{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HRDyfbk2klCU"
      },
      "source": [
        "See code at https://github.com/google-research/vision_transformer/\n",
        "\n",
        "This Colab is about the paper\n",
        "\n",
        "- LiT: Zero-Shot Transfer with Locked-image text Tuning: https://arxiv.org/abs/2111.07991\n",
        "\n",
        "For ViT, MLP Mixer etc see the other Colab\n",
        "\n",
        "https://colab.research.google.com/github/google-research/vision_transformer/blob/main/vit_jax.ipynb"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Vauyt3WMehFx"
      },
      "source": [
        "### Load model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "JHkfIOBXp-2J",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "76d3d483-eb71-4810-86be-eea459545ce4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[K     |████████████████████████████████| 92 kB 583 kB/s \n",
            "\u001b[K     |████████████████████████████████| 197 kB 9.2 MB/s \n",
            "\u001b[K     |████████████████████████████████| 77 kB 4.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 4.6 MB 27.4 MB/s \n",
            "\u001b[K     |████████████████████████████████| 288 kB 48.2 MB/s \n",
            "\u001b[K     |████████████████████████████████| 4.3 MB 48.6 MB/s \n",
            "\u001b[K     |████████████████████████████████| 140 kB 61.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 216 kB 65.9 MB/s \n",
            "\u001b[K     |████████████████████████████████| 51 kB 6.9 MB/s \n",
            "\u001b[K     |████████████████████████████████| 98 kB 7.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 72 kB 593 kB/s \n",
            "\u001b[K     |████████████████████████████████| 511.7 MB 5.6 kB/s \n",
            "\u001b[K     |████████████████████████████████| 511.7 MB 4.4 kB/s \n",
            "\u001b[K     |████████████████████████████████| 4.9 MB 48.1 MB/s \n",
            "\u001b[?25h  Building wheel for vit-jax (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for flaxformer (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for ml-collections (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "# Installs the vit_jax package from Github.\n",
        "!pip install -q git+https://github.com/google-research/vision_transformer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "4DS88TsHsli7"
      },
      "outputs": [],
      "source": [
        "import jax\n",
        "import jax.numpy as jnp\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import tensorflow as tf\n",
        "import tensorflow_datasets as tfds\n",
        "import tqdm\n",
        "\n",
        "from vit_jax import models\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "9mj2ysEQkXXF",
        "outputId": "e15545d2-6bf7-4254-a323-5636307a5a22",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['LiT-B16B', 'LiT-L16L', 'LiT-L16S', 'LiT-L16Ti']"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "# Currently available LiT models\n",
        "[name for name in models.model_configs.MODEL_CONFIGS if name.startswith('LiT')]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "lv0dIxWckOJ0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "eba68d45-0b3a-45f0-bf99-246c4c8f4b16"
      },
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Loading params from cloud: gs://vit_models/lit/LiT-B16B.npz\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 75/75 [00:53<00:00,  1.39it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "⚠️ Reusing local copy: LiT-B16B.npz\n"
          ]
        }
      ],
      "source": [
        "model_name = 'LiT-B16B'\n",
        "\n",
        "lit_model = models.get_model(model_name)\n",
        "# Loading the variables from cloud can take a while the first time...\n",
        "lit_variables = lit_model.load_variables()\n",
        "# Creating tokens from freeform text (see next section).\n",
        "tokenizer = lit_model.get_tokenizer()\n",
        "# Resizing images & converting value range to -1..1 (see next section).\n",
        "image_preprocessing = lit_model.get_image_preprocessing()\n",
        "# Preprocessing op for use in tfds pipeline (see last section).\n",
        "pp = lit_model.get_pp()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fzQg_w-Cn8a2"
      },
      "source": [
        "### Use model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "YBd39mOzmjPK",
        "outputId": "57e77985-37fe-4345-d11b-5ff97a5c244c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 185,
          "referenced_widgets": [
            "8bba3c25b79f44da81a2290c8924fd56",
            "43f98e1e7aed476895957933002d1e13",
            "53429407abb2449fa07bf6932211f40a",
            "d997da63719546c6a97f98c9b43c1513",
            "cca6d6c6c1044413bb4d273dd46cfce2",
            "a9211b5d3e7643fea1cd3a54a6de11e0",
            "b1a0695e5abc461fabcfae7a96db3621",
            "88d5c0cdb6c94649be7a865070d506f2",
            "f16c307219c54621a4121053407ca966",
            "8458dffe756340568ccd5942199e699f",
            "bf7ff6de377a4392b78c1823a5b95552",
            "c7e8e8ff782543418892daa3e6e413e8",
            "ea6e4eef98a64f84a3d7a4358da7a12e",
            "e9ebcc086464449c8c5853b845c385fd",
            "be4d73b5d01b48429e61a16d6a4fc2ee",
            "23c73566ccf242748c98c13a5f6fbf42",
            "549997e471624db0b84768a7bd3d60cd",
            "bd1d1de82c9e4726b256d0a94ebab6d8",
            "2a714387318a4de3b796dd108a7a33f9",
            "512fe040a7af4a58b17119ba1c6f78c1",
            "050e7d523c474679bf393b338c4ce7d0",
            "568f10e347de4b539463277dbeef5bc4",
            "ce1ec7da83074219b106e0ec4b77d3cf",
            "9501636d8b8a4ebf85d91c01940f0208",
            "5ea7bbb12b984a8fae87ca2f23fe3890",
            "b5ff89ad85c14246b4fc0b5993828cfa",
            "2d34b1a831ba4f4fadd5e5afb6f319da",
            "6fe699c2e120475fa718038f273e81e2",
            "633331bb5d034c0ba2017c4af2846ae7",
            "8ba9e64e87754bbab004bf7c18b3bc59",
            "91ab79eba95d4887909b2b1551e278d6",
            "6cffc42d07d247e4802764dfb63b8470",
            "7375e44f06a843aeb0d57bf0c7172a4d",
            "6925ea3fb5ac4e5c95a925ea082d91b9",
            "84b7e381a2a343068e533115233564ae",
            "309efa6f598249e8bf7e9cb5f1ebb629",
            "d63b6cb53cd7498ca24ad1d2477ced93",
            "fb3ee22c29ea4657a0b1de41ccef80b2",
            "7c84fb69b4ff44a5b126aee1f75bc1be",
            "1bf952f5b10b4e188b4dd8dd645300bb",
            "652de89db0e84836993df03e4620dd9b",
            "508ef5600b8e4f9d8ec8ac1544b1a5d1",
            "b346dede4bda4d3a9286130bf4454859",
            "d75693be19d8464cbc8206285877e38e",
            "a18db5be35b146cf842fdc7c9e436db1",
            "b5f5c05eadd2412eb91d469dbc945112",
            "134206ac9ef64cbf9c0cd0d4a3eebd82",
            "d1583c35e1b348428f05565282298608",
            "d335aa78088d43ca9035922dec904c2b",
            "0b6b38b2516946028fecff240669d97c",
            "295fa587bb114e638a0b597994beff68",
            "4b63c6ba9c2a44be80922ce7612901f8",
            "a1cfef4abc8f4511a771833706099f4a",
            "6ebbb9f71b3a489cb64e2966a28c2b54",
            "fcbb4197decc4ee4aad8408266553da8",
            "419905e4ea5b4c48a115f9ada28d8eca",
            "3e132ed0cc55491888a87bb173b3f881",
            "8cb20280f322486a863d00c2fd9d1f2d",
            "fa01a184dd16472f941d6867f234755d",
            "779eddfe557c47af9f3dcb47cea25ade",
            "ce2b628bf0f0466685f48ad8d79e5edf",
            "8678ed0e32cb4c5b95bda1ebd7bb5870",
            "bd52f74cf42b471abbd285551cf92688",
            "264691f5515744c7978fc45bafc113d3",
            "0020394ae4b14c59a2add40d303639c3",
            "4d2b0131f1b0461eaef96d493b0ce05f",
            "0bb9288e80b5424bb145b7adce3f7d8d",
            "b4b40341ca7348998322408b133cca20",
            "840d272719874d088889b7857ca12725",
            "fb07d639896244e2adac309063d5b197",
            "0c221f216caf4091b8d1f3d8ef89ef23",
            "4cc5ea65c94c43a79fc0155ff82a7d89",
            "fdfb328166e74ddb9714d368415c3874",
            "7293f5ddeb314df69134f035609fb566",
            "0b10322b2bd44f159efe1f21b4ba2030",
            "27dacaa92463457f912939cb2e0cd3ce",
            "af0029f37b5745a4ac9896b425b86191",
            "9495efe798de4194a9f0dcd726e5cdcb",
            "f21fc612b27f439f833a543aab2aa799",
            "5c667b1610334a23b9eb9915060b3e33",
            "fede3466306f423c911a2f289a84e1a2",
            "8d1e58fadbb5499a92f757e2f2777b63",
            "c6a7fc994ffd46b5ad0a97f84e94083c",
            "fadf714dccc947a5b609c09e35102fe1",
            "5cf8efcecc41438b8a0b406ceca1f9b4",
            "e5d797b8866746688beb61fa80f7fef2",
            "92653a9f9d1f4c91a40206891b79e497",
            "b598fe9cefff49e5b77fde60e5d9999b"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1mDownloading and preparing dataset 1.45 GiB (download: 1.45 GiB, generated: 1.46 GiB, total: 2.91 GiB) to ~/tensorflow_datasets/imagenette/full-size-v2/1.0.0...\u001b[0m\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Dl Completed...: 0 url [00:00, ? url/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8bba3c25b79f44da81a2290c8924fd56"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Dl Size...: 0 MiB [00:00, ? MiB/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c7e8e8ff782543418892daa3e6e413e8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Extraction completed...: 0 file [00:00, ? file/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ce1ec7da83074219b106e0ec4b77d3cf"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating splits...:   0%|          | 0/2 [00:00<?, ? splits/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6925ea3fb5ac4e5c95a925ea082d91b9"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train examples...:   0%|          | 0/9469 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a18db5be35b146cf842fdc7c9e436db1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Shuffling ~/tensorflow_datasets/imagenette/full-size-v2/1.0.0.incomplete7T8YUJ/imagenette-train.tfrecord*...: …"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "419905e4ea5b4c48a115f9ada28d8eca"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating validation examples...:   0%|          | 0/3925 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0bb9288e80b5424bb145b7adce3f7d8d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Shuffling ~/tensorflow_datasets/imagenette/full-size-v2/1.0.0.incomplete7T8YUJ/imagenette-validation.tfrecord*…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9495efe798de4194a9f0dcd726e5cdcb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1mDataset imagenette downloaded and prepared to ~/tensorflow_datasets/imagenette/full-size-v2/1.0.0. Subsequent calls will reuse this data.\u001b[0m\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(101, 125, 3), (375, 500, 3), (335, 500, 3), (429, 500, 3), (359, 500, 3)]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "# Let's load some sample images from tfds.\n",
        "# Alternatively you can also load these images from the internet / your Drive.\n",
        "ds = tfds.load('imagenette', split='train')\n",
        "images_list = [\n",
        "    example['image'].numpy()\n",
        "    for _, example in zip(range(5), ds)\n",
        "]\n",
        "# Note that this is a list of images with different shapes, not a four\n",
        "# dimensional tensor.\n",
        "[image.shape for image in images_list]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "VFBbuHtLmpGs",
        "outputId": "111ceca5-6a57-4f5f-a887-c3730308f4df",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((5, 224, 224, 3), -1.0, 1.0)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "# Note that our preprocessing converts to floats ranging from -1..1 !\n",
        "images = image_preprocessing(images_list)\n",
        "images.shape, images.min(), images.max()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "height": 198,
          "base_uri": "https://localhost:8080/"
        },
        "id": "KDJkYZR6nHGh",
        "outputId": "6bc3efc6-cda1-4394-83e4-2629d03189ee"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(15, 4))\n",
        "plt.imshow(np.hstack(images) * .5 + .5)\n",
        "plt.axis('off');"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "3hjjaxlHnWbb",
        "outputId": "ed5856ef-6483-4ac8-feca-1154c8b9baf5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(5, 16)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "texts = [\n",
        "    'itap of a cd player',\n",
        "    'a photo of a truck',\n",
        "    'gas station',\n",
        "    'chainsaw',\n",
        "    'a bad photo of colorful houses',\n",
        "]\n",
        "tokens = tokenizer(texts)\n",
        "tokens.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "GOe1Miplnf7Z"
      },
      "outputs": [],
      "source": [
        "# Embed both texts and images with a single model call.\n",
        "# See next section for embedding images/texts separately.\n",
        "zimg, ztxt, out = lit_model.apply(lit_variables, images=images, tokens=tokens)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "height": 282,
          "base_uri": "https://localhost:8080/"
        },
        "id": "PtATpe2Bn5I0",
        "outputId": "94cb78e5-95bb-495b-cf9d-28e73f645381"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f7cc4dd5b90>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.imshow(ztxt @ zimg.T)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "height": 206,
          "base_uri": "https://localhost:8080/"
        },
        "id": "bs9fr-1kCRQW",
        "outputId": "98a62940-213c-43cb-c1d4-75426d655ff9"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f7cc4f952d0>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_e15d4_row0_col0, #T_e15d4_row2_col2, #T_e15d4_row3_col3 {\n",
              "  background-color: #00441b;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_e15d4_row0_col1, #T_e15d4_row0_col2, #T_e15d4_row0_col3, #T_e15d4_row0_col4, #T_e15d4_row1_col0, #T_e15d4_row1_col2, #T_e15d4_row1_col3, #T_e15d4_row1_col4, #T_e15d4_row2_col0, #T_e15d4_row2_col1, #T_e15d4_row2_col3, #T_e15d4_row2_col4, #T_e15d4_row3_col0, #T_e15d4_row3_col1, #T_e15d4_row3_col2, #T_e15d4_row3_col4, #T_e15d4_row4_col0, #T_e15d4_row4_col3 {\n",
              "  background-color: #f7fcf5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_e15d4_row1_col1 {\n",
              "  background-color: #00451c;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_e15d4_row4_col1, #T_e15d4_row4_col2 {\n",
              "  background-color: #f6fcf4;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_e15d4_row4_col4 {\n",
              "  background-color: #00491d;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_e15d4_\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th class=\"col_heading level0 col0\" >0</th>\n",
              "      <th class=\"col_heading level0 col1\" >1</th>\n",
              "      <th class=\"col_heading level0 col2\" >2</th>\n",
              "      <th class=\"col_heading level0 col3\" >3</th>\n",
              "      <th class=\"col_heading level0 col4\" >4</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_e15d4_level0_row0\" class=\"row_heading level0 row0\" >itap of a cd player</th>\n",
              "      <td id=\"T_e15d4_row0_col0\" class=\"data row0 col0\" >99.71%</td>\n",
              "      <td id=\"T_e15d4_row0_col1\" class=\"data row0 col1\" >0.04%</td>\n",
              "      <td id=\"T_e15d4_row0_col2\" class=\"data row0 col2\" >0.02%</td>\n",
              "      <td id=\"T_e15d4_row0_col3\" class=\"data row0 col3\" >0.23%</td>\n",
              "      <td id=\"T_e15d4_row0_col4\" class=\"data row0 col4\" >0.00%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_e15d4_level0_row1\" class=\"row_heading level0 row1\" >a photo of a truck</th>\n",
              "      <td id=\"T_e15d4_row1_col0\" class=\"data row1 col0\" >0.01%</td>\n",
              "      <td id=\"T_e15d4_row1_col1\" class=\"data row1 col1\" >99.55%</td>\n",
              "      <td id=\"T_e15d4_row1_col2\" class=\"data row1 col2\" >0.37%</td>\n",
              "      <td id=\"T_e15d4_row1_col3\" class=\"data row1 col3\" >0.07%</td>\n",
              "      <td id=\"T_e15d4_row1_col4\" class=\"data row1 col4\" >0.00%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_e15d4_level0_row2\" class=\"row_heading level0 row2\" >gas station</th>\n",
              "      <td id=\"T_e15d4_row2_col0\" class=\"data row2 col0\" >0.00%</td>\n",
              "      <td id=\"T_e15d4_row2_col1\" class=\"data row2 col1\" >0.11%</td>\n",
              "      <td id=\"T_e15d4_row2_col2\" class=\"data row2 col2\" >99.77%</td>\n",
              "      <td id=\"T_e15d4_row2_col3\" class=\"data row2 col3\" >0.11%</td>\n",
              "      <td id=\"T_e15d4_row2_col4\" class=\"data row2 col4\" >0.01%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_e15d4_level0_row3\" class=\"row_heading level0 row3\" >chainsaw</th>\n",
              "      <td id=\"T_e15d4_row3_col0\" class=\"data row3 col0\" >0.00%</td>\n",
              "      <td id=\"T_e15d4_row3_col1\" class=\"data row3 col1\" >0.00%</td>\n",
              "      <td id=\"T_e15d4_row3_col2\" class=\"data row3 col2\" >0.01%</td>\n",
              "      <td id=\"T_e15d4_row3_col3\" class=\"data row3 col3\" >99.99%</td>\n",
              "      <td id=\"T_e15d4_row3_col4\" class=\"data row3 col4\" >0.00%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_e15d4_level0_row4\" class=\"row_heading level0 row4\" >a bad photo of colorful houses</th>\n",
              "      <td id=\"T_e15d4_row4_col0\" class=\"data row4 col0\" >0.02%</td>\n",
              "      <td id=\"T_e15d4_row4_col1\" class=\"data row4 col1\" >0.80%</td>\n",
              "      <td id=\"T_e15d4_row4_col2\" class=\"data row4 col2\" >0.82%</td>\n",
              "      <td id=\"T_e15d4_row4_col3\" class=\"data row4 col3\" >0.03%</td>\n",
              "      <td id=\"T_e15d4_row4_col4\" class=\"data row4 col4\" >98.34%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "probs = np.array(jax.nn.softmax(out['t'] * ztxt @ zimg.T, axis=1))\n",
        "pd.DataFrame(probs, index=texts).style.background_gradient('Greens', vmin=0, vmax=1).format('{:.2%}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_w1fANZM0FZY"
      },
      "source": [
        "### `tfds` zero-shot evaluation"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@markdown `imagenet_classnames`\n",
        "# From https://github.com/openai/CLIP/blob/main/notebooks/Prompt_Engineering_for_ImageNet.ipynb\n",
        "imagenet_classnames = \"tench;goldfish;great white shark;tiger shark;hammerhead shark;electric ray;stingray;rooster;hen;ostrich;brambling;goldfinch;house finch;junco;indigo bunting;American robin;bulbul;jay;magpie;chickadee;American dipper;kite (bird of prey);bald eagle;vulture;great grey owl;fire salamander;smooth newt;newt;spotted salamander;axolotl;American bullfrog;tree frog;tailed frog;loggerhead sea turtle;leatherback sea turtle;mud turtle;terrapin;box turtle;banded gecko;green iguana;Carolina anole;desert grassland whiptail lizard;agama;frilled-necked lizard;alligator lizard;Gila monster;European green lizard;chameleon;Komodo dragon;Nile crocodile;American alligator;triceratops;worm snake;ring-necked snake;eastern hog-nosed snake;smooth green snake;kingsnake;garter snake;water snake;vine snake;night snake;boa constrictor;African rock python;Indian cobra;green mamba;sea snake;Saharan horned viper;eastern diamondback rattlesnake;sidewinder rattlesnake;trilobite;harvestman;scorpion;yellow garden spider;barn spider;European garden spider;southern black widow;tarantula;wolf spider;tick;centipede;black grouse;ptarmigan;ruffed grouse;prairie grouse;peafowl;quail;partridge;african grey parrot;macaw;sulphur-crested cockatoo;lorikeet;coucal;bee eater;hornbill;hummingbird;jacamar;toucan;duck;red-breasted merganser;goose;black swan;tusker;echidna;platypus;wallaby;koala;wombat;jellyfish;sea anemone;brain coral;flatworm;nematode;conch;snail;slug;sea slug;chiton;chambered nautilus;Dungeness crab;rock crab;fiddler crab;red king crab;American lobster;spiny lobster;crayfish;hermit crab;isopod;white stork;black stork;spoonbill;flamingo;little blue heron;great egret;bittern bird;crane bird;limpkin;common gallinule;American coot;bustard;ruddy turnstone;dunlin;common redshank;dowitcher;oystercatcher;pelican;king penguin;albatross;grey whale;killer whale;dugong;sea lion;Chihuahua;Japanese Chin;Maltese;Pekingese;Shih Tzu;King Charles Spaniel;Papillon;toy terrier;Rhodesian Ridgeback;Afghan Hound;Basset Hound;Beagle;Bloodhound;Bluetick Coonhound;Black and Tan Coonhound;Treeing Walker Coonhound;English foxhound;Redbone Coonhound;borzoi;Irish Wolfhound;Italian Greyhound;Whippet;Ibizan Hound;Norwegian Elkhound;Otterhound;Saluki;Scottish Deerhound;Weimaraner;Staffordshire Bull Terrier;American Staffordshire Terrier;Bedlington Terrier;Border Terrier;Kerry Blue Terrier;Irish Terrier;Norfolk Terrier;Norwich Terrier;Yorkshire Terrier;Wire Fox Terrier;Lakeland Terrier;Sealyham Terrier;Airedale Terrier;Cairn Terrier;Australian Terrier;Dandie Dinmont Terrier;Boston Terrier;Miniature Schnauzer;Giant Schnauzer;Standard Schnauzer;Scottish Terrier;Tibetan Terrier;Australian Silky Terrier;Soft-coated Wheaten Terrier;West Highland White Terrier;Lhasa Apso;Flat-Coated Retriever;Curly-coated Retriever;Golden Retriever;Labrador Retriever;Chesapeake Bay Retriever;German Shorthaired Pointer;Vizsla;English Setter;Irish Setter;Gordon Setter;Brittany dog;Clumber Spaniel;English Springer Spaniel;Welsh Springer Spaniel;Cocker Spaniel;Sussex Spaniel;Irish Water Spaniel;Kuvasz;Schipperke;Groenendael dog;Malinois;Briard;Australian Kelpie;Komondor;Old English Sheepdog;Shetland Sheepdog;collie;Border Collie;Bouvier des Flandres dog;Rottweiler;German Shepherd Dog;Dobermann;Miniature Pinscher;Greater Swiss Mountain Dog;Bernese Mountain Dog;Appenzeller Sennenhund;Entlebucher Sennenhund;Boxer;Bullmastiff;Tibetan Mastiff;French Bulldog;Great Dane;St. Bernard;husky;Alaskan Malamute;Siberian Husky;Dalmatian;Affenpinscher;Basenji;pug;Leonberger;Newfoundland dog;Great Pyrenees dog;Samoyed;Pomeranian;Chow Chow;Keeshond;brussels griffon;Pembroke Welsh Corgi;Cardigan Welsh Corgi;Toy Poodle;Miniature Poodle;Standard Poodle;Mexican hairless dog (xoloitzcuintli);grey wolf;Alaskan tundra wolf;red wolf or maned wolf;coyote;dingo;dhole;African wild dog;hyena;red fox;kit fox;Arctic fox;grey fox;tabby cat;tiger cat;Persian cat;Siamese cat;Egyptian Mau;cougar;lynx;leopard;snow leopard;jaguar;lion;tiger;cheetah;brown bear;American black bear;polar bear;sloth bear;mongoose;meerkat;tiger beetle;ladybug;ground beetle;longhorn beetle;leaf beetle;dung beetle;rhinoceros beetle;weevil;fly;bee;ant;grasshopper;cricket insect;stick insect;cockroach;praying mantis;cicada;leafhopper;lacewing;dragonfly;damselfly;red admiral butterfly;ringlet butterfly;monarch butterfly;small white butterfly;sulphur butterfly;gossamer-winged butterfly;starfish;sea urchin;sea cucumber;cottontail rabbit;hare;Angora rabbit;hamster;porcupine;fox squirrel;marmot;beaver;guinea pig;common sorrel horse;zebra;pig;wild boar;warthog;hippopotamus;ox;water buffalo;bison;ram (adult male sheep);bighorn sheep;Alpine ibex;hartebeest;impala (antelope);gazelle;arabian camel;llama;weasel;mink;European polecat;black-footed ferret;otter;skunk;badger;armadillo;three-toed sloth;orangutan;gorilla;chimpanzee;gibbon;siamang;guenon;patas monkey;baboon;macaque;langur;black-and-white colobus;proboscis monkey;marmoset;white-headed capuchin;howler monkey;titi monkey;Geoffroy's spider monkey;common squirrel monkey;ring-tailed lemur;indri;Asian elephant;African bush elephant;red panda;giant panda;snoek fish;eel;silver salmon;rock beauty fish;clownfish;sturgeon;gar fish;lionfish;pufferfish;abacus;abaya;academic gown;accordion;acoustic guitar;aircraft carrier;airliner;airship;altar;ambulance;amphibious vehicle;analog clock;apiary;apron;trash can;assault rifle;backpack;bakery;balance beam;balloon;ballpoint pen;Band-Aid;banjo;baluster / handrail;barbell;barber chair;barbershop;barn;barometer;barrel;wheelbarrow;baseball;basketball;bassinet;bassoon;swimming cap;bath towel;bathtub;station wagon;lighthouse;beaker;military hat (bearskin or shako);beer bottle;beer glass;bell tower;baby bib;tandem bicycle;bikini;ring binder;binoculars;birdhouse;boathouse;bobsleigh;bolo tie;poke bonnet;bookcase;bookstore;bottle cap;hunting bow;bow tie;brass memorial plaque;bra;breakwater;breastplate;broom;bucket;buckle;bulletproof vest;high-speed train;butcher shop;taxicab;cauldron;candle;cannon;canoe;can opener;cardigan;car mirror;carousel;tool kit;cardboard box / carton;car wheel;automated teller machine;cassette;cassette player;castle;catamaran;CD player;cello;mobile phone;chain;chain-link fence;chain mail;chainsaw;storage chest;chiffonier;bell or wind chime;china cabinet;Christmas stocking;church;movie theater;cleaver;cliff dwelling;cloak;clogs;cocktail shaker;coffee mug;coffeemaker;spiral or coil;combination lock;computer keyboard;candy store;container ship;convertible;corkscrew;cornet;cowboy boot;cowboy hat;cradle;construction crane;crash helmet;crate;infant bed;Crock Pot;croquet ball;crutch;cuirass;dam;desk;desktop computer;rotary dial telephone;diaper;digital clock;digital watch;dining table;dishcloth;dishwasher;disc brake;dock;dog sled;dome;doormat;drilling rig;drum;drumstick;dumbbell;Dutch oven;electric fan;electric guitar;electric locomotive;entertainment center;envelope;espresso machine;face powder;feather boa;filing cabinet;fireboat;fire truck;fire screen;flagpole;flute;folding chair;football helmet;forklift;fountain;fountain pen;four-poster bed;freight car;French horn;frying pan;fur coat;garbage truck;gas mask or respirator;gas pump;goblet;go-kart;golf ball;golf cart;gondola;gong;gown;grand piano;greenhouse;radiator grille;grocery store;guillotine;hair clip;hair spray;half-track;hammer;hamper;hair dryer;hand-held computer;handkerchief;hard disk drive;harmonica;harp;combine harvester;hatchet;holster;home theater;honeycomb;hook;hoop skirt;gymnastic horizontal bar;horse-drawn vehicle;hourglass;iPod;clothes iron;carved pumpkin;jeans;jeep;T-shirt;jigsaw puzzle;rickshaw;joystick;kimono;knee pad;knot;lab coat;ladle;lampshade;laptop computer;lawn mower;lens cap;letter opener;library;lifeboat;lighter;limousine;ocean liner;lipstick;slip-on shoe;lotion;music speaker;loupe magnifying glass;sawmill;magnetic compass;messenger bag;mailbox;tights;one-piece bathing suit;manhole cover;maraca;marimba;mask;matchstick;maypole;maze;measuring cup;medicine cabinet;megalith;microphone;microwave oven;military uniform;milk can;minibus;miniskirt;minivan;missile;mitten;mixing bowl;mobile home;ford model t;modem;monastery;monitor;moped;mortar and pestle;graduation cap;mosque;mosquito net;vespa;mountain bike;tent;computer mouse;mousetrap;moving van;muzzle;metal nail;neck brace;necklace;baby pacifier;notebook computer;obelisk;oboe;ocarina;odometer;oil filter;pipe organ;oscilloscope;overskirt;bullock cart;oxygen mask;product packet / packaging;paddle;paddle wheel;padlock;paintbrush;pajamas;palace;pan flute;paper towel;parachute;parallel bars;park bench;parking meter;railroad car;patio;payphone;pedestal;pencil case;pencil sharpener;perfume;Petri dish;photocopier;plectrum;Pickelhaube;picket fence;pickup truck;pier;piggy bank;pill bottle;pillow;ping-pong ball;pinwheel;pirate ship;drink pitcher;block plane;planetarium;plastic bag;plate rack;farm plow;plunger;Polaroid camera;pole;police van;poncho;pool table;soda bottle;plant pot;potter's wheel;power drill;prayer rug;printer;prison;missile;projector;hockey puck;punching bag;purse;quill;quilt;race car;racket;radiator;radio;radio telescope;rain barrel;recreational vehicle;fishing casting reel;reflex camera;refrigerator;remote control;restaurant;revolver;rifle;rocking chair;rotisserie;eraser;rugby ball;ruler measuring stick;sneaker;safe;safety pin;salt shaker;sandal;sarong;saxophone;scabbard;weighing scale;school bus;schooner;scoreboard;CRT monitor;screw;screwdriver;seat belt;sewing machine;shield;shoe store;shoji screen / room divider;shopping basket;shopping cart;shovel;shower cap;shower curtain;ski;balaclava ski mask;sleeping bag;slide rule;sliding door;slot machine;snorkel;snowmobile;snowplow;soap dispenser;soccer ball;sock;solar thermal collector;sombrero;soup bowl;keyboard space bar;space heater;space shuttle;spatula;motorboat;spider web;spindle;sports car;spotlight;stage;steam locomotive;through arch bridge;steel drum;stethoscope;scarf;stone wall;stopwatch;stove;strainer;tram;stretcher;couch;stupa;submarine;suit;sundial;sunglasses;sunglasses;sunscreen;suspension bridge;mop;sweatshirt;swim trunks / shorts;swing;electrical switch;syringe;table lamp;tank;tape player;teapot;teddy bear;television;tennis ball;thatched roof;front curtain;thimble;threshing machine;throne;tile roof;toaster;tobacco shop;toilet seat;torch;totem pole;tow truck;toy store;tractor;semi-trailer truck;tray;trench coat;tricycle;trimaran;tripod;triumphal arch;trolleybus;trombone;hot tub;turnstile;typewriter keyboard;umbrella;unicycle;upright piano;vacuum cleaner;vase;vaulted or arched ceiling;velvet fabric;vending machine;vestment;viaduct;violin;volleyball;waffle iron;wall clock;wallet;wardrobe;military aircraft;sink;washing machine;water bottle;water jug;water tower;whiskey jug;whistle;hair wig;window screen;window shade;Windsor tie;wine bottle;airplane wing;wok;wooden spoon;wool;split-rail fence;shipwreck;sailboat;yurt;website;comic book;crossword;traffic or street sign;traffic light;dust jacket;menu;plate;guacamole;consomme;hot pot;trifle;ice cream;popsicle;baguette;bagel;pretzel;cheeseburger;hot dog;mashed potatoes;cabbage;broccoli;cauliflower;zucchini;spaghetti squash;acorn squash;butternut squash;cucumber;artichoke;bell pepper;cardoon;mushroom;Granny Smith apple;strawberry;orange;lemon;fig;pineapple;banana;jackfruit;cherimoya (custard apple);pomegranate;hay;carbonara;chocolate syrup;dough;meatloaf;pizza;pot pie;burrito;red wine;espresso;tea cup;eggnog;mountain;bubble;cliff;coral reef;geyser;lakeshore;promontory;sandbar;beach;valley;volcano;baseball player;bridegroom;scuba diver;rapeseed;daisy;yellow lady's slipper;corn;acorn;rose hip;horse chestnut seed;coral fungus;agaric;gyromitra;stinkhorn mushroom;earth star fungus;hen of the woods mushroom;bolete;corn cob;toilet paper\".split(';')\n"
      ],
      "metadata": {
        "id": "tF-FzIC0PmHU",
        "cellView": "form"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# # For imagenet evaluation, first prepare the dataset on a GCS bucket as\n",
        "# # described in\n",
        "# # https://www.tensorflow.org/datasets/catalog/imagenet2012\n",
        "# # and then replace `data_dir` below with that GCS bucket.\n",
        "# # If you get a `PermissionDeniedError`, try restarting the kernel.\n",
        "# from google.colab import auth\n",
        "# auth.authenticate_user()  # Required to access access protected GCS buckets.\n",
        "# builder = tfds.builder('imagenet2012', data_dir='gs://tensorflow-datasets/datasets')\n",
        "# ds_test = builder.as_dataset('validation')\n",
        "# info = builder.info\n",
        "# classnames = imagenet_classnames"
      ],
      "metadata": {
        "id": "vHOhCKIVOcm4"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "Ojt_6bny09Nt",
        "outputId": "739f32de-a801-431c-afbd-6b3c7b27f52b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 341,
          "referenced_widgets": [
            "e81b1f88fd9d4218bd47b9e4ea174da7",
            "3775f8fe5c5442f1a1b10e3cce9641df",
            "bf0f09bcef6448c49290cb5837371dd0",
            "92cad147900141e1bd42ebf30c05faa1",
            "01b3e8c157c04715b2266d25408c5dbb",
            "8c9043e209884a9faeead6cd9bb76e77",
            "eaaabe6fa1bc4bfaacc04fc7189e82bd",
            "053ee230beb449c594b46a0b461ae96a",
            "de56152e3a9741ab8fcc139afc0a17d8",
            "15cd3e474fbd47f6967914b3b1d9f214",
            "50968ece00cf46e6832f772deab00a28",
            "085dd73a510b4f999c82ceddda4b1944",
            "48ee5fa914d7449e9bb63ceb1885a39d",
            "7270f72f9912485d9f78b7e5141028dc",
            "bf3220a9a9d6429d8be7c47d9cf43841",
            "d3dec262dbdd43d0bc02244a2f20a85b",
            "a57c8aed115a40588a0da79977a76b4b",
            "aa68b89b78c04794b3d5a5f813ebc121",
            "c8c3c5ffe65c4a289f6f28da3fec4673",
            "93b39bd947014e75889233bec96435cc",
            "f4b1d39ef8664286860088f011f216a5",
            "5e312d75fec740da93226294f1654da1",
            "faaa91d10b814cc087dba74e4b2730d3",
            "3e0cb28b84d148beb55e92a9ff9393ba",
            "34a4a093ca0f4be885b05da1e1e99c1b",
            "dab74d2813dc4089bb01a9c756ddbe05",
            "b12d30776476419a9e9cd9e5633a5dd9",
            "d7ab938e151842bc8563ef59b826e64a",
            "3d1e5da4e21f4171b4cee0049b7fa9ef",
            "3f2a2b3987de48589083df10c97220f2",
            "f477d2e74032468d88ee4b75d1cb6cf7",
            "1fdc191357804595bafe77dd5506704c",
            "9713fe1de73943e7be9d833e21718f9e",
            "62d6145be50443c98a478e07d4f5a6b4",
            "8d1a62f8f62d4c3b893e940052bbcb1f",
            "a5ecedcab2ac44ea9ffee8e52c5a2e4c",
            "d07a25e30fd549dabce7a0e84fbdb14d",
            "b0a389e9e57440fa89bdcfea0255baf6",
            "7783187925834fcb8681ffa6b0ac06a6",
            "717591d6a275468cacd98f11d6392257",
            "a0601f51e79c4035a599d9e87572ccf1",
            "da42837f1b664ce0bab43ba1a6ec38c8",
            "34ba6f2f33cb451790ed44e74f59b9f5",
            "3f106616e5b34e2389ee96ab65ece418",
            "7d835cfb8a79405bb326409fa41fe395",
            "01f325ecc3be4defb2b9d2fcff9b8648",
            "3c8087dd1d6f4f64a5994c49bf92ceb7",
            "871602e040f740b3a146c46ce9508ae1",
            "b927be86188c48c2964f2ec464814a53",
            "cf9e4d2b42654469934aefff44b46b15",
            "82117f2bd1e1498e899ce798068753e3",
            "ba4d0abbb2654fdb9c6d612dd70f7ee5",
            "7af3b6cf29c44c42b5477c63f7708101",
            "829663290d844c23a71d54d54589eefe",
            "4bdd3cea42d040458d0eee112d6b2432",
            "807835fabc9c4a8987a6d4eed77b57fb",
            "76bfb96ec7194b578d988157698bfe9d",
            "24a8485a2b494301b0470364fa7dba70",
            "7400497c3de0456194291d830a9b2ab7",
            "facbdcb7a1f64170b717d558c521c856",
            "f6514f60ee714c568d41b5580cc275d3",
            "7a962ff3f85e44b6a526821c0faf5182",
            "dc8a25f64e764812bfa2a353a3632951",
            "ad51bf7083e94c81a770601533c4aec8",
            "9fcf89bcaa0d4f22a4657bca8dd149b2",
            "beaaa169615743b899e7dd1262c36812",
            "676dc582a0a84806abde3093a9cc260b",
            "e01ea79167e541dba4f043ff13fcccdf",
            "ddff6ee1d66649c7ad73361e78d24339",
            "a0fa5ab7b5d44820b030e3a419005369",
            "ef2cbbd5425c4b17bdbe036001d0c63a",
            "a080240d7bb64146be53de15aea33ce2",
            "d19b0afcdc7b43a08bc4c5424a99433f",
            "b637c8ec445e4ca8a0118d6f93ad91cb",
            "ca49ddb0ae4948438a42e5645074990e",
            "dec33da19fa04dd19517e5e7d8965735",
            "d4906fcbc9c74dfc98eedd495981265d",
            "cbea0266da3f4ad58d8e5ef9fc76cfd8",
            "bc971adcdc9745519e4662dfd14b0fdb",
            "5413e26a43c344b2a09d26e2dbc0938c",
            "216c6a06f0014b54afc18ea544d6a232",
            "15fde2d2c2b44e758d643e9109c68a69",
            "147a8494979741689c06c8e512a75163",
            "700c05c35228436f880e0edfdfcb6bee",
            "ea168318f4344858af31d58bd3d74458",
            "e071d7901ed749ad8d2493c0ad11eca0",
            "f313584b236541919f566e9dfe8c1afb",
            "7b32f943fd4042d581c148106943526e"
          ]
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1mDownloading and preparing dataset 160.71 MiB (download: 160.71 MiB, generated: 132.03 MiB, total: 292.74 MiB) to ~/tensorflow_datasets/cifar100/3.0.2...\u001b[0m\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Dl Completed...: 0 url [00:00, ? url/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e81b1f88fd9d4218bd47b9e4ea174da7"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Dl Size...: 0 MiB [00:00, ? MiB/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "085dd73a510b4f999c82ceddda4b1944"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Extraction completed...: 0 file [00:00, ? file/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "faaa91d10b814cc087dba74e4b2730d3"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating splits...:   0%|          | 0/2 [00:00<?, ? splits/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "62d6145be50443c98a478e07d4f5a6b4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train examples...:   0%|          | 0/50000 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7d835cfb8a79405bb326409fa41fe395"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Shuffling ~/tensorflow_datasets/cifar100/3.0.2.incomplete5GRC1Y/cifar100-train.tfrecord*...:   0%|          | …"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "807835fabc9c4a8987a6d4eed77b57fb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating test examples...:   0%|          | 0/10000 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "676dc582a0a84806abde3093a9cc260b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Shuffling ~/tensorflow_datasets/cifar100/3.0.2.incomplete5GRC1Y/cifar100-test.tfrecord*...:   0%|          | 0…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "cbea0266da3f4ad58d8e5ef9fc76cfd8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1mDataset cifar100 downloaded and prepared to ~/tensorflow_datasets/cifar100/3.0.2. Subsequent calls will reuse this data.\u001b[0m\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['apple',\n",
              " 'aquarium_fish',\n",
              " 'baby',\n",
              " 'bear',\n",
              " 'beaver',\n",
              " 'bed',\n",
              " 'bee',\n",
              " 'beetle',\n",
              " 'bicycle',\n",
              " 'bottle']"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ],
      "source": [
        "# Load dataset and create array of class names.\n",
        "builder = tfds.builder('cifar100')\n",
        "builder.download_and_prepare()\n",
        "ds_test = builder.as_dataset('test')\n",
        "info = builder.info\n",
        "classnames = [\n",
        "    info.features['label'].int2str(id_)\n",
        "    for id_ in range(info.features['label'].num_classes)\n",
        "]\n",
        "classnames[:10]"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@markdown `PROMPTS80`\n",
        "PROMPTS80 = [\n",
        "    'a bad photo of a {}.',\n",
        "    'a photo of many {}.',\n",
        "    'a sculpture of a {}.',\n",
        "    'a photo of the hard to see {}.',\n",
        "    'a low resolution photo of the {}.',\n",
        "    'a rendering of a {}.',\n",
        "    'graffiti of a {}.',\n",
        "    'a bad photo of the {}.',\n",
        "    'a cropped photo of the {}.',\n",
        "    'a tattoo of a {}.',\n",
        "    'the embroidered {}.',\n",
        "    'a photo of a hard to see {}.',\n",
        "    'a bright photo of a {}.',\n",
        "    'a photo of a clean {}.',\n",
        "    'a photo of a dirty {}.',\n",
        "    'a dark photo of the {}.',\n",
        "    'a drawing of a {}.',\n",
        "    'a photo of my {}.',\n",
        "    'the plastic {}.',\n",
        "    'a photo of the cool {}.',\n",
        "    'a close-up photo of a {}.',\n",
        "    'a black and white photo of the {}.',\n",
        "    'a painting of the {}.',\n",
        "    'a painting of a {}.',\n",
        "    'a pixelated photo of the {}.',\n",
        "    'a sculpture of the {}.',\n",
        "    'a bright photo of the {}.',\n",
        "    'a cropped photo of a {}.',\n",
        "    'a plastic {}.',\n",
        "    'a photo of the dirty {}.',\n",
        "    'a jpeg corrupted photo of a {}.',\n",
        "    'a blurry photo of the {}.',\n",
        "    'a photo of the {}.',\n",
        "    'a good photo of the {}.',\n",
        "    'a rendering of the {}.',\n",
        "    'a {} in a video game.',\n",
        "    'a photo of one {}.',\n",
        "    'a doodle of a {}.',\n",
        "    'a close-up photo of the {}.',\n",
        "    'a photo of a {}.',\n",
        "    'the origami {}.',\n",
        "    'the {} in a video game.',\n",
        "    'a sketch of a {}.',\n",
        "    'a doodle of the {}.',\n",
        "    'a origami {}.',\n",
        "    'a low resolution photo of a {}.',\n",
        "    'the toy {}.',\n",
        "    'a rendition of the {}.',\n",
        "    'a photo of the clean {}.',\n",
        "    'a photo of a large {}.',\n",
        "    'a rendition of a {}.',\n",
        "    'a photo of a nice {}.',\n",
        "    'a photo of a weird {}.',\n",
        "    'a blurry photo of a {}.',\n",
        "    'a cartoon {}.',\n",
        "    'art of a {}.',\n",
        "    'a sketch of the {}.',\n",
        "    'a embroidered {}.',\n",
        "    'a pixelated photo of a {}.',\n",
        "    'itap of the {}.',\n",
        "    'a jpeg corrupted photo of the {}.',\n",
        "    'a good photo of a {}.',\n",
        "    'a plushie {}.',\n",
        "    'a photo of the nice {}.',\n",
        "    'a photo of the small {}.',\n",
        "    'a photo of the weird {}.',\n",
        "    'the cartoon {}.',\n",
        "    'art of the {}.',\n",
        "    'a drawing of the {}.',\n",
        "    'a photo of the large {}.',\n",
        "    'a black and white photo of a {}.',\n",
        "    'the plushie {}.',\n",
        "    'a dark photo of a {}.',\n",
        "    'itap of a {}.',\n",
        "    'graffiti of the {}.',\n",
        "    'a toy {}.',\n",
        "    'itap of my {}.',\n",
        "    'a photo of a cool {}.',\n",
        "    'a photo of a small {}.',\n",
        "    'a tattoo of the {}.',\n",
        "]\n"
      ],
      "metadata": {
        "cellView": "form",
        "id": "q8mT-9QKScxl"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "8BQtRYhd0F94",
        "outputId": "04d31d65-1651-40f7-c9e4-9a08f2603196",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "800"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ],
      "source": [
        "# The official CLIP Colab\n",
        "# https://github.com/openai/CLIP/blob/main/notebooks/Prompt_Engineering_for_ImageNet.ipynb\n",
        "# lists two sets of prompts: the 80 prompts mentioned in the CLIP paper\n",
        "# (https://arxiv.org/abs/2103.00020), as well as a shortlist of 7 prompts that\n",
        "# we'll be using by default below.\n",
        "\n",
        "PROMPTS = [\n",
        "    'itap of a {}.',\n",
        "    'a bad photo of the {}.',\n",
        "    'a origami {}.',\n",
        "    'a photo of the large {}.',\n",
        "    'a {} in a video game.',\n",
        "    'art of the {}.',\n",
        "    'a photo of the small {}.',\n",
        "    '{}',\n",
        "]\n",
        "# PROMPTS = PROMPTS80\n",
        "\n",
        "texts = [\n",
        "    prompt.format(classname)\n",
        "    for classname in classnames\n",
        "    for prompt in PROMPTS\n",
        "]\n",
        "len(texts)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "Ye2MkSEVBcuF",
        "outputId": "26c6102f-215e-414d-bf65-b6d4bcccad8b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(800, 16)"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "# Tokenize the texts using numpy like before.\n",
        "tokens = tokenizer(texts)\n",
        "tokens.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "5mECphbt1xvr",
        "outputId": "d4a2951e-012c-4b65-9956-788cd58cbc29",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(800, 768)"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ],
      "source": [
        "_, ztxt, _ = lit_model.apply(lit_variables, tokens=tokens)\n",
        "ztxt.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "height": 240,
          "base_uri": "https://localhost:8080/"
        },
        "id": "OTe1MqMICNYO",
        "outputId": "1ca175e8-3927-4654-a5ea-9a3ae77662a1"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "# `pp` from above (section \"Load model\") is a TensorFlow graph that can\n",
        "# efficiently be added to the input pre-processing.\n",
        "imgs = next(iter(ds_test.map(pp).batch(4)))['image']\n",
        "# Note that `pp` would also tokenize \"texts\" to \"tokens\", if such a feature was\n",
        "# present in the dataset (which is not the case for cifar).\n",
        "\n",
        "plt.figure(figsize=(15, 4))\n",
        "plt.imshow(np.hstack(imgs) * .5 + .5)\n",
        "plt.axis('off');"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "iO85T44aEmMs"
      },
      "outputs": [],
      "source": [
        "# JIT-compile image embedding function because there are lots of images.\n",
        "@jax.jit\n",
        "def embed_images(variables, images):\n",
        "  zimg, _, _ = lit_model.apply(variables, images=images)\n",
        "  return zimg"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "8Drfz7TACX2P",
        "outputId": "3004d915-012e-4fed-aa5e-8c2ce1946ad2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 20/20 [02:19<00:00,  6.99s/it]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10000, 768)"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ],
      "source": [
        "# Compute all images embeddings & collect correct labels.\n",
        "zimgs = []\n",
        "labels = []\n",
        "\n",
        "for batch in tqdm.tqdm(ds_test.map(lit_model.get_pp()).batch(500)):\n",
        "  labels += list(batch['label'].numpy())\n",
        "  zimg = embed_images(lit_variables, batch['image'].numpy())\n",
        "  zimgs.append(np.array(zimg))\n",
        "zimgs = np.concatenate(zimgs)\n",
        "zimgs.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "uU_8LyMcE7zp",
        "outputId": "95faf682-130b-4004-a031-45c4008ef1dd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10000, 100)"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ],
      "source": [
        "# Compute similarities ...\n",
        "sims = zimgs @ ztxt.reshape([len(classnames), len(PROMPTS), -1]).mean(axis=1).T\n",
        "sims.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "0mKZW4gNFl_6",
        "outputId": "ac7a85ab-eb12-4eea-c884-f8984f248c5c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DeviceArray(0.79219997, dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ],
      "source": [
        "# ... and use most similar embedding to predict label.\n",
        "(sims.argmax(axis=1) == np.array(labels)).mean()\n",
        "# Expected accuracy for model \"LiT-B16B\" : 79.19"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "LiT models",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "8bba3c25b79f44da81a2290c8924fd56": {
          "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_43f98e1e7aed476895957933002d1e13",
              "IPY_MODEL_53429407abb2449fa07bf6932211f40a",
              "IPY_MODEL_d997da63719546c6a97f98c9b43c1513"
            ],
            "layout": "IPY_MODEL_cca6d6c6c1044413bb4d273dd46cfce2"
          }
        },
        "43f98e1e7aed476895957933002d1e13": {
          "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_a9211b5d3e7643fea1cd3a54a6de11e0",
            "placeholder": "​",
            "style": "IPY_MODEL_b1a0695e5abc461fabcfae7a96db3621",
            "value": "Dl Completed...: 100%"
          }
        },
        "53429407abb2449fa07bf6932211f40a": {
          "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_88d5c0cdb6c94649be7a865070d506f2",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f16c307219c54621a4121053407ca966",
            "value": 1
          }
        },
        "d997da63719546c6a97f98c9b43c1513": {
          "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_8458dffe756340568ccd5942199e699f",
            "placeholder": "​",
            "style": "IPY_MODEL_bf7ff6de377a4392b78c1823a5b95552",
            "value": " 1/1 [00:44&lt;00:00, 30.62s/ url]"
          }
        },
        "cca6d6c6c1044413bb4d273dd46cfce2": {
          "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
          }
        },
        "a9211b5d3e7643fea1cd3a54a6de11e0": {
          "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
          }
        },
        "b1a0695e5abc461fabcfae7a96db3621": {
          "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": ""
          }
        },
        "88d5c0cdb6c94649be7a865070d506f2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "f16c307219c54621a4121053407ca966": {
          "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": ""
          }
        },
        "8458dffe756340568ccd5942199e699f": {
          "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
          }
        },
        "bf7ff6de377a4392b78c1823a5b95552": {
          "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": ""
          }
        },
        "c7e8e8ff782543418892daa3e6e413e8": {
          "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_ea6e4eef98a64f84a3d7a4358da7a12e",
              "IPY_MODEL_e9ebcc086464449c8c5853b845c385fd",
              "IPY_MODEL_be4d73b5d01b48429e61a16d6a4fc2ee"
            ],
            "layout": "IPY_MODEL_23c73566ccf242748c98c13a5f6fbf42"
          }
        },
        "ea6e4eef98a64f84a3d7a4358da7a12e": {
          "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_549997e471624db0b84768a7bd3d60cd",
            "placeholder": "​",
            "style": "IPY_MODEL_bd1d1de82c9e4726b256d0a94ebab6d8",
            "value": "Dl Size...: 100%"
          }
        },
        "e9ebcc086464449c8c5853b845c385fd": {
          "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_2a714387318a4de3b796dd108a7a33f9",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_512fe040a7af4a58b17119ba1c6f78c1",
            "value": 1
          }
        },
        "be4d73b5d01b48429e61a16d6a4fc2ee": {
          "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_050e7d523c474679bf393b338c4ce7d0",
            "placeholder": "​",
            "style": "IPY_MODEL_568f10e347de4b539463277dbeef5bc4",
            "value": " 1485/1485 [00:44&lt;00:00, 56.21 MiB/s]"
          }
        },
        "23c73566ccf242748c98c13a5f6fbf42": {
          "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
          }
        },
        "549997e471624db0b84768a7bd3d60cd": {
          "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
          }
        },
        "bd1d1de82c9e4726b256d0a94ebab6d8": {
          "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": ""
          }
        },
        "2a714387318a4de3b796dd108a7a33f9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "512fe040a7af4a58b17119ba1c6f78c1": {
          "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": ""
          }
        },
        "050e7d523c474679bf393b338c4ce7d0": {
          "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
          }
        },
        "568f10e347de4b539463277dbeef5bc4": {
          "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": ""
          }
        },
        "ce1ec7da83074219b106e0ec4b77d3cf": {
          "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_9501636d8b8a4ebf85d91c01940f0208",
              "IPY_MODEL_5ea7bbb12b984a8fae87ca2f23fe3890",
              "IPY_MODEL_b5ff89ad85c14246b4fc0b5993828cfa"
            ],
            "layout": "IPY_MODEL_2d34b1a831ba4f4fadd5e5afb6f319da"
          }
        },
        "9501636d8b8a4ebf85d91c01940f0208": {
          "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_6fe699c2e120475fa718038f273e81e2",
            "placeholder": "​",
            "style": "IPY_MODEL_633331bb5d034c0ba2017c4af2846ae7",
            "value": "Extraction completed...: 100%"
          }
        },
        "5ea7bbb12b984a8fae87ca2f23fe3890": {
          "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_8ba9e64e87754bbab004bf7c18b3bc59",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_91ab79eba95d4887909b2b1551e278d6",
            "value": 1
          }
        },
        "b5ff89ad85c14246b4fc0b5993828cfa": {
          "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_6cffc42d07d247e4802764dfb63b8470",
            "placeholder": "​",
            "style": "IPY_MODEL_7375e44f06a843aeb0d57bf0c7172a4d",
            "value": " 1/1 [00:43&lt;00:00, 43.97s/ file]"
          }
        },
        "2d34b1a831ba4f4fadd5e5afb6f319da": {
          "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
          }
        },
        "6fe699c2e120475fa718038f273e81e2": {
          "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
          }
        },
        "633331bb5d034c0ba2017c4af2846ae7": {
          "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": ""
          }
        },
        "8ba9e64e87754bbab004bf7c18b3bc59": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "91ab79eba95d4887909b2b1551e278d6": {
          "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": ""
          }
        },
        "6cffc42d07d247e4802764dfb63b8470": {
          "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
          }
        },
        "7375e44f06a843aeb0d57bf0c7172a4d": {
          "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": ""
          }
        },
        "6925ea3fb5ac4e5c95a925ea082d91b9": {
          "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_84b7e381a2a343068e533115233564ae",
              "IPY_MODEL_309efa6f598249e8bf7e9cb5f1ebb629",
              "IPY_MODEL_d63b6cb53cd7498ca24ad1d2477ced93"
            ],
            "layout": "IPY_MODEL_fb3ee22c29ea4657a0b1de41ccef80b2"
          }
        },
        "84b7e381a2a343068e533115233564ae": {
          "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_7c84fb69b4ff44a5b126aee1f75bc1be",
            "placeholder": "​",
            "style": "IPY_MODEL_1bf952f5b10b4e188b4dd8dd645300bb",
            "value": "Generating splits...: 100%"
          }
        },
        "309efa6f598249e8bf7e9cb5f1ebb629": {
          "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_652de89db0e84836993df03e4620dd9b",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_508ef5600b8e4f9d8ec8ac1544b1a5d1",
            "value": 2
          }
        },
        "d63b6cb53cd7498ca24ad1d2477ced93": {
          "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_b346dede4bda4d3a9286130bf4454859",
            "placeholder": "​",
            "style": "IPY_MODEL_d75693be19d8464cbc8206285877e38e",
            "value": " 2/2 [00:16&lt;00:00,  7.23s/ splits]"
          }
        },
        "fb3ee22c29ea4657a0b1de41ccef80b2": {
          "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
          }
        },
        "7c84fb69b4ff44a5b126aee1f75bc1be": {
          "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
          }
        },
        "1bf952f5b10b4e188b4dd8dd645300bb": {
          "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": ""
          }
        },
        "652de89db0e84836993df03e4620dd9b": {
          "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
          }
        },
        "508ef5600b8e4f9d8ec8ac1544b1a5d1": {
          "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": ""
          }
        },
        "b346dede4bda4d3a9286130bf4454859": {
          "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
          }
        },
        "d75693be19d8464cbc8206285877e38e": {
          "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": ""
          }
        },
        "a18db5be35b146cf842fdc7c9e436db1": {
          "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_b5f5c05eadd2412eb91d469dbc945112",
              "IPY_MODEL_134206ac9ef64cbf9c0cd0d4a3eebd82",
              "IPY_MODEL_d1583c35e1b348428f05565282298608"
            ],
            "layout": "IPY_MODEL_d335aa78088d43ca9035922dec904c2b"
          }
        },
        "b5f5c05eadd2412eb91d469dbc945112": {
          "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_0b6b38b2516946028fecff240669d97c",
            "placeholder": "​",
            "style": "IPY_MODEL_295fa587bb114e638a0b597994beff68",
            "value": "Generating train examples...: 100%"
          }
        },
        "134206ac9ef64cbf9c0cd0d4a3eebd82": {
          "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_4b63c6ba9c2a44be80922ce7612901f8",
            "max": 9469,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_a1cfef4abc8f4511a771833706099f4a",
            "value": 9469
          }
        },
        "d1583c35e1b348428f05565282298608": {
          "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_6ebbb9f71b3a489cb64e2966a28c2b54",
            "placeholder": "​",
            "style": "IPY_MODEL_fcbb4197decc4ee4aad8408266553da8",
            "value": " 9441/9469 [00:08&lt;00:00, 297.72 examples/s]"
          }
        },
        "d335aa78088d43ca9035922dec904c2b": {
          "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
          }
        },
        "0b6b38b2516946028fecff240669d97c": {
          "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
          }
        },
        "295fa587bb114e638a0b597994beff68": {
          "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": ""
          }
        },
        "4b63c6ba9c2a44be80922ce7612901f8": {
          "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
          }
        },
        "a1cfef4abc8f4511a771833706099f4a": {
          "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": ""
          }
        },
        "6ebbb9f71b3a489cb64e2966a28c2b54": {
          "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
          }
        },
        "fcbb4197decc4ee4aad8408266553da8": {
          "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": ""
          }
        },
        "419905e4ea5b4c48a115f9ada28d8eca": {
          "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_3e132ed0cc55491888a87bb173b3f881",
              "IPY_MODEL_8cb20280f322486a863d00c2fd9d1f2d",
              "IPY_MODEL_fa01a184dd16472f941d6867f234755d"
            ],
            "layout": "IPY_MODEL_779eddfe557c47af9f3dcb47cea25ade"
          }
        },
        "3e132ed0cc55491888a87bb173b3f881": {
          "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_ce2b628bf0f0466685f48ad8d79e5edf",
            "placeholder": "​",
            "style": "IPY_MODEL_8678ed0e32cb4c5b95bda1ebd7bb5870",
            "value": "Shuffling ~/tensorflow_datasets/imagenette/full-size-v2/1.0.0.incomplete7T8YUJ/imagenette-train.tfrecord*...:  97%"
          }
        },
        "8cb20280f322486a863d00c2fd9d1f2d": {
          "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_bd52f74cf42b471abbd285551cf92688",
            "max": 9469,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_264691f5515744c7978fc45bafc113d3",
            "value": 9469
          }
        },
        "fa01a184dd16472f941d6867f234755d": {
          "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_0020394ae4b14c59a2add40d303639c3",
            "placeholder": "​",
            "style": "IPY_MODEL_4d2b0131f1b0461eaef96d493b0ce05f",
            "value": " 9191/9469 [00:04&lt;00:00, 2802.98 examples/s]"
          }
        },
        "779eddfe557c47af9f3dcb47cea25ade": {
          "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
          }
        },
        "ce2b628bf0f0466685f48ad8d79e5edf": {
          "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
          }
        },
        "8678ed0e32cb4c5b95bda1ebd7bb5870": {
          "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": ""
          }
        },
        "bd52f74cf42b471abbd285551cf92688": {
          "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
          }
        },
        "264691f5515744c7978fc45bafc113d3": {
          "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": ""
          }
        },
        "0020394ae4b14c59a2add40d303639c3": {
          "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
          }
        },
        "4d2b0131f1b0461eaef96d493b0ce05f": {
          "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": ""
          }
        },
        "0bb9288e80b5424bb145b7adce3f7d8d": {
          "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_b4b40341ca7348998322408b133cca20",
              "IPY_MODEL_840d272719874d088889b7857ca12725",
              "IPY_MODEL_fb07d639896244e2adac309063d5b197"
            ],
            "layout": "IPY_MODEL_0c221f216caf4091b8d1f3d8ef89ef23"
          }
        },
        "b4b40341ca7348998322408b133cca20": {
          "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_4cc5ea65c94c43a79fc0155ff82a7d89",
            "placeholder": "​",
            "style": "IPY_MODEL_fdfb328166e74ddb9714d368415c3874",
            "value": "Generating validation examples...:  98%"
          }
        },
        "840d272719874d088889b7857ca12725": {
          "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_7293f5ddeb314df69134f035609fb566",
            "max": 3925,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_0b10322b2bd44f159efe1f21b4ba2030",
            "value": 3925
          }
        },
        "fb07d639896244e2adac309063d5b197": {
          "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_27dacaa92463457f912939cb2e0cd3ce",
            "placeholder": "​",
            "style": "IPY_MODEL_af0029f37b5745a4ac9896b425b86191",
            "value": " 3831/3925 [00:01&lt;00:00, 2079.42 examples/s]"
          }
        },
        "0c221f216caf4091b8d1f3d8ef89ef23": {
          "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
          }
        },
        "4cc5ea65c94c43a79fc0155ff82a7d89": {
          "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
          }
        },
        "fdfb328166e74ddb9714d368415c3874": {
          "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": ""
          }
        },
        "7293f5ddeb314df69134f035609fb566": {
          "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
          }
        },
        "0b10322b2bd44f159efe1f21b4ba2030": {
          "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": ""
          }
        },
        "27dacaa92463457f912939cb2e0cd3ce": {
          "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
          }
        },
        "af0029f37b5745a4ac9896b425b86191": {
          "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": ""
          }
        },
        "9495efe798de4194a9f0dcd726e5cdcb": {
          "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_f21fc612b27f439f833a543aab2aa799",
              "IPY_MODEL_5c667b1610334a23b9eb9915060b3e33",
              "IPY_MODEL_fede3466306f423c911a2f289a84e1a2"
            ],
            "layout": "IPY_MODEL_8d1e58fadbb5499a92f757e2f2777b63"
          }
        },
        "f21fc612b27f439f833a543aab2aa799": {
          "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_c6a7fc994ffd46b5ad0a97f84e94083c",
            "placeholder": "​",
            "style": "IPY_MODEL_fadf714dccc947a5b609c09e35102fe1",
            "value": "Shuffling ~/tensorflow_datasets/imagenette/full-size-v2/1.0.0.incomplete7T8YUJ/imagenette-validation.tfrecord*...:  95%"
          }
        },
        "5c667b1610334a23b9eb9915060b3e33": {
          "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_5cf8efcecc41438b8a0b406ceca1f9b4",
            "max": 3925,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e5d797b8866746688beb61fa80f7fef2",
            "value": 3925
          }
        },
        "fede3466306f423c911a2f289a84e1a2": {
          "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_92653a9f9d1f4c91a40206891b79e497",
            "placeholder": "​",
            "style": "IPY_MODEL_b598fe9cefff49e5b77fde60e5d9999b",
            "value": " 3746/3925 [00:01&lt;00:00, 2769.40 examples/s]"
          }
        },
        "8d1e58fadbb5499a92f757e2f2777b63": {
          "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
          }
        },
        "c6a7fc994ffd46b5ad0a97f84e94083c": {
          "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
          }
        },
        "fadf714dccc947a5b609c09e35102fe1": {
          "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": ""
          }
        },
        "5cf8efcecc41438b8a0b406ceca1f9b4": {
          "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
          }
        },
        "e5d797b8866746688beb61fa80f7fef2": {
          "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": ""
          }
        },
        "92653a9f9d1f4c91a40206891b79e497": {
          "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
          }
        },
        "b598fe9cefff49e5b77fde60e5d9999b": {
          "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": ""
          }
        },
        "e81b1f88fd9d4218bd47b9e4ea174da7": {
          "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_3775f8fe5c5442f1a1b10e3cce9641df",
              "IPY_MODEL_bf0f09bcef6448c49290cb5837371dd0",
              "IPY_MODEL_92cad147900141e1bd42ebf30c05faa1"
            ],
            "layout": "IPY_MODEL_01b3e8c157c04715b2266d25408c5dbb"
          }
        },
        "3775f8fe5c5442f1a1b10e3cce9641df": {
          "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_8c9043e209884a9faeead6cd9bb76e77",
            "placeholder": "​",
            "style": "IPY_MODEL_eaaabe6fa1bc4bfaacc04fc7189e82bd",
            "value": "Dl Completed...: 100%"
          }
        },
        "bf0f09bcef6448c49290cb5837371dd0": {
          "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_053ee230beb449c594b46a0b461ae96a",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_de56152e3a9741ab8fcc139afc0a17d8",
            "value": 1
          }
        },
        "92cad147900141e1bd42ebf30c05faa1": {
          "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_15cd3e474fbd47f6967914b3b1d9f214",
            "placeholder": "​",
            "style": "IPY_MODEL_50968ece00cf46e6832f772deab00a28",
            "value": " 1/1 [00:07&lt;00:00,  5.54s/ url]"
          }
        },
        "01b3e8c157c04715b2266d25408c5dbb": {
          "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
          }
        },
        "8c9043e209884a9faeead6cd9bb76e77": {
          "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
          }
        },
        "eaaabe6fa1bc4bfaacc04fc7189e82bd": {
          "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": ""
          }
        },
        "053ee230beb449c594b46a0b461ae96a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "de56152e3a9741ab8fcc139afc0a17d8": {
          "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": ""
          }
        },
        "15cd3e474fbd47f6967914b3b1d9f214": {
          "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
          }
        },
        "50968ece00cf46e6832f772deab00a28": {
          "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": ""
          }
        },
        "085dd73a510b4f999c82ceddda4b1944": {
          "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_48ee5fa914d7449e9bb63ceb1885a39d",
              "IPY_MODEL_7270f72f9912485d9f78b7e5141028dc",
              "IPY_MODEL_bf3220a9a9d6429d8be7c47d9cf43841"
            ],
            "layout": "IPY_MODEL_d3dec262dbdd43d0bc02244a2f20a85b"
          }
        },
        "48ee5fa914d7449e9bb63ceb1885a39d": {
          "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_a57c8aed115a40588a0da79977a76b4b",
            "placeholder": "​",
            "style": "IPY_MODEL_aa68b89b78c04794b3d5a5f813ebc121",
            "value": "Dl Size...: 100%"
          }
        },
        "7270f72f9912485d9f78b7e5141028dc": {
          "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_c8c3c5ffe65c4a289f6f28da3fec4673",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_93b39bd947014e75889233bec96435cc",
            "value": 1
          }
        },
        "bf3220a9a9d6429d8be7c47d9cf43841": {
          "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_f4b1d39ef8664286860088f011f216a5",
            "placeholder": "​",
            "style": "IPY_MODEL_5e312d75fec740da93226294f1654da1",
            "value": " 160/160 [00:07&lt;00:00, 31.12 MiB/s]"
          }
        },
        "d3dec262dbdd43d0bc02244a2f20a85b": {
          "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
          }
        },
        "a57c8aed115a40588a0da79977a76b4b": {
          "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
          }
        },
        "aa68b89b78c04794b3d5a5f813ebc121": {
          "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": ""
          }
        },
        "c8c3c5ffe65c4a289f6f28da3fec4673": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "93b39bd947014e75889233bec96435cc": {
          "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": ""
          }
        },
        "f4b1d39ef8664286860088f011f216a5": {
          "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
          }
        },
        "5e312d75fec740da93226294f1654da1": {
          "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": ""
          }
        },
        "faaa91d10b814cc087dba74e4b2730d3": {
          "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_3e0cb28b84d148beb55e92a9ff9393ba",
              "IPY_MODEL_34a4a093ca0f4be885b05da1e1e99c1b",
              "IPY_MODEL_dab74d2813dc4089bb01a9c756ddbe05"
            ],
            "layout": "IPY_MODEL_b12d30776476419a9e9cd9e5633a5dd9"
          }
        },
        "3e0cb28b84d148beb55e92a9ff9393ba": {
          "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_d7ab938e151842bc8563ef59b826e64a",
            "placeholder": "​",
            "style": "IPY_MODEL_3d1e5da4e21f4171b4cee0049b7fa9ef",
            "value": "Extraction completed...: 100%"
          }
        },
        "34a4a093ca0f4be885b05da1e1e99c1b": {
          "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_3f2a2b3987de48589083df10c97220f2",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f477d2e74032468d88ee4b75d1cb6cf7",
            "value": 1
          }
        },
        "dab74d2813dc4089bb01a9c756ddbe05": {
          "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_1fdc191357804595bafe77dd5506704c",
            "placeholder": "​",
            "style": "IPY_MODEL_9713fe1de73943e7be9d833e21718f9e",
            "value": " 1/1 [00:07&lt;00:00,  7.55s/ file]"
          }
        },
        "b12d30776476419a9e9cd9e5633a5dd9": {
          "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
          }
        },
        "d7ab938e151842bc8563ef59b826e64a": {
          "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
          }
        },
        "3d1e5da4e21f4171b4cee0049b7fa9ef": {
          "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": ""
          }
        },
        "3f2a2b3987de48589083df10c97220f2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "f477d2e74032468d88ee4b75d1cb6cf7": {
          "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": ""
          }
        },
        "1fdc191357804595bafe77dd5506704c": {
          "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
          }
        },
        "9713fe1de73943e7be9d833e21718f9e": {
          "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": ""
          }
        },
        "62d6145be50443c98a478e07d4f5a6b4": {
          "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_8d1a62f8f62d4c3b893e940052bbcb1f",
              "IPY_MODEL_a5ecedcab2ac44ea9ffee8e52c5a2e4c",
              "IPY_MODEL_d07a25e30fd549dabce7a0e84fbdb14d"
            ],
            "layout": "IPY_MODEL_b0a389e9e57440fa89bdcfea0255baf6"
          }
        },
        "8d1a62f8f62d4c3b893e940052bbcb1f": {
          "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_7783187925834fcb8681ffa6b0ac06a6",
            "placeholder": "​",
            "style": "IPY_MODEL_717591d6a275468cacd98f11d6392257",
            "value": "Generating splits...: 100%"
          }
        },
        "a5ecedcab2ac44ea9ffee8e52c5a2e4c": {
          "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_a0601f51e79c4035a599d9e87572ccf1",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_da42837f1b664ce0bab43ba1a6ec38c8",
            "value": 2
          }
        },
        "d07a25e30fd549dabce7a0e84fbdb14d": {
          "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_34ba6f2f33cb451790ed44e74f59b9f5",
            "placeholder": "​",
            "style": "IPY_MODEL_3f106616e5b34e2389ee96ab65ece418",
            "value": " 2/2 [01:00&lt;00:00, 26.89s/ splits]"
          }
        },
        "b0a389e9e57440fa89bdcfea0255baf6": {
          "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
          }
        },
        "7783187925834fcb8681ffa6b0ac06a6": {
          "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
          }
        },
        "717591d6a275468cacd98f11d6392257": {
          "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": ""
          }
        },
        "a0601f51e79c4035a599d9e87572ccf1": {
          "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
          }
        },
        "da42837f1b664ce0bab43ba1a6ec38c8": {
          "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": ""
          }
        },
        "34ba6f2f33cb451790ed44e74f59b9f5": {
          "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
          }
        },
        "3f106616e5b34e2389ee96ab65ece418": {
          "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": ""
          }
        },
        "7d835cfb8a79405bb326409fa41fe395": {
          "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_01f325ecc3be4defb2b9d2fcff9b8648",
              "IPY_MODEL_3c8087dd1d6f4f64a5994c49bf92ceb7",
              "IPY_MODEL_871602e040f740b3a146c46ce9508ae1"
            ],
            "layout": "IPY_MODEL_b927be86188c48c2964f2ec464814a53"
          }
        },
        "01f325ecc3be4defb2b9d2fcff9b8648": {
          "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_cf9e4d2b42654469934aefff44b46b15",
            "placeholder": "​",
            "style": "IPY_MODEL_82117f2bd1e1498e899ce798068753e3",
            "value": "Generating train examples...: 100%"
          }
        },
        "3c8087dd1d6f4f64a5994c49bf92ceb7": {
          "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_ba4d0abbb2654fdb9c6d612dd70f7ee5",
            "max": 50000,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7af3b6cf29c44c42b5477c63f7708101",
            "value": 50000
          }
        },
        "871602e040f740b3a146c46ce9508ae1": {
          "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_829663290d844c23a71d54d54589eefe",
            "placeholder": "​",
            "style": "IPY_MODEL_4bdd3cea42d040458d0eee112d6b2432",
            "value": " 49928/50000 [00:49&lt;00:00, 1034.26 examples/s]"
          }
        },
        "b927be86188c48c2964f2ec464814a53": {
          "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
          }
        },
        "cf9e4d2b42654469934aefff44b46b15": {
          "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
          }
        },
        "82117f2bd1e1498e899ce798068753e3": {
          "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": ""
          }
        },
        "ba4d0abbb2654fdb9c6d612dd70f7ee5": {
          "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
          }
        },
        "7af3b6cf29c44c42b5477c63f7708101": {
          "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": ""
          }
        },
        "829663290d844c23a71d54d54589eefe": {
          "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
          }
        },
        "4bdd3cea42d040458d0eee112d6b2432": {
          "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": ""
          }
        },
        "807835fabc9c4a8987a6d4eed77b57fb": {
          "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_76bfb96ec7194b578d988157698bfe9d",
              "IPY_MODEL_24a8485a2b494301b0470364fa7dba70",
              "IPY_MODEL_7400497c3de0456194291d830a9b2ab7"
            ],
            "layout": "IPY_MODEL_facbdcb7a1f64170b717d558c521c856"
          }
        },
        "76bfb96ec7194b578d988157698bfe9d": {
          "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_f6514f60ee714c568d41b5580cc275d3",
            "placeholder": "​",
            "style": "IPY_MODEL_7a962ff3f85e44b6a526821c0faf5182",
            "value": "Shuffling ~/tensorflow_datasets/cifar100/3.0.2.incomplete5GRC1Y/cifar100-train.tfrecord*...:  83%"
          }
        },
        "24a8485a2b494301b0470364fa7dba70": {
          "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_dc8a25f64e764812bfa2a353a3632951",
            "max": 50000,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ad51bf7083e94c81a770601533c4aec8",
            "value": 50000
          }
        },
        "7400497c3de0456194291d830a9b2ab7": {
          "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_9fcf89bcaa0d4f22a4657bca8dd149b2",
            "placeholder": "​",
            "style": "IPY_MODEL_beaaa169615743b899e7dd1262c36812",
            "value": " 41721/50000 [00:00&lt;00:00, 122034.42 examples/s]"
          }
        },
        "facbdcb7a1f64170b717d558c521c856": {
          "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
          }
        },
        "f6514f60ee714c568d41b5580cc275d3": {
          "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
          }
        },
        "7a962ff3f85e44b6a526821c0faf5182": {
          "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": ""
          }
        },
        "dc8a25f64e764812bfa2a353a3632951": {
          "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
          }
        },
        "ad51bf7083e94c81a770601533c4aec8": {
          "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": ""
          }
        },
        "9fcf89bcaa0d4f22a4657bca8dd149b2": {
          "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
          }
        },
        "beaaa169615743b899e7dd1262c36812": {
          "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": ""
          }
        },
        "676dc582a0a84806abde3093a9cc260b": {
          "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_e01ea79167e541dba4f043ff13fcccdf",
              "IPY_MODEL_ddff6ee1d66649c7ad73361e78d24339",
              "IPY_MODEL_a0fa5ab7b5d44820b030e3a419005369"
            ],
            "layout": "IPY_MODEL_ef2cbbd5425c4b17bdbe036001d0c63a"
          }
        },
        "e01ea79167e541dba4f043ff13fcccdf": {
          "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_a080240d7bb64146be53de15aea33ce2",
            "placeholder": "​",
            "style": "IPY_MODEL_d19b0afcdc7b43a08bc4c5424a99433f",
            "value": "Generating test examples...:  99%"
          }
        },
        "ddff6ee1d66649c7ad73361e78d24339": {
          "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_b637c8ec445e4ca8a0118d6f93ad91cb",
            "max": 10000,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ca49ddb0ae4948438a42e5645074990e",
            "value": 10000
          }
        },
        "a0fa5ab7b5d44820b030e3a419005369": {
          "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_dec33da19fa04dd19517e5e7d8965735",
            "placeholder": "​",
            "style": "IPY_MODEL_d4906fcbc9c74dfc98eedd495981265d",
            "value": " 9918/10000 [00:10&lt;00:00, 1038.22 examples/s]"
          }
        },
        "ef2cbbd5425c4b17bdbe036001d0c63a": {
          "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
          }
        },
        "a080240d7bb64146be53de15aea33ce2": {
          "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
          }
        },
        "d19b0afcdc7b43a08bc4c5424a99433f": {
          "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": ""
          }
        },
        "b637c8ec445e4ca8a0118d6f93ad91cb": {
          "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
          }
        },
        "ca49ddb0ae4948438a42e5645074990e": {
          "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": ""
          }
        },
        "dec33da19fa04dd19517e5e7d8965735": {
          "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
          }
        },
        "d4906fcbc9c74dfc98eedd495981265d": {
          "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": ""
          }
        },
        "cbea0266da3f4ad58d8e5ef9fc76cfd8": {
          "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_bc971adcdc9745519e4662dfd14b0fdb",
              "IPY_MODEL_5413e26a43c344b2a09d26e2dbc0938c",
              "IPY_MODEL_216c6a06f0014b54afc18ea544d6a232"
            ],
            "layout": "IPY_MODEL_15fde2d2c2b44e758d643e9109c68a69"
          }
        },
        "bc971adcdc9745519e4662dfd14b0fdb": {
          "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_147a8494979741689c06c8e512a75163",
            "placeholder": "​",
            "style": "IPY_MODEL_700c05c35228436f880e0edfdfcb6bee",
            "value": "Shuffling ~/tensorflow_datasets/cifar100/3.0.2.incomplete5GRC1Y/cifar100-test.tfrecord*...:  46%"
          }
        },
        "5413e26a43c344b2a09d26e2dbc0938c": {
          "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_ea168318f4344858af31d58bd3d74458",
            "max": 10000,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e071d7901ed749ad8d2493c0ad11eca0",
            "value": 10000
          }
        },
        "216c6a06f0014b54afc18ea544d6a232": {
          "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_f313584b236541919f566e9dfe8c1afb",
            "placeholder": "​",
            "style": "IPY_MODEL_7b32f943fd4042d581c148106943526e",
            "value": " 4574/10000 [00:00&lt;00:00, 45733.07 examples/s]"
          }
        },
        "15fde2d2c2b44e758d643e9109c68a69": {
          "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
          }
        },
        "147a8494979741689c06c8e512a75163": {
          "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
          }
        },
        "700c05c35228436f880e0edfdfcb6bee": {
          "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": ""
          }
        },
        "ea168318f4344858af31d58bd3d74458": {
          "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
          }
        },
        "e071d7901ed749ad8d2493c0ad11eca0": {
          "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": ""
          }
        },
        "f313584b236541919f566e9dfe8c1afb": {
          "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
          }
        },
        "7b32f943fd4042d581c148106943526e": {
          "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
}