HANNA.ipynb

hanna.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/LoggeL/73ebcbe050d62762f0c16c0fc5590898/hanna.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/tspecht93/HANNA"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OC3BWkI91zGT",
        "outputId": "ff97f360-f57b-431b-b25d-52127412dc25"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'HANNA'...\n",
            "remote: Enumerating objects: 41, done.\u001b[K\n",
            "remote: Counting objects: 100% (41/41), done.\u001b[K\n",
            "remote: Compressing objects: 100% (32/32), done.\u001b[K\n",
            "remote: Total 41 (delta 13), reused 31 (delta 7), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (41/41), 267.04 KiB | 1.76 MiB/s, done.\n",
            "Resolving deltas: 100% (13/13), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install rdkit"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y1ajKu-02qjf",
        "outputId": "78b85da6-7aab-4141-f88b-4f942776d945"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting rdkit\n",
            "  Downloading rdkit-2024.3.3-cp310-cp310-manylinux_2_28_x86_64.whl.metadata (3.9 kB)\n",
            "Requirement already satisfied: numpy<2.0 in /usr/local/lib/python3.10/dist-packages (from rdkit) (1.25.2)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from rdkit) (9.4.0)\n",
            "Downloading rdkit-2024.3.3-cp310-cp310-manylinux_2_28_x86_64.whl (33.1 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m33.1/33.1 MB\u001b[0m \u001b[31m46.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: rdkit\n",
            "Successfully installed rdkit-2024.3.3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "\n",
        "os.chdir('HANNA')"
      ],
      "metadata": {
        "id": "SA_nK78c2Dra"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "IKdSCi9o1jsX"
      },
      "outputs": [],
      "source": [
        "## Load the necessary libraries\n",
        "import pickle\n",
        "from utils.HANNA import HANNA\n",
        "from utils.Utils import predict, create_embedding_matrix\n",
        "from utils.Plots import plot_ln_gamma\n",
        "import torch\n",
        "import numpy as np"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KBFuXbdl1jsY",
        "outputId": "7f90f87a-9a3d-44ca-8113-34a8eb247bbe"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:348: InconsistentVersionWarning: Trying to unpickle estimator StandardScaler from version 1.3.0 when using version 1.3.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n",
            "https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations\n",
            "  warnings.warn(\n"
          ]
        }
      ],
      "source": [
        "# Paths for model and scaler\n",
        "model_path = f'Model/HANNA_Val.pt'\n",
        "scaler_path = f'Model/scalerHANNA_Val.pkl'\n",
        "# Load the model\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "model = HANNA().to(device)\n",
        "model.load_state_dict(torch.load(model_path, map_location=device))\n",
        "# Set the model to evaluation mode\n",
        "model.eval()\n",
        "# Load the scaler\n",
        "with open(scaler_path, 'rb') as f:\n",
        "    scaler = pickle.load(f)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "2e4b7e0e078341fa8b93a947b6c5b203",
            "fd191bf70956409bb2366e642c173e23",
            "6b414d609afc4ae1bdd766476ec56424",
            "e19a7ea4629e479fbdd3c644b7b5cab3",
            "2343b54fbdbe440bb5d97cda08039a36",
            "2ff453b191d041d5b104df45645485fd",
            "f8dfc67b01254fc7b7fa03d8da30e146",
            "1885547cc1ce44f2bca5b3d71774f2fe",
            "1ccf9ee78fd54a4aae331bf8764f295b",
            "b0d5be0fdf1b439cb2432d95aded878d",
            "caddd0f2344f43c8b5940ff6a5186aa7",
            "8d633b25824e4185ab41d3a7c280bd85",
            "013fd54e62484c71abecd14686668c86",
            "ccee32c14be845a48566465a2ea83319",
            "e543e4c30be1403d989feccf49766bae",
            "9731a178a2c34029a916dabacd170de3",
            "4a4017f5d887468f9f0aeacef00e9cfd",
            "425d0f2f1005492c8c0e8426d12334c2",
            "4d26c9fd6a634189860fde9a8830ab5e",
            "92135d7e52a54cb681ea0367071fc8ac",
            "cf94f291d36b47c7b7ef647c149e7ba7",
            "2223865f483c4fe88674ce46f1295d03",
            "4bb1c818072e4f9996c4a410e8ab7513",
            "bd4d7c49f86f451cb748b50606898755",
            "f871189d6da24d80abd366f5f02d05b2",
            "7d6f9068ba5141c69f6e610d1b46c720",
            "85eaff4650c64dba84922462e19cdd3b",
            "7b1b237f4ee8422e83b981c44fd04840",
            "022c3fbccde34553be6cda399658d04b",
            "137109b1ec654ca7b9824ca4fc35b5f1",
            "74bcef214d894b968420a9955d207d4f",
            "297808d7de874d9ca9227b6198ea964f",
            "106849373de64e4c93a89dc85ef6a61e",
            "21ed98a9f9b944ecbda700e45f906d0f",
            "716ec4c3a6314a5881c5e563ef1c1c25",
            "33a677af3a3d485e9a12dc04d2d057f3",
            "d244a08c220b4d199bb8f95d998a1dfc",
            "e7e92366982f40379907e338c7c96dbf",
            "6aa8a1230c314f15b9e1590ddb3c8b06",
            "63990d462e8947678fa51034f23e7019",
            "3a0843bf0a6b4775b196a9dff3403e83",
            "02e6f07f3c00491382536dabda762660",
            "0e9e9756e906454d975efc2e0ad0b03e",
            "a7c65581362f4f48bcdce6ba87c2ea7f",
            "f000c0d6dc714e5a962bdc3401c2ba99",
            "c3a864ee12e94d8da4773a2ea27b19e7",
            "94c602313d284be4bd0dfd34cf55863d",
            "13c02e5f65a24600b8cd439252437179",
            "2cdd17f3e69444c58f9681e2d79b90de",
            "150048cd482249b4abef1085b61bf994",
            "ee8c703675174f81982323471c21fbaf",
            "b358091fba934daeaf158539a6600fd8",
            "6c50ea66ca4041888f0e2a9c797ef2cf",
            "d2cc40db97fe48c49df53752cfbc632a",
            "03893db1a26c48ef870ba44630758f91",
            "9d76cc33acd84267957763c24dd54e60",
            "eb03020489b9430a93fc412efa4fb402",
            "c9a8909e099b4281a3f9147fd696ca9d",
            "7625a24d69cb4151a697181f16dc0b16",
            "705a03b22c79415585b7d2cf807015be",
            "a7dc67f41ed94fe59fad6b48d68c64bc",
            "d4cec42ec80540d88fa5789cfcfbdb55",
            "146588bd963c40cc942faecd4e92fd2d",
            "0bde14c5be13495cb8e429121b3bbbfc",
            "ca1e0bd23d23458ab5a672c994b8e1f8",
            "bd72059b1f884e4cb3274178a6de064d",
            "a25bea91f15a4338b10394f9205aff67",
            "b1d594cf207247488cd3e2363fdc71af",
            "02a617d9ccd4498f8e8540e57f054ae5",
            "c56c5a706a034e5da478b06d5edaeec5",
            "212c87d8e86f46c990cf833505504343",
            "4c94310109d1463ea0c581aeab4fd37f",
            "b444a4e692df4443b7bfc63e31bfd6a3",
            "3c2daf8b39c44bb6a8cb7a92455fe9b1",
            "7a2a833044c34614ba78b2e83abdcbfc",
            "45d921362ba04ec990c50665814c3e92",
            "d82034f15d4d4e0eba14f63a56b8680b",
            "7fe0b3b9d8d6420dbf6574846d62b271",
            "92fbcc0d460a402791e0b7f4eda4f687",
            "b8dcca3426bd43b39ff2ee247851a8e4",
            "7c105c7009c342819a5c763696342872",
            "09aeb22b66d3460da9eb621b77d2a09e",
            "340165a4ced94a9a9b9c3af40fc8d413",
            "b5a49a28a1a6442ba8bdad604b787998",
            "7be51f72edd8474d8e9b69cae0c52371",
            "3f232186550e4d46b300d2521b145039",
            "3238b8a320a7461bba8d5727c7407509",
            "3251bc40968b40019a84a2195438f6da"
          ]
        },
        "id": "H4LT5Yi31jsY",
        "outputId": "1d635958-ad3a-4835-9177-8cc9dcd793b8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/17.7k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2e4b7e0e078341fa8b93a947b6c5b203"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "pytorch_model.bin:   0%|          | 0.00/14.0M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8d633b25824e4185ab41d3a7c280bd85"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of RobertaModel were not initialized from the model checkpoint at DeepChem/ChemBERTa-77M-MTR and are newly initialized: ['roberta.pooler.dense.bias', 'roberta.pooler.dense.weight']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/1.27k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4bb1c818072e4f9996c4a410e8ab7513"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "vocab.json:   0%|          | 0.00/6.96k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "21ed98a9f9b944ecbda700e45f906d0f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "merges.txt:   0%|          | 0.00/52.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f000c0d6dc714e5a962bdc3401c2ba99"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer.json:   0%|          | 0.00/8.26k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9d76cc33acd84267957763c24dd54e60"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "added_tokens.json:   0%|          | 0.00/25.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a25bea91f15a4338b10394f9205aff67"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/420 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7fe0b3b9d8d6420dbf6574846d62b271"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of RobertaModel were not initialized from the model checkpoint at DeepChem/ChemBERTa-77M-MTR and are newly initialized: ['roberta.pooler.dense.bias', 'roberta.pooler.dense.weight']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Example usage with tert-butanol and water at 300 K:\n",
        "SMILES_1 = \"C(C)(C)CO\" # SMILES of component 1\n",
        "SMILES_2 = \"O\" # SMILES of component 2\n",
        "T = 300 # Temperature in K\n",
        "x1_values = np.linspace(0, 1, 200) # Vector of mole fractions of component 1\n",
        "embedding_matrix =create_embedding_matrix(SMILES_1, SMILES_2, T, x1_values) # Create the embedding matrix\n",
        "x_pred, ln_gammas_pred = predict(embedding_matrix, scaler, model, device) # Predict the logarithmic activity coefficients\n",
        "plot_ln_gamma(x_pred, ln_gammas_pred, T, SMILES_1, SMILES_2) # Plot the logarithmic activity coefficients"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "pytorch_new",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.3"
    },
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "2e4b7e0e078341fa8b93a947b6c5b203": {
          "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_fd191bf70956409bb2366e642c173e23",
              "IPY_MODEL_6b414d609afc4ae1bdd766476ec56424",
              "IPY_MODEL_e19a7ea4629e479fbdd3c644b7b5cab3"
            ],
            "layout": "IPY_MODEL_2343b54fbdbe440bb5d97cda08039a36"
          }
        },
        "fd191bf70956409bb2366e642c173e23": {
          "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_2ff453b191d041d5b104df45645485fd",
            "placeholder": "​",
            "style": "IPY_MODEL_f8dfc67b01254fc7b7fa03d8da30e146",
            "value": "config.json: 100%"
          }
        },
        "6b414d609afc4ae1bdd766476ec56424": {
          "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_1885547cc1ce44f2bca5b3d71774f2fe",
            "max": 17669,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_1ccf9ee78fd54a4aae331bf8764f295b",
            "value": 17669
          }
        },
        "e19a7ea4629e479fbdd3c644b7b5cab3": {
          "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_b0d5be0fdf1b439cb2432d95aded878d",
            "placeholder": "​",
            "style": "IPY_MODEL_caddd0f2344f43c8b5940ff6a5186aa7",
            "value": " 17.7k/17.7k [00:00&lt;00:00, 1.02MB/s]"
          }
        },
        "2343b54fbdbe440bb5d97cda08039a36": {
          "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
          }
        },
        "2ff453b191d041d5b104df45645485fd": {
          "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
          }
        },
        "f8dfc67b01254fc7b7fa03d8da30e146": {
          "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": ""
          }
        },
        "1885547cc1ce44f2bca5b3d71774f2fe": {
          "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
          }
        },
        "1ccf9ee78fd54a4aae331bf8764f295b": {
          "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": ""
          }
        },
        "b0d5be0fdf1b439cb2432d95aded878d": {
          "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
          }
        },
        "caddd0f2344f43c8b5940ff6a5186aa7": {
          "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": ""
          }
        },
        "8d633b25824e4185ab41d3a7c280bd85": {
          "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_013fd54e62484c71abecd14686668c86",
              "IPY_MODEL_ccee32c14be845a48566465a2ea83319",
              "IPY_MODEL_e543e4c30be1403d989feccf49766bae"
            ],
            "layout": "IPY_MODEL_9731a178a2c34029a916dabacd170de3"
          }
        },
        "013fd54e62484c71abecd14686668c86": {
          "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_4a4017f5d887468f9f0aeacef00e9cfd",
            "placeholder": "​",
            "style": "IPY_MODEL_425d0f2f1005492c8c0e8426d12334c2",
            "value": "pytorch_model.bin: 100%"
          }
        },
        "ccee32c14be845a48566465a2ea83319": {
          "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_4d26c9fd6a634189860fde9a8830ab5e",
            "max": 14036589,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_92135d7e52a54cb681ea0367071fc8ac",
            "value": 14036589
          }
        },
        "e543e4c30be1403d989feccf49766bae": {
          "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_cf94f291d36b47c7b7ef647c149e7ba7",
            "placeholder": "​",
            "style": "IPY_MODEL_2223865f483c4fe88674ce46f1295d03",
            "value": " 14.0M/14.0M [00:02&lt;00:00, 6.30MB/s]"
          }
        },
        "9731a178a2c34029a916dabacd170de3": {
          "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
          }
        },
        "4a4017f5d887468f9f0aeacef00e9cfd": {
          "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
          }
        },
        "425d0f2f1005492c8c0e8426d12334c2": {
          "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": ""
          }
        },
        "4d26c9fd6a634189860fde9a8830ab5e": {
          "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
          }
        },
        "92135d7e52a54cb681ea0367071fc8ac": {
          "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": ""
          }
        },
        "cf94f291d36b47c7b7ef647c149e7ba7": {
          "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
          }
        },
        "2223865f483c4fe88674ce46f1295d03": {
          "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": ""
          }
        },
        "4bb1c818072e4f9996c4a410e8ab7513": {
          "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_bd4d7c49f86f451cb748b50606898755",
              "IPY_MODEL_f871189d6da24d80abd366f5f02d05b2",
              "IPY_MODEL_7d6f9068ba5141c69f6e610d1b46c720"
            ],
            "layout": "IPY_MODEL_85eaff4650c64dba84922462e19cdd3b"
          }
        },
        "bd4d7c49f86f451cb748b50606898755": {
          "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_7b1b237f4ee8422e83b981c44fd04840",
            "placeholder": "​",
            "style": "IPY_MODEL_022c3fbccde34553be6cda399658d04b",
            "value": "tokenizer_config.json: 100%"
          }
        },
        "f871189d6da24d80abd366f5f02d05b2": {
          "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_137109b1ec654ca7b9824ca4fc35b5f1",
            "max": 1271,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_74bcef214d894b968420a9955d207d4f",
            "value": 1271
          }
        },
        "7d6f9068ba5141c69f6e610d1b46c720": {
          "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_297808d7de874d9ca9227b6198ea964f",
            "placeholder": "​",
            "style": "IPY_MODEL_106849373de64e4c93a89dc85ef6a61e",
            "value": " 1.27k/1.27k [00:00&lt;00:00, 63.3kB/s]"
          }
        },
        "85eaff4650c64dba84922462e19cdd3b": {
          "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
          }
        },
        "7b1b237f4ee8422e83b981c44fd04840": {
          "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
          }
        },
        "022c3fbccde34553be6cda399658d04b": {
          "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": ""
          }
        },
        "137109b1ec654ca7b9824ca4fc35b5f1": {
          "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
          }
        },
        "74bcef214d894b968420a9955d207d4f": {
          "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": ""
          }
        },
        "297808d7de874d9ca9227b6198ea964f": {
          "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
          }
        },
        "106849373de64e4c93a89dc85ef6a61e": {
          "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": ""
          }
        },
        "21ed98a9f9b944ecbda700e45f906d0f": {
          "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_716ec4c3a6314a5881c5e563ef1c1c25",
              "IPY_MODEL_33a677af3a3d485e9a12dc04d2d057f3",
              "IPY_MODEL_d244a08c220b4d199bb8f95d998a1dfc"
            ],
            "layout": "IPY_MODEL_e7e92366982f40379907e338c7c96dbf"
          }
        },
        "716ec4c3a6314a5881c5e563ef1c1c25": {
          "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_6aa8a1230c314f15b9e1590ddb3c8b06",
            "placeholder": "​",
            "style": "IPY_MODEL_63990d462e8947678fa51034f23e7019",
            "value": "vocab.json: 100%"
          }
        },
        "33a677af3a3d485e9a12dc04d2d057f3": {
          "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_3a0843bf0a6b4775b196a9dff3403e83",
            "max": 6963,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_02e6f07f3c00491382536dabda762660",
            "value": 6963
          }
        },
        "d244a08c220b4d199bb8f95d998a1dfc": {
          "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_0e9e9756e906454d975efc2e0ad0b03e",
            "placeholder": "​",
            "style": "IPY_MODEL_a7c65581362f4f48bcdce6ba87c2ea7f",
            "value": " 6.96k/6.96k [00:00&lt;00:00, 420kB/s]"
          }
        },
        "e7e92366982f40379907e338c7c96dbf": {
          "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
          }
        },
        "6aa8a1230c314f15b9e1590ddb3c8b06": {
          "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
          }
        },
        "63990d462e8947678fa51034f23e7019": {
          "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": ""
          }
        },
        "3a0843bf0a6b4775b196a9dff3403e83": {
          "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
          }
        },
        "02e6f07f3c00491382536dabda762660": {
          "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": ""
          }
        },
        "0e9e9756e906454d975efc2e0ad0b03e": {
          "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
          }
        },
        "a7c65581362f4f48bcdce6ba87c2ea7f": {
          "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": ""
          }
        },
        "f000c0d6dc714e5a962bdc3401c2ba99": {
          "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_c3a864ee12e94d8da4773a2ea27b19e7",
              "IPY_MODEL_94c602313d284be4bd0dfd34cf55863d",
              "IPY_MODEL_13c02e5f65a24600b8cd439252437179"
            ],
            "layout": "IPY_MODEL_2cdd17f3e69444c58f9681e2d79b90de"
          }
        },
        "c3a864ee12e94d8da4773a2ea27b19e7": {
          "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_150048cd482249b4abef1085b61bf994",
            "placeholder": "​",
            "style": "IPY_MODEL_ee8c703675174f81982323471c21fbaf",
            "value": "merges.txt: 100%"
          }
        },
        "94c602313d284be4bd0dfd34cf55863d": {
          "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_b358091fba934daeaf158539a6600fd8",
            "max": 52,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6c50ea66ca4041888f0e2a9c797ef2cf",
            "value": 52
          }
        },
        "13c02e5f65a24600b8cd439252437179": {
          "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_d2cc40db97fe48c49df53752cfbc632a",
            "placeholder": "​",
            "style": "IPY_MODEL_03893db1a26c48ef870ba44630758f91",
            "value": " 52.0/52.0 [00:00&lt;00:00, 3.91kB/s]"
          }
        },
        "2cdd17f3e69444c58f9681e2d79b90de": {
          "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
          }
        },
        "150048cd482249b4abef1085b61bf994": {
          "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
          }
        },
        "ee8c703675174f81982323471c21fbaf": {
          "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": ""
          }
        },
        "b358091fba934daeaf158539a6600fd8": {
          "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
          }
        },
        "6c50ea66ca4041888f0e2a9c797ef2cf": {
          "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": ""
          }
        },
        "d2cc40db97fe48c49df53752cfbc632a": {
          "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
          }
        },
        "03893db1a26c48ef870ba44630758f91": {
          "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": ""
          }
        },
        "9d76cc33acd84267957763c24dd54e60": {
          "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_eb03020489b9430a93fc412efa4fb402",
              "IPY_MODEL_c9a8909e099b4281a3f9147fd696ca9d",
              "IPY_MODEL_7625a24d69cb4151a697181f16dc0b16"
            ],
            "layout": "IPY_MODEL_705a03b22c79415585b7d2cf807015be"
          }
        },
        "eb03020489b9430a93fc412efa4fb402": {
          "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_a7dc67f41ed94fe59fad6b48d68c64bc",
            "placeholder": "​",
            "style": "IPY_MODEL_d4cec42ec80540d88fa5789cfcfbdb55",
            "value": "tokenizer.json: 100%"
          }
        },
        "c9a8909e099b4281a3f9147fd696ca9d": {
          "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_146588bd963c40cc942faecd4e92fd2d",
            "max": 8262,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_0bde14c5be13495cb8e429121b3bbbfc",
            "value": 8262
          }
        },
        "7625a24d69cb4151a697181f16dc0b16": {
          "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_ca1e0bd23d23458ab5a672c994b8e1f8",
            "placeholder": "​",
            "style": "IPY_MODEL_bd72059b1f884e4cb3274178a6de064d",
            "value": " 8.26k/8.26k [00:00&lt;00:00, 496kB/s]"
          }
        },
        "705a03b22c79415585b7d2cf807015be": {
          "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
          }
        },
        "a7dc67f41ed94fe59fad6b48d68c64bc": {
          "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
          }
        },
        "d4cec42ec80540d88fa5789cfcfbdb55": {
          "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": ""
          }
        },
        "146588bd963c40cc942faecd4e92fd2d": {
          "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
          }
        },
        "0bde14c5be13495cb8e429121b3bbbfc": {
          "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": ""
          }
        },
        "ca1e0bd23d23458ab5a672c994b8e1f8": {
          "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
          }
        },
        "bd72059b1f884e4cb3274178a6de064d": {
          "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": ""
          }
        },
        "a25bea91f15a4338b10394f9205aff67": {
          "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_b1d594cf207247488cd3e2363fdc71af",
              "IPY_MODEL_02a617d9ccd4498f8e8540e57f054ae5",
              "IPY_MODEL_c56c5a706a034e5da478b06d5edaeec5"
            ],
            "layout": "IPY_MODEL_212c87d8e86f46c990cf833505504343"
          }
        },
        "b1d594cf207247488cd3e2363fdc71af": {
          "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_4c94310109d1463ea0c581aeab4fd37f",
            "placeholder": "​",
            "style": "IPY_MODEL_b444a4e692df4443b7bfc63e31bfd6a3",
            "value": "added_tokens.json: 100%"
          }
        },
        "02a617d9ccd4498f8e8540e57f054ae5": {
          "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_3c2daf8b39c44bb6a8cb7a92455fe9b1",
            "max": 25,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7a2a833044c34614ba78b2e83abdcbfc",
            "value": 25
          }
        },
        "c56c5a706a034e5da478b06d5edaeec5": {
          "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_45d921362ba04ec990c50665814c3e92",
            "placeholder": "​",
            "style": "IPY_MODEL_d82034f15d4d4e0eba14f63a56b8680b",
            "value": " 25.0/25.0 [00:00&lt;00:00, 1.58kB/s]"
          }
        },
        "212c87d8e86f46c990cf833505504343": {
          "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
          }
        },
        "4c94310109d1463ea0c581aeab4fd37f": {
          "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
          }
        },
        "b444a4e692df4443b7bfc63e31bfd6a3": {
          "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": ""
          }
        },
        "3c2daf8b39c44bb6a8cb7a92455fe9b1": {
          "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
          }
        },
        "7a2a833044c34614ba78b2e83abdcbfc": {
          "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": ""
          }
        },
        "45d921362ba04ec990c50665814c3e92": {
          "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
          }
        },
        "d82034f15d4d4e0eba14f63a56b8680b": {
          "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": ""
          }
        },
        "7fe0b3b9d8d6420dbf6574846d62b271": {
          "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_92fbcc0d460a402791e0b7f4eda4f687",
              "IPY_MODEL_b8dcca3426bd43b39ff2ee247851a8e4",
              "IPY_MODEL_7c105c7009c342819a5c763696342872"
            ],
            "layout": "IPY_MODEL_09aeb22b66d3460da9eb621b77d2a09e"
          }
        },
        "92fbcc0d460a402791e0b7f4eda4f687": {
          "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_340165a4ced94a9a9b9c3af40fc8d413",
            "placeholder": "​",
            "style": "IPY_MODEL_b5a49a28a1a6442ba8bdad604b787998",
            "value": "special_tokens_map.json: 100%"
          }
        },
        "b8dcca3426bd43b39ff2ee247851a8e4": {
          "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_7be51f72edd8474d8e9b69cae0c52371",
            "max": 420,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3f232186550e4d46b300d2521b145039",
            "value": 420
          }
        },
        "7c105c7009c342819a5c763696342872": {
          "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_3238b8a320a7461bba8d5727c7407509",
            "placeholder": "​",
            "style": "IPY_MODEL_3251bc40968b40019a84a2195438f6da",
            "value": " 420/420 [00:00&lt;00:00, 10.3kB/s]"
          }
        },
        "09aeb22b66d3460da9eb621b77d2a09e": {
          "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
          }
        },
        "340165a4ced94a9a9b9c3af40fc8d413": {
          "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
          }
        },
        "b5a49a28a1a6442ba8bdad604b787998": {
          "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": ""
          }
        },
        "7be51f72edd8474d8e9b69cae0c52371": {
          "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
          }
        },
        "3f232186550e4d46b300d2521b145039": {
          "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": ""
          }
        },
        "3238b8a320a7461bba8d5727c7407509": {
          "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
          }
        },
        "3251bc40968b40019a84a2195438f6da": {
          "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": ""
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}