Long-Form Question Answering_Tutorial12_LFQA.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bEH-CRbeA6NU"
      },
      "source": [
        "# Long-Form Question Answering\n",
        "\n",
        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack/blob/master/tutorials/Tutorial12_LFQA.ipynb)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3K27Y5FbA6NV"
      },
      "source": [
        "### Prepare environment\n",
        "\n",
        "#### Colab: Enable the GPU runtime\n",
        "Make sure you enable the GPU runtime to experience decent speed in this tutorial.  \n",
        "**Runtime -> Change Runtime type -> Hardware accelerator -> GPU**\n",
        "\n",
        "<img src=\"https://raw.githubusercontent.com/deepset-ai/haystack/master/docs/img/colab_gpu_runtime.jpg\">"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "JlZgP8q1A6NW",
        "outputId": "9f7d06aa-6525-41a9-b7d8-4eb701456ee4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mon Apr 18 22:31:04 2022       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   38C    P8     9W /  70W |      0MiB / 15109MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ],
      "source": [
        "# Make sure you have a GPU running\n",
        "!nvidia-smi"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "NM36kbRFA6Nc",
        "outputId": "ad18ceca-3ebf-4392-d234-eef3cd0e8ec8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pip in /usr/local/lib/python3.7/dist-packages (21.1.3)\n",
            "Collecting pip\n",
            "  Downloading pip-22.0.4-py3-none-any.whl (2.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.1 MB 29.3 MB/s \n",
            "\u001b[?25hInstalling collected packages: pip\n",
            "  Attempting uninstall: pip\n",
            "    Found existing installation: pip 21.1.3\n",
            "    Uninstalling pip-21.1.3:\n",
            "      Successfully uninstalled pip-21.1.3\n",
            "Successfully installed pip-22.0.4\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m178.6/178.6 KB\u001b[0m \u001b[31m17.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m219.7/219.7 KB\u001b[0m \u001b[31m24.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m14.1/14.1 MB\u001b[0m \u001b[31m74.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.9/50.9 KB\u001b[0m \u001b[31m6.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.8/1.8 MB\u001b[0m \u001b[31m9.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.6/5.6 MB\u001b[0m \u001b[31m83.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m981.5/981.5 KB\u001b[0m \u001b[31m56.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.7/79.7 KB\u001b[0m \u001b[31m10.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.7/10.7 MB\u001b[0m \u001b[31m100.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.3/3.3 MB\u001b[0m \u001b[31m90.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.6/43.6 KB\u001b[0m \u001b[31m5.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m321.8/321.8 KB\u001b[0m \u001b[31m33.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m374.7/374.7 KB\u001b[0m \u001b[31m32.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.9/10.9 MB\u001b[0m \u001b[31m86.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.1/4.1 MB\u001b[0m \u001b[31m82.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m85.2/85.2 KB\u001b[0m \u001b[31m10.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.9/77.9 KB\u001b[0m \u001b[31m11.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.3/3.3 MB\u001b[0m \u001b[31m87.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m596.3/596.3 KB\u001b[0m \u001b[31m52.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m895.2/895.2 KB\u001b[0m \u001b[31m62.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m346.4/346.4 KB\u001b[0m \u001b[31m38.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m146.2/146.2 KB\u001b[0m \u001b[31m20.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m62.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m181.2/181.2 KB\u001b[0m \u001b[31m23.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.5/79.5 KB\u001b[0m \u001b[31m11.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.2/62.2 KB\u001b[0m \u001b[31m9.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m61.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m100.2/100.2 KB\u001b[0m \u001b[31m2.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.0/3.0 MB\u001b[0m \u001b[31m91.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.6/8.6 MB\u001b[0m \u001b[31m106.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m101.6/101.6 KB\u001b[0m \u001b[31m15.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m103.4/103.4 KB\u001b[0m \u001b[31m15.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m78.4/78.4 KB\u001b[0m \u001b[31m12.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.6/3.6 MB\u001b[0m \u001b[31m92.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.3/54.3 KB\u001b[0m \u001b[31m8.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m63.1/63.1 KB\u001b[0m \u001b[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.7/41.7 KB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for sentence-transformers (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for farm-haystack (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for langdetect (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for python-docx (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for seqeval (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for tika (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for alembic (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for databricks-cli (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "tensorflow 2.8.0 requires tf-estimator-nightly==2.8.0.dev2021122109, which is not installed.\u001b[0m\u001b[31m\n",
            "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
            "\u001b[0m"
          ]
        }
      ],
      "source": [
        "# Install the latest release of Haystack in your own environment\n",
        "#! pip install farm-haystack\n",
        "\n",
        "# Install the latest master of Haystack\n",
        "!pip install --upgrade pip\n",
        "!pip install -q git+https://github.com/deepset-ai/haystack.git#egg=farm-haystack[colab,faiss]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "xmRuhTQ7A6Nh",
        "outputId": "11e9bab5-83cc-45e0-e2bd-160a8fe1185f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.modeling.model.optimization -  apex not found, won't use it. See https://nvidia.github.io/apex/\n"
          ]
        }
      ],
      "source": [
        "from haystack.utils import convert_files_to_docs, fetch_archive_from_http, clean_wiki_text\n",
        "from haystack.nodes import Seq2SeqGenerator"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q3dSo7ZtA6Nl"
      },
      "source": [
        "### Document Store\n",
        "\n",
        "FAISS is a library for efficient similarity search on a cluster of dense vectors.\n",
        "The `FAISSDocumentStore` uses a SQL(SQLite in-memory be default) database under-the-hood\n",
        "to store the document text and other meta data. The vector embeddings of the text are\n",
        "indexed on a FAISS Index that later is queried for searching answers.\n",
        "The default flavour of FAISSDocumentStore is \"Flat\" but can also be set to \"HNSW\" for\n",
        "faster search at the expense of some accuracy. Just set the faiss_index_factor_str argument in the constructor.\n",
        "For more info on which suits your use case: https://github.com/facebookresearch/faiss/wiki/Guidelines-to-choose-an-index"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "1cYgDJmrA6Nv",
        "pycharm": {
          "name": "#%%\n"
        },
        "outputId": "63ae4f63-4bad-483e-b1be-a7a2f5a441ed",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.telemetry -  Haystack sends anonymous usage data to understand the actual usage and steer dev efforts towards features that are most meaningful to users. You can opt-out at anytime by calling disable_telemetry() or by manually setting the environment variable HAYSTACK_TELEMETRY_ENABLED as described for different operating systems on the documentation page. More information at https://haystack.deepset.ai/guides/telemetry\n"
          ]
        }
      ],
      "source": [
        "from haystack.document_stores import FAISSDocumentStore\n",
        "\n",
        "document_store = FAISSDocumentStore(embedding_dim=128, faiss_index_factory_str=\"Flat\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "06LatTJBA6N0",
        "pycharm": {
          "name": "#%% md\n"
        }
      },
      "source": [
        "### Cleaning & indexing documents\n",
        "\n",
        "Similarly to the previous tutorials, we download, convert and index some Game of Thrones articles to our DocumentStore"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "iqKnu6wxA6N1",
        "pycharm": {
          "name": "#%%\n"
        },
        "outputId": "eaca2c67-bbc3-4247-8add-1809dd0c4a26",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "a83b5fcc0b854b549e02723f5f4c7c2d",
            "0c3d9221fca34af997b7979d95f3d4c9",
            "f6e8892028ab46fd819376404ddb8757",
            "313132c772274775a7d1c93afb3a0b29",
            "7693c3a4ba67475e90acd7646a310353",
            "c9bba20c0985445db4df7d6105bce54a",
            "6ba7a40792a143b196ea277bb41f6415",
            "6ed32b76778d445fafbb6573bf4e687e",
            "878785bf07d14506b46940b42752ed64",
            "30ba39095c1247cd803193746a1c536d",
            "5a871a6b54554e5c8f768a8a228b3b35"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.utils.import_utils -  Fetching from https://s3.eu-central-1.amazonaws.com/deepset.ai-farm-qa/datasets/documents/wiki_gameofthrones_txt12.zip to `data/tutorial12`\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/299_Rani_Mahal__TV_series_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/232_Tommen_Baratheon.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/53_The_Lion_and_the_Rose.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/0_Game_of_Thrones__season_8_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/343_Catelyn_Stark.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/211_The_Watchers_on_the_Wall.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/121_The_Bear_and_the_Maiden_Fair.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/411_The_Iron_Throne__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/7_The_Spoils_of_War__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/86_Game_of_Thrones__season_4_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/340_Roose_Bolton.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/446_A_Golden_Crown.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/26_Game_of_Thrones__Season_3__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/262_Gilly__character_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/306_The_Dance_of_Dragons.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/334_Rickon_Stark.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/199_A_Storm_of_Swords.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/481_Sandor_Clegane.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/3_The_Queen_s_Justice.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/439_Melisandre.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/347_Game_of_Thrones__season_2_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/396_Game_of_Thrones__season_6_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/485_Oathkeeper.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/263_Tormund_Giantsbane.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/68_The_Gift__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/208_Robb_Stark.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/56_First_of_His_Name.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/193_Lord_Snow.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/461_The_Winds_of_Winter__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/40_Stannis_Baratheon.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/74_The_Prince_of_Winterfell.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/69_The_Red_Woman.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/359_Kill_the_Boy.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/449_The_Pointy_End.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/475_A_Game_of_Thrones__role-playing_game_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/160_Viserys_Targaryen.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/33_David_Benioff.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/362_Winter_Is_Coming.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/120_And_Now_His_Watch_Is_Ended.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/511_After_the_Thrones.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/474_Bronn__character_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/1_Dragonstone__Game_of_Thrones_episode_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/408_The_Last_of_the_Starks.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/356_Tales_of_Dunk_and_Egg.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/460_Battle_of_the_Bastards.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/346_Ygritte.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/55_Breaker_of_Chains.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/456_Works_based_on_A_Song_of_Ice_and_Fire.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/435_White_Walker.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/368_Jaime_Lannister.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/24_Game_of_Thrones__Season_1__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/212_The_Children__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/77_Game_of_Thrones_Ascent.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/127_The_Climb__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/11_The_Dragon_and_the_Wolf.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/512_Home__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/348_The_Winds_of_Winter.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/102_The_Princess_and_the_Queen.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/76_Valar_Morghulis.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/131_Mhysa.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/487_Ramsay_Bolton.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/214_Dothraki_language.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/213_Valyrian_languages.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/488_Brienne_of_Tarth.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/399_For_the_Throne__Music_Inspired_by_the_HBO_Series_Game_of_Thrones.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/410_The_Bells__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/358_A_Game_of_Thrones__Genesis.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/515_The_Door__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/400_Winterfell__Game_of_Thrones_episode_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/126_Kissed_by_Fire.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/452_Fire_and_Blood__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/9_Game_of_Thrones_Tapestry.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/367_Gregor_Clegane.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/273_High_Sparrow.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/57_The_Laws_of_Gods_and_Men.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/310_Mother_s_Mercy.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/197_A_Game_of_Thrones.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/369_Samwell_Tarly.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/407_The_Long_Night__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/229_Game_of_Thrones.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/224_The_Night_Lands.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/401_Power_Is_Power.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/329_Robert_Baratheon.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/21_The_Bear_and_the_Maiden_Fair__song_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/37_Joffrey_Baratheon.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/134_Game_of_Thrones__Season_6__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/136_Game_of_Thrones__Season_8__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/75_Blackwater__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/25_Game_of_Thrones__Season_2__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/341_Ned_Stark.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/349_List_of_Game_of_Thrones_characters.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/331_Bran_Stark.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/304_Hardhome.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/2_Stormborn.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/130_Game_of_Thrones_title_sequence.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/445_The_Wolf_and_the_Lion.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/403_Jenny_of_Oldstones.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/342_Theon_Greyjoy.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/30_List_of_A_Song_of_Ice_and_Fire_characters.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/28_Jorah_Mormont.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/97_Tyrion_Lannister.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/210_The_Mountain_and_the_Viper.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/148_Game_of_Thrones__Winter_Is_Coming.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/52_Catch_the_Throne.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/22_The_Rains_of_Castamere__song_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/27_Game_of_Thrones__Season_4__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/44_Daenerys_Targaryen.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/67_Unbowed__Unbent__Unbroken.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/195_World_of_A_Song_of_Ice_and_Fire.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/119_Walk_of_Punishment.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/311_Game_of_Thrones__season_7_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/201_A_Game_of_Thrones__card_game_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/514_Book_of_the_Stranger.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/402_A_Knight_of_the_Seven_Kingdoms__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/330_Oberyn_Martell.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/218_Olenna_Tyrell.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/332_Sansa_Stark.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/495_Hodor.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/154_Margaery_Tyrell.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/504_List_of_A_Song_of_Ice_and_Fire_video_games.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/194_A_Song_of_Ice_and_Fire.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/217_The_Rogue_Prince.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/207_Jon_Snow__character_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/80_A_Song_of_Ice_and_Fire_fandom.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/425_No_One__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/51_Iron_Throne__A_Song_of_Ice_and_Fire_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/424_Night_King.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/447_You_Win_or_You_Die.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/191_Gendry.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/378_A_Game_of_Thrones__board_game_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/202_A_Feast_for_Crows.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/54_Two_Swords__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/78_The_Rains_of_Castamere.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/23_Game_of_Thrones_Live_Concert_Experience.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/508_A_Game_of_Thrones__Second_Edition__card_game_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/101_Titties_and_Dragons.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/373_Tywin_Lannister.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/482_Petyr_Baelish.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/395_Game_of_Thrones__season_5_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/99_A_Song_of_Ass_and_Fire.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/12_Fire.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/444_Cripples__Bastards__and_Broken_Things.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/129_Second_Sons.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/73_A_Man_Without_Honor.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/345_A_Game_of_Thrones__comics_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/135_Game_of_Thrones__Season_7__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/10_Beyond_the_Wall__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/443_The_Kingsroad.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/87_Valar_Dohaeris.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/454_Music_of_Game_of_Thrones.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/480_Varys.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/379_Davos_Seaworth.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/43_Arya_Stark.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/84_List_of_awards_and_nominations_received_by_Game_of_Thrones.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/198_A_Clash_of_Kings.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/453_Game_of_Thrones__2012_video_game_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/506_Game_of_Thrones_Theme.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/513_Oathbreaker__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/133_Game_of_Thrones__Season_5__soundtrack_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/233_Myrcella_Baratheon.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/209_Mockingbird__Game_of_Thrones_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/8_Eastwatch.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/450_Baelor.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/442_Game_of_Thrones__season_1_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/85_Game_of_Thrones__Seven_Kingdoms.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/118_Dark_Wings__Dark_Words.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/79_Thronecast.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/365_A_Song_of_Ice_and_Fire_Roleplaying.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/394_Game_of_Thrones__2014_video_game_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/98_Black_Friday__South_Park_.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/151_Ellaria_Sand.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/477_A_Dance_with_Dragons.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/371_Cersei_Lannister.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/146_The_Sons_of_the_Dragon.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/228_Souad_Faress.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/39_Renly_Baratheon.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/469_Outline_of_A_Song_of_Ice_and_Fire_franchise.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/317_The_Broken_Man.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/420_Blood_of_My_Blood.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/501_Khal_Drogo.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/360_List_of_Game_of_Thrones_episodes.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/145_Elio_M._García_Jr._and_Linda_Antonsson.txt\n",
            "INFO - haystack.utils.preprocessing -  Converting data/tutorial12/20_Light_of_the_Seven.txt\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Writing Documents:   0%|          | 0/2497 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a83b5fcc0b854b549e02723f5f4c7c2d"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Let's first get some files that we want to use\n",
        "doc_dir = \"data/tutorial12\"\n",
        "s3_url = \"https://s3.eu-central-1.amazonaws.com/deepset.ai-farm-qa/datasets/documents/wiki_gameofthrones_txt12.zip\"\n",
        "fetch_archive_from_http(url=s3_url, output_dir=doc_dir)\n",
        "\n",
        "# Convert files to dicts\n",
        "docs = convert_files_to_docs(dir_path=doc_dir, clean_func=clean_wiki_text, split_paragraphs=True)\n",
        "\n",
        "# Now, let's write the dicts containing documents to our DB.\n",
        "document_store.write_documents(docs)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wgjedxx_A6N6"
      },
      "source": [
        "### Initalize Retriever and Reader/Generator\n",
        "\n",
        "#### Retriever\n",
        "\n",
        "We use a `DensePassageRetriever` and we invoke `update_embeddings` to index the embeddings of documents in the `FAISSDocumentStore`\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "kFwiPP60A6N7",
        "pycharm": {
          "is_executing": true
        },
        "outputId": "0b996310-3caa-45e5-d4a5-1d356a39e51b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 646,
          "referenced_widgets": [
            "8cde83d87cee4d7889239ed687e15767",
            "19746b2a3f704adc9f6eab686e663aa5",
            "33d37b51f9d04e82aad82cd87fa34982",
            "a7bca9eb51fb4f349ad0535d3a207d74",
            "d539ab2cc7a8435f927645000b7aba17",
            "e16e975cd7d04942a74ac76d1821e361",
            "620433146d424937a604a0eaf7fd80d3",
            "0010b6b920474f5db474fe8f8599e9c2",
            "64252fc9c4a742029b67ed0138dc63ce",
            "a97d2de451c04f2fb7ca496cda8b14d6",
            "831f009e025f4d12bc5c559535102998",
            "32d2ca908c234c19a06540e2c16f78ed",
            "ce876891b7d04c69bc458470df2406e8",
            "fb14db3b058b4a969ae6ab8ce45d067c",
            "504b196da0c44cd78dac413c2a8a337e",
            "0d39fed427d943f98800af76a2aafe79",
            "52811e2a6b0a456f9903ad6038088a69",
            "350de3f9b9f5444aa448b9e2075353c4",
            "4823b3aef6844d4e97ccf00b979b5ae9",
            "36796227b223425898f6ddcb05143f7b",
            "66ae5e7bb42845bc81e86dacfad63222",
            "9db9489057404f95b5d254d9ed642534",
            "27a666d68ac84399b69c60afacdf3d1c",
            "ccaaea7b68c34013ad411f15eafa6805",
            "e4eed7ae76644d18b8f99f7802f2620b",
            "09afa259420c4de2a1ba329e1b445d7e",
            "8b4cf161d16645c1a4f2024fb104cc4c",
            "b401a59097254dfa875f64cc21785514",
            "26a314018373413a84d1e33459ab82da",
            "e7d6266b6fef4d8c88e98f6e1f4f5756",
            "e27eae86d87146018ada12c1c058eef3",
            "7099eacd9523462da88a1e64d9ec3605",
            "6ccd2b26a49d4e4ea3347cd8a0aa2f4c",
            "d2e97044b03340289b47c718c485e031",
            "a93267e2a87847d987f0bd7e8c2aef50",
            "ed458e4dfa214fdf9dac3dcce5b94510",
            "2b3c655d9030487a9a3bc9c9664bc54c",
            "f661a81df38f4fdb9fb1bd52412d096d",
            "7e531a6d71164ca3914991a9baee858c",
            "858bcf34f4e64248b22d4afaa9af72d3",
            "0c09298007fa44a993ec77dd5ee034e8",
            "6fd47ed82a69444584ae780dfcd2bc3f",
            "40ae65b289064227b091b0fa7f315576",
            "325546d078d24efb8735bb8035237933",
            "f1c93f9165ee46bb8b371c6b595965ee",
            "ddd84de0c22d48acba3663f8f2bcfdc2",
            "6e71d90cffe642f6a942501d993af6df",
            "a58b57b40154499bafdba836e068ca4d",
            "84b45ee2df9840b18e70f93339833a17",
            "cae08f47dd23497499d8437526b1a716",
            "ba35a765ad80424da570bd9c4a462d2d",
            "08b3217c39384a12a15795a760b1b06d",
            "b87a6d635d5d490ebeaa2243489fab68",
            "e9acfbe9beb24db9b4b0064afbd24d11",
            "771ca5feab054899a460ab585db02082",
            "3945d993aab9420997bc873f02b7c733",
            "d6223f9824f64c1f818913f65281db36",
            "f4deed9759a2445e8aa267913e546f96",
            "1a9f2343eba34d2cbe8ae4d0f95071ea",
            "3363dc1b3e2147d193e4efacbbf88b98",
            "51502467b449472fb04d28ba5d1af5a6",
            "c0e87102deea43cdad652cabe44de1df",
            "4d4ee371bda44fa88f5516d3d9ad83f4",
            "dc7b679ab539406fa5dd85dbdd057c44",
            "5e9b90899e6b4cd1bc506a22966d2196",
            "1dc2bc067e4a4605aa4f60f52242ab97",
            "af24c0fcdac34cba9984ad7a88bcdedb",
            "815dd07228614eacbf2cc122518831a1",
            "8f42f40859ca49b49a1bb8814d3ee034",
            "d5670d57732d47f09f0f7123a40488bd",
            "48160ce07a38472092c7b6f5b04c2247",
            "ca44d7569e9346589c8f559c10b0d448",
            "68ae2dee8ba446ac9b8efc20cbd4cd68",
            "7657abfa60d04b24821e73b5146f8350",
            "55468bd99e45469b8380f2b1036deb2a",
            "d351e55d300648ea99b3917b6e29e86d",
            "b2eb7be0b2cb405f941a832af8316d7b",
            "d0a77a978d734d2db1bcdf117ab1e440",
            "96708f5647b64d74b53498b2f90f43cc",
            "8ebf4080f47a4aa28c26aba21dfec019",
            "4af4e62d87ec450882c5f0aa8b2d5b52",
            "f068ba36cbce4a50bd41e4678c739b44",
            "13f53e849bd54229aa77f7c396998f3e",
            "863df22d4836431ebe17580614cd4bd2",
            "83e7c67a98a048cd8833cf323993d763",
            "867a26a1be2249dab07042720c31d543",
            "4a22514ab677463c8c1e4d258dc1ca38",
            "a62c7ac2e77d479eb3246a24ad44ceeb",
            "08a3b6aa91db420ba9ad4c4767c31a01",
            "10a63493e2a34d6ab73957ec0f840d0f",
            "130f62414966452aa4f05826424bf1d8",
            "db14eee6598e493f85f34133fbb2ca09",
            "6c15a8b41e734017867dbdef6311cad9",
            "52ae10dff2da43dda5f8ff53fa80d51b",
            "2e67aa8f603c4ea89a1c3fc476b34359",
            "5b1bd7a9fbcd4b5fa5572870d6a4985b",
            "7a4730ef78ca4bba890c40e3ac7599a0",
            "d7e805bcfa5b454681c729748c58d168",
            "2516ffa3c15e40929d60cad7568f5fe9",
            "465ccfe685ca4d48b653677ee5381e7d",
            "beabb3f07fab40f8bd9168cd5decb01b",
            "ece957cdcad846178e7ba2670e3bd221",
            "ddd6d66cc28243e59573e06ac0e771b8",
            "c2595fa94ef341bdba0877b37d09ab08",
            "249483ff7d7643369f4708c4a0e45147",
            "0b5e51950c124adf8bfbfdc0ca193213",
            "cc6635b12d8d4e7da276fef70f6c8c4a",
            "133d71253409434eba1279537ba9ba33",
            "5e2dc491eba4497eba583f712ed022a0",
            "d4d5d44f956a441ab97ef64097078b22",
            "b231331a902740979962cf3dea2c4367",
            "aa96fcb519b64b5787a3a84d575cc2f5",
            "fa95d25f1976476ca168870381a71424",
            "256f9381ebd7463c83c4eba4d00e0b46",
            "ee6f788d34e64128889e63c5c271795c",
            "4bd626503c974f18a42f82282affd45d",
            "3f17df490d2c4858a56b9109e6e6115b",
            "f3e0e88c1a434ffb8dce4a224f4f1992",
            "cfc12c5bd4174e15a3f2afdd31bead95",
            "29140cf01d684f08b687e4d755a45916",
            "0d4bc297383c46b7a38d865b1fd703c4",
            "f1df673e3caa40e7a7bc2aa5fd6daff3",
            "5b91f3a5683d46b1b5868a48e239a3fa",
            "98590bbc342c423fad5bc42da8627870",
            "afd503db90eb4770a46fc1e932b60510",
            "64f34a8bffab4b17a1db9c75c0dbf4e8",
            "761f6597d63d46029bfe22db047661df",
            "5467bbc57fdd48f3b958e91979dab2bc",
            "68eac812fed440418dc10be936a96914",
            "d8219ada5b7c4b409fa9fb5d4039ff4e",
            "0d82da4801e54c8d9ea6905c2002b2c7",
            "7450b1c29e064f8987a98999a8b53dc9"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.modeling.utils -  Using devices: CUDA:0\n",
            "INFO - haystack.modeling.utils -  Number of GPUs: 1\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/226k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8cde83d87cee4d7889239ed687e15767"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/455k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "32d2ca908c234c19a06540e2c16f78ed"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/28.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "27a666d68ac84399b69c60afacdf3d1c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/495 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d2e97044b03340289b47c718c485e031"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.modeling.model.language_model -  LOADING MODEL\n",
            "INFO - haystack.modeling.model.language_model -  =============\n",
            "INFO - haystack.modeling.model.language_model -  Could not find vblagoje/dpr-question_encoder-single-lfqa-wiki locally.\n",
            "INFO - haystack.modeling.model.language_model -  Looking on Transformers Model Hub (in local cache and online)...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/418M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f1c93f9165ee46bb8b371c6b595965ee"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.modeling.model.language_model -  Loaded vblagoje/dpr-question_encoder-single-lfqa-wiki\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/226k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3945d993aab9420997bc873f02b7c733"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/455k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "af24c0fcdac34cba9984ad7a88bcdedb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/28.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d0a77a978d734d2db1bcdf117ab1e440"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/494 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "08a3b6aa91db420ba9ad4c4767c31a01"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "The tokenizer class you load from this checkpoint is not the same type as the class this function is called from. It may result in unexpected tokenization. \n",
            "The tokenizer class you load from this checkpoint is 'DPRQuestionEncoderTokenizer'. \n",
            "The class this function is called from is 'DPRContextEncoderTokenizerFast'.\n",
            "INFO - haystack.modeling.model.language_model -  LOADING MODEL\n",
            "INFO - haystack.modeling.model.language_model -  =============\n",
            "INFO - haystack.modeling.model.language_model -  Could not find vblagoje/dpr-ctx_encoder-single-lfqa-wiki locally.\n",
            "INFO - haystack.modeling.model.language_model -  Looking on Transformers Model Hub (in local cache and online)...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/418M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "465ccfe685ca4d48b653677ee5381e7d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.modeling.model.language_model -  Loaded vblagoje/dpr-ctx_encoder-single-lfqa-wiki\n",
            "INFO - haystack.document_stores.faiss -  Updating embeddings for 2357 docs...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Updating Embedding:   0%|          | 0/2357 [00:00<?, ? docs/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b231331a902740979962cf3dea2c4367"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Create embeddings:   0%|          | 0/2368 [00:00<?, ? Docs/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f1df673e3caa40e7a7bc2aa5fd6daff3"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "from haystack.nodes import DensePassageRetriever\n",
        "\n",
        "retriever = DensePassageRetriever(\n",
        "    document_store=document_store,\n",
        "    query_embedding_model=\"vblagoje/dpr-question_encoder-single-lfqa-wiki\",\n",
        "    passage_embedding_model=\"vblagoje/dpr-ctx_encoder-single-lfqa-wiki\",\n",
        ")\n",
        "\n",
        "document_store.update_embeddings(retriever)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sMlVEnJ2NkZZ"
      },
      "source": [
        "Before we blindly use the `DensePassageRetriever` let's empirically test it to make sure a simple search indeed finds the relevant documents."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "qpu-t9rndgpe",
        "outputId": "7786b330-6108-4aa6-e621-bfecbf71b1c6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Query: Tell me something about Arya Stark?\n",
            "\n",
            "{   'content': \"'''Arya Stark''' is a fictional character in American author \"\n",
            "               \"George R. R. Martin's ''A Song of Ice and Fire'' epic fantasy \"\n",
            "               'novel series.  She is a prominent point of view character in '\n",
            "               'the novels with the third most viewpoint chapters, and is the '\n",
            "               'only viewpoint character to have appeared in every published '\n",
            "               'book of the series.\\n'\n",
            "               \"Introduced in 1996's ''A Game of Thrones'', Arya is the third \"\n",
            "               'child and younger daughter of Lord Eddard Stark and his wife '\n",
            "               'Lady Catelyn Stark.  She is tomboyish, headstrong, feisty, '\n",
            "               'ind...',\n",
            "    'name': '43_Arya_Stark.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '=== Description ===\\n'\n",
            "               'Arya is left-handed and talented in sums and housekeeping, and '\n",
            "               'is excellent at horse-riding.  In contrast to her more praised '\n",
            "               'sister Sansa, who favors activities traditionally befitting a '\n",
            "               'noblewoman and expresses disdain for outdoor activities, Arya '\n",
            "               'shows no interest in dancing, singing and sewing, and revels '\n",
            "               'in fighting and exploring, much to the chagrin of her mother '\n",
            "               'and household tutor Septa Mordane.  She is described as '\n",
            "               '\"wolf-blooded\", blunt, impulsive and \"always difficult to '\n",
            "               'tame\"...',\n",
            "    'name': '43_Arya_Stark.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '=== Arya Stark ===\\n'\n",
            "               'Arya Stark is the third child and younger daughter of Eddard '\n",
            "               'and Catelyn Stark. She serves as a POV character for 33 '\n",
            "               \"chapters throughout ''A Game of Thrones'', ''A Clash of \"\n",
            "               \"Kings'', ''A Storm of Swords'', ''A Feast for Crows'', and ''A \"\n",
            "               \"Dance with Dragons''. So far she is the only character to \"\n",
            "               'appear in all 5 books as a POV character.\\n'\n",
            "               'In the HBO television adaptation, she is portrayed by Maisie '\n",
            "               'Williams.',\n",
            "    'name': '30_List_of_A_Song_of_Ice_and_Fire_characters.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '===Appearance and personality===\\n'\n",
            "               'Stannis is frequently described as a large and sinewy man that '\n",
            "               'towers over others, such as Davos Seaworth and Jon Snow, a '\n",
            "               'Baratheon trait. He lacks the long black hair of his brothers, '\n",
            "               'and is instead balding, although he keeps a close-cropped '\n",
            "               'beard of the signature Baratheon black. His face is described '\n",
            "               \"as 'tight like cured leather' with hollow, gaunt cheeks. His \"\n",
            "               \"eyes are described by Asha Greyjoy as 'deep, sunken pits', \"\n",
            "               \"with a powerful stare that suggests an 'iron ferocity...\",\n",
            "    'name': '40_Stannis_Baratheon.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '==Character description==\\n'\n",
            "               'Catelyn Stark is described as beautiful, with fair skin, long '\n",
            "               'auburn hair, blue eyes, long fingers, high cheekbones and full '\n",
            "               'breasts, and dressed simply in the grey color of House Stark '\n",
            "               'or the blue and red of her father’s House Tully.  She is '\n",
            "               'proud, strong, kind and generous, has a strong grasp of '\n",
            "               'politics, and is often governed by the desire to protect her '\n",
            "               'children.  Catelyn is usually in accord with her husband '\n",
            "               'Eddard Stark, but resents his admission of his illegitimate '\n",
            "               'son Jon ...',\n",
            "    'name': '343_Catelyn_Stark.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               \"==== ''A Storm of Swords'' ====\\n\"\n",
            "               'While Arya and her companions are making their way north, she '\n",
            "               'begins dreaming of her lost direwolf, Nymeria. Later, she and '\n",
            "               'her companions are discovered by the guerrilla group, the '\n",
            "               'Brotherhood Without Banners, and is recognized as Arya Stark. '\n",
            "               \"At the Brotherhood's secret base, Arya encounters Sandor \"\n",
            "               \"Clegane, where she accuses him of Mycah's murder; but the \"\n",
            "               'Hound survives a trial by combat and is released.\\n'\n",
            "               'Arya eventually escapes the Brotherhood alone, but is captured '\n",
            "               'by the ...',\n",
            "    'name': '43_Arya_Stark.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '=== Background ===\\n'\n",
            "               'Arya is the third child and younger daughter of Eddard and '\n",
            "               'Catelyn Stark and is nine years old at the beginning of the '\n",
            "               'book series.  She has five siblings: an older brother Robb, an '\n",
            "               'older sister Sansa, two younger brothers Bran and Rickon, and '\n",
            "               'an older illegitimate half-brother, Jon Snow.',\n",
            "    'name': '43_Arya_Stark.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '===Arya Stark===\\n'\n",
            "               \"'''Arya Stark''' portrayed by Maisie Williams. Arya Stark of \"\n",
            "               'House Stark is the younger daughter and third child of Lord '\n",
            "               'Eddard and Catelyn Stark of Winterfell. Ever the tomboy, Arya '\n",
            "               'would rather be training to use weapons than sewing with a '\n",
            "               'needle. She names her direwolf Nymeria, after a legendary '\n",
            "               'warrior queen.',\n",
            "    'name': '349_List_of_Game_of_Thrones_characters.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '=== Television series ===\\n'\n",
            "               'Arya Stark is portrayed by English actress Maisie Williams in '\n",
            "               'the television adaption of the book series, this being '\n",
            "               \"Williams' first role as an actress. Williams was chosen from \"\n",
            "               'among 300 actresses across England.\\n'\n",
            "               'Maisie Williams plays the role of Arya Stark in the television '\n",
            "               'series.',\n",
            "    'name': '43_Arya_Stark.txt'}\n",
            "\n",
            "{   'content': '\\n'\n",
            "               '===Brienne of Tarth===\\n'\n",
            "               \"'''Brienne of Tarth''' (seasons 2–8) portrayed by Gwendoline \"\n",
            "               \"Christie. A former member of Renly Baratheon's Kingsguard. She \"\n",
            "               'is a highly trained and skilled warrior made dangerous by the '\n",
            "               'fact that men underestimate her. She is considered ugly '\n",
            "               'because she is abnormally large in height and build, '\n",
            "               'androgynous, and stronger than most men. She wishes to prove '\n",
            "               'her valor in a worthy cause to win respect and acceptance. She '\n",
            "               'becomes infatuated with Renly after he shows her kindness and '\n",
            "               'courtes...',\n",
            "    'name': '349_List_of_Game_of_Thrones_characters.txt'}\n",
            "\n"
          ]
        }
      ],
      "source": [
        "from haystack.utils import print_documents\n",
        "from haystack.pipelines import DocumentSearchPipeline\n",
        "\n",
        "p_retrieval = DocumentSearchPipeline(retriever)\n",
        "res = p_retrieval.run(query=\"Tell me something about Arya Stark?\", params={\"Retriever\": {\"top_k\": 10}})\n",
        "print_documents(res, max_text_len=512)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rnVR28OXA6OA"
      },
      "source": [
        "#### Reader/Generator\n",
        "\n",
        "Similar to previous Tutorials we now initalize our reader/generator.\n",
        "\n",
        "Here we use a `Seq2SeqGenerator` with the *vblagoje/bart_lfqa* model (see: https://huggingface.co/vblagoje/bart_lfqa)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "fyIuWVwhA6OB",
        "outputId": "a88804f3-e3b5-4c82-a2eb-0f369e2ed734",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244,
          "referenced_widgets": [
            "9687b6fe17d54e798d120fd0212dc2a1",
            "1fa3f13e7b274798958b7b748360e007",
            "522b8f8af8da45b0857df46e591bfe04",
            "b334fbfafaa54db0b065ded0fb6116c2",
            "d1a003cdb3164a97928e37e44067727a",
            "7627e90a0a49402c852bdcbcc4803592",
            "d70dca0e7dbe42988e55e61b6457d86b",
            "0e7519a9b6ca4b819e8942238e3f49ae",
            "26544e6d10de4a30b0f99b7860e73bef",
            "189f7151cdf04b32952dad388396ca77",
            "cfbb8cd5b40f44ae9196bd19a4fd066d",
            "19d69e740b84486d9792a108b9cf2929",
            "0e5a466ac3e14a4c9c1e719fddaf752c",
            "162ca66d4ee04770b5fb218ec848a589",
            "5342cd53409047a4a5df84041f8d7497",
            "320cb24a4308469bbdee6f7aedf140a9",
            "a96c37aaa4cd4e5b86e12da6781fcfcd",
            "85664774d53f43408e69b9cf620b5968",
            "25c01ce38d2a4a3b9d2fe4ba1a8ee899",
            "d603f855f29f430e9dc38789f743d166",
            "695d459b07e1414ea769986ff8e79779",
            "239c46f95d4d4c96a9f76d87bebe21ea",
            "2754fb1d6b324293a893391a5beed22a",
            "5a9f9bf7c35f45e79fc1ff563f0591ff",
            "c49c532310434f9fad41c6fee3c80299",
            "46de9e522ad44d82bc5eefc5057742df",
            "43e168e5aef74ba8aa0e540586ba35ca",
            "6d9d7009431542e48f6cdb0940ab1d9c",
            "8a0544f86fe14cceb13342d5b117ed76",
            "ad42d612859b423e8540f1dbf2074016",
            "b919ce38c1e44a42b219caaaa4c5db93",
            "2e60dffd70fa49f9a5f6b7bd8b390475",
            "1fd485d51e7a4ac4ac3095ca1f134a30",
            "bbcde0c9f2c849a39e61c1967450d5cc",
            "4d4db1e3fbfc478b868ab6df0d4de31e",
            "ea1117bd62da46b2aa6fba2ae1a57610",
            "2dadff9699d34c9c9d65c9dec17e5847",
            "46543cba161f4d839c89a193d4e3c7c4",
            "84cad12be0f24a4fa6f8327c0667fa95",
            "de9a9f10c14a46fca3b9704c9c501c8c",
            "304032abaf27419899c8aeea645907a7",
            "2576a8abfbc74e20b1899a86626a0f3c",
            "8c787b0904aa4e7f9a1a9a75023a017e",
            "25ae3b1b194942e4a10761db2da1d4c6",
            "f511d33843c142b6b4c86d24df21e1c4",
            "fb8ee3d24db24bf2ad736c0289de7864",
            "bca85743f9b942269f7a1dde5d142a3a",
            "f72e73a156a94536933ddb2a09d19cbf",
            "bc2efa27d66340a7b928cea7f18ded36",
            "e32cb5d605a842ff961b4102c4f134e6",
            "d38d765d9c1a4591a8e913e189ad0e06",
            "395aa40e6a304d9abac3000770e7f0ef",
            "d5fe135ff3e64cba9c1106ece4c048c5",
            "238a706e85b646d9b28fabc5151b8e2a",
            "8c0591b8417f4e2f9dc9aae84ad4a449",
            "64767f14436a4c158a8d1a90881b9f32",
            "576caa8f32ff47b481e222d7906e46eb",
            "a7b2f6dbdf584fd6b5da274ca145056c",
            "e8d1878ce66e4c71a4268aef3d35cb55",
            "69d3ea60060a4a0b933e1a4157e2b03d",
            "80cc836977b24cc6b09ea999764ec811",
            "d4a39432fb70435c9b5eb61c9c0c8b9c",
            "26419b07474a484d88b9f5fcaf5661b0",
            "8506fe6e82d4406994c8f6a77ef648e9",
            "7008ddc32ca04d7f91033cdd0f4cfa98",
            "746cb89c06354f02a19007f2d3056b30"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO - haystack.modeling.utils -  Using devices: CUDA\n",
            "INFO - haystack.modeling.utils -  Number of GPUs: 1\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/27.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9687b6fe17d54e798d120fd0212dc2a1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.29k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "19d69e740b84486d9792a108b9cf2929"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/878k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2754fb1d6b324293a893391a5beed22a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/446k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "bbcde0c9f2c849a39e61c1967450d5cc"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.29M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f511d33843c142b6b4c86d24df21e1c4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.51G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "64767f14436a4c158a8d1a90881b9f32"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "generator = Seq2SeqGenerator(model_name_or_path=\"vblagoje/bart_lfqa\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "unhLD18yA6OF"
      },
      "source": [
        "### Pipeline\n",
        "\n",
        "With a Haystack `Pipeline` you can stick together your building blocks to a search pipeline.\n",
        "Under the hood, `Pipelines` are Directed Acyclic Graphs (DAGs) that you can easily customize for your own use cases.\n",
        "To speed things up, Haystack also comes with a few predefined Pipelines. One of them is the `GenerativeQAPipeline` that combines a retriever and a reader/generator to answer our questions.\n",
        "You can learn more about `Pipelines` in the [docs](https://haystack.deepset.ai/docs/latest/pipelinesmd)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "TssPQyzWA6OG"
      },
      "outputs": [],
      "source": [
        "from haystack.pipelines import GenerativeQAPipeline\n",
        "\n",
        "pipe = GenerativeQAPipeline(generator, retriever)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bXlBBxKXA6OL"
      },
      "source": [
        "## Voilà! Ask a question!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "Zi97Hif2A6OM",
        "outputId": "3c10eb87-5d99-46a7-e936-a1ef084d4b51",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'answers': [<Answer {'answer': 'Arya Stark is the third child and younger daughter of Lord Eddard Stark and his wife Lady Catelyn Stark. She is tomboyish, headstrong, feisty, independent, disdains traditional female pursuits, and is often mistaken for a boy. She wields a smallsword named Needle, a gift from her half-brother, Jon Snow.', 'type': 'generative', 'score': None, 'context': None, 'offsets_in_document': None, 'offsets_in_context': None, 'document_id': None, 'meta': {'doc_ids': ['2ee56bdd46dfd30b23f91bcc046456a4', '50c34729eb25b43fe5953f90e3f492b8', 'dd0b01f4aee992b812874ee52dbad39e'], 'doc_scores': [0.5667626503400482, 0.5644655925561853, 0.5631150117259119], 'content': [\"'''Arya Stark''' is a fictional character in American author George R. R. Martin's ''A Song of Ice and Fire'' epic fantasy novel series.  She is a prominent point of view character in the novels with the third most viewpoint chapters, and is the only viewpoint character to have appeared in every published book of the series.\\nIntroduced in 1996's ''A Game of Thrones'', Arya is the third child and younger daughter of Lord Eddard Stark and his wife Lady Catelyn Stark.  She is tomboyish, headstrong, feisty, independent, disdains traditional female pursuits, and is often mistaken for a boy.  She wields a smallsword named Needle, a gift from her half-brother, Jon Snow, and is trained in the Braavosi style of sword fighting by Syrio Forel.\\nArya is portrayed by English actress Maisie Williams in HBO's Emmy-winning television adaptation of the novel series, ''Game of Thrones''.  Her performance has garnered critical acclaim, particularly in the second season for her work opposite veteran actor Charles Dance (Tywin Lannister) when she served as his cupbearer. She is among the most popular characters in either version of the story.  Williams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series for the role in 2016. She and the rest of the cast were nominated for Screen Actors Guild Awards for Outstanding Performance by an Ensemble in a Drama Series in 2011, 2013, 2014, 2015, 2016 and 2017.\", '\\n=== Recognition and awards ===\\nMaisie Williams has received several award nominations for her portrayal of Arya. For her performance in the series she received two Portal Awards for Best Supporting Actress and Best Young Actor in 2012, an EWwy Award for Best Supporting Actress in a Drama Series in 2014, and a Saturn Award for Best Performance by a Young Actor in a Television Series in 2015.\\nWilliams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series in 2016. Other nominations include the Portal Award for Best Young Actor in 2011, the SFX Awards for Best Actress in 2012 and 2015, the Gold Derby TV Awards for Breakthrough Performer of the Year in 2012, the Young Artist Award for Best Performance in a TV Series by a Supporting Young Actress in 2013, the EWwy Award for Best Supporting Actress in a Drama Series in 2015, and the Saturn Award for Best Performance by a Young Actor in a Television Series in 2016.', \"\\n=== Television series ===\\nArya Stark is portrayed by English actress Maisie Williams in the television adaption of the book series, this being Williams' first role as an actress. Williams was chosen from among 300 actresses across England.\\nMaisie Williams plays the role of Arya Stark in the television series.\"], 'titles': ['43_Arya_Stark.txt', '43_Arya_Stark.txt', '43_Arya_Stark.txt']}}>],\n",
              " 'documents': [<Document: {'content': \"'''Arya Stark''' is a fictional character in American author George R. R. Martin's ''A Song of Ice and Fire'' epic fantasy novel series.  She is a prominent point of view character in the novels with the third most viewpoint chapters, and is the only viewpoint character to have appeared in every published book of the series.\\nIntroduced in 1996's ''A Game of Thrones'', Arya is the third child and younger daughter of Lord Eddard Stark and his wife Lady Catelyn Stark.  She is tomboyish, headstrong, feisty, independent, disdains traditional female pursuits, and is often mistaken for a boy.  She wields a smallsword named Needle, a gift from her half-brother, Jon Snow, and is trained in the Braavosi style of sword fighting by Syrio Forel.\\nArya is portrayed by English actress Maisie Williams in HBO's Emmy-winning television adaptation of the novel series, ''Game of Thrones''.  Her performance has garnered critical acclaim, particularly in the second season for her work opposite veteran actor Charles Dance (Tywin Lannister) when she served as his cupbearer. She is among the most popular characters in either version of the story.  Williams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series for the role in 2016. She and the rest of the cast were nominated for Screen Actors Guild Awards for Outstanding Performance by an Ensemble in a Drama Series in 2011, 2013, 2014, 2015, 2016 and 2017.\", 'content_type': 'text', 'score': 0.5667626503400482, 'meta': {'name': '43_Arya_Stark.txt', 'vector_id': '1987'}, 'embedding': None, 'id': '2ee56bdd46dfd30b23f91bcc046456a4'}>,\n",
              "  <Document: {'content': '\\n=== Recognition and awards ===\\nMaisie Williams has received several award nominations for her portrayal of Arya. For her performance in the series she received two Portal Awards for Best Supporting Actress and Best Young Actor in 2012, an EWwy Award for Best Supporting Actress in a Drama Series in 2014, and a Saturn Award for Best Performance by a Young Actor in a Television Series in 2015.\\nWilliams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series in 2016. Other nominations include the Portal Award for Best Young Actor in 2011, the SFX Awards for Best Actress in 2012 and 2015, the Gold Derby TV Awards for Breakthrough Performer of the Year in 2012, the Young Artist Award for Best Performance in a TV Series by a Supporting Young Actress in 2013, the EWwy Award for Best Supporting Actress in a Drama Series in 2015, and the Saturn Award for Best Performance by a Young Actor in a Television Series in 2016.', 'content_type': 'text', 'score': 0.5644655925561853, 'meta': {'name': '43_Arya_Stark.txt', 'vector_id': '2005'}, 'embedding': None, 'id': '50c34729eb25b43fe5953f90e3f492b8'}>,\n",
              "  <Document: {'content': \"\\n=== Television series ===\\nArya Stark is portrayed by English actress Maisie Williams in the television adaption of the book series, this being Williams' first role as an actress. Williams was chosen from among 300 actresses across England.\\nMaisie Williams plays the role of Arya Stark in the television series.\", 'content_type': 'text', 'score': 0.5631150117259119, 'meta': {'name': '43_Arya_Stark.txt', 'vector_id': '1996'}, 'embedding': None, 'id': 'dd0b01f4aee992b812874ee52dbad39e'}>],\n",
              " 'node_id': 'Generator',\n",
              " 'params': {'Retriever': {'top_k': 3}},\n",
              " 'query': \"How did Arya Stark's character get portrayed in a television adaptation?\",\n",
              " 'root_node': 'Query'}"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "pipe.run(\n",
        "    query=\"How did Arya Stark's character get portrayed in a television adaptation?\", params={\"Retriever\": {\"top_k\": 3}}\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pipe.run(query=\"Why is Arya Stark an unusual character?\", params={\"Retriever\": {\"top_k\": 3}})"
      ],
      "metadata": {
        "id": "IfTP9BfFGOo6",
        "outputId": "f8889c88-e131-491b-b67c-9d9f94ed09e1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'answers': [<Answer {'answer': 'Arya is the third child of Lord Eddard Stark and his wife Lady Catelyn Stark. She is the only one out of her full-siblings to inherit the Stark features and is said to resemble her late aunt Lyanna in both looks and temperament. Unlike her sister Sansa, who favors activities traditionally befitting a noblewoman and expresses disdain for outdoor activities, Arya shows no interest in dancing, singing and sewing, and revels in fighting and exploring. She wields a smallsword named Needle, and is trained in the Braavosi style of sword fighting by Syrio Forel.', 'type': 'generative', 'score': None, 'context': None, 'offsets_in_document': None, 'offsets_in_context': None, 'document_id': None, 'meta': {'doc_ids': ['2ee56bdd46dfd30b23f91bcc046456a4', 'a64bb94eab347d5cc10686c16b52a4dd', '50c34729eb25b43fe5953f90e3f492b8'], 'doc_scores': [0.5678043676191148, 0.5643267665307206, 0.5635598183959124], 'content': [\"'''Arya Stark''' is a fictional character in American author George R. R. Martin's ''A Song of Ice and Fire'' epic fantasy novel series.  She is a prominent point of view character in the novels with the third most viewpoint chapters, and is the only viewpoint character to have appeared in every published book of the series.\\nIntroduced in 1996's ''A Game of Thrones'', Arya is the third child and younger daughter of Lord Eddard Stark and his wife Lady Catelyn Stark.  She is tomboyish, headstrong, feisty, independent, disdains traditional female pursuits, and is often mistaken for a boy.  She wields a smallsword named Needle, a gift from her half-brother, Jon Snow, and is trained in the Braavosi style of sword fighting by Syrio Forel.\\nArya is portrayed by English actress Maisie Williams in HBO's Emmy-winning television adaptation of the novel series, ''Game of Thrones''.  Her performance has garnered critical acclaim, particularly in the second season for her work opposite veteran actor Charles Dance (Tywin Lannister) when she served as his cupbearer. She is among the most popular characters in either version of the story.  Williams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series for the role in 2016. She and the rest of the cast were nominated for Screen Actors Guild Awards for Outstanding Performance by an Ensemble in a Drama Series in 2011, 2013, 2014, 2015, 2016 and 2017.\", '\\n=== Description ===\\nArya is left-handed and talented in sums and housekeeping, and is excellent at horse-riding.  In contrast to her more praised sister Sansa, who favors activities traditionally befitting a noblewoman and expresses disdain for outdoor activities, Arya shows no interest in dancing, singing and sewing, and revels in fighting and exploring, much to the chagrin of her mother and household tutor Septa Mordane.  She is described as \"wolf-blooded\", blunt, impulsive and \"always difficult to tame\" by her mother, and was given the nickname \"Arya Underfoot\" by the guards of Winterfell.  She is particularly close to her bastard half-brother Jon Snow, who encourages her to learn how to fight and gives her the smallsword Needle.  The sword is well suited to Arya\\'s slender build and her favored \"Water Dance\" (fencing) style  which emphasizes speed and agility with a thin, light rapier used in quick thrusting attacks.  Throughout her travels, Arya displays great resourcefulness and cunning and also becomes increasingly ruthless.\\nArya is the only one out of her full-siblings to inherit the Stark features and is said to resemble her late aunt Lyanna in both looks and temperament.  At the start of the series, she is generally regarded as messy and plain-looking, and often mistaken for a boy; but there are multiple instances in the books of her (favorable) comparison to the beautiful Lyanna, and catching the eye of men later on in the series.  She is also a skinchanger, capable of telepathically possessing her direwolf Nymeria in dreams, as well as psychically bonding with a street tomcat in Braavos.', '\\n=== Recognition and awards ===\\nMaisie Williams has received several award nominations for her portrayal of Arya. For her performance in the series she received two Portal Awards for Best Supporting Actress and Best Young Actor in 2012, an EWwy Award for Best Supporting Actress in a Drama Series in 2014, and a Saturn Award for Best Performance by a Young Actor in a Television Series in 2015.\\nWilliams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series in 2016. Other nominations include the Portal Award for Best Young Actor in 2011, the SFX Awards for Best Actress in 2012 and 2015, the Gold Derby TV Awards for Breakthrough Performer of the Year in 2012, the Young Artist Award for Best Performance in a TV Series by a Supporting Young Actress in 2013, the EWwy Award for Best Supporting Actress in a Drama Series in 2015, and the Saturn Award for Best Performance by a Young Actor in a Television Series in 2016.'], 'titles': ['43_Arya_Stark.txt', '43_Arya_Stark.txt', '43_Arya_Stark.txt']}}>],\n",
              " 'documents': [<Document: {'content': \"'''Arya Stark''' is a fictional character in American author George R. R. Martin's ''A Song of Ice and Fire'' epic fantasy novel series.  She is a prominent point of view character in the novels with the third most viewpoint chapters, and is the only viewpoint character to have appeared in every published book of the series.\\nIntroduced in 1996's ''A Game of Thrones'', Arya is the third child and younger daughter of Lord Eddard Stark and his wife Lady Catelyn Stark.  She is tomboyish, headstrong, feisty, independent, disdains traditional female pursuits, and is often mistaken for a boy.  She wields a smallsword named Needle, a gift from her half-brother, Jon Snow, and is trained in the Braavosi style of sword fighting by Syrio Forel.\\nArya is portrayed by English actress Maisie Williams in HBO's Emmy-winning television adaptation of the novel series, ''Game of Thrones''.  Her performance has garnered critical acclaim, particularly in the second season for her work opposite veteran actor Charles Dance (Tywin Lannister) when she served as his cupbearer. She is among the most popular characters in either version of the story.  Williams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series for the role in 2016. She and the rest of the cast were nominated for Screen Actors Guild Awards for Outstanding Performance by an Ensemble in a Drama Series in 2011, 2013, 2014, 2015, 2016 and 2017.\", 'content_type': 'text', 'score': 0.5678043676191148, 'meta': {'name': '43_Arya_Stark.txt', 'vector_id': '1987'}, 'embedding': None, 'id': '2ee56bdd46dfd30b23f91bcc046456a4'}>,\n",
              "  <Document: {'content': '\\n=== Description ===\\nArya is left-handed and talented in sums and housekeeping, and is excellent at horse-riding.  In contrast to her more praised sister Sansa, who favors activities traditionally befitting a noblewoman and expresses disdain for outdoor activities, Arya shows no interest in dancing, singing and sewing, and revels in fighting and exploring, much to the chagrin of her mother and household tutor Septa Mordane.  She is described as \"wolf-blooded\", blunt, impulsive and \"always difficult to tame\" by her mother, and was given the nickname \"Arya Underfoot\" by the guards of Winterfell.  She is particularly close to her bastard half-brother Jon Snow, who encourages her to learn how to fight and gives her the smallsword Needle.  The sword is well suited to Arya\\'s slender build and her favored \"Water Dance\" (fencing) style  which emphasizes speed and agility with a thin, light rapier used in quick thrusting attacks.  Throughout her travels, Arya displays great resourcefulness and cunning and also becomes increasingly ruthless.\\nArya is the only one out of her full-siblings to inherit the Stark features and is said to resemble her late aunt Lyanna in both looks and temperament.  At the start of the series, she is generally regarded as messy and plain-looking, and often mistaken for a boy; but there are multiple instances in the books of her (favorable) comparison to the beautiful Lyanna, and catching the eye of men later on in the series.  She is also a skinchanger, capable of telepathically possessing her direwolf Nymeria in dreams, as well as psychically bonding with a street tomcat in Braavos.', 'content_type': 'text', 'score': 0.5643267665307206, 'meta': {'name': '43_Arya_Stark.txt', 'vector_id': '1989'}, 'embedding': None, 'id': 'a64bb94eab347d5cc10686c16b52a4dd'}>,\n",
              "  <Document: {'content': '\\n=== Recognition and awards ===\\nMaisie Williams has received several award nominations for her portrayal of Arya. For her performance in the series she received two Portal Awards for Best Supporting Actress and Best Young Actor in 2012, an EWwy Award for Best Supporting Actress in a Drama Series in 2014, and a Saturn Award for Best Performance by a Young Actor in a Television Series in 2015.\\nWilliams was nominated for a Primetime Emmy Award for Outstanding Supporting Actress in a Drama Series in 2016. Other nominations include the Portal Award for Best Young Actor in 2011, the SFX Awards for Best Actress in 2012 and 2015, the Gold Derby TV Awards for Breakthrough Performer of the Year in 2012, the Young Artist Award for Best Performance in a TV Series by a Supporting Young Actress in 2013, the EWwy Award for Best Supporting Actress in a Drama Series in 2015, and the Saturn Award for Best Performance by a Young Actor in a Television Series in 2016.', 'content_type': 'text', 'score': 0.5635598183959124, 'meta': {'name': '43_Arya_Stark.txt', 'vector_id': '2005'}, 'embedding': None, 'id': '50c34729eb25b43fe5953f90e3f492b8'}>],\n",
              " 'node_id': 'Generator',\n",
              " 'params': {'Retriever': {'top_k': 3}},\n",
              " 'query': 'Why is Arya Stark an unusual character?',\n",
              " 'root_node': 'Query'}"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "collapsed": false,
        "id": "i88KdOc2wUXQ"
      },
      "source": [
        "## About us\n",
        "\n",
        "This [Haystack](https://github.com/deepset-ai/haystack/) notebook was made with love by [deepset](https://deepset.ai/) in Berlin, Germany\n",
        "\n",
        "We bring NLP to the industry via open source!\n",
        "Our focus: Industry specific language models & large scale QA systems.\n",
        "\n",
        "Some of our other work:\n",
        "- [German BERT](https://deepset.ai/german-bert)\n",
        "- [GermanQuAD and GermanDPR](https://deepset.ai/germanquad)\n",
        "- [FARM](https://github.com/deepset-ai/FARM)\n",
        "\n",
        "Get in touch:\n",
        "[Twitter](https://twitter.com/deepset_ai) | [LinkedIn](https://www.linkedin.com/company/deepset-ai/) | [Slack](https://haystack.deepset.ai/community/join) | [GitHub Discussions](https://github.com/deepset-ai/haystack/discussions) | [Website](https://deepset.ai)\n",
        "\n",
        "By the way: [we're hiring!](https://www.deepset.ai/jobs)"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "LFQA_via_Haystack.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "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": "3.6.9"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "a83b5fcc0b854b549e02723f5f4c7c2d": {
          "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_0c3d9221fca34af997b7979d95f3d4c9",
              "IPY_MODEL_f6e8892028ab46fd819376404ddb8757",
              "IPY_MODEL_313132c772274775a7d1c93afb3a0b29"
            ],
            "layout": "IPY_MODEL_7693c3a4ba67475e90acd7646a310353"
          }
        },
        "0c3d9221fca34af997b7979d95f3d4c9": {
          "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_c9bba20c0985445db4df7d6105bce54a",
            "placeholder": "​",
            "style": "IPY_MODEL_6ba7a40792a143b196ea277bb41f6415",
            "value": "Writing Documents: "
          }
        },
        "f6e8892028ab46fd819376404ddb8757": {
          "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_6ed32b76778d445fafbb6573bf4e687e",
            "max": 2497,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_878785bf07d14506b46940b42752ed64",
            "value": 2497
          }
        },
        "313132c772274775a7d1c93afb3a0b29": {
          "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_30ba39095c1247cd803193746a1c536d",
            "placeholder": "​",
            "style": "IPY_MODEL_5a871a6b54554e5c8f768a8a228b3b35",
            "value": " 10000/? [00:07&lt;00:00, 1317.56it/s]"
          }
        },
        "7693c3a4ba67475e90acd7646a310353": {
          "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
          }
        },
        "c9bba20c0985445db4df7d6105bce54a": {
          "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
          }
        },
        "6ba7a40792a143b196ea277bb41f6415": {
          "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": ""
          }
        },
        "6ed32b76778d445fafbb6573bf4e687e": {
          "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
          }
        },
        "878785bf07d14506b46940b42752ed64": {
          "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": ""
          }
        },
        "30ba39095c1247cd803193746a1c536d": {
          "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
          }
        },
        "5a871a6b54554e5c8f768a8a228b3b35": {
          "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": ""
          }
        },
        "8cde83d87cee4d7889239ed687e15767": {
          "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_19746b2a3f704adc9f6eab686e663aa5",
              "IPY_MODEL_33d37b51f9d04e82aad82cd87fa34982",
              "IPY_MODEL_a7bca9eb51fb4f349ad0535d3a207d74"
            ],
            "layout": "IPY_MODEL_d539ab2cc7a8435f927645000b7aba17"
          }
        },
        "19746b2a3f704adc9f6eab686e663aa5": {
          "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_e16e975cd7d04942a74ac76d1821e361",
            "placeholder": "​",
            "style": "IPY_MODEL_620433146d424937a604a0eaf7fd80d3",
            "value": "Downloading: 100%"
          }
        },
        "33d37b51f9d04e82aad82cd87fa34982": {
          "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_0010b6b920474f5db474fe8f8599e9c2",
            "max": 231508,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_64252fc9c4a742029b67ed0138dc63ce",
            "value": 231508
          }
        },
        "a7bca9eb51fb4f349ad0535d3a207d74": {
          "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_a97d2de451c04f2fb7ca496cda8b14d6",
            "placeholder": "​",
            "style": "IPY_MODEL_831f009e025f4d12bc5c559535102998",
            "value": " 226k/226k [00:00&lt;00:00, 924kB/s]"
          }
        },
        "d539ab2cc7a8435f927645000b7aba17": {
          "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
          }
        },
        "e16e975cd7d04942a74ac76d1821e361": {
          "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
          }
        },
        "620433146d424937a604a0eaf7fd80d3": {
          "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": ""
          }
        },
        "0010b6b920474f5db474fe8f8599e9c2": {
          "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
          }
        },
        "64252fc9c4a742029b67ed0138dc63ce": {
          "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": ""
          }
        },
        "a97d2de451c04f2fb7ca496cda8b14d6": {
          "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
          }
        },
        "831f009e025f4d12bc5c559535102998": {
          "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": ""
          }
        },
        "32d2ca908c234c19a06540e2c16f78ed": {
          "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_ce876891b7d04c69bc458470df2406e8",
              "IPY_MODEL_fb14db3b058b4a969ae6ab8ce45d067c",
              "IPY_MODEL_504b196da0c44cd78dac413c2a8a337e"
            ],
            "layout": "IPY_MODEL_0d39fed427d943f98800af76a2aafe79"
          }
        },
        "ce876891b7d04c69bc458470df2406e8": {
          "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_52811e2a6b0a456f9903ad6038088a69",
            "placeholder": "​",
            "style": "IPY_MODEL_350de3f9b9f5444aa448b9e2075353c4",
            "value": "Downloading: 100%"
          }
        },
        "fb14db3b058b4a969ae6ab8ce45d067c": {
          "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_4823b3aef6844d4e97ccf00b979b5ae9",
            "max": 466062,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_36796227b223425898f6ddcb05143f7b",
            "value": 466062
          }
        },
        "504b196da0c44cd78dac413c2a8a337e": {
          "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_66ae5e7bb42845bc81e86dacfad63222",
            "placeholder": "​",
            "style": "IPY_MODEL_9db9489057404f95b5d254d9ed642534",
            "value": " 455k/455k [00:00&lt;00:00, 9.32kB/s]"
          }
        },
        "0d39fed427d943f98800af76a2aafe79": {
          "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
          }
        },
        "52811e2a6b0a456f9903ad6038088a69": {
          "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
          }
        },
        "350de3f9b9f5444aa448b9e2075353c4": {
          "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": ""
          }
        },
        "4823b3aef6844d4e97ccf00b979b5ae9": {
          "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
          }
        },
        "36796227b223425898f6ddcb05143f7b": {
          "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": ""
          }
        },
        "66ae5e7bb42845bc81e86dacfad63222": {
          "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
          }
        },
        "9db9489057404f95b5d254d9ed642534": {
          "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": ""
          }
        },
        "27a666d68ac84399b69c60afacdf3d1c": {
          "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_ccaaea7b68c34013ad411f15eafa6805",
              "IPY_MODEL_e4eed7ae76644d18b8f99f7802f2620b",
              "IPY_MODEL_09afa259420c4de2a1ba329e1b445d7e"
            ],
            "layout": "IPY_MODEL_8b4cf161d16645c1a4f2024fb104cc4c"
          }
        },
        "ccaaea7b68c34013ad411f15eafa6805": {
          "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_b401a59097254dfa875f64cc21785514",
            "placeholder": "​",
            "style": "IPY_MODEL_26a314018373413a84d1e33459ab82da",
            "value": "Downloading: 100%"
          }
        },
        "e4eed7ae76644d18b8f99f7802f2620b": {
          "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_e7d6266b6fef4d8c88e98f6e1f4f5756",
            "max": 28,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e27eae86d87146018ada12c1c058eef3",
            "value": 28
          }
        },
        "09afa259420c4de2a1ba329e1b445d7e": {
          "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_7099eacd9523462da88a1e64d9ec3605",
            "placeholder": "​",
            "style": "IPY_MODEL_6ccd2b26a49d4e4ea3347cd8a0aa2f4c",
            "value": " 28.0/28.0 [00:00&lt;00:00, 443B/s]"
          }
        },
        "8b4cf161d16645c1a4f2024fb104cc4c": {
          "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
          }
        },
        "b401a59097254dfa875f64cc21785514": {
          "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
          }
        },
        "26a314018373413a84d1e33459ab82da": {
          "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": ""
          }
        },
        "e7d6266b6fef4d8c88e98f6e1f4f5756": {
          "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
          }
        },
        "e27eae86d87146018ada12c1c058eef3": {
          "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": ""
          }
        },
        "7099eacd9523462da88a1e64d9ec3605": {
          "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
          }
        },
        "6ccd2b26a49d4e4ea3347cd8a0aa2f4c": {
          "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": ""
          }
        },
        "d2e97044b03340289b47c718c485e031": {
          "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_a93267e2a87847d987f0bd7e8c2aef50",
              "IPY_MODEL_ed458e4dfa214fdf9dac3dcce5b94510",
              "IPY_MODEL_2b3c655d9030487a9a3bc9c9664bc54c"
            ],
            "layout": "IPY_MODEL_f661a81df38f4fdb9fb1bd52412d096d"
          }
        },
        "a93267e2a87847d987f0bd7e8c2aef50": {
          "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_7e531a6d71164ca3914991a9baee858c",
            "placeholder": "​",
            "style": "IPY_MODEL_858bcf34f4e64248b22d4afaa9af72d3",
            "value": "Downloading: 100%"
          }
        },
        "ed458e4dfa214fdf9dac3dcce5b94510": {
          "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_0c09298007fa44a993ec77dd5ee034e8",
            "max": 495,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6fd47ed82a69444584ae780dfcd2bc3f",
            "value": 495
          }
        },
        "2b3c655d9030487a9a3bc9c9664bc54c": {
          "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_40ae65b289064227b091b0fa7f315576",
            "placeholder": "​",
            "style": "IPY_MODEL_325546d078d24efb8735bb8035237933",
            "value": " 495/495 [00:00&lt;00:00, 9.23kB/s]"
          }
        },
        "f661a81df38f4fdb9fb1bd52412d096d": {
          "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
          }
        },
        "7e531a6d71164ca3914991a9baee858c": {
          "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
          }
        },
        "858bcf34f4e64248b22d4afaa9af72d3": {
          "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": ""
          }
        },
        "0c09298007fa44a993ec77dd5ee034e8": {
          "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
          }
        },
        "6fd47ed82a69444584ae780dfcd2bc3f": {
          "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": ""
          }
        },
        "40ae65b289064227b091b0fa7f315576": {
          "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
          }
        },
        "325546d078d24efb8735bb8035237933": {
          "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": ""
          }
        },
        "f1c93f9165ee46bb8b371c6b595965ee": {
          "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_ddd84de0c22d48acba3663f8f2bcfdc2",
              "IPY_MODEL_6e71d90cffe642f6a942501d993af6df",
              "IPY_MODEL_a58b57b40154499bafdba836e068ca4d"
            ],
            "layout": "IPY_MODEL_84b45ee2df9840b18e70f93339833a17"
          }
        },
        "ddd84de0c22d48acba3663f8f2bcfdc2": {
          "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_cae08f47dd23497499d8437526b1a716",
            "placeholder": "​",
            "style": "IPY_MODEL_ba35a765ad80424da570bd9c4a462d2d",
            "value": "Downloading: 100%"
          }
        },
        "6e71d90cffe642f6a942501d993af6df": {
          "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_08b3217c39384a12a15795a760b1b06d",
            "max": 438413613,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b87a6d635d5d490ebeaa2243489fab68",
            "value": 438413613
          }
        },
        "a58b57b40154499bafdba836e068ca4d": {
          "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_e9acfbe9beb24db9b4b0064afbd24d11",
            "placeholder": "​",
            "style": "IPY_MODEL_771ca5feab054899a460ab585db02082",
            "value": " 418M/418M [00:11&lt;00:00, 60.4MB/s]"
          }
        },
        "84b45ee2df9840b18e70f93339833a17": {
          "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
          }
        },
        "cae08f47dd23497499d8437526b1a716": {
          "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
          }
        },
        "ba35a765ad80424da570bd9c4a462d2d": {
          "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": ""
          }
        },
        "08b3217c39384a12a15795a760b1b06d": {
          "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
          }
        },
        "b87a6d635d5d490ebeaa2243489fab68": {
          "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": ""
          }
        },
        "e9acfbe9beb24db9b4b0064afbd24d11": {
          "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
          }
        },
        "771ca5feab054899a460ab585db02082": {
          "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": ""
          }
        },
        "3945d993aab9420997bc873f02b7c733": {
          "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_d6223f9824f64c1f818913f65281db36",
              "IPY_MODEL_f4deed9759a2445e8aa267913e546f96",
              "IPY_MODEL_1a9f2343eba34d2cbe8ae4d0f95071ea"
            ],
            "layout": "IPY_MODEL_3363dc1b3e2147d193e4efacbbf88b98"
          }
        },
        "d6223f9824f64c1f818913f65281db36": {
          "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_51502467b449472fb04d28ba5d1af5a6",
            "placeholder": "​",
            "style": "IPY_MODEL_c0e87102deea43cdad652cabe44de1df",
            "value": "Downloading: 100%"
          }
        },
        "f4deed9759a2445e8aa267913e546f96": {
          "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_4d4ee371bda44fa88f5516d3d9ad83f4",
            "max": 231508,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_dc7b679ab539406fa5dd85dbdd057c44",
            "value": 231508
          }
        },
        "1a9f2343eba34d2cbe8ae4d0f95071ea": {
          "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_5e9b90899e6b4cd1bc506a22966d2196",
            "placeholder": "​",
            "style": "IPY_MODEL_1dc2bc067e4a4605aa4f60f52242ab97",
            "value": " 226k/226k [00:00&lt;00:00, 4.91MB/s]"
          }
        },
        "3363dc1b3e2147d193e4efacbbf88b98": {
          "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
          }
        },
        "51502467b449472fb04d28ba5d1af5a6": {
          "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
          }
        },
        "c0e87102deea43cdad652cabe44de1df": {
          "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": ""
          }
        },
        "4d4ee371bda44fa88f5516d3d9ad83f4": {
          "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
          }
        },
        "dc7b679ab539406fa5dd85dbdd057c44": {
          "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": ""
          }
        },
        "5e9b90899e6b4cd1bc506a22966d2196": {
          "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
          }
        },
        "1dc2bc067e4a4605aa4f60f52242ab97": {
          "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": ""
          }
        },
        "af24c0fcdac34cba9984ad7a88bcdedb": {
          "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_815dd07228614eacbf2cc122518831a1",
              "IPY_MODEL_8f42f40859ca49b49a1bb8814d3ee034",
              "IPY_MODEL_d5670d57732d47f09f0f7123a40488bd"
            ],
            "layout": "IPY_MODEL_48160ce07a38472092c7b6f5b04c2247"
          }
        },
        "815dd07228614eacbf2cc122518831a1": {
          "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_ca44d7569e9346589c8f559c10b0d448",
            "placeholder": "​",
            "style": "IPY_MODEL_68ae2dee8ba446ac9b8efc20cbd4cd68",
            "value": "Downloading: 100%"
          }
        },
        "8f42f40859ca49b49a1bb8814d3ee034": {
          "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_7657abfa60d04b24821e73b5146f8350",
            "max": 466062,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_55468bd99e45469b8380f2b1036deb2a",
            "value": 466062
          }
        },
        "d5670d57732d47f09f0f7123a40488bd": {
          "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_d351e55d300648ea99b3917b6e29e86d",
            "placeholder": "​",
            "style": "IPY_MODEL_b2eb7be0b2cb405f941a832af8316d7b",
            "value": " 455k/455k [00:00&lt;00:00, 8.74MB/s]"
          }
        },
        "48160ce07a38472092c7b6f5b04c2247": {
          "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
          }
        },
        "ca44d7569e9346589c8f559c10b0d448": {
          "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
          }
        },
        "68ae2dee8ba446ac9b8efc20cbd4cd68": {
          "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": ""
          }
        },
        "7657abfa60d04b24821e73b5146f8350": {
          "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
          }
        },
        "55468bd99e45469b8380f2b1036deb2a": {
          "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": ""
          }
        },
        "d351e55d300648ea99b3917b6e29e86d": {
          "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
          }
        },
        "b2eb7be0b2cb405f941a832af8316d7b": {
          "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": ""
          }
        },
        "d0a77a978d734d2db1bcdf117ab1e440": {
          "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_96708f5647b64d74b53498b2f90f43cc",
              "IPY_MODEL_8ebf4080f47a4aa28c26aba21dfec019",
              "IPY_MODEL_4af4e62d87ec450882c5f0aa8b2d5b52"
            ],
            "layout": "IPY_MODEL_f068ba36cbce4a50bd41e4678c739b44"
          }
        },
        "96708f5647b64d74b53498b2f90f43cc": {
          "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_13f53e849bd54229aa77f7c396998f3e",
            "placeholder": "​",
            "style": "IPY_MODEL_863df22d4836431ebe17580614cd4bd2",
            "value": "Downloading: 100%"
          }
        },
        "8ebf4080f47a4aa28c26aba21dfec019": {
          "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_83e7c67a98a048cd8833cf323993d763",
            "max": 28,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_867a26a1be2249dab07042720c31d543",
            "value": 28
          }
        },
        "4af4e62d87ec450882c5f0aa8b2d5b52": {
          "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_4a22514ab677463c8c1e4d258dc1ca38",
            "placeholder": "​",
            "style": "IPY_MODEL_a62c7ac2e77d479eb3246a24ad44ceeb",
            "value": " 28.0/28.0 [00:00&lt;00:00, 890B/s]"
          }
        },
        "f068ba36cbce4a50bd41e4678c739b44": {
          "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
          }
        },
        "13f53e849bd54229aa77f7c396998f3e": {
          "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
          }
        },
        "863df22d4836431ebe17580614cd4bd2": {
          "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": ""
          }
        },
        "83e7c67a98a048cd8833cf323993d763": {
          "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
          }
        },
        "867a26a1be2249dab07042720c31d543": {
          "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": ""
          }
        },
        "4a22514ab677463c8c1e4d258dc1ca38": {
          "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
          }
        },
        "a62c7ac2e77d479eb3246a24ad44ceeb": {
          "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": ""
          }
        },
        "08a3b6aa91db420ba9ad4c4767c31a01": {
          "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_10a63493e2a34d6ab73957ec0f840d0f",
              "IPY_MODEL_130f62414966452aa4f05826424bf1d8",
              "IPY_MODEL_db14eee6598e493f85f34133fbb2ca09"
            ],
            "layout": "IPY_MODEL_6c15a8b41e734017867dbdef6311cad9"
          }
        },
        "10a63493e2a34d6ab73957ec0f840d0f": {
          "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_52ae10dff2da43dda5f8ff53fa80d51b",
            "placeholder": "​",
            "style": "IPY_MODEL_2e67aa8f603c4ea89a1c3fc476b34359",
            "value": "Downloading: 100%"
          }
        },
        "130f62414966452aa4f05826424bf1d8": {
          "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_5b1bd7a9fbcd4b5fa5572870d6a4985b",
            "max": 494,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7a4730ef78ca4bba890c40e3ac7599a0",
            "value": 494
          }
        },
        "db14eee6598e493f85f34133fbb2ca09": {
          "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_d7e805bcfa5b454681c729748c58d168",
            "placeholder": "​",
            "style": "IPY_MODEL_2516ffa3c15e40929d60cad7568f5fe9",
            "value": " 494/494 [00:00&lt;00:00, 17.7kB/s]"
          }
        },
        "6c15a8b41e734017867dbdef6311cad9": {
          "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
          }
        },
        "52ae10dff2da43dda5f8ff53fa80d51b": {
          "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
          }
        },
        "2e67aa8f603c4ea89a1c3fc476b34359": {
          "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": ""
          }
        },
        "5b1bd7a9fbcd4b5fa5572870d6a4985b": {
          "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
          }
        },
        "7a4730ef78ca4bba890c40e3ac7599a0": {
          "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": ""
          }
        },
        "d7e805bcfa5b454681c729748c58d168": {
          "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
          }
        },
        "2516ffa3c15e40929d60cad7568f5fe9": {
          "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": ""
          }
        },
        "465ccfe685ca4d48b653677ee5381e7d": {
          "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_beabb3f07fab40f8bd9168cd5decb01b",
              "IPY_MODEL_ece957cdcad846178e7ba2670e3bd221",
              "IPY_MODEL_ddd6d66cc28243e59573e06ac0e771b8"
            ],
            "layout": "IPY_MODEL_c2595fa94ef341bdba0877b37d09ab08"
          }
        },
        "beabb3f07fab40f8bd9168cd5decb01b": {
          "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_249483ff7d7643369f4708c4a0e45147",
            "placeholder": "​",
            "style": "IPY_MODEL_0b5e51950c124adf8bfbfdc0ca193213",
            "value": "Downloading: 100%"
          }
        },
        "ece957cdcad846178e7ba2670e3bd221": {
          "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_cc6635b12d8d4e7da276fef70f6c8c4a",
            "max": 438411501,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_133d71253409434eba1279537ba9ba33",
            "value": 438411501
          }
        },
        "ddd6d66cc28243e59573e06ac0e771b8": {
          "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_5e2dc491eba4497eba583f712ed022a0",
            "placeholder": "​",
            "style": "IPY_MODEL_d4d5d44f956a441ab97ef64097078b22",
            "value": " 418M/418M [00:07&lt;00:00, 56.8MB/s]"
          }
        },
        "c2595fa94ef341bdba0877b37d09ab08": {
          "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
          }
        },
        "249483ff7d7643369f4708c4a0e45147": {
          "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
          }
        },
        "0b5e51950c124adf8bfbfdc0ca193213": {
          "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": ""
          }
        },
        "cc6635b12d8d4e7da276fef70f6c8c4a": {
          "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
          }
        },
        "133d71253409434eba1279537ba9ba33": {
          "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": ""
          }
        },
        "5e2dc491eba4497eba583f712ed022a0": {
          "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
          }
        },
        "d4d5d44f956a441ab97ef64097078b22": {
          "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": ""
          }
        },
        "b231331a902740979962cf3dea2c4367": {
          "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_aa96fcb519b64b5787a3a84d575cc2f5",
              "IPY_MODEL_fa95d25f1976476ca168870381a71424",
              "IPY_MODEL_256f9381ebd7463c83c4eba4d00e0b46"
            ],
            "layout": "IPY_MODEL_ee6f788d34e64128889e63c5c271795c"
          }
        },
        "aa96fcb519b64b5787a3a84d575cc2f5": {
          "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_4bd626503c974f18a42f82282affd45d",
            "placeholder": "​",
            "style": "IPY_MODEL_3f17df490d2c4858a56b9109e6e6115b",
            "value": "Documents Processed: "
          }
        },
        "fa95d25f1976476ca168870381a71424": {
          "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_f3e0e88c1a434ffb8dce4a224f4f1992",
            "max": 2357,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_cfc12c5bd4174e15a3f2afdd31bead95",
            "value": 2357
          }
        },
        "256f9381ebd7463c83c4eba4d00e0b46": {
          "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_29140cf01d684f08b687e4d755a45916",
            "placeholder": "​",
            "style": "IPY_MODEL_0d4bc297383c46b7a38d865b1fd703c4",
            "value": " 10000/? [00:36&lt;00:00, 271.93 docs/s]"
          }
        },
        "ee6f788d34e64128889e63c5c271795c": {
          "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
          }
        },
        "4bd626503c974f18a42f82282affd45d": {
          "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
          }
        },
        "3f17df490d2c4858a56b9109e6e6115b": {
          "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": ""
          }
        },
        "f3e0e88c1a434ffb8dce4a224f4f1992": {
          "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
          }
        },
        "cfc12c5bd4174e15a3f2afdd31bead95": {
          "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": ""
          }
        },
        "29140cf01d684f08b687e4d755a45916": {
          "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
          }
        },
        "0d4bc297383c46b7a38d865b1fd703c4": {
          "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": ""
          }
        },
        "f1df673e3caa40e7a7bc2aa5fd6daff3": {
          "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_5b91f3a5683d46b1b5868a48e239a3fa",
              "IPY_MODEL_98590bbc342c423fad5bc42da8627870",
              "IPY_MODEL_afd503db90eb4770a46fc1e932b60510"
            ],
            "layout": "IPY_MODEL_64f34a8bffab4b17a1db9c75c0dbf4e8"
          }
        },
        "5b91f3a5683d46b1b5868a48e239a3fa": {
          "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_761f6597d63d46029bfe22db047661df",
            "placeholder": "​",
            "style": "IPY_MODEL_5467bbc57fdd48f3b958e91979dab2bc",
            "value": "Create embeddings:  99%"
          }
        },
        "98590bbc342c423fad5bc42da8627870": {
          "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": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_68eac812fed440418dc10be936a96914",
            "max": 2368,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d8219ada5b7c4b409fa9fb5d4039ff4e",
            "value": 2368
          }
        },
        "afd503db90eb4770a46fc1e932b60510": {
          "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_0d82da4801e54c8d9ea6905c2002b2c7",
            "placeholder": "​",
            "style": "IPY_MODEL_7450b1c29e064f8987a98999a8b53dc9",
            "value": " 2352/2368 [00:33&lt;00:00, 68.76 Docs/s]"
          }
        },
        "64f34a8bffab4b17a1db9c75c0dbf4e8": {
          "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
          }
        },
        "761f6597d63d46029bfe22db047661df": {
          "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
          }
        },
        "5467bbc57fdd48f3b958e91979dab2bc": {
          "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": ""
          }
        },
        "68eac812fed440418dc10be936a96914": {
          "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
          }
        },
        "d8219ada5b7c4b409fa9fb5d4039ff4e": {
          "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": ""
          }
        },
        "0d82da4801e54c8d9ea6905c2002b2c7": {
          "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
          }
        },
        "7450b1c29e064f8987a98999a8b53dc9": {
          "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": ""
          }
        },
        "9687b6fe17d54e798d120fd0212dc2a1": {
          "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_1fa3f13e7b274798958b7b748360e007",
              "IPY_MODEL_522b8f8af8da45b0857df46e591bfe04",
              "IPY_MODEL_b334fbfafaa54db0b065ded0fb6116c2"
            ],
            "layout": "IPY_MODEL_d1a003cdb3164a97928e37e44067727a"
          }
        },
        "1fa3f13e7b274798958b7b748360e007": {
          "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_7627e90a0a49402c852bdcbcc4803592",
            "placeholder": "​",
            "style": "IPY_MODEL_d70dca0e7dbe42988e55e61b6457d86b",
            "value": "Downloading: 100%"
          }
        },
        "522b8f8af8da45b0857df46e591bfe04": {
          "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_0e7519a9b6ca4b819e8942238e3f49ae",
            "max": 27,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_26544e6d10de4a30b0f99b7860e73bef",
            "value": 27
          }
        },
        "b334fbfafaa54db0b065ded0fb6116c2": {
          "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_189f7151cdf04b32952dad388396ca77",
            "placeholder": "​",
            "style": "IPY_MODEL_cfbb8cd5b40f44ae9196bd19a4fd066d",
            "value": " 27.0/27.0 [00:00&lt;00:00, 947B/s]"
          }
        },
        "d1a003cdb3164a97928e37e44067727a": {
          "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
          }
        },
        "7627e90a0a49402c852bdcbcc4803592": {
          "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
          }
        },
        "d70dca0e7dbe42988e55e61b6457d86b": {
          "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": ""
          }
        },
        "0e7519a9b6ca4b819e8942238e3f49ae": {
          "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
          }
        },
        "26544e6d10de4a30b0f99b7860e73bef": {
          "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": ""
          }
        },
        "189f7151cdf04b32952dad388396ca77": {
          "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
          }
        },
        "cfbb8cd5b40f44ae9196bd19a4fd066d": {
          "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": ""
          }
        },
        "19d69e740b84486d9792a108b9cf2929": {
          "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_0e5a466ac3e14a4c9c1e719fddaf752c",
              "IPY_MODEL_162ca66d4ee04770b5fb218ec848a589",
              "IPY_MODEL_5342cd53409047a4a5df84041f8d7497"
            ],
            "layout": "IPY_MODEL_320cb24a4308469bbdee6f7aedf140a9"
          }
        },
        "0e5a466ac3e14a4c9c1e719fddaf752c": {
          "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_a96c37aaa4cd4e5b86e12da6781fcfcd",
            "placeholder": "​",
            "style": "IPY_MODEL_85664774d53f43408e69b9cf620b5968",
            "value": "Downloading: 100%"
          }
        },
        "162ca66d4ee04770b5fb218ec848a589": {
          "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_25c01ce38d2a4a3b9d2fe4ba1a8ee899",
            "max": 1321,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d603f855f29f430e9dc38789f743d166",
            "value": 1321
          }
        },
        "5342cd53409047a4a5df84041f8d7497": {
          "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_695d459b07e1414ea769986ff8e79779",
            "placeholder": "​",
            "style": "IPY_MODEL_239c46f95d4d4c96a9f76d87bebe21ea",
            "value": " 1.29k/1.29k [00:00&lt;00:00, 43.0kB/s]"
          }
        },
        "320cb24a4308469bbdee6f7aedf140a9": {
          "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
          }
        },
        "a96c37aaa4cd4e5b86e12da6781fcfcd": {
          "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
          }
        },
        "85664774d53f43408e69b9cf620b5968": {
          "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": ""
          }
        },
        "25c01ce38d2a4a3b9d2fe4ba1a8ee899": {
          "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
          }
        },
        "d603f855f29f430e9dc38789f743d166": {
          "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": ""
          }
        },
        "695d459b07e1414ea769986ff8e79779": {
          "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
          }
        },
        "239c46f95d4d4c96a9f76d87bebe21ea": {
          "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": ""
          }
        },
        "2754fb1d6b324293a893391a5beed22a": {
          "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_5a9f9bf7c35f45e79fc1ff563f0591ff",
              "IPY_MODEL_c49c532310434f9fad41c6fee3c80299",
              "IPY_MODEL_46de9e522ad44d82bc5eefc5057742df"
            ],
            "layout": "IPY_MODEL_43e168e5aef74ba8aa0e540586ba35ca"
          }
        },
        "5a9f9bf7c35f45e79fc1ff563f0591ff": {
          "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_6d9d7009431542e48f6cdb0940ab1d9c",
            "placeholder": "​",
            "style": "IPY_MODEL_8a0544f86fe14cceb13342d5b117ed76",
            "value": "Downloading: 100%"
          }
        },
        "c49c532310434f9fad41c6fee3c80299": {
          "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_ad42d612859b423e8540f1dbf2074016",
            "max": 898823,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b919ce38c1e44a42b219caaaa4c5db93",
            "value": 898823
          }
        },
        "46de9e522ad44d82bc5eefc5057742df": {
          "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_2e60dffd70fa49f9a5f6b7bd8b390475",
            "placeholder": "​",
            "style": "IPY_MODEL_1fd485d51e7a4ac4ac3095ca1f134a30",
            "value": " 878k/878k [00:00&lt;00:00, 13.4MB/s]"
          }
        },
        "43e168e5aef74ba8aa0e540586ba35ca": {
          "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
          }
        },
        "6d9d7009431542e48f6cdb0940ab1d9c": {
          "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
          }
        },
        "8a0544f86fe14cceb13342d5b117ed76": {
          "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": ""
          }
        },
        "ad42d612859b423e8540f1dbf2074016": {
          "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
          }
        },
        "b919ce38c1e44a42b219caaaa4c5db93": {
          "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": ""
          }
        },
        "2e60dffd70fa49f9a5f6b7bd8b390475": {
          "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
          }
        },
        "1fd485d51e7a4ac4ac3095ca1f134a30": {
          "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": ""
          }
        },
        "bbcde0c9f2c849a39e61c1967450d5cc": {
          "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_4d4db1e3fbfc478b868ab6df0d4de31e",
              "IPY_MODEL_ea1117bd62da46b2aa6fba2ae1a57610",
              "IPY_MODEL_2dadff9699d34c9c9d65c9dec17e5847"
            ],
            "layout": "IPY_MODEL_46543cba161f4d839c89a193d4e3c7c4"
          }
        },
        "4d4db1e3fbfc478b868ab6df0d4de31e": {
          "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_84cad12be0f24a4fa6f8327c0667fa95",
            "placeholder": "​",
            "style": "IPY_MODEL_de9a9f10c14a46fca3b9704c9c501c8c",
            "value": "Downloading: 100%"
          }
        },
        "ea1117bd62da46b2aa6fba2ae1a57610": {
          "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_304032abaf27419899c8aeea645907a7",
            "max": 456318,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_2576a8abfbc74e20b1899a86626a0f3c",
            "value": 456318
          }
        },
        "2dadff9699d34c9c9d65c9dec17e5847": {
          "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_8c787b0904aa4e7f9a1a9a75023a017e",
            "placeholder": "​",
            "style": "IPY_MODEL_25ae3b1b194942e4a10761db2da1d4c6",
            "value": " 446k/446k [00:00&lt;00:00, 8.78MB/s]"
          }
        },
        "46543cba161f4d839c89a193d4e3c7c4": {
          "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
          }
        },
        "84cad12be0f24a4fa6f8327c0667fa95": {
          "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
          }
        },
        "de9a9f10c14a46fca3b9704c9c501c8c": {
          "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": ""
          }
        },
        "304032abaf27419899c8aeea645907a7": {
          "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
          }
        },
        "2576a8abfbc74e20b1899a86626a0f3c": {
          "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": ""
          }
        },
        "8c787b0904aa4e7f9a1a9a75023a017e": {
          "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
          }
        },
        "25ae3b1b194942e4a10761db2da1d4c6": {
          "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": ""
          }
        },
        "f511d33843c142b6b4c86d24df21e1c4": {
          "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_fb8ee3d24db24bf2ad736c0289de7864",
              "IPY_MODEL_bca85743f9b942269f7a1dde5d142a3a",
              "IPY_MODEL_f72e73a156a94536933ddb2a09d19cbf"
            ],
            "layout": "IPY_MODEL_bc2efa27d66340a7b928cea7f18ded36"
          }
        },
        "fb8ee3d24db24bf2ad736c0289de7864": {
          "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_e32cb5d605a842ff961b4102c4f134e6",
            "placeholder": "​",
            "style": "IPY_MODEL_d38d765d9c1a4591a8e913e189ad0e06",
            "value": "Downloading: 100%"
          }
        },
        "bca85743f9b942269f7a1dde5d142a3a": {
          "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_395aa40e6a304d9abac3000770e7f0ef",
            "max": 1355863,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d5fe135ff3e64cba9c1106ece4c048c5",
            "value": 1355863
          }
        },
        "f72e73a156a94536933ddb2a09d19cbf": {
          "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_238a706e85b646d9b28fabc5151b8e2a",
            "placeholder": "​",
            "style": "IPY_MODEL_8c0591b8417f4e2f9dc9aae84ad4a449",
            "value": " 1.29M/1.29M [00:00&lt;00:00, 18.5MB/s]"
          }
        },
        "bc2efa27d66340a7b928cea7f18ded36": {
          "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
          }
        },
        "e32cb5d605a842ff961b4102c4f134e6": {
          "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
          }
        },
        "d38d765d9c1a4591a8e913e189ad0e06": {
          "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": ""
          }
        },
        "395aa40e6a304d9abac3000770e7f0ef": {
          "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
          }
        },
        "d5fe135ff3e64cba9c1106ece4c048c5": {
          "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": ""
          }
        },
        "238a706e85b646d9b28fabc5151b8e2a": {
          "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
          }
        },
        "8c0591b8417f4e2f9dc9aae84ad4a449": {
          "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": ""
          }
        },
        "64767f14436a4c158a8d1a90881b9f32": {
          "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_576caa8f32ff47b481e222d7906e46eb",
              "IPY_MODEL_a7b2f6dbdf584fd6b5da274ca145056c",
              "IPY_MODEL_e8d1878ce66e4c71a4268aef3d35cb55"
            ],
            "layout": "IPY_MODEL_69d3ea60060a4a0b933e1a4157e2b03d"
          }
        },
        "576caa8f32ff47b481e222d7906e46eb": {
          "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_80cc836977b24cc6b09ea999764ec811",
            "placeholder": "​",
            "style": "IPY_MODEL_d4a39432fb70435c9b5eb61c9c0c8b9c",
            "value": "Downloading: 100%"
          }
        },
        "a7b2f6dbdf584fd6b5da274ca145056c": {
          "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_26419b07474a484d88b9f5fcaf5661b0",
            "max": 1625557313,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8506fe6e82d4406994c8f6a77ef648e9",
            "value": 1625557313
          }
        },
        "e8d1878ce66e4c71a4268aef3d35cb55": {
          "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_7008ddc32ca04d7f91033cdd0f4cfa98",
            "placeholder": "​",
            "style": "IPY_MODEL_746cb89c06354f02a19007f2d3056b30",
            "value": " 1.51G/1.51G [00:50&lt;00:00, 19.5MB/s]"
          }
        },
        "69d3ea60060a4a0b933e1a4157e2b03d": {
          "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
          }
        },
        "80cc836977b24cc6b09ea999764ec811": {
          "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
          }
        },
        "d4a39432fb70435c9b5eb61c9c0c8b9c": {
          "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": ""
          }
        },
        "26419b07474a484d88b9f5fcaf5661b0": {
          "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
          }
        },
        "8506fe6e82d4406994c8f6a77ef648e9": {
          "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": ""
          }
        },
        "7008ddc32ca04d7f91033cdd0f4cfa98": {
          "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
          }
        },
        "746cb89c06354f02a19007f2d3056b30": {
          "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
}