{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "7QWi2mZTNM0q" }, "source": [ "# Loading the SPIDER dataset from HuggingFace\n", "\n", "This tutorial will walk you through the steps to download and use the SPIDER dataset." ] }, { "cell_type": "markdown", "metadata": { "id": "L9f_x4IO9pka" }, "source": [ "### Table of Contents\n", "\n", "1. [Installing Dependencies](#dependencies)\n", "2. [Loading Demo Dataset](#demo_config)\n", "3. [Visualizing an Example Image](#visualizing_image)\n", "4. [Resizing Images](#resizing)\n", "5. [Loading Original Images](#original_images)\n", "6. [Extracting Metadata](#metadata)\n", "7. [Filtering Scan Types](#filter_scan_type)\n", "8. [Loading Full Dataset](#loading_full_dataset)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Wt9vqFfcQT8G" }, "source": [ "### Installing Dependencies \n", "\n", "First, install the necessary dependencies:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "cRMYzjBvo66Q", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9bc7206a-b4e2-4fcd-f6ab-33bc37d65272" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m510.5/510.5 kB\u001b[0m \u001b[31m7.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m7.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m9.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m10.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m52.7/52.7 MB\u001b[0m \u001b[31m23.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h" ] } ], "source": [ "!pip install datasets -q\n", "!pip install scikit-image -q\n", "!pip install SimpleITK -q" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LOBqCjn3MDm_", "outputId": "50664774-267a-44b0-c879-32902dcbd1d0" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "datasets: 2.18.0\n", "scikit-image: 0.19.3\n", "SimpleITK: 2.3.1\n" ] } ], "source": [ "import datasets\n", "import skimage\n", "import SimpleITK as sitk\n", "\n", "print(f'datasets: {datasets.__version__}')\n", "print(f'scikit-image: {skimage.__version__}')\n", "print(f'SimpleITK: {sitk.__version__}')" ] }, { "cell_type": "markdown", "metadata": { "id": "Liq722klQal4" }, "source": [ "### Loading the Dataset with Demo Configuration \n", "\n", "Next, use the `load_dataset` function from the `datasets` library to download the data directly from the [Zenodo](https://zenodo.org/records/10159290) repository.\n", "\n", "Select the `demo` configuration to verify that the function works as intended. The `demo` configuration downloads all of the original `.mha` image and mask files from Zenodo, but only processes the first 10 examples to reduce computation time. The downloaded `.mha` image files will be saved to cache on your local system (which you can set with the `cache_dir` parameter -- see the HuggingFace [docs](https://huggingface.co/docs/datasets/v2.18.0/en/package_reference/loading_methods#datasets.load_dataset)).\n", "\n", "Note that in future versions of the `load_dataset` function, you will have to\n", "explicitly pass `trust_remote_code=True` for the code to run. You can review\n", "the source code in the HuggingFace repository [here](https://huggingface.co/datasets/cdoswald/SPIDER/blob/main/SPIDER.py)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 461, "referenced_widgets": [ "5d30ec62b36444bea1d1229c78c249e9", "e792c3e4442e44aba62671efa6658cc2", "be145cad7ca64d54a12eb08e832e0dad", "43dd0046c31c42f4a1848698dc3488b8", "414b47112d3845f990cefe5bcb9d47d4", "cfa05434e9e64c31a747fb7756e797bc", "34a27df005ca4db387b1259916d33336", "90533e5d0e9045709dee8ef6c7d844f8", "648dded076014fb9ac126ec7a55aae14", "151250b51eef4f4dad5da2f9fdfeb91d", "820f92f2ab3b40e3b6ac813229725e46", "bd20059bd89547e483e8c1ab9560b528", "cc5f31d3853941aaa9acee3a3ad68f25", "73a911defd244bde9939b442f68450ea", "b972d13a6ac64be5a1e689fdb0723b3d", "84fc9ed1be41477da9073da3edd77327", "3b0b13c3e1b4492ebba72296614fa166", "13eef6eba8974eaabfce1a89ae431aa5", "03a4ca5f5aab4526a7d3e8262c388170", "4071d4d986624aa2af6ceaa893dffdb2", "536a107a4b324c34a2a9fb1b2e7121f0", "3404825ed2e94b33937a93b0c4478f92", "90ec59702d6b4eaeb74fcfab6ddd6dad", "72be1de33e854192bcfc47c1dc31fc61", "42fd11e10cac41429ab8da408b611a9b", "8339ca5ce0424ba4923f13f546698542", "9abd256ac4694df89e200ab3ffea5838", "3c492c3bdbf2405ca8e76659713556d7", "4188fcca563440abb24e91206a6ea307", "6c85b8bcc61e4dcb9d603f1773abf543", "d684898e8de54258b2268ecc4e1dd62c", "1198bb85fef5440ebc4ddc49bf3b0153", "7df4057fdf7c4342828ab5f759f0f895", "6fa09bf39550425bad6430e03fe30571", "890f026e200f4f3abc0f1e39b399e8bf", "b5b084a36f8548ae8b3959a4fe2541dc", "bf74bc4ab235473e95a81a242b7aae49", "a164b88e42cc4c2ab7bd7571698730e6", "63c7856d8a164571bfaef3c5e7e779eb", "7d28e1e2de184727b9123b4278db4cb5", "29dd8fa994ab4b888c30123d07ad1308", "2a15cec86d8e4cf99b8bfad0aed5ed6d", "bd026aa8f5204051a360916e409bc111", "36be81ff35b24f8ba365987625d875f5", "8076c51ae7304ba4a8ab217c7203a3f2", "630adcb7683f41408c6b28ee991442ad", "cad14a5050914bada4ea0ce1f5c4aae8", "575ced9d14e948c698164f9cf0300489", "718d6a0a084a4a59b8029620018d37e7", "051e3174f15548b6be16c2eaafbfae5a", "34e2fea79c144889bff763ea2fca1a45", "7a91da68218e44c6aa4fcd027a8a95eb", "75fc8494f63c4346a8b9aed8e622a95b", "c3a374ee9cda468eb43688c64c21eed6", "8b486abbb22e420cb0f473361ee1ed93", "04c0ff82cab349ecbdfd96dc3a8ae14d", "460789e2c2d94f7c80e961679ff9bb54", "3b371ffd92e14a4aab9c2d6a73633052", "f52aa8d7a54947628620ca8aece10907", "fb7379bd23494353ab77052e3159cffc", "d6bccadf68814151a1fff4ddf3d88949", "f2733069938841d7970470088677cbab", "def0bd7758d34f77b77e2230cd5266a0", "e955515c7d1245e8b73436e799ecc973", "f29bb836b838447ca4f8ef3aed616d74", "4275d4a5f1d047edb114e7ff4f0d86cb", "d3b973de66e74b24b3348da921e059cb", "97e4bf7291dd4e79b8c7b04425903357", "5fa055f8a5094bb781b7487d9eb6a728", "326b62ecd17347fa9bfac79e4e4b4a8e", "7a3c28cd27644f6e8de2b5e20f517a35", "d7fc1342bd6c473aa207562148c34a34", "dbd1c8fdb19e4ba895cf6c193d2805f0", "2296dce8531b47e48b4241dad52d87cf", "950638ff6d7b4ed6a2e4e68b794ca8c4", "8d5037d1dba54d8c9522a500f5364c85", "1451d2ec43bb478a919311cd7b54b8ff", "118a5de9bbe7476abb6e47a487ece298", "007addc3c4c541e89a8917f5ed80bab1", "9c656fdec62d4844afac4ae07f7f6426", "b2395ab362d34a09854af9171e4cb9f5", "a6a5214208de46d2a5c030ed1eb11069", "8c71117cfbd54b3db531b8044b33d305", "df745b1cf28f457ebf96d01c3498fe09", "f5dc2cee94ef474a96f9ba087f24c6ae", "c5b17888ddda43808e23710f980a91ed", "ab0a8332eddc4a409b0fd3b0fd02fa0f", "0c7a157b1503401894f0713d15df7c20", "393b3bc56964456c83bc7d21cc8b4d34", "d0b141a54e10403181a67c0a17af20f7", "4d30596de1c9430cb24ccf85a21c8a12", "1ca55c11004f44a691720ce3b483d461", "dbbfae75527b4619baaaa8f2b8fc4d22", "a2d7aca91eb34edea9c1fbadef5aed75", "2bd94725e54b4b058c48a124a0cdd14a", "d143641fdef843f7aec1837edb155c5c", "2e0e07f855624e92a880122fec006fa9", "2394714806da40ce8506f5e638aa80bd", "454cb1597bc5451294b592241add7d88", "141c6d1d16d94bd7a2d63e01bd8685c4", "29973df30df443d982c9a4833ae697b3", "47ff5e2daa7a482ea48232907422b644", "41db89f3da6142d88f4f0b7b16b98e4e", "6a2dbabd4c68496c80016c46667df2fb", "a04c20425ee2493183de247a8ec7d58e", "fbcb04ed2d2d43c494795a911efaa7b0", "4f8736f27b7b41acbc66e177fba49501", "d39de5d21ee4479aa29f02e85e0c9ddc", "9e7a62d8729f44bcb702cf94b0b8bc06", "8eb7baefe68e4b298108195b49a47123" ] }, "id": "QOHzp7bRoqV4", "outputId": "e7b40ec7-16ef-4116-e179-1b201fc7b8c9" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n", "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", "You will be able to reuse this secret in all of your notebooks.\n", "Please note that authentication is recommended but still optional to access public models or datasets.\n", " warnings.warn(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Downloading builder script: 0%| | 0.00/22.5k [00:00\n", "\n", "We can view the features for a specific example by first selecting the data subset (e.g., \"train\") and then indexing a particular observation:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "aTPm0k0vSSDB", "outputId": "04dd15e3-7d2a-46fe-ead1-ec69073c71b5" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Patient ID: 59\n", "Scan type: t2\n" ] } ], "source": [ "example = dataset['train'][0]\n", "print(f'Patient ID: {example[\"patient_id\"]}\\nScan type: {example[\"scan_type\"]}')" ] }, { "cell_type": "markdown", "metadata": { "id": "Y4hgVOivSwf4" }, "source": [ "By default, the `image` and `mask` attributes will each be 3D volumetric arrays of size `(512, 512, 30)` -- in other words, 30 stacked 512 x 512 grayscale images (note that the channel dimension indicates depth rather than RGB values).\n", "\n", "We can select a few specific depths to display as 2D images using matplotlib's `imshow` function:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 356 }, "id": "Nq0jUm-UazpL", "outputId": "e4733c14-b325-447a-99a4-f2a1f837f5af" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(12, 8))\n", "for j, depth in enumerate([2, 15, 20]):\n", " ax[j].imshow(np.array(example['image'])[:, :, depth], cmap='gray', origin='lower')\n", " ax[j].set_title(f'Depth: {depth+1}/{np.array(example[\"image\"]).shape[-1]}')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "id": "Vnie1-eHvZiO" }, "source": [ "We can also overlay the segmentation masks on the images. But first we need to define a colormap based on the values used in the original research paper:\n", "\n", "- 0 = background\n", "- 1-25 = vertebrae (numbered from the bottom, i.e., L5 = 1)\n", "- 100 = spinal canal\n", "- 101-125 = partially visible vertebrae\n", "- 201-225 = intervertebral discs (numbered from the bottom, i.e., L5/S1 = 201)\n", "\n", "Refer to the [SPIDER Grand Challenge](https://grand-challenge.org/algorithms/spider-baseline-iis/) documentation for more details.\n", "\n", "You can define a more clever colormap, but for this tutorial we'll use the same color for all of the anatomical structures within the same category." ] }, { "cell_type": "markdown", "source": [ "**IMPORTANT**: Notice that the segmentation masks loaded via the `load_dataset` function may contain integer values that fall outside of the ranges mentioned above. This is probably related to the HuggingFace data serialization process (e.g., converting to Apache Arrow format) since the locally cached original masks don't have the same issue.\n", "\n", "Here's an example:" ], "metadata": { "id": "9PVrKF-w_scI" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "unique_vals, unique_counts = np.unique(np.array(example['mask']), return_counts=True)\n", "pd.DataFrame({'mask_value':unique_vals, 'pixel_count':unique_counts})" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 488 }, "id": "CjKFqZDrwqPL", "outputId": "9ffaba4d-d71b-4b8c-eb14-c68b383b813f" }, "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " mask_value pixel_count\n", "0 0 7277489\n", "1 1 84123\n", "2 2 89183\n", "3 3 85374\n", "4 4 72251\n", "5 5 60354\n", "6 6 46125\n", "7 100 66686\n", "8 201 16021\n", "9 202 18987\n", "10 203 14963\n", "11 204 14119\n", "12 205 10097\n", "13 206 8548" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
mask_valuepixel_count
007277489
1184123
2289183
3385374
4472251
5560354
6646125
710066686
820116021
920218987
1020314963
1120414119
1220510097
132068548
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"pd\",\n \"rows\": 14,\n \"fields\": [\n {\n \"column\": \"mask_value\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 99,\n \"min\": 0,\n \"max\": 206,\n \"num_unique_values\": 14,\n \"samples\": [\n 202,\n 204,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pixel_count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1933174,\n \"min\": 8548,\n \"max\": 7277489,\n \"num_unique_values\": 14,\n \"samples\": [\n 18987,\n 14119,\n 7277489\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "markdown", "source": [ "If you'd prefer, you can load the original MRI images and masks (see *Loading the Original Images* section below).\n", "\n", "For our purposes, we'll modify the ranges slightly to ignore any artifacts:\n", "\n", "- 0 = background\n", "- 1 - 90 = vertebrae\n", "- 91 - 100 = spinal canal\n", "- 101 - 190 = partially visible vertebrae\n", "- 191 - 225 = intervertebral discs\n" ], "metadata": { "id": "jYHP5BJfBDWx" } }, { "cell_type": "code", "source": [ "from matplotlib.colors import ListedColormap\n", "colors = (\n", " ['none'] +\n", " ['chartreuse'] * 90 +\n", " ['cyan'] * 10 +\n", " ['orange'] * 80 +\n", " ['magenta'] * 35\n", ")\n", "cmap = ListedColormap(colors, name='custom_categorical_cmap')" ], "metadata": { "id": "dQlkSY6jHBQh" }, "execution_count": 9, "outputs": [] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 356 }, "id": "7A1giBkrn922", "outputId": "15961b5f-9be9-43fa-a4ca-8cb1845a4016" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(12, 8))\n", "for j, depth in enumerate([2, 15, 20]):\n", " ax[j].imshow(np.array(example['image'])[:, :, depth], cmap='gray', origin='lower')\n", " ax[j].imshow(\n", " np.array(example['mask'])[:, :, depth],\n", " alpha=0.7, cmap=cmap, vmin=0, vmax=225, origin='lower'\n", " )\n", " ax[j].set_title(f'Depth: {depth+1}/{np.array(example[\"image\"]).shape[-1]}')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "id": "rNHNf95J6XTA" }, "source": [ "### Setting a Custom Resize Shape " ] }, { "cell_type": "markdown", "metadata": { "id": "rkNVgLIvwZOP" }, "source": [ "Notice that the default shape of the example image and mask is `(512, 512, 30)`. Additionally, the resolution (i.e., pixel intensity) is limited to the range `[0, 255]`. The original images vary significantly in size and resolution, and were therefore resized and rescaled to allow the dataset to be loaded via the HuggingFace `datasets` library." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qZsJf_m-wl6m", "outputId": "421b5eb2-0168-48dc-aa2b-8ee96893c7e6" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Image shape: (512, 512, 30)\n", "Mask shape: (512, 512, 30)\n", "Image pixel range: [0, 24]\n", "Mask pixel range: [0, 206]\n" ] } ], "source": [ "print(f'Image shape: {np.array(example[\"image\"]).shape}')\n", "print(f'Mask shape: {np.array(example[\"mask\"]).shape}')\n", "print(f'Image pixel range: [{np.array(example[\"image\"]).min()}, {np.array(example[\"image\"]).max()}]')\n", "print(f'Mask pixel range: [{np.array(example[\"mask\"]).min()}, {np.array(example[\"mask\"]).max()}]')" ] }, { "cell_type": "markdown", "metadata": { "id": "v_TxLaoOzZAi" }, "source": [ "If you would prefer a different default size, you can pass a 3-tuple of integers indicating `(height, width, depth)` to the `resize_shape` parameter as follows:\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 148, "referenced_widgets": [ "0a8ec5dd75db40dcba6e66a4169b27c7", "57f92686f5304103b7631f3399798cab", "8efcfa841d0b46ac97dd7260ee613cdf", "db69e0af00d24a82837fee3e05be38cc", "652664d75b3046338b0b99c81d1c96c3", "465a3f00b30a47ecadbb596c76f99a87", "a4d28aba88a64923ab9e7cdb3274ec54", "6c1ac01c2d3949a2bad1144ce7918791", "66e91616ae77409e8e54ddd2fc0b96bd", "595cf85b63f44606aefbb0be02a19ab8", "9da400025fa94cc88941f95916a7ebd8", "c9e43869db7e4cf8a7434676cc6553da", "24dddd7f56f6408c879d8fc0ef311849", "3a49ef4940a34cb3b98bdf2d92047002", "ec70b62deb8543f9bf7fbab5b630f00a", "f695cbb1c54e484fac7a582bfc7adcda", "5fee159503184b79925005b5a37fa46d", "c304569b41264a53b46120730ea400fb", "cc26f63ed7f14f2c9df357ff81ee3cc7", "8802a791b210454eb9eea3eec8efcc94", "d0bc7cc142da412090de06a35b72aba1", "52309ab0481f4c27bf2c166acf15a187", "4ff8a4762b0e4cc69a20355aa6efbae8", "c4cda0aa2c3148fdafb42f7bd9341f31", "577795061dcc4cc786ac84d06429553f", "0b7a69648ac54ed382ec41f2877ea79b", "2939110eb5ca46bf98a1dece5b31bf70", "58c5b608605c41d2aa4cdcd9b608e654", "00a1512a3b454e1b8c15887baa411712", "5194cdd191fd4c49b47b1d74063464d9", "4a9610d2820945ad9fa47458c8fa3152", "4cf7e4f839f546329c347731f913c7a4", "af7fb39bda824d43908a899014b2fcb8" ] }, "id": "w316rZlp0ScY", "outputId": "6a7c055d-7c75-4b45-80b9-0419e20b4b18" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Generating train split: 0 examples [00:00, ? examples/s]" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "0a8ec5dd75db40dcba6e66a4169b27c7" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "Generating validation split: 0 examples [00:00, ? examples/s]" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "c9e43869db7e4cf8a7434676cc6553da" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "Generating test split: 0 examples [00:00, ? examples/s]" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "4ff8a4762b0e4cc69a20355aa6efbae8" } }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "New image shape: (256, 256, 50)\n", "New mask shape: (256, 256, 50)\n" ] } ], "source": [ "resize_shape = (256, 256, 50)\n", "new_dataset = load_dataset(\n", " \"cdoswald/SPIDER\", name=\"demo\", resize_shape=resize_shape, trust_remote_code=True\n", ")\n", "\n", "new_example = new_dataset[\"train\"][0]\n", "print(f'New image shape: {np.array(new_example[\"image\"]).shape}')\n", "print(f'New mask shape: {np.array(new_example[\"mask\"]).shape}')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 356 }, "id": "VGes7CEK1WJl", "outputId": "235d62e9-5dd3-4693-f8c5-69e919e9cb59" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(12, 8))\n", "for j, depth in enumerate([4, 25, 47]):\n", " ax[j].imshow(np.array(new_example['image'])[:, :, depth], cmap='gray', origin='lower')\n", " ax[j].imshow(\n", " np.array(new_example['mask'])[:, :, depth],\n", " alpha=0.7, cmap=cmap, vmin=0, vmax=225, origin='lower'\n", " )\n", " ax[j].set_title(f'Depth: {depth+1}/{np.array(new_example[\"image\"]).shape[-1]}')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "id": "qP9ZZD474SFo" }, "source": [ "Notice that interpolating along the depth axis as a result of image resizing can lead to images like that on the left, i.e., where part of the image (the lower right half in this case) is solely the result of the interpolation." ] }, { "cell_type": "markdown", "metadata": { "id": "DtlzhKWc6is4" }, "source": [ "### Loading the Original Images (Size and Resolution) " ] }, { "cell_type": "markdown", "metadata": { "id": "jOPANYzm2LwO" }, "source": [ "Unfortunately, there is **not** currently a parameter to set a custom resolution. If you would prefer to use the resolution or size of the original images, and/or resize and rescale them to meet your specific requirements, you can import the original image and mask for each example using the `SimpleITK` library:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "S3TT8h9ra5-3", "outputId": "156dbc3c-c891-4b45-e90e-fd672bda9f0a" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Original image shape: (448, 448, 24)\n", "Original mask shape: (448, 448, 24)\n" ] } ], "source": [ "orig_image = sitk.ReadImage(example['image_path'])\n", "orig_image_array = sitk.GetArrayFromImage(orig_image)\n", "\n", "orig_mask = sitk.ReadImage(example['mask_path'])\n", "orig_mask_array = sitk.GetArrayFromImage(orig_mask)\n", "\n", "print(f'Original image shape: {orig_image_array.shape}')\n", "print(f'Original mask shape: {orig_mask_array.shape}')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 356 }, "id": "xXM8gyIZ3mcZ", "outputId": "919c5f59-f440-4185-f2be-e577f42c9a4b" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(12, 8))\n", "for j, depth in enumerate([4, 12, 14]):\n", " ax[j].imshow(orig_image_array[:, :, depth], cmap='gray', origin='lower')\n", " ax[j].imshow(orig_mask_array[:, :, depth], alpha=0.7, cmap=cmap, vmin=0, vmax=225, origin='lower')\n", " ax[j].set_title(f'Depth: {depth+1}/{orig_mask_array.shape[-1]}')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "id": "QIfBbHbH6wuL" }, "source": [ "### Extracting Metadata " ] }, { "cell_type": "markdown", "metadata": { "id": "sHhqprQ964Zt" }, "source": [ "In addition to the MRI image and segmentation mask data, each example includes metadata related to the scanner and patient characteristics, when available. You can access this information through the `metadata` feature:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "x2yZDxDM1v34", "outputId": "c1102e27-e282-4c70-810f-be48a5b6d597" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'num_vertebrae': 6,\n", " 'num_discs': 6,\n", " 'sex': 'M ',\n", " 'birth_date': '',\n", " 'AngioFlag': '',\n", " 'BodyPartExamined': 'LSPINE',\n", " 'DeviceSerialNumber': '',\n", " 'EchoNumbers': 1.0,\n", " 'EchoTime': 120.0,\n", " 'EchoTrainLength': 25.0,\n", " 'FlipAngle': 90.0,\n", " 'ImagedNucleus': '1H',\n", " 'ImagingFrequency': 127.77127838134766,\n", " 'InPlanePhaseEncodingDirection': 'COL',\n", " 'MRAcquisitionType': '2D',\n", " 'MagneticFieldStrength': 3.0,\n", " 'Manufacturer': 'Philips Healthcare',\n", " 'ManufacturerModelName': 'Ingenia',\n", " 'NumberOfPhaseEncodingSteps': 237,\n", " 'PercentPhaseFieldOfView': 155.555555555555,\n", " 'PercentSampling': 77.1106948852539,\n", " 'PhotometricInterpretation': 'MONOCHROME2',\n", " 'PixelBandwidth': 365,\n", " 'PixelSpacing': '[0.625, 0.625]',\n", " 'RepetitionTime': 3695.4443359375,\n", " 'SAR': 2.7113485336303698,\n", " 'SamplesPerPixel': 1,\n", " 'ScanningSequence': 'SE',\n", " 'SequenceName': '',\n", " 'SeriesDescription': '',\n", " 'SliceThickness': 3.0,\n", " 'SoftwareVersions': \"['5.6.1', '5.6.1.2']\",\n", " 'SpacingBetweenSlices': 3.299999952316284,\n", " 'SpecificCharacterSet': 'ISO 2022 IR 100',\n", " 'TransmitCoilName': '',\n", " 'WindowCenter': 1029.0,\n", " 'WindowWidth': 1789.0,\n", " 'OrigSubset': 'validation'}" ] }, "metadata": {}, "execution_count": 16 } ], "source": [ "example['metadata']" ] }, { "cell_type": "markdown", "metadata": { "id": "k5b2W2-p8ztl" }, "source": [ "Similarly, radiological gradings can be accessed through the `rad_gradings` feature:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "L2OIA1ff1zNf", "outputId": "b5220a3b-0c91-4952-bfae-1b2973df90aa" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'IVD label': ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9'],\n", " 'Modic': ['', '2', '2', '2', '2', '2', '2', '', '', ''],\n", " 'UP endplate': ['', '1', '1', '1', '1', '1', '1', '', '', ''],\n", " 'LOW endplate': ['', '1', '1', '1', '1', '1', '1', '', '', ''],\n", " 'Spondylolisthesis': ['', '0', '0', '0', '0', '0', '0', '', '', ''],\n", " 'Disc herniation': ['', '1', '0', '0', '0', '0', '0', '', '', ''],\n", " 'Disc narrowing': ['', '1', '1', '1', '1', '1', '1', '', '', ''],\n", " 'Disc bulging': ['', '1', '1', '1', '1', '1', '1', '', '', ''],\n", " 'Pfirrman grade': ['', '4', '4', '4', '4', '4', '4', '', '', '']}" ] }, "metadata": {}, "execution_count": 17 } ], "source": [ "example['rad_gradings']" ] }, { "cell_type": "markdown", "metadata": { "id": "b9Br04Xz9EAz" }, "source": [ "More information about interpreting the radiological gradings data can be found in the [original paper](https://www.nature.com/articles/s41597-024-03090-w)." ] }, { "cell_type": "markdown", "metadata": { "id": "KDLRaiGz9fEW" }, "source": [ "### Filtering by Scan Type " ] }, { "cell_type": "markdown", "metadata": { "id": "QpGRLHs09_Kp" }, "source": [ "The original dataset contains T1, T2, and T2-SPACE [scan types](https://case.edu/med/neurology/NR/MRI%20Basics.htm). You can filter for a subset of scan types by passing a list of the desired types to the `scan_types` parameter:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 113, "referenced_widgets": [ "99d41a97a2884013afae0f1efcdebaa4", "c366b8617fd249deb98e6e1dfaf338f5", "85b7e63bb0034ae6a25b4199e03591d1", "f4f65b90af8f4f4b913734965d6b8472", "03badc70aeba48eba4d3eb0fa79e143c", "494a5ca410e94c2b9720b5d366cd980d", "72a6e92fbb494d5eb05e0d9633558bb1", "7c920d843bce44f4aadd00c8eece6aa9", "b145912abc20425db988020f332590bc", "dd91fde359ce40ce9ad716b3c7fab1bc", "35d33b6e8559416295672bafd4eb6e87", "1313460fa36140718f08753214f0b5dc", "443063528bda4baca636451286e0fd58", "9289c1caeb014904bce916809b1cb09a", "b10f341d0db9473d98bde604b60682e5", "ef6ae03333714c05a6a765a10e1a114d", "3bf0550b8af54b92a7b897631f3c3179", "4eb9282489b24a5d88c160530732571a", "73772cc19efd4cc19db5d39f51409dee", "224dbd520ae3444abed13bd9d5a9f4d1", "0a8d4c211a3941fba24e8198c51bd743", "9d00e6e783e04f94b463e4c3c10d7746", "86ac07502b0c45ab86b52cb0d5f2b90b", "08a61bdc58dc4107a4dfb7f0eee49c22", "3d1d22bcf2d04eca9aa6487d92a68ece", "e91ed8243e164c6a84f98f74db2eea44", "12ef238bd3224990a15e40fd74c6b6ce", "6d3c2f10c8c84c1eb641265385835072", "ff1c0c01259649e79d2b4814c9fd547b", "bcef8e1aaeb7470f877e335382d3d1db", "7772972b897340419dfac0ceb92ba1d0", "64e497766f954a70bb11ec3aebf18303", "a11c53271818405297b4cc78dd0da0c2" ] }, "id": "mPVZEWU_9-bB", "outputId": "41ece57a-75e9-4078-e2ef-970cc02c0659" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Generating train split: 0 examples [00:00, ? examples/s]" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "99d41a97a2884013afae0f1efcdebaa4" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "Generating validation split: 0 examples [00:00, ? examples/s]" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "1313460fa36140718f08753214f0b5dc" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "Generating test split: 0 examples [00:00, ? examples/s]" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "86ac07502b0c45ab86b52cb0d5f2b90b" } }, "metadata": {} } ], "source": [ "scan_types = [\"t1\", \"t2\"] # Exclude \"t2_SPACE\" scan types\n", "dataset = load_dataset(\n", " \"cdoswald/SPIDER\", name=\"demo\", scan_types=scan_types, trust_remote_code=True\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JQbYyucqG8kU", "outputId": "2c2a27a9-f712-4319-efab-b1520aec823b" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Unique scan types: {'t1', 't2'}\n" ] } ], "source": [ "all_scan_types = [example['scan_type'] for example in dataset['train']]\n", "print(f'Unique scan types: {set(all_scan_types)}')" ] }, { "cell_type": "markdown", "metadata": { "id": "cFemUiSh9i_V" }, "source": [ "### Loading the Full Dataset " ] }, { "cell_type": "markdown", "metadata": { "id": "GmnJQnltKbnc" }, "source": [ "Finally, you can load all 447 examples (218 patients) using the `default` configuration, changing the other parameters as needed:\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "wxkM5g27Ky7r" }, "outputs": [], "source": [ "dataset = load_dataset(\n", " \"cdoswald/SPIDER\",\n", " name=\"default\", # Default configuration loads all 447 examples\n", " scan_types=[\"t1\", \"t2\", \"t2_SPACE\"], # Default includes all scan types\n", " resize_shape=(512, 512, 30), # Default resizes images to 512h x 512w x 30d\n", " shuffle=True,\n", " trust_remote_code=True,\n", ")" ] } ], "metadata": { "colab": { "machine_shape": "hm", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "5d30ec62b36444bea1d1229c78c249e9": { "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_e792c3e4442e44aba62671efa6658cc2", "IPY_MODEL_be145cad7ca64d54a12eb08e832e0dad", "IPY_MODEL_43dd0046c31c42f4a1848698dc3488b8" ], "layout": "IPY_MODEL_414b47112d3845f990cefe5bcb9d47d4" } }, "e792c3e4442e44aba62671efa6658cc2": { "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_cfa05434e9e64c31a747fb7756e797bc", "placeholder": "​", "style": "IPY_MODEL_34a27df005ca4db387b1259916d33336", "value": "Downloading builder script: 100%" } }, "be145cad7ca64d54a12eb08e832e0dad": { "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_90533e5d0e9045709dee8ef6c7d844f8", "max": 22528, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_648dded076014fb9ac126ec7a55aae14", "value": 22528 } }, "43dd0046c31c42f4a1848698dc3488b8": { "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_151250b51eef4f4dad5da2f9fdfeb91d", "placeholder": "​", "style": "IPY_MODEL_820f92f2ab3b40e3b6ac813229725e46", "value": " 22.5k/22.5k [00:00<00:00, 1.28MB/s]" } }, "414b47112d3845f990cefe5bcb9d47d4": { "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 } }, "cfa05434e9e64c31a747fb7756e797bc": { "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 } }, "34a27df005ca4db387b1259916d33336": { "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": "" } }, "90533e5d0e9045709dee8ef6c7d844f8": { "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 } }, "648dded076014fb9ac126ec7a55aae14": { "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": "" } }, "151250b51eef4f4dad5da2f9fdfeb91d": { "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 } }, "820f92f2ab3b40e3b6ac813229725e46": { "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": "" } }, "bd20059bd89547e483e8c1ab9560b528": { "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_cc5f31d3853941aaa9acee3a3ad68f25", "IPY_MODEL_73a911defd244bde9939b442f68450ea", "IPY_MODEL_b972d13a6ac64be5a1e689fdb0723b3d" ], "layout": "IPY_MODEL_84fc9ed1be41477da9073da3edd77327" } }, "cc5f31d3853941aaa9acee3a3ad68f25": { "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_3b0b13c3e1b4492ebba72296614fa166", "placeholder": "​", "style": "IPY_MODEL_13eef6eba8974eaabfce1a89ae431aa5", "value": "Downloading readme: 100%" } }, "73a911defd244bde9939b442f68450ea": { "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_03a4ca5f5aab4526a7d3e8262c388170", "max": 11405, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_4071d4d986624aa2af6ceaa893dffdb2", "value": 11405 } }, "b972d13a6ac64be5a1e689fdb0723b3d": { "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_536a107a4b324c34a2a9fb1b2e7121f0", "placeholder": "​", "style": "IPY_MODEL_3404825ed2e94b33937a93b0c4478f92", "value": " 11.4k/11.4k [00:00<00:00, 892kB/s]" } }, "84fc9ed1be41477da9073da3edd77327": { "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 } }, "3b0b13c3e1b4492ebba72296614fa166": { "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 } }, "13eef6eba8974eaabfce1a89ae431aa5": { "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": "" } }, "03a4ca5f5aab4526a7d3e8262c388170": { "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 } }, "4071d4d986624aa2af6ceaa893dffdb2": { "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": "" } }, "536a107a4b324c34a2a9fb1b2e7121f0": { "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 } }, "3404825ed2e94b33937a93b0c4478f92": { "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": "" } }, "90ec59702d6b4eaeb74fcfab6ddd6dad": { "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_72be1de33e854192bcfc47c1dc31fc61", "IPY_MODEL_42fd11e10cac41429ab8da408b611a9b", "IPY_MODEL_8339ca5ce0424ba4923f13f546698542" ], "layout": "IPY_MODEL_9abd256ac4694df89e200ab3ffea5838" } }, "72be1de33e854192bcfc47c1dc31fc61": { "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_3c492c3bdbf2405ca8e76659713556d7", "placeholder": "​", "style": "IPY_MODEL_4188fcca563440abb24e91206a6ea307", "value": "Downloading data: 100%" } }, "42fd11e10cac41429ab8da408b611a9b": { "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_6c85b8bcc61e4dcb9d603f1773abf543", "max": 3700562886, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_d684898e8de54258b2268ecc4e1dd62c", "value": 3700562886 } }, "8339ca5ce0424ba4923f13f546698542": { "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_1198bb85fef5440ebc4ddc49bf3b0153", "placeholder": "​", "style": "IPY_MODEL_7df4057fdf7c4342828ab5f759f0f895", "value": " 3.70G/3.70G [00:54<00:00, 70.6MB/s]" } }, "9abd256ac4694df89e200ab3ffea5838": { "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 } }, "3c492c3bdbf2405ca8e76659713556d7": { "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 } }, "4188fcca563440abb24e91206a6ea307": { "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": "" } }, "6c85b8bcc61e4dcb9d603f1773abf543": { "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 } }, "d684898e8de54258b2268ecc4e1dd62c": { "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": "" } }, "1198bb85fef5440ebc4ddc49bf3b0153": { "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 } }, "7df4057fdf7c4342828ab5f759f0f895": { "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": "" } }, "6fa09bf39550425bad6430e03fe30571": { "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_890f026e200f4f3abc0f1e39b399e8bf", "IPY_MODEL_b5b084a36f8548ae8b3959a4fe2541dc", "IPY_MODEL_bf74bc4ab235473e95a81a242b7aae49" ], "layout": "IPY_MODEL_a164b88e42cc4c2ab7bd7571698730e6" } }, "890f026e200f4f3abc0f1e39b399e8bf": { "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_63c7856d8a164571bfaef3c5e7e779eb", "placeholder": "​", "style": "IPY_MODEL_7d28e1e2de184727b9123b4278db4cb5", "value": "Downloading data: 100%" } }, "b5b084a36f8548ae8b3959a4fe2541dc": { "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_29dd8fa994ab4b888c30123d07ad1308", "max": 58222897, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_2a15cec86d8e4cf99b8bfad0aed5ed6d", "value": 58222897 } }, "bf74bc4ab235473e95a81a242b7aae49": { "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_bd026aa8f5204051a360916e409bc111", "placeholder": "​", "style": "IPY_MODEL_36be81ff35b24f8ba365987625d875f5", "value": " 58.2M/58.2M [00:09<00:00, 5.91MB/s]" } }, "a164b88e42cc4c2ab7bd7571698730e6": { "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 } }, "63c7856d8a164571bfaef3c5e7e779eb": { "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 } }, "7d28e1e2de184727b9123b4278db4cb5": { "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": "" } }, "29dd8fa994ab4b888c30123d07ad1308": { "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 } }, "2a15cec86d8e4cf99b8bfad0aed5ed6d": { "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": "" } }, "bd026aa8f5204051a360916e409bc111": { "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 } }, "36be81ff35b24f8ba365987625d875f5": { "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": "" } }, "8076c51ae7304ba4a8ab217c7203a3f2": { "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_630adcb7683f41408c6b28ee991442ad", "IPY_MODEL_cad14a5050914bada4ea0ce1f5c4aae8", "IPY_MODEL_575ced9d14e948c698164f9cf0300489" ], "layout": "IPY_MODEL_718d6a0a084a4a59b8029620018d37e7" } }, "630adcb7683f41408c6b28ee991442ad": { "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_051e3174f15548b6be16c2eaafbfae5a", "placeholder": "​", "style": "IPY_MODEL_34e2fea79c144889bff763ea2fca1a45", "value": "Downloading data: " } }, "cad14a5050914bada4ea0ce1f5c4aae8": { "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_7a91da68218e44c6aa4fcd027a8a95eb", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_75fc8494f63c4346a8b9aed8e622a95b", "value": 1 } }, "575ced9d14e948c698164f9cf0300489": { "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_c3a374ee9cda468eb43688c64c21eed6", "placeholder": "​", "style": "IPY_MODEL_8b486abbb22e420cb0f473361ee1ed93", "value": " 120k/? [00:00<00:00, 3.48MB/s]" } }, "718d6a0a084a4a59b8029620018d37e7": { "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 } }, "051e3174f15548b6be16c2eaafbfae5a": { "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 } }, "34e2fea79c144889bff763ea2fca1a45": { "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": "" } }, "7a91da68218e44c6aa4fcd027a8a95eb": { "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" } }, "75fc8494f63c4346a8b9aed8e622a95b": { "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": "" } }, "c3a374ee9cda468eb43688c64c21eed6": { "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 } }, "8b486abbb22e420cb0f473361ee1ed93": { "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": "" } }, "04c0ff82cab349ecbdfd96dc3a8ae14d": { "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_460789e2c2d94f7c80e961679ff9bb54", "IPY_MODEL_3b371ffd92e14a4aab9c2d6a73633052", "IPY_MODEL_f52aa8d7a54947628620ca8aece10907" ], "layout": "IPY_MODEL_fb7379bd23494353ab77052e3159cffc" } }, "460789e2c2d94f7c80e961679ff9bb54": { "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_d6bccadf68814151a1fff4ddf3d88949", "placeholder": "​", "style": "IPY_MODEL_f2733069938841d7970470088677cbab", "value": "Downloading data: " } }, "3b371ffd92e14a4aab9c2d6a73633052": { "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_def0bd7758d34f77b77e2230cd5266a0", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_e955515c7d1245e8b73436e799ecc973", "value": 1 } }, "f52aa8d7a54947628620ca8aece10907": { "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_f29bb836b838447ca4f8ef3aed616d74", "placeholder": "​", "style": "IPY_MODEL_4275d4a5f1d047edb114e7ff4f0d86cb", "value": " 34.4k/? [00:00<00:00, 2.01MB/s]" } }, "fb7379bd23494353ab77052e3159cffc": { "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 } }, "d6bccadf68814151a1fff4ddf3d88949": { "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 } }, "f2733069938841d7970470088677cbab": { "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": "" } }, "def0bd7758d34f77b77e2230cd5266a0": { "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" } }, "e955515c7d1245e8b73436e799ecc973": { "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": "" } }, "f29bb836b838447ca4f8ef3aed616d74": { "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 } }, "4275d4a5f1d047edb114e7ff4f0d86cb": { "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": "" } }, "d3b973de66e74b24b3348da921e059cb": { "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_97e4bf7291dd4e79b8c7b04425903357", "IPY_MODEL_5fa055f8a5094bb781b7487d9eb6a728", "IPY_MODEL_326b62ecd17347fa9bfac79e4e4b4a8e" ], "layout": "IPY_MODEL_7a3c28cd27644f6e8de2b5e20f517a35" } }, "97e4bf7291dd4e79b8c7b04425903357": { "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_d7fc1342bd6c473aa207562148c34a34", "placeholder": "​", "style": "IPY_MODEL_dbd1c8fdb19e4ba895cf6c193d2805f0", "value": "Downloading data: 100%" } }, "5fa055f8a5094bb781b7487d9eb6a728": { "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_2296dce8531b47e48b4241dad52d87cf", "max": 1199, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_950638ff6d7b4ed6a2e4e68b794ca8c4", "value": 1199 } }, "326b62ecd17347fa9bfac79e4e4b4a8e": { "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_8d5037d1dba54d8c9522a500f5364c85", "placeholder": "​", "style": "IPY_MODEL_1451d2ec43bb478a919311cd7b54b8ff", "value": " 1.20k/1.20k [00:00<00:00, 82.3kB/s]" } }, "7a3c28cd27644f6e8de2b5e20f517a35": { "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 } }, "d7fc1342bd6c473aa207562148c34a34": { "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 } }, "dbd1c8fdb19e4ba895cf6c193d2805f0": { "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": "" } }, "2296dce8531b47e48b4241dad52d87cf": { "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 } }, "950638ff6d7b4ed6a2e4e68b794ca8c4": { "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": "" } }, "8d5037d1dba54d8c9522a500f5364c85": { "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 } }, "1451d2ec43bb478a919311cd7b54b8ff": { "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": "" } }, "118a5de9bbe7476abb6e47a487ece298": { "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_007addc3c4c541e89a8917f5ed80bab1", "IPY_MODEL_9c656fdec62d4844afac4ae07f7f6426", "IPY_MODEL_b2395ab362d34a09854af9171e4cb9f5" ], "layout": "IPY_MODEL_a6a5214208de46d2a5c030ed1eb11069" } }, "007addc3c4c541e89a8917f5ed80bab1": { "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_8c71117cfbd54b3db531b8044b33d305", "placeholder": "​", "style": "IPY_MODEL_df745b1cf28f457ebf96d01c3498fe09", "value": "Generating train split: " } }, "9c656fdec62d4844afac4ae07f7f6426": { "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_f5dc2cee94ef474a96f9ba087f24c6ae", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_c5b17888ddda43808e23710f980a91ed", "value": 1 } }, "b2395ab362d34a09854af9171e4cb9f5": { "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_ab0a8332eddc4a409b0fd3b0fd02fa0f", "placeholder": "​", "style": "IPY_MODEL_0c7a157b1503401894f0713d15df7c20", "value": " 10/0 [00:11<00:00,  1.08 examples/s]" } }, "a6a5214208de46d2a5c030ed1eb11069": { "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 } }, "8c71117cfbd54b3db531b8044b33d305": { "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 } }, "df745b1cf28f457ebf96d01c3498fe09": { "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": "" } }, "f5dc2cee94ef474a96f9ba087f24c6ae": { "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" } }, "c5b17888ddda43808e23710f980a91ed": { "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": "" } }, "ab0a8332eddc4a409b0fd3b0fd02fa0f": { "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 } }, "0c7a157b1503401894f0713d15df7c20": { "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": "" } }, "393b3bc56964456c83bc7d21cc8b4d34": { "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_d0b141a54e10403181a67c0a17af20f7", "IPY_MODEL_4d30596de1c9430cb24ccf85a21c8a12", "IPY_MODEL_1ca55c11004f44a691720ce3b483d461" ], "layout": "IPY_MODEL_dbbfae75527b4619baaaa8f2b8fc4d22" } }, "d0b141a54e10403181a67c0a17af20f7": { "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_a2d7aca91eb34edea9c1fbadef5aed75", "placeholder": "​", "style": "IPY_MODEL_2bd94725e54b4b058c48a124a0cdd14a", "value": "Generating validation split: " } }, "4d30596de1c9430cb24ccf85a21c8a12": { "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_d143641fdef843f7aec1837edb155c5c", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_2e0e07f855624e92a880122fec006fa9", "value": 1 } }, "1ca55c11004f44a691720ce3b483d461": { "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_2394714806da40ce8506f5e638aa80bd", "placeholder": "​", "style": "IPY_MODEL_454cb1597bc5451294b592241add7d88", "value": " 10/0 [00:12<00:00,  1.72s/ examples]" } }, "dbbfae75527b4619baaaa8f2b8fc4d22": { "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 } }, "a2d7aca91eb34edea9c1fbadef5aed75": { "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 } }, "2bd94725e54b4b058c48a124a0cdd14a": { "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": "" } }, "d143641fdef843f7aec1837edb155c5c": { "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" } }, "2e0e07f855624e92a880122fec006fa9": { "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": "" } }, "2394714806da40ce8506f5e638aa80bd": { "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 } }, "454cb1597bc5451294b592241add7d88": { "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": "" } }, "141c6d1d16d94bd7a2d63e01bd8685c4": { "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_29973df30df443d982c9a4833ae697b3", "IPY_MODEL_47ff5e2daa7a482ea48232907422b644", "IPY_MODEL_41db89f3da6142d88f4f0b7b16b98e4e" ], "layout": "IPY_MODEL_6a2dbabd4c68496c80016c46667df2fb" } }, "29973df30df443d982c9a4833ae697b3": { "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_a04c20425ee2493183de247a8ec7d58e", "placeholder": "​", "style": "IPY_MODEL_fbcb04ed2d2d43c494795a911efaa7b0", "value": "Generating test split: " } }, "47ff5e2daa7a482ea48232907422b644": { "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_4f8736f27b7b41acbc66e177fba49501", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_d39de5d21ee4479aa29f02e85e0c9ddc", "value": 1 } }, "41db89f3da6142d88f4f0b7b16b98e4e": { "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_9e7a62d8729f44bcb702cf94b0b8bc06", "placeholder": "​", "style": "IPY_MODEL_8eb7baefe68e4b298108195b49a47123", "value": " 10/0 [00:12<00:00,  1.87s/ examples]" } }, "6a2dbabd4c68496c80016c46667df2fb": { "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 } }, "a04c20425ee2493183de247a8ec7d58e": { "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 } }, "fbcb04ed2d2d43c494795a911efaa7b0": { "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": "" } }, "4f8736f27b7b41acbc66e177fba49501": { "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" } }, "d39de5d21ee4479aa29f02e85e0c9ddc": { "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": "" } }, "9e7a62d8729f44bcb702cf94b0b8bc06": { "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 } }, "8eb7baefe68e4b298108195b49a47123": { "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": "" } }, "0a8ec5dd75db40dcba6e66a4169b27c7": { "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_57f92686f5304103b7631f3399798cab", "IPY_MODEL_8efcfa841d0b46ac97dd7260ee613cdf", "IPY_MODEL_db69e0af00d24a82837fee3e05be38cc" ], "layout": "IPY_MODEL_652664d75b3046338b0b99c81d1c96c3" } }, "57f92686f5304103b7631f3399798cab": { "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_465a3f00b30a47ecadbb596c76f99a87", "placeholder": "​", "style": "IPY_MODEL_a4d28aba88a64923ab9e7cdb3274ec54", "value": "Generating train split: " } }, "8efcfa841d0b46ac97dd7260ee613cdf": { "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_6c1ac01c2d3949a2bad1144ce7918791", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_66e91616ae77409e8e54ddd2fc0b96bd", "value": 1 } }, "db69e0af00d24a82837fee3e05be38cc": { "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_595cf85b63f44606aefbb0be02a19ab8", "placeholder": "​", "style": "IPY_MODEL_9da400025fa94cc88941f95916a7ebd8", "value": " 10/0 [00:06<00:00,  1.74 examples/s]" } }, "652664d75b3046338b0b99c81d1c96c3": { "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 } }, "465a3f00b30a47ecadbb596c76f99a87": { "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 } }, "a4d28aba88a64923ab9e7cdb3274ec54": { "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": "" } }, "6c1ac01c2d3949a2bad1144ce7918791": { "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" } }, "66e91616ae77409e8e54ddd2fc0b96bd": { "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": "" } }, "595cf85b63f44606aefbb0be02a19ab8": { "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 } }, "9da400025fa94cc88941f95916a7ebd8": { "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": "" } }, "c9e43869db7e4cf8a7434676cc6553da": { "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_24dddd7f56f6408c879d8fc0ef311849", "IPY_MODEL_3a49ef4940a34cb3b98bdf2d92047002", "IPY_MODEL_ec70b62deb8543f9bf7fbab5b630f00a" ], "layout": "IPY_MODEL_f695cbb1c54e484fac7a582bfc7adcda" } }, "24dddd7f56f6408c879d8fc0ef311849": { "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_5fee159503184b79925005b5a37fa46d", "placeholder": "​", "style": "IPY_MODEL_c304569b41264a53b46120730ea400fb", "value": "Generating validation split: " } }, "3a49ef4940a34cb3b98bdf2d92047002": { "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_cc26f63ed7f14f2c9df357ff81ee3cc7", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_8802a791b210454eb9eea3eec8efcc94", "value": 1 } }, "ec70b62deb8543f9bf7fbab5b630f00a": { "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_d0bc7cc142da412090de06a35b72aba1", "placeholder": "​", "style": "IPY_MODEL_52309ab0481f4c27bf2c166acf15a187", "value": " 10/0 [00:09<00:00,  1.65s/ examples]" } }, "f695cbb1c54e484fac7a582bfc7adcda": { "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 } }, "5fee159503184b79925005b5a37fa46d": { "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 } }, "c304569b41264a53b46120730ea400fb": { "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": "" } }, "cc26f63ed7f14f2c9df357ff81ee3cc7": { "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" } }, "8802a791b210454eb9eea3eec8efcc94": { "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": "" } }, "d0bc7cc142da412090de06a35b72aba1": { "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 } }, "52309ab0481f4c27bf2c166acf15a187": { "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": "" } }, "4ff8a4762b0e4cc69a20355aa6efbae8": { "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_c4cda0aa2c3148fdafb42f7bd9341f31", "IPY_MODEL_577795061dcc4cc786ac84d06429553f", "IPY_MODEL_0b7a69648ac54ed382ec41f2877ea79b" ], "layout": "IPY_MODEL_2939110eb5ca46bf98a1dece5b31bf70" } }, "c4cda0aa2c3148fdafb42f7bd9341f31": { "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_58c5b608605c41d2aa4cdcd9b608e654", "placeholder": "​", "style": "IPY_MODEL_00a1512a3b454e1b8c15887baa411712", "value": "Generating test split: " } }, "577795061dcc4cc786ac84d06429553f": { "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_5194cdd191fd4c49b47b1d74063464d9", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_4a9610d2820945ad9fa47458c8fa3152", "value": 1 } }, "0b7a69648ac54ed382ec41f2877ea79b": { "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_4cf7e4f839f546329c347731f913c7a4", "placeholder": "​", "style": "IPY_MODEL_af7fb39bda824d43908a899014b2fcb8", "value": " 10/0 [00:10<00:00,  1.77s/ examples]" } }, "2939110eb5ca46bf98a1dece5b31bf70": { "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 } }, "58c5b608605c41d2aa4cdcd9b608e654": { "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 } }, "00a1512a3b454e1b8c15887baa411712": { "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": "" } }, "5194cdd191fd4c49b47b1d74063464d9": { "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" } }, "4a9610d2820945ad9fa47458c8fa3152": { "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": "" } }, "4cf7e4f839f546329c347731f913c7a4": { "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 } }, "af7fb39bda824d43908a899014b2fcb8": { "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": "" } }, "99d41a97a2884013afae0f1efcdebaa4": { "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_c366b8617fd249deb98e6e1dfaf338f5", "IPY_MODEL_85b7e63bb0034ae6a25b4199e03591d1", "IPY_MODEL_f4f65b90af8f4f4b913734965d6b8472" ], "layout": "IPY_MODEL_03badc70aeba48eba4d3eb0fa79e143c" } }, "c366b8617fd249deb98e6e1dfaf338f5": { "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_494a5ca410e94c2b9720b5d366cd980d", "placeholder": "​", "style": "IPY_MODEL_72a6e92fbb494d5eb05e0d9633558bb1", "value": "Generating train split: " } }, "85b7e63bb0034ae6a25b4199e03591d1": { "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_7c920d843bce44f4aadd00c8eece6aa9", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_b145912abc20425db988020f332590bc", "value": 1 } }, "f4f65b90af8f4f4b913734965d6b8472": { "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_dd91fde359ce40ce9ad716b3c7fab1bc", "placeholder": "​", "style": "IPY_MODEL_35d33b6e8559416295672bafd4eb6e87", "value": " 10/0 [00:16<00:00,  1.48s/ examples]" } }, "03badc70aeba48eba4d3eb0fa79e143c": { "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 } }, "494a5ca410e94c2b9720b5d366cd980d": { "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 } }, "72a6e92fbb494d5eb05e0d9633558bb1": { "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": "" } }, "7c920d843bce44f4aadd00c8eece6aa9": { "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" } }, "b145912abc20425db988020f332590bc": { "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": "" } }, "dd91fde359ce40ce9ad716b3c7fab1bc": { "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 } }, "35d33b6e8559416295672bafd4eb6e87": { "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": "" } }, "1313460fa36140718f08753214f0b5dc": { "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_443063528bda4baca636451286e0fd58", "IPY_MODEL_9289c1caeb014904bce916809b1cb09a", "IPY_MODEL_b10f341d0db9473d98bde604b60682e5" ], "layout": "IPY_MODEL_ef6ae03333714c05a6a765a10e1a114d" } }, "443063528bda4baca636451286e0fd58": { "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_3bf0550b8af54b92a7b897631f3c3179", "placeholder": "​", "style": "IPY_MODEL_4eb9282489b24a5d88c160530732571a", "value": "Generating validation split: " } }, "9289c1caeb014904bce916809b1cb09a": { "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_73772cc19efd4cc19db5d39f51409dee", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_224dbd520ae3444abed13bd9d5a9f4d1", "value": 1 } }, "b10f341d0db9473d98bde604b60682e5": { "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_0a8d4c211a3941fba24e8198c51bd743", "placeholder": "​", "style": "IPY_MODEL_9d00e6e783e04f94b463e4c3c10d7746", "value": " 10/0 [00:18<00:00,  1.69s/ examples]" } }, "ef6ae03333714c05a6a765a10e1a114d": { "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 } }, "3bf0550b8af54b92a7b897631f3c3179": { "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 } }, "4eb9282489b24a5d88c160530732571a": { "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": "" } }, "73772cc19efd4cc19db5d39f51409dee": { "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" } }, "224dbd520ae3444abed13bd9d5a9f4d1": { "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": "" } }, "0a8d4c211a3941fba24e8198c51bd743": { "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 } }, "9d00e6e783e04f94b463e4c3c10d7746": { "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": "" } }, "86ac07502b0c45ab86b52cb0d5f2b90b": { "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_08a61bdc58dc4107a4dfb7f0eee49c22", "IPY_MODEL_3d1d22bcf2d04eca9aa6487d92a68ece", "IPY_MODEL_e91ed8243e164c6a84f98f74db2eea44" ], "layout": "IPY_MODEL_12ef238bd3224990a15e40fd74c6b6ce" } }, "08a61bdc58dc4107a4dfb7f0eee49c22": { "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_6d3c2f10c8c84c1eb641265385835072", "placeholder": "​", "style": "IPY_MODEL_ff1c0c01259649e79d2b4814c9fd547b", "value": "Generating test split: " } }, "3d1d22bcf2d04eca9aa6487d92a68ece": { "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_bcef8e1aaeb7470f877e335382d3d1db", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_7772972b897340419dfac0ceb92ba1d0", "value": 1 } }, "e91ed8243e164c6a84f98f74db2eea44": { "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_64e497766f954a70bb11ec3aebf18303", "placeholder": "​", "style": "IPY_MODEL_a11c53271818405297b4cc78dd0da0c2", "value": " 10/0 [00:16<00:00,  1.34s/ examples]" } }, "12ef238bd3224990a15e40fd74c6b6ce": { "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 } }, "6d3c2f10c8c84c1eb641265385835072": { "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 } }, "ff1c0c01259649e79d2b4814c9fd547b": { "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": "" } }, "bcef8e1aaeb7470f877e335382d3d1db": { "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" } }, "7772972b897340419dfac0ceb92ba1d0": { "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": "" } }, "64e497766f954a70bb11ec3aebf18303": { "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 } }, "a11c53271818405297b4cc78dd0da0c2": { "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 }