48afa9b09e952f4f6784",
            "placeholder": "​",
            "style": "IPY_MODEL_56c33e1c09524545a6cb9c79c0ab08c1",
            "value": " 1/0 [00:00&lt;00:00,  2.04 examples/s]"
          }
        },
        "ca76f40796414352986f6a827aad739b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "872dbaa74d554edeae00cb43c8d157f5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "b56ae3d252f64ad2ab6e6b4292c65bf1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "03e69a2da35744499151d8129355d1f0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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"
          }
        },
        "0dab8983a108489887fd574c4390d31f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "9344e7efd9ea48afa9b09e952f4f6784": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "56c33e1c09524545a6cb9c79c0ab08c1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "5ff3b61b4be9466ca95e4f2961a33524": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_56d34b52d4dd4cc89e2e1b53fee82bc7",
              "IPY_MODEL_a305656287254bb1841c2c8277ac102d",
              "IPY_MODEL_64b085f10670476ebacf6c563972c55a"
            ],
            "layout": "IPY_MODEL_0421eadaa022418f94d2a7d11255a7ec"
          }
        },
        "56d34b52d4dd4cc89e2e1b53fee82bc7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_b3b2ca92a7a9489eb00e89a4be9c0a75",
            "placeholder": "​",
            "style": "IPY_MODEL_dc5431ca0fa04ac7b2db8fc79c018032",
            "value": ""
          }
        },
        "a305656287254bb1841c2c8277ac102d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_dffe895730b14211aeb9d1f0d0ee60ab",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b08586882c574f05a7aec60e3ed9c9af",
            "value": 1
          }
        },
        "64b085f10670476ebacf6c563972c55a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_d654bffce456421e91534bc6bec451df",
            "placeholder": "​",
            "style": "IPY_MODEL_76f4d10f7e174f5ba2643a4904a02eec",
            "value": " 1/0 [00:00&lt;00:00,  2.16 examples/s]"
          }
        },
        "0421eadaa022418f94d2a7d11255a7ec": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "b3b2ca92a7a9489eb00e89a4be9c0a75": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "dc5431ca0fa04ac7b2db8fc79c018032": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "dffe895730b14211aeb9d1f0d0ee60ab": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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"
          }
        },
        "b08586882c574f05a7aec60e3ed9c9af": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "d654bffce456421e91534bc6bec451df": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "76f4d10f7e174f5ba2643a4904a02eec": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "cb16d240e9e2420fa046da6530010737": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_afd17a454aee4ce6a19add8fe830442c",
              "IPY_MODEL_b4c6682a811d4d84a1a4a176d086b671",
              "IPY_MODEL_385b02ce0e4343bb87d3c485d42a909d"
            ],
            "layout": "IPY_MODEL_16d1a784b2ef46a7a3082e8a82b081e7"
          }
        },
        "afd17a454aee4ce6a19add8fe830442c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_187bcb5d0a0044a081f3d7e64972280e",
            "placeholder": "​",
            "style": "IPY_MODEL_fb8ee50ef04a4401b0f5e9e3f81cadea",
            "value": "100%"
          }
        },
        "b4c6682a811d4d84a1a4a176d086b671": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_2a16527c288b4723bf90495cee72d6aa",
            "max": 1307,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_446cf555842a4c17bb396300a8cf31fe",
            "value": 1307
          }
        },
        "385b02ce0e4343bb87d3c485d42a909d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_d9e913671c6f405c85960eb2dcb6c6c3",
            "placeholder": "​",
            "style": "IPY_MODEL_c7d301695fed4dbc9e0515231582aab3",
            "value": " 1307/1307 [00:00&lt;00:00, 2296.59ex/s]"
          }
        },
        "16d1a784b2ef46a7a3082e8a82b081e7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "187bcb5d0a0044a081f3d7e64972280e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "fb8ee50ef04a4401b0f5e9e3f81cadea": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "2a16527c288b4723bf90495cee72d6aa": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "446cf555842a4c17bb396300a8cf31fe": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "d9e913671c6f405c85960eb2dcb6c6c3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "c7d301695fed4dbc9e0515231582aab3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "4517063437c745508d20471dc4cc5619": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_0ff264a8c1254e948a7191443eb4a229",
              "IPY_MODEL_e61dcea28b4c4e80911577c09caf9b28",
              "IPY_MODEL_70102d77b4d04ea9bd6a0187e32bcfee"
            ],
            "layout": "IPY_MODEL_4f67e61b63a541fbb44d6e5547ec91d5"
          }
        },
        "0ff264a8c1254e948a7191443eb4a229": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_340b2e74645d40398445c3688039e379",
            "placeholder": "​",
            "style": "IPY_MODEL_b4954368d9524588b17b3a200ed0eaf3",
            "value": "100%"
          }
        },
        "e61dcea28b4c4e80911577c09caf9b28": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_bb63c29f001149918b339c8a6c319df2",
            "max": 436,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b1e1ee3424b84e9a87be173e81a4f193",
            "value": 436
          }
        },
        "70102d77b4d04ea9bd6a0187e32bcfee": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_681e5aac813f49be9672b2a3f80805f4",
            "placeholder": "​",
            "style": "IPY_MODEL_a7779164c4534cdc9f11bc3a338900fc",
            "value": " 436/436 [00:00&lt;00:00, 1883.06ex/s]"
          }
        },
        "4f67e61b63a541fbb44d6e5547ec91d5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "340b2e74645d40398445c3688039e379": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "b4954368d9524588b17b3a200ed0eaf3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "bb63c29f001149918b339c8a6c319df2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "b1e1ee3424b84e9a87be173e81a4f193": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "681e5aac813f49be9672b2a3f80805f4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "a7779164c4534cdc9f11bc3a338900fc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "15acae9aa77c48498c653845500a601c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_10aa769e82f348bb93dbeaea4b052ce8",
              "IPY_MODEL_58f4d1d9eb1d4aebb79796a4721f416a",
              "IPY_MODEL_f3211329651e4044a39a8e3ec0f5f60b"
            ],
            "layout": "IPY_MODEL_e276db98126449618b014e9987953018"
          }
        },
        "10aa769e82f348bb93dbeaea4b052ce8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_37de48c334f34bd888200e98e22128e9",
            "placeholder": "​",
            "style": "IPY_MODEL_73772e1ee6a04b47b1be0d44a6ef577c",
            "value": "100%"
          }
        },
        "58f4d1d9eb1d4aebb79796a4721f416a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_698f07baf5be4be1b2c99674441c2a35",
            "max": 436,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_35522ac0112843b4bd421d0d721d8283",
            "value": 436
          }
        },
        "f3211329651e4044a39a8e3ec0f5f60b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_a5a6b4f29d6f4c53b1b5de9a014483bd",
            "placeholder": "​",
            "style": "IPY_MODEL_538499d2876940bfa848d1e816265136",
            "value": " 436/436 [00:00&lt;00:00, 2045.78ex/s]"
          }
        },
        "e276db98126449618b014e9987953018": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "37de48c334f34bd888200e98e22128e9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "73772e1ee6a04b47b1be0d44a6ef577c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "698f07baf5be4be1b2c99674441c2a35": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "35522ac0112843b4bd421d0d721d8283": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "a5a6b4f29d6f4c53b1b5de9a014483bd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "538499d2876940bfa848d1e816265136": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "2e5b25d4e8ea466d95aaf9f372f08991": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_3b5b10f3842d4ab1a3506e9c2c6b6a3d",
              "IPY_MODEL_12a872afcf64431bb8632d41f4d67663",
              "IPY_MODEL_07136c1331fc4128ae0a4d4d1bfbad50"
            ],
            "layout": "IPY_MODEL_20be137341d54a5fb8e8ad87335bd6f2"
          }
        },
        "3b5b10f3842d4ab1a3506e9c2c6b6a3d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_bc3f8ee2cf17410886850d553906f0d7",
            "placeholder": "​",
            "style": "IPY_MODEL_5aacf6faa9314be3932517c459e0c110",
            "value": "Downloading: 100%"
          }
        },
        "12a872afcf64431bb8632d41f4d67663": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_91ba9d5dc3834514b85614da04bbb546",
            "max": 762,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7bd286da6c7d4b5dbd03f3975e24aa64",
            "value": 762
          }
        },
        "07136c1331fc4128ae0a4d4d1bfbad50": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_27b52dbbb81643f8813fb8473123e4c5",
            "placeholder": "​",
            "style": "IPY_MODEL_a70e132d1e194b80bd2cc1af29ccd7ff",
            "value": " 762/762 [00:00&lt;00:00, 6.11kB/s]"
          }
        },
        "20be137341d54a5fb8e8ad87335bd6f2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "bc3f8ee2cf17410886850d553906f0d7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "5aacf6faa9314be3932517c459e0c110": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "91ba9d5dc3834514b85614da04bbb546": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7bd286da6c7d4b5dbd03f3975e24aa64": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "27b52dbbb81643f8813fb8473123e4c5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "a70e132d1e194b80bd2cc1af29ccd7ff": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "7ec5ba0e511d4d82865caafe782d1a64": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_003bc29ee7274ad89a010188b7023d70",
              "IPY_MODEL_b553fac0c173437e813d5f6cd1a056a5",
              "IPY_MODEL_c7a4f6009344454d8ce8e56e331a31c8"
            ],
            "layout": "IPY_MODEL_77e052f6f731474e99c16c6429734415"
          }
        },
        "003bc29ee7274ad89a010188b7023d70": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_7a20a4ce04cc4e57a9cba8e543ea5c1f",
            "placeholder": "​",
            "style": "IPY_MODEL_3b58b08abd1942cc8dc4da54d88c396b",
            "value": "Downloading: 100%"
          }
        },
        "b553fac0c173437e813d5f6cd1a056a5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_bcf7dcef5fd44b9a92f0278f3fc83c9c",
            "max": 181,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3f11a7e97a544d32b374d062a4d6e964",
            "value": 181
          }
        },
        "c7a4f6009344454d8ce8e56e331a31c8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_810d7656cc33413997f684f2908fa872",
            "placeholder": "​",
            "style": "IPY_MODEL_8a5e4df024574fb9b65398c8e6a67cca",
            "value": " 181/181 [00:00&lt;00:00, 1.54kB/s]"
          }
        },
        "77e052f6f731474e99c16c6429734415": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7a20a4ce04cc4e57a9cba8e543ea5c1f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3b58b08abd1942cc8dc4da54d88c396b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "bcf7dcef5fd44b9a92f0278f3fc83c9c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3f11a7e97a544d32b374d062a4d6e964": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "810d7656cc33413997f684f2908fa872": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "8a5e4df024574fb9b65398c8e6a67cca": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "fc6a11ae161b4114a45e1bf0a3995a13": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_487d2bce68f8428f85b2b79e8ccb7594",
              "IPY_MODEL_f5a68969e7a6448e90819081f59ebe8a",
              "IPY_MODEL_390a481e0c794031924497cbac3cbac1"
            ],
            "layout": "IPY_MODEL_70c92363d7c94dc9a3b87b71d95fb1e1"
          }
        },
        "487d2bce68f8428f85b2b79e8ccb7594": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_33205fbfa786410eb5a33934718dfa47",
            "placeholder": "​",
            "style": "IPY_MODEL_10ddddf892af44ff9c7962e14c6cf8da",
            "value": "Downloading: 100%"
          }
        },
        "f5a68969e7a6448e90819081f59ebe8a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_fc55669bde0c444ba931664bed8fc899",
            "max": 85,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7481d51bd9ea4f4a9ae85dc300536d96",
            "value": 85
          }
        },
        "390a481e0c794031924497cbac3cbac1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_46cef242aee14b1a9726513106404f8b",
            "placeholder": "​",
            "style": "IPY_MODEL_843ac2271fe8423290cd447c2ae900b2",
            "value": " 85.0/85.0 [00:00&lt;00:00, 742B/s]"
          }
        },
        "70c92363d7c94dc9a3b87b71d95fb1e1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "33205fbfa786410eb5a33934718dfa47": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "10ddddf892af44ff9c7962e14c6cf8da": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "fc55669bde0c444ba931664bed8fc899": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7481d51bd9ea4f4a9ae85dc300536d96": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "46cef242aee14b1a9726513106404f8b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "843ac2271fe8423290cd447c2ae900b2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "08820bc04bed4ff18232bfd34c4f1b2f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_89082cf47f404d1f8132504a35b0072c",
              "IPY_MODEL_fad2aa2a9c2e4ae9a441074a1e90f36a",
              "IPY_MODEL_26e74838f0b5457bb7aa54feea9f0780"
            ],
            "layout": "IPY_MODEL_c7394ab828bd47d38c7f206f246953b9"
          }
        },
        "89082cf47f404d1f8132504a35b0072c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_27fc0a7f54f44631a3ecfe5123f21b43",
            "placeholder": "​",
            "style": "IPY_MODEL_2d77e7b645a4474bb4b5f472d4ca9227",
            "value": "100%"
          }
        },
        "fad2aa2a9c2e4ae9a441074a1e90f36a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_1f2a4629bc9f4cc7a25c72f5b4ceee1a",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ce589f37e4a94f48a29eebce9edcc826",
            "value": 2
          }
        },
        "26e74838f0b5457bb7aa54feea9f0780": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_db588dcfdcb2471ab417a11b6f830d21",
            "placeholder": "​",
            "style": "IPY_MODEL_9fe27fcf24f048a182c072e7766881a3",
            "value": " 2/2 [00:00&lt;00:00,  3.75ba/s]"
          }
        },
        "c7394ab828bd47d38c7f206f246953b9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "27fc0a7f54f44631a3ecfe5123f21b43": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "2d77e7b645a4474bb4b5f472d4ca9227": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "1f2a4629bc9f4cc7a25c72f5b4ceee1a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "ce589f37e4a94f48a29eebce9edcc826": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "db588dcfdcb2471ab417a11b6f830d21": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "9fe27fcf24f048a182c072e7766881a3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "319e3f614ba14535a46bf24720508004": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_637e84a922994d999498e8886863a805",
              "IPY_MODEL_b7cbbe1ac46a4dc0ac06f96c4e1d4935",
              "IPY_MODEL_964350cbfa36414b83ee43aa6ebf96e1"
            ],
            "layout": "IPY_MODEL_60a0c7ef5dc54b759d4f8efe0c524c78"
          }
        },
        "637e84a922994d999498e8886863a805": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_b6d0d7a2c81646cab6b93c31e0754fd8",
            "placeholder": "​",
            "style": "IPY_MODEL_c94a057c28ce43a8b00f42bb98ff5060",
            "value": "100%"
          }
        },
        "b7cbbe1ac46a4dc0ac06f96c4e1d4935": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_4801a6c99140475bacdf50dcd22b2b70",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_520d5e1504c1495cb0238ec30f366769",
            "value": 1
          }
        },
        "964350cbfa36414b83ee43aa6ebf96e1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_945c6d707d9a4830b47c0fdc70462aa2",
            "placeholder": "​",
            "style": "IPY_MODEL_8547cfe3ce5e4745b294e8573a64a8bd",
            "value": " 1/1 [00:00&lt;00:00,  4.84ba/s]"
          }
        },
        "60a0c7ef5dc54b759d4f8efe0c524c78": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "b6d0d7a2c81646cab6b93c31e0754fd8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "c94a057c28ce43a8b00f42bb98ff5060": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "4801a6c99140475bacdf50dcd22b2b70": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "520d5e1504c1495cb0238ec30f366769": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "945c6d707d9a4830b47c0fdc70462aa2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "8547cfe3ce5e4745b294e8573a64a8bd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "f29866d5a7d6458b913a8b57a5362d08": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_4375ba2914584224b89bf621541b7d43",
              "IPY_MODEL_bb5e33bf2ac8408f846205c7ad3f6043",
              "IPY_MODEL_411aa1f7972e448e84c89c9fe069d633"
            ],
            "layout": "IPY_MODEL_c3d25371a72f44a3b6a67e74066f9ea2"
          }
        },
        "4375ba2914584224b89bf621541b7d43": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_3b21d0b5ed854a419c35a7dc9a60aa64",
            "placeholder": "​",
            "style": "IPY_MODEL_75c09eb232c44056bdd07b46b48e032e",
            "value": "100%"
          }
        },
        "bb5e33bf2ac8408f846205c7ad3f6043": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_198cc881974d4a469bc1d071940da2e4",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_1dbd9cc51b4248f1b6074cc1cb7365a7",
            "value": 1
          }
        },
        "411aa1f7972e448e84c89c9fe069d633": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_4eb6f6dcb7c9458abd5d970df6a53102",
            "placeholder": "​",
            "style": "IPY_MODEL_7c38c8eba840452da6d1dbef22ee9210",
            "value": " 1/1 [00:00&lt;00:00,  5.57ba/s]"
          }
        },
        "c3d25371a72f44a3b6a67e74066f9ea2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3b21d0b5ed854a419c35a7dc9a60aa64": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "75c09eb232c44056bdd07b46b48e032e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "198cc881974d4a469bc1d071940da2e4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "1dbd9cc51b4248f1b6074cc1cb7365a7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "4eb6f6dcb7c9458abd5d970df6a53102": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7c38c8eba840452da6d1dbef22ee9210": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "0db500fabcff4d6190ae41edcbc56111": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_370c287c749c43e7885ce018e773abaf",
              "IPY_MODEL_62fa49bb7a124a6dbe69108d51cae63f",
              "IPY_MODEL_a70f80c7c85440a5b9034d25ce25faa5"
            ],
            "layout": "IPY_MODEL_43782edf6cbf465f95788ab3cf34aa38"
          }
        },
        "370c287c749c43e7885ce018e773abaf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_1b9af8417bbe42269e4a6666eb76bf05",
            "placeholder": "​",
            "style": "IPY_MODEL_8d5e06640eff4187b0898d05a819e345",
            "value": "100%"
          }
        },
        "62fa49bb7a124a6dbe69108d51cae63f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_1808c82d03a847f192791290eafbc2b1",
            "max": 1284,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_306545f1716a422e93e32b2c404246b5",
            "value": 1284
          }
        },
        "a70f80c7c85440a5b9034d25ce25faa5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_b0b73633a7144e489a70237f376ffac1",
            "placeholder": "​",
            "style": "IPY_MODEL_7c3b96ad949d4eb382de5cdf2ab99147",
            "value": " 1284/1284 [00:58&lt;00:00, 41.60ex/s]"
          }
        },
        "43782edf6cbf465f95788ab3cf34aa38": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "1b9af8417bbe42269e4a6666eb76bf05": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "8d5e06640eff4187b0898d05a819e345": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "1808c82d03a847f192791290eafbc2b1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "306545f1716a422e93e32b2c404246b5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "b0b73633a7144e489a70237f376ffac1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7c3b96ad949d4eb382de5cdf2ab99147": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "d4a6c4db31544f3ba5414079ef0c8d29": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_cb9ea464562b46feb4ac88238ac88ef4",
              "IPY_MODEL_3954da8ed08c4f19a72b0f6bcfc31802",
              "IPY_MODEL_0c5fd3779ee84d2abcec6c7b587f4c20"
            ],
            "layout": "IPY_MODEL_ddf64454b1434893aafcb00437a42500"
          }
        },
        "cb9ea464562b46feb4ac88238ac88ef4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_12f027f3d4ce4645adde93a6b95287c0",
            "placeholder": "​",
            "style": "IPY_MODEL_1d50c97ac38546b198116b3865ea4300",
            "value": "100%"
          }
        },
        "3954da8ed08c4f19a72b0f6bcfc31802": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_8b62804e08df4fbeb08a67171523a144",
            "max": 426,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f3b73b8a3fea45529cc73d6c69a608cf",
            "value": 426
          }
        },
        "0c5fd3779ee84d2abcec6c7b587f4c20": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_4a5617e0a2dd4b9796e1d5a6b8343054",
            "placeholder": "​",
            "style": "IPY_MODEL_a007cabcb3604b7e8e912a19438dbd5b",
            "value": " 426/426 [00:10&lt;00:00, 43.87ex/s]"
          }
        },
        "ddf64454b1434893aafcb00437a42500": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "12f027f3d4ce4645adde93a6b95287c0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "1d50c97ac38546b198116b3865ea4300": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "8b62804e08df4fbeb08a67171523a144": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f3b73b8a3fea45529cc73d6c69a608cf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "4a5617e0a2dd4b9796e1d5a6b8343054": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "a007cabcb3604b7e8e912a19438dbd5b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "5fae51dd4f57496fbe18877afe6a8196": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_5f50db19a3434aad80785be895230c46",
              "IPY_MODEL_09cbc5d2432d4ffd85b72dac39c5decb",
              "IPY_MODEL_7f48edee3a0e46d4bf5cdb523ca804c6"
            ],
            "layout": "IPY_MODEL_da46d8dba3854b5ab5dece212f3f8736"
          }
        },
        "5f50db19a3434aad80785be895230c46": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_c360b1e12617493597f9c1ee0ff8adc4",
            "placeholder": "​",
            "style": "IPY_MODEL_ee4f3f92fb4143579a52b5c4a6bf59d1",
            "value": "100%"
          }
        },
        "09cbc5d2432d4ffd85b72dac39c5decb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_3f7434e51a154df48fccf5b10f4c865f",
            "max": 427,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7a8c2d7df3fe419f9cf0b1d7cde03dbe",
            "value": 427
          }
        },
        "7f48edee3a0e46d4bf5cdb523ca804c6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_80def0d90d4d41c689e1709ee88f23be",
            "placeholder": "​",
            "style": "IPY_MODEL_767486ef207b43b9b7780114804d9f50",
            "value": " 427/427 [00:10&lt;00:00, 47.54ex/s]"
          }
        },
        "da46d8dba3854b5ab5dece212f3f8736": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "c360b1e12617493597f9c1ee0ff8adc4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "ee4f3f92fb4143579a52b5c4a6bf59d1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "3f7434e51a154df48fccf5b10f4c865f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7a8c2d7df3fe419f9cf0b1d7cde03dbe": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "80def0d90d4d41c689e1709ee88f23be": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "767486ef207b43b9b7780114804d9f50": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "dccc57b960ff4b08995ebd3ecdbe76c9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_20dca3cccc6d4e6c8cb25c05b5f0c61a",
              "IPY_MODEL_da9edeb1cb3545d49054b94634327775",
              "IPY_MODEL_51f78aed2f4543a7a02e9c3cc72725a5"
            ],
            "layout": "IPY_MODEL_4095e2f2d7f9480a80ed7bd109b1ed3c"
          }
        },
        "20dca3cccc6d4e6c8cb25c05b5f0c61a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_e63fb824967a46b69df4bfc56254a73c",
            "placeholder": "​",
            "style": "IPY_MODEL_357c39b793ef4685982aa97694b4608f",
            "value": "100%"
          }
        },
        "da9edeb1cb3545d49054b94634327775": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_54e9076ea28c43e6a74bff233b14fbfb",
            "max": 81,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_75db159fa99b49a487b2c0d67d76bb58",
            "value": 81
          }
        },
        "51f78aed2f4543a7a02e9c3cc72725a5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_4c65686f2d0f465fa3a0ff913b309d0a",
            "placeholder": "​",
            "style": "IPY_MODEL_bcf951f7394f40f4a93f469bf2c46bbc",
            "value": " 81/81 [01:00&lt;00:00,  2.73ba/s]"
          }
        },
        "4095e2f2d7f9480a80ed7bd109b1ed3c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e63fb824967a46b69df4bfc56254a73c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "357c39b793ef4685982aa97694b4608f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "54e9076ea28c43e6a74bff233b14fbfb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "75db159fa99b49a487b2c0d67d76bb58": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "4c65686f2d0f465fa3a0ff913b309d0a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "bcf951f7394f40f4a93f469bf2c46bbc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "634d5b38ea7c423d9a5b02deaeeafee2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_ef913f75a5424c139360695523642ef7",
              "IPY_MODEL_9060448c56b44ab598af7e88c0b8978c",
              "IPY_MODEL_c344590a9cf343798f066a1bff746443"
            ],
            "layout": "IPY_MODEL_4dac4a38652e44b5961fc40a11476716"
          }
        },
        "ef913f75a5424c139360695523642ef7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_ba2c841680234d1abdb44e9a819542b3",
            "placeholder": "​",
            "style": "IPY_MODEL_f8ddd13b76344507b81a3b4b3f813db0",
            "value": "100%"
          }
        },
        "9060448c56b44ab598af7e88c0b8978c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_3ab74c2404fe4bfaa8011883e1e5a0a6",
            "max": 27,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_0bb0e0b85c714246a0f9dc2b3d5de2cd",
            "value": 27
          }
        },
        "c344590a9cf343798f066a1bff746443": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_d392c5b8dd4d40f2a11cf1f460ff903c",
            "placeholder": "​",
            "style": "IPY_MODEL_951d8f719965437ba4331a8a930e5414",
            "value": " 27/27 [00:13&lt;00:00,  2.27ba/s]"
          }
        },
        "4dac4a38652e44b5961fc40a11476716": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "ba2c841680234d1abdb44e9a819542b3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f8ddd13b76344507b81a3b4b3f813db0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "3ab74c2404fe4bfaa8011883e1e5a0a6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "0bb0e0b85c714246a0f9dc2b3d5de2cd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "d392c5b8dd4d40f2a11cf1f460ff903c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "951d8f719965437ba4331a8a930e5414": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "f11ac79200444bf78bbe2ce540b023b0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_ff5c142afc5b4e72952b3cf41501eeb4",
              "IPY_MODEL_9c597faace5c4ac4be99bc40442a6230",
              "IPY_MODEL_165efe2ebc69462989ee092517c2ea56"
            ],
            "layout": "IPY_MODEL_c2cf6d070743482a85642302ddc786cc"
          }
        },
        "ff5c142afc5b4e72952b3cf41501eeb4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_fb736d94c9634235b9f6c36fc2e54165",
            "placeholder": "​",
            "style": "IPY_MODEL_72589a0f47eb494084ecea8b98617cbd",
            "value": "100%"
          }
        },
        "9c597faace5c4ac4be99bc40442a6230": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_bcb7360e59db4cfa80b5362b00193825",
            "max": 27,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d7cd079068284953a41486d62e0dc433",
            "value": 27
          }
        },
        "165efe2ebc69462989ee092517c2ea56": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_67192a9b525b4381a36e8ed29ffb8d4d",
            "placeholder": "​",
            "style": "IPY_MODEL_83884b3e55e3416d83c70e70b07da327",
            "value": " 27/27 [00:13&lt;00:00,  2.27ba/s]"
          }
        },
        "c2cf6d070743482a85642302ddc786cc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "fb736d94c9634235b9f6c36fc2e54165": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "72589a0f47eb494084ecea8b98617cbd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "bcb7360e59db4cfa80b5362b00193825": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "d7cd079068284953a41486d62e0dc433": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "67192a9b525b4381a36e8ed29ffb8d4d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "83884b3e55e3416d83c70e70b07da327": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "4e3a82ae743949adb098a9330c576d70": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_15678a3db3e1413a88b46957dfdd33e4",
              "IPY_MODEL_c56ac649cdb24136a7546346d7f0caa8",
              "IPY_MODEL_ba5c65c2708c40bc86822b1a669271ab"
            ],
            "layout": "IPY_MODEL_7f6c656c8cc4490b92b16420985bc1c7"
          }
        },
        "15678a3db3e1413a88b46957dfdd33e4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_28c19c8ed2844a8baf7ffa2d0584b4e6",
            "placeholder": "​",
            "style": "IPY_MODEL_7b48fb5b4d0946b5b3ea51f2387c94b8",
            "value": "Downloading: "
          }
        },
        "c56ac649cdb24136a7546346d7f0caa8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_ed7bb3be216a4507b104603cc5b61095",
            "max": 1947,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ed2f7fb30c514897a68734f99e6d49e4",
            "value": 1947
          }
        },
        "ba5c65c2708c40bc86822b1a669271ab": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_b10865e65b3d44c7a7136011657d3c05",
            "placeholder": "​",
            "style": "IPY_MODEL_d1c7f1356b38475381372b53bab8309f",
            "value": " 4.55k/? [00:00&lt;00:00, 96.7kB/s]"
          }
        },
        "7f6c656c8cc4490b92b16420985bc1c7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "28c19c8ed2844a8baf7ffa2d0584b4e6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7b48fb5b4d0946b5b3ea51f2387c94b8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "ed7bb3be216a4507b104603cc5b61095": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "ed2f7fb30c514897a68734f99e6d49e4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "b10865e65b3d44c7a7136011657d3c05": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "d1c7f1356b38475381372b53bab8309f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "b628d52ac50f40219864144fcc926dce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_1d73ca93816b45ed97321b90f0c3405a",
              "IPY_MODEL_ebc5bdd8a37b4f62a696978200923efa",
              "IPY_MODEL_e4173c27b264437f8099e629d412375a"
            ],
            "layout": "IPY_MODEL_b804fd950c0b4d189408d699981a3c9f"
          }
        },
        "1d73ca93816b45ed97321b90f0c3405a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_229fecb60c4f4fe2bea5c8c0ccc973b3",
            "placeholder": "​",
            "style": "IPY_MODEL_6ec7079f032c4b4e898ec4b12a7b811d",
            "value": "Downloading: 100%"
          }
        },
        "ebc5bdd8a37b4f62a696978200923efa": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_b2dbd6fa0223438a8fd1a68c2255db49",
            "max": 1837,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d9e8469b61a647998064c06ad4230a75",
            "value": 1837
          }
        },
        "e4173c27b264437f8099e629d412375a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_f907d14fdc254c16941ef209a9c0c217",
            "placeholder": "​",
            "style": "IPY_MODEL_115271bb7c574ee79d85226c3eb73d3f",
            "value": " 1.84k/1.84k [00:00&lt;00:00, 8.02kB/s]"
          }
        },
        "b804fd950c0b4d189408d699981a3c9f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "229fecb60c4f4fe2bea5c8c0ccc973b3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "6ec7079f032c4b4e898ec4b12a7b811d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "b2dbd6fa0223438a8fd1a68c2255db49": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "d9e8469b61a647998064c06ad4230a75": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "f907d14fdc254c16941ef209a9c0c217": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "115271bb7c574ee79d85226c3eb73d3f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "51f651fee4f74d4db82bfbb399b85161": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_94b74c8d849e4c7da5d9bb4393f5a471",
              "IPY_MODEL_bfacb308f6b341bfacd8c600e891b404",
              "IPY_MODEL_070425e1b0fb4edfa7744709e997ecb1"
            ],
            "layout": "IPY_MODEL_2af10f9a2be0431aa116a6aef3887444"
          }
        },
        "94b74c8d849e4c7da5d9bb4393f5a471": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_25f38abefbc748ecb3063c2350178455",
            "placeholder": "​",
            "style": "IPY_MODEL_71d5023dbc02406aa2e16333beffd1d0",
            "value": "Downloading: 100%"
          }
        },
        "bfacb308f6b341bfacd8c600e891b404": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "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_bbe8f41ccae646e8a5a0e9347255e1ef",
            "max": 1262210673,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4bbc95326b14441dac3a0e5c6be8122d",
            "value": 1262210673
          }
        },
        "070425e1b0fb4edfa7744709e997ecb1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "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_f7c3276b27384864884e613d4475d66f",
            "placeholder": "​",
            "style": "IPY_MODEL_5fd198bb59d74be9935824d295fa927c",
            "value": " 1.26G/1.26G [02:05&lt;00:00, 11.9MB/s]"
          }
        },
        "2af10f9a2be0431aa116a6aef3887444": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "25f38abefbc748ecb3063c2350178455": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "71d5023dbc02406aa2e16333beffd1d0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "bbe8f41ccae646e8a5a0e9347255e1ef": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "4bbc95326b14441dac3a0e5c6be8122d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        },
        "f7c3276b27384864884e613d4475d66f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "5fd198bb59d74be9935824d295fa927c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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": ""
          }
        }
      }
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}