diff --git "a/tutorials/load_data.ipynb" "b/tutorials/load_data.ipynb" new file mode 100644--- /dev/null +++ "b/tutorials/load_data.ipynb" @@ -0,0 +1,7793 @@ +{ + "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 " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ejAzA9RlNSVv" + }, + "source": [ + "First, install the necessary dependencies:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "cRMYzjBvo66Q", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e1432cce-dda3-4905-dcd3-9781a2bbdfc8" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m510.5/510.5 kB\u001b[0m \u001b[31m5.7 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[31m7.2 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[31m6.2 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[31m8.6 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[31m25.5 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": "a1ade988-ccb4-40ea-9038-faa6792325d5" + }, + "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 " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zHCVOF9xOZFX" + }, + "source": [ + "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": 441, + "referenced_widgets": [ + "621343e4760c43f0ab55d3ba8415a43f", + "250923e24b104d80bae010903ae7886e", + "c94edf1892dc4a75926b4fcdc72538ec", + "e1a59a81e3f142d5bb979ab9fd60e25d", + "815b0613252547c5ba4bfb5d43f6bf5c", + "48c41139f5494157988be8c1a846c8bd", + "5fae5e920e3440e4b65313d2d4c0b421", + "723499d614344423a087580bdc64c6c4", + "051bb482f41b40d9af6a9b21090080b5", + "b82b605406584f3492f217b34f75dd47", + "23423b6a9ff84610b1110e2106fc00a8", + "f02765b1804545b4b4acec881578d49a", + "5f4a20ed7ff44afd90e95e2e3b31fdd2", + "8be26f5759fa4ad9b5dfcf7051d1c1f5", + "87d3bdcde951426aba06009e8bdd510f", + "bbea68cb4dab4f5195c41021a34c571f", + "acfc87ff0d7c4cbcaa4cfa91516144d2", + "a791255e8ee04ba4b14f111e0ed7719d", + "7b6807645f6e48ca9d2cc46a8ff3e611", + "267b26ee9864470b9917568305f63541", + "d1c0f001e1d644b09e049faeb84c3f53", + "6e2d23576f3f4df6ba5b254f8045901f", + "3d58235d864545a6b8d18af6dc467add", + "4ea0a5051a7240fe8f6bfd61ac88b656", + "a2d0a6d375b74f06a9f5d12403b88816", + "410df446d3754fd8b5531c85c6809470", + "650474a3bd254c4286cc6d537bcfd62e", + "af10fca1f7b1483eb2ef8bf1179c6cae", + "15534a65241646518315ad67cc97c08e", + "3d9988ce8c114b8b878bad95cc06a458", + "9a73f08d0245457397e817cbf247f779", + "b946c44b275640eca910a4a208e4562e", + "db70ea21aa944583ad4a363de82bb2d5", + "cd207b34f4d148a688d3deda6571c80d", + "c04510a1418744f5a18447f87c675204", + "0edd7b2cb75446a1a0c96d3e8fbe431c", + "63a0a86d2fab478f8ed520289313ab90", + "aaa88cf1e23d4d328749281cf82682f6", + "9fcfc169527041d79c8bdc660413d6e0", + "79d4513c94ff44aba803333304c36a69", + "d60f493361b642a4bbcc3b9b54443010", + "1567b4c0cafe47a9a7510584558a913b", + "d7a5387e195d47e29576d4c6d29dcb2b", + "36580c8feaed4fe085e8aaa5191d9388", + "225f0f74a40c4105b16feee76e0f118c", + "0272e5ff7cf84580a7b88e25779024ed", + "eb6c72632aa84bb29c1db28ddb226af4", + "69a63fa0fecc470fab787a11b17982ab", + "86103848746442788d56fdd06e48c798", + "60951750f0d94eed8ab8ac3677a694d3", + "2c40b2fba8cd4a88aa8d4ffe9e6ee22e", + "820211f82fc046b4b647c64fc181affb", + "85736668956245eaabe456c91ff298c9", + "ccfe041d29c948fa9c9ba28de22fa205", + "dfb6ab1c1532469aaafc24549e73fa76", + "f598b908c9344a2d826a526b283699d3", + "7b3aaf29306b4050b5db89962401439e", + "cc8e2735483c4d2abb5412ba18b5c2a9", + "57ec61b6d54e4779ab007c165a47db05", + "cf576920a45c419bbe5b18d9eb7b8a0f", + "32423c538fe84a1abc8f78b7d3a2590e", + "ed43c1c77b364862856c9dcd0b841389", + "b3e982dab99d4ae68d970d76641fb994", + "0e3214c3ecdc44a4be5c1fd2bf41af3f", + "41e3206455614968af6bfdc6933b46b9", + "aaee835fd5534b0b8ae59b02822a2964", + "528ea2f5936240158bda15a9b8f746cf", + "fbef287ed7aa4ec98ec51ad7a141b5c6", + "6ad4cbf87ea54292ad66eb036885d75b", + "e07de8941e974c4b94b6566c91cac95b", + "a8f7426d733a46378d6472cae8c6675d", + "49c5a91d6e69463ab1b70275bf874f04", + "5cd82c15589f46e1964b2769266f9b51", + "ecce67a0cecd445c8a5af2138404978c", + "006b58baedc04f8d9ded64efd69e577d", + "eadefca20d5548d097e56f7db73eb830", + "1dc698cb39404b29a05ab69b2aeaa9a2", + "4391604f31854468b3edd9a0a113ee49", + "1984044ab86c472a8b2e6eb975a3b793", + "6d4944cce17340198b7aea42fba085f8", + "d146bd18851c4c1eaf90051fa9e5965c", + "8eaa07b051a8434fb8f42ae1ab04eaac", + "4522219e9220461cb530960a24fdd9d6", + "090afa3384734f1ab40a6578cc780c92", + "c4f68c215dfe4165971806aa64e845a7", + "6c3d708200ea4d89a6e1895d551d932d", + "e5a03ceac7f7493e8baa1508c2ba102c", + "9344b1f91aaa48e7b31a23dca3c0b39e", + "95a4bbe5b62a46fe82775be9d3cff3b0", + "deb4ed22013e4f4583c1805f7d2da24f", + "3e2e261dc5f641ddb84c864e0e6d97da", + "eb00e7ad026242b38b952db8096ec026", + "6f0185f0b64d45baace00fd0755e71f5", + "5f2f4a9cd5914a52b5f6bd154365771b", + "6fa9005edc854dc6b3c48afc8b49bd3d", + "cdf035c3e4154435a8daa39f5e48e8c6", + "1aeb813172f84cd285d329eb072ca699", + "48dc7a64bfa74727bb24bfff56d23a15", + "c73511bc40c64286940563fe06c77740", + "627ca8e891ab4fb6be5893c6dffbe6a0", + "76583c6c2c0f4de3883a339667831cb1", + "df5fd312a6ef40649ffedba0fb1573cc", + "bd7e885e3e26492bbdb8077e9f320392", + "8e1f792cb9824d3496cafefc9d248c10", + "14fc73fbc9dd41248da4c1289f0c8d6c", + "a99ace5b8ffc407fb64693f2ee07d59e", + "c1d7ecb478894f04b3aab0197f9eb58b", + "4139fd0e5894424795628262968fa272", + "76bdff969cd04ad0a036dc8a637a683f", + "fa22c564cdee48a3911ca65243d8b074" + ] + }, + "id": "QOHzp7bRoqV4", + "outputId": "2bdc567d-6ee6-4ad2-cec7-5997bbfb1880" + }, + "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%| | 0.00/20.5k [00:00" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "34CeKbtlSH3m" + }, + "source": [ + "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": "a18bb90d-17fb-4ec2-c133-f578f056dc84" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Patient ID: 184\n", + "Scan type: t1\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": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 356 + }, + "id": "Nq0jUm-UazpL", + "outputId": "acb70db5-f568-4aaf-e0c5-ca4473d0039b" + }, + "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, 22]):\n", + " ax[j].imshow(np.array(example['image'])[:, :, depth], cmap='gray')\n", + " ax[j].set_title(f'Depth: {depth+1}/30')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Vnie1-eHvZiO" + }, + "source": [ + "We can also overlay the segmentation masks on the images:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 356 + }, + "id": "7A1giBkrn922", + "outputId": "b24e1d70-8d6b-49a3-af0c-e59b49cc5e2a" + }, + "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')\n", + " ax[j].imshow(np.array(example['mask'])[:, :, depth], alpha=0.5, cmap='jet')\n", + " ax[j].set_title(f'Depth: {depth+1}/30')\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": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qZsJf_m-wl6m", + "outputId": "5aa7a66b-3967-4ad4-f1a8-06f486a51c91" + }, + "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, 2]\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": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 148, + "referenced_widgets": [ + "97fa878fcfd64434bbb662f16425d19b", + "1adc8661a5f1470ca93a9b4589d79b9a", + "bc0d356d4b4e4bbfb0804bedd621ecdc", + "ec16d1e5d67d443e99b7612fe0b29933", + "1dde3ff2d58b4222a56bd553a4582eb8", + "6444a4ab89d3472488f68d88d18fc3c4", + "0ecb2d1922a34b0fa2110c44634ca63a", + "98f81ee0a5684d2dba5488084544cddf", + "9ef4cc568b894a82a72d88573b7da38d", + "660a373145864575b37112a74ae47f32", + "0298f719bbcb4a4293a48845cc9b1eae", + "5458474e89fb430da157f5789ec43dda", + "33d1ebefcc6c44bb9f9cc1b8a6897b1d", + "a6003508cc4d457bbe1723c127df0614", + "8eb4256aca4b40c2b1f02f2577c800c1", + "908d074690584218add0dbe279bc2461", + "0d2faabb23794c629bcad7801db5b592", + "e2b7a72d33394f7caf79a488377e2beb", + "c160ba5626724d12b1c72e6f0dcca345", + "a6632c0cd175488aa659782d555d2296", + "11d88fa2aa7a47d28dea7092c7eec77c", + "e7b07103897b4d8992bbfecc9425ce2a", + "c145eb23c174435da9290705a07ad476", + "e4e6d056a60d4cb0b6c2c3ce8ca95b77", + "cbdfb1e2963c44eca518798ac833db59", + "9396adee7bfc42038003318eaca69dae", + "5bf84842e98b4b7f8706e974d881a397", + "c1b3938aa8c54a95a4fcbfd93124c5b5", + "c14729ffe5a445e1807d04adebd06b1d", + "e001a77a1f8c44d88576cd1e533228e6", + "ade2f59660404f1cac33a46cd7f0a022", + "cfe9ba5426ba4d2bbc850bdb5a312c21", + "17d48a0ae1da45e8a1c7c1e47da5b03d" + ] + }, + "id": "w316rZlp0ScY", + "outputId": "744d1ff7-4946-44e5-94f6-f9008a14120d" + }, + "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": "97fa878fcfd64434bbb662f16425d19b" + } + }, + "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": "5458474e89fb430da157f5789ec43dda" + } + }, + "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": "c145eb23c174435da9290705a07ad476" + } + }, + "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": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 356 + }, + "id": "VGes7CEK1WJl", + "outputId": "90841b3c-fc6f-4838-ebb9-2e84c590c762" + }, + "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')\n", + " ax[j].imshow(np.array(new_example['mask'])[:, :, depth], alpha=0.5, cmap='jet')\n", + " ax[j].set_title(f'Depth: {depth+1}/50')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qP9ZZD474SFo" + }, + "source": [ + "Notice that interpolating along the depth axis 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": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "S3TT8h9ra5-3", + "outputId": "4574b145-82cf-444b-8f3a-8a463767290d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Original image shape: (861, 514, 21)\n", + "Original mask shape: (861, 514, 21)\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": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 541 + }, + "id": "xXM8gyIZ3mcZ", + "outputId": "217fee27-db40-402b-9d77-0ca1b2ce6d97" + }, + "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, 16]):\n", + " ax[j].imshow(orig_image_array[:, :, depth], cmap='gray')\n", + " ax[j].imshow(orig_mask_array[:, :, depth], alpha=0.5, cmap='jet')\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": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "x2yZDxDM1v34", + "outputId": "7a47a1af-1526-4598-a335-93ba5cc03350" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'num_vertebrae': 7,\n", + " 'num_discs': 7,\n", + " 'sex': 'M',\n", + " 'birth_date': '',\n", + " 'AngioFlag': '',\n", + " 'BodyPartExamined': 'MRI LWK',\n", + " 'DeviceSerialNumber': '70714.0',\n", + " 'EchoNumbers': 1.0,\n", + " 'EchoTime': 8.0,\n", + " 'EchoTrainLength': 5.0,\n", + " 'FlipAngle': 80.0,\n", + " 'ImagedNucleus': '1H',\n", + " 'ImagingFrequency': 63.87888717651367,\n", + " 'InPlanePhaseEncodingDirection': 'COL',\n", + " 'MRAcquisitionType': '2D',\n", + " 'MagneticFieldStrength': 1.5,\n", + " 'Manufacturer': 'Philips Medical Systems',\n", + " 'ManufacturerModelName': 'Ingenia',\n", + " 'NumberOfPhaseEncodingSteps': 300,\n", + " 'PercentPhaseFieldOfView': 139.130443226207,\n", + " 'PercentSampling': 90.13806915283199,\n", + " 'PhotometricInterpretation': 'MONOCHROME2',\n", + " 'PixelBandwidth': 199,\n", + " 'PixelSpacing': '[0.47826087474823, 0.47826087474823]',\n", + " 'RepetitionTime': 575.0001220703119,\n", + " 'SAR': 1.7198117971420201,\n", + " 'SamplesPerPixel': 1,\n", + " 'ScanningSequence': 'SE',\n", + " 'SequenceName': '',\n", + " 'SeriesDescription': 'CS T1 TSE SAG',\n", + " 'SliceThickness': 4.0,\n", + " 'SoftwareVersions': \"['5.6.1', '5.6.1.0']\",\n", + " 'SpacingBetweenSlices': 4.400000095367432,\n", + " 'SpecificCharacterSet': 'ISO_IR 100',\n", + " 'TransmitCoilName': '',\n", + " 'WindowCenter': 273.5299987792969,\n", + " 'WindowWidth': 475.6099853515625,\n", + " 'OrigSubset': 'training'}" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ], + "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": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "L2OIA1ff1zNf", + "outputId": "46846ad2-7558-4f76-cfce-b551abfa27da" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'IVD label': ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9'],\n", + " 'Modic': ['', '0', '2', '0', '0', '0', '0', '0', '', ''],\n", + " 'UP endplate': ['', '1', '1', '0', '0', '0', '0', '0', '', ''],\n", + " 'LOW endplate': ['', '1', '1', '0', '0', '0', '0', '0', '', ''],\n", + " 'Spondylolisthesis': ['', '1', '0', '0', '0', '0', '0', '0', '', ''],\n", + " 'Disc herniation': ['', '0', '0', '0', '0', '0', '0', '0', '', ''],\n", + " 'Disc narrowing': ['', '1', '1', '0', '0', '0', '0', '0', '', ''],\n", + " 'Disc bulging': ['', '1', '1', '0', '0', '0', '0', '0', '', ''],\n", + " 'Pfirrman grade': ['', '4', '5', '1', '1', '1', '1', '1', '', '']}" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ], + "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": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 113, + "referenced_widgets": [ + "a0177d07827a491e8faed6f6e5220cc0", + "8457545363de46b69309785893967404", + "7acf868eec37478ea98d35188b24ad67", + "ff188dcffef94b508811dd4b05f18739", + "103c22afee1c474eb596df00a204514a", + "c6bc01678aa84d9bb3c3822e60659dc9", + "79cd03558bef4d159bc14f82b48055d6", + "6d20bffdb2834a9dbee872a48442a942", + "b94d220528154c62a532078b5fc32be9", + "660825a6b1744a46977fa38c78667565", + "94e1fd3e16c048d9b09caa5491688da6", + "9dd71dd4361c42c0b1be77cd140e809e", + "f1e7ccd4079741f2abc484b5f2dc7412", + "20b6a309f557484582ea8ae4b0437cb1", + "8d141bb6b93c48969ea39a5601975741", + "26c97e6490de4eb2bee8cf2d29aa2496", + "d5b78ee3099043ed8779ab1398da2c80", + "c757ddd3e3794cd3b951b06d3870bb1c", + "fa337f0bac7b4a3f9a0d38bb2143dd22", + "9f623505d54d4caaba31e879121ed8b2", + "8be3b903b5a44864a1b3d788f5b0e7b1", + "892e11d34a1843bfad62a23d5af0d3c4", + "83f69cec3e9b4d0c9a28ef9bfd2be695", + "92776c159e544b4ba06a4d51a904a454", + "865ffebe4f9f4967b87d934e77ed20c4", + "233cba5e52e2442db175ef70e94bd616", + "72efede8deaa48c3ac1339ff4b68f131", + "d9be5fde493d4accbe14a0800f61a773", + "2fcc4dac47344164ae14ed48b3681908", + "d4c64a95b55f40f2b2428527bdbc8de3", + "01314cb1390748ed993a416bbe097903", + "5b90fe07d47741e2a7d71321c48ba1bf", + "dda3cf2e34f14678acfab69173a94c91" + ] + }, + "id": "mPVZEWU_9-bB", + "outputId": "8b328eed-e166-4c38-e71e-d79deb23e795" + }, + "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": "a0177d07827a491e8faed6f6e5220cc0" + } + }, + "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": "9dd71dd4361c42c0b1be77cd140e809e" + } + }, + "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": "83f69cec3e9b4d0c9a28ef9bfd2be695" + } + }, + "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": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JQbYyucqG8kU", + "outputId": "208474d9-8083-4840-c276-5e5179a4b124" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Unique scan types: {'t2', 't1'}\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": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 113, + "referenced_widgets": [ + "6216a462980448d09e543f771b789457", + "bd13a0b13e6d49dfa28989fa817c42b6", + "5e8839e390c642d3bdcfd7a9262093f0", + "0c9450900cfc485db7a02780c1c02b0a", + "4dc6a07e8fa44e6197362866b808b44c", + "c6c5b8ba89a045cabf3040c42abc09ec", + "2bc263344d394b648338c6cba5d652c3", + "89dd487904124d30bd6e4c1b22750a3b", + "75cf15e175a84e7a82026bc65106768d", + "4e30d1841f1f49baaabd8eca8b09893d", + "d0a1f2c07b6b40a7b47c164e9108e4b4", + "6a20298c737740f8a1c504de73f4a07c", + "23272387e55948e0a5c6cde380648ac5", + "e3073b1c7b6149de9d7a9fee423ed9ed", + "0634fdbcafdc43c39c2d6c2de3d396ba", + "318f64000e95460c91c018389b139f6b", + "da02d4a8f8c8491f9a2ff5d600c089ed", + "accdc25b1da249dd856dc8846bcedc7e", + "afc406fc54d347f5ab3848fdb49409ae", + "76c34ade16f440cdb0beda5e67e89ff1", + "707ed4184a4a48febf7a77afe2981239", + "e06ed60a9f9d4154ab299a5f6cd36dd0", + "89d9acbc4bd84036acd0ec708d92b66c", + "2a24f96a5f0e4be9ade75ed1675269ee", + "856f2a31286a4a0cbc244db0739a3f43", + "37b5a5898f234835a99b3f69d0b531e2", + "e47e8e3bd0f940e49cbfc2aaa197e0ea", + "dc509093dd304a9a9e9304a97a6c2941", + "20a47df19df94c19b39a3acb304184af", + "9e7476b6e45b4f96bd86fd12abc21f51", + "628fa5feaab54837acaf2f494bf8ed2a", + "c278adcd83694c72a5e12aef05f65ffd", + "e07457ba92aa481f915dd859bc81f849" + ] + }, + "id": "wxkM5g27Ky7r", + "outputId": "1b0f6f64-8de4-441a-a8e4-f6e09214a7a5" + }, + "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": "6216a462980448d09e543f771b789457" + } + }, + "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": "6a20298c737740f8a1c504de73f4a07c" + } + }, + "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": "89d9acbc4bd84036acd0ec708d92b66c" + } + }, + "metadata": {} + } + ], + "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", + " 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": { + "621343e4760c43f0ab55d3ba8415a43f": { + "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_250923e24b104d80bae010903ae7886e", + "IPY_MODEL_c94edf1892dc4a75926b4fcdc72538ec", + "IPY_MODEL_e1a59a81e3f142d5bb979ab9fd60e25d" + ], + "layout": "IPY_MODEL_815b0613252547c5ba4bfb5d43f6bf5c" + } + }, + "250923e24b104d80bae010903ae7886e": { + "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_48c41139f5494157988be8c1a846c8bd", + "placeholder": "​", + "style": "IPY_MODEL_5fae5e920e3440e4b65313d2d4c0b421", + "value": "Downloading builder script: 100%" + } + }, + "c94edf1892dc4a75926b4fcdc72538ec": { + "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_723499d614344423a087580bdc64c6c4", + "max": 20479, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_051bb482f41b40d9af6a9b21090080b5", + "value": 20479 + } + }, + "e1a59a81e3f142d5bb979ab9fd60e25d": { + "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_b82b605406584f3492f217b34f75dd47", + "placeholder": "​", + "style": "IPY_MODEL_23423b6a9ff84610b1110e2106fc00a8", + "value": " 20.5k/20.5k [00:00<00:00, 1.11MB/s]" + } + }, + "815b0613252547c5ba4bfb5d43f6bf5c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "48c41139f5494157988be8c1a846c8bd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5fae5e920e3440e4b65313d2d4c0b421": { + "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": "" + } + }, + "723499d614344423a087580bdc64c6c4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "051bb482f41b40d9af6a9b21090080b5": { + "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": "" + } + }, + "b82b605406584f3492f217b34f75dd47": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "23423b6a9ff84610b1110e2106fc00a8": { + "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": "" + } + }, + "f02765b1804545b4b4acec881578d49a": { + "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_5f4a20ed7ff44afd90e95e2e3b31fdd2", + "IPY_MODEL_8be26f5759fa4ad9b5dfcf7051d1c1f5", + "IPY_MODEL_87d3bdcde951426aba06009e8bdd510f" + ], + "layout": "IPY_MODEL_bbea68cb4dab4f5195c41021a34c571f" + } + }, + "5f4a20ed7ff44afd90e95e2e3b31fdd2": { + "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_acfc87ff0d7c4cbcaa4cfa91516144d2", + "placeholder": "​", + "style": "IPY_MODEL_a791255e8ee04ba4b14f111e0ed7719d", + "value": "Downloading readme: 100%" + } + }, + "8be26f5759fa4ad9b5dfcf7051d1c1f5": { + "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_7b6807645f6e48ca9d2cc46a8ff3e611", + "max": 6227, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_267b26ee9864470b9917568305f63541", + "value": 6227 + } + }, + "87d3bdcde951426aba06009e8bdd510f": { + "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_d1c0f001e1d644b09e049faeb84c3f53", + "placeholder": "​", + "style": "IPY_MODEL_6e2d23576f3f4df6ba5b254f8045901f", + "value": " 6.23k/6.23k [00:00<00:00, 354kB/s]" + } + }, + "bbea68cb4dab4f5195c41021a34c571f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "acfc87ff0d7c4cbcaa4cfa91516144d2": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a791255e8ee04ba4b14f111e0ed7719d": { + "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": "" + } + }, + "7b6807645f6e48ca9d2cc46a8ff3e611": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "267b26ee9864470b9917568305f63541": { + "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": "" + } + }, + "d1c0f001e1d644b09e049faeb84c3f53": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6e2d23576f3f4df6ba5b254f8045901f": { + "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": "" + } + }, + "3d58235d864545a6b8d18af6dc467add": { + "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_4ea0a5051a7240fe8f6bfd61ac88b656", + "IPY_MODEL_a2d0a6d375b74f06a9f5d12403b88816", + "IPY_MODEL_410df446d3754fd8b5531c85c6809470" + ], + "layout": "IPY_MODEL_650474a3bd254c4286cc6d537bcfd62e" + } + }, + "4ea0a5051a7240fe8f6bfd61ac88b656": { + "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_af10fca1f7b1483eb2ef8bf1179c6cae", + "placeholder": "​", + "style": "IPY_MODEL_15534a65241646518315ad67cc97c08e", + "value": "Downloading data: 100%" + } + }, + "a2d0a6d375b74f06a9f5d12403b88816": { + "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_3d9988ce8c114b8b878bad95cc06a458", + "max": 3700562886, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_9a73f08d0245457397e817cbf247f779", + "value": 3700562886 + } + }, + "410df446d3754fd8b5531c85c6809470": { + "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_b946c44b275640eca910a4a208e4562e", + "placeholder": "​", + "style": "IPY_MODEL_db70ea21aa944583ad4a363de82bb2d5", + "value": " 3.70G/3.70G [04:35<00:00, 12.6MB/s]" + } + }, + "650474a3bd254c4286cc6d537bcfd62e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "af10fca1f7b1483eb2ef8bf1179c6cae": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "15534a65241646518315ad67cc97c08e": { + "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": "" + } + }, + "3d9988ce8c114b8b878bad95cc06a458": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9a73f08d0245457397e817cbf247f779": { + "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": "" + } + }, + "b946c44b275640eca910a4a208e4562e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "db70ea21aa944583ad4a363de82bb2d5": { + "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": "" + } + }, + "cd207b34f4d148a688d3deda6571c80d": { + "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_c04510a1418744f5a18447f87c675204", + "IPY_MODEL_0edd7b2cb75446a1a0c96d3e8fbe431c", + "IPY_MODEL_63a0a86d2fab478f8ed520289313ab90" + ], + "layout": "IPY_MODEL_aaa88cf1e23d4d328749281cf82682f6" + } + }, + "c04510a1418744f5a18447f87c675204": { + "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_9fcfc169527041d79c8bdc660413d6e0", + "placeholder": "​", + "style": "IPY_MODEL_79d4513c94ff44aba803333304c36a69", + "value": "Downloading data: 100%" + } + }, + "0edd7b2cb75446a1a0c96d3e8fbe431c": { + "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_d60f493361b642a4bbcc3b9b54443010", + "max": 58222897, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_1567b4c0cafe47a9a7510584558a913b", + "value": 58222897 + } + }, + "63a0a86d2fab478f8ed520289313ab90": { + "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_d7a5387e195d47e29576d4c6d29dcb2b", + "placeholder": "​", + "style": "IPY_MODEL_36580c8feaed4fe085e8aaa5191d9388", + "value": " 58.2M/58.2M [00:06<00:00, 10.7MB/s]" + } + }, + "aaa88cf1e23d4d328749281cf82682f6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9fcfc169527041d79c8bdc660413d6e0": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "79d4513c94ff44aba803333304c36a69": { + "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": "" + } + }, + "d60f493361b642a4bbcc3b9b54443010": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1567b4c0cafe47a9a7510584558a913b": { + "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": "" + } + }, + "d7a5387e195d47e29576d4c6d29dcb2b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "36580c8feaed4fe085e8aaa5191d9388": { + "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": "" + } + }, + "225f0f74a40c4105b16feee76e0f118c": { + "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_0272e5ff7cf84580a7b88e25779024ed", + "IPY_MODEL_eb6c72632aa84bb29c1db28ddb226af4", + "IPY_MODEL_69a63fa0fecc470fab787a11b17982ab" + ], + "layout": "IPY_MODEL_86103848746442788d56fdd06e48c798" + } + }, + "0272e5ff7cf84580a7b88e25779024ed": { + "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_60951750f0d94eed8ab8ac3677a694d3", + "placeholder": "​", + "style": "IPY_MODEL_2c40b2fba8cd4a88aa8d4ffe9e6ee22e", + "value": "Downloading data: " + } + }, + "eb6c72632aa84bb29c1db28ddb226af4": { + "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_820211f82fc046b4b647c64fc181affb", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_85736668956245eaabe456c91ff298c9", + "value": 1 + } + }, + "69a63fa0fecc470fab787a11b17982ab": { + "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_ccfe041d29c948fa9c9ba28de22fa205", + "placeholder": "​", + "style": "IPY_MODEL_dfb6ab1c1532469aaafc24549e73fa76", + "value": " 120k/? [00:00<00:00, 1.41MB/s]" + } + }, + "86103848746442788d56fdd06e48c798": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "60951750f0d94eed8ab8ac3677a694d3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2c40b2fba8cd4a88aa8d4ffe9e6ee22e": { + "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": "" + } + }, + "820211f82fc046b4b647c64fc181affb": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "85736668956245eaabe456c91ff298c9": { + "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": "" + } + }, + "ccfe041d29c948fa9c9ba28de22fa205": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dfb6ab1c1532469aaafc24549e73fa76": { + "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": "" + } + }, + "f598b908c9344a2d826a526b283699d3": { + "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_7b3aaf29306b4050b5db89962401439e", + "IPY_MODEL_cc8e2735483c4d2abb5412ba18b5c2a9", + "IPY_MODEL_57ec61b6d54e4779ab007c165a47db05" + ], + "layout": "IPY_MODEL_cf576920a45c419bbe5b18d9eb7b8a0f" + } + }, + "7b3aaf29306b4050b5db89962401439e": { + "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_32423c538fe84a1abc8f78b7d3a2590e", + "placeholder": "​", + "style": "IPY_MODEL_ed43c1c77b364862856c9dcd0b841389", + "value": "Downloading data: " + } + }, + "cc8e2735483c4d2abb5412ba18b5c2a9": { + "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_b3e982dab99d4ae68d970d76641fb994", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_0e3214c3ecdc44a4be5c1fd2bf41af3f", + "value": 1 + } + }, + "57ec61b6d54e4779ab007c165a47db05": { + "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_41e3206455614968af6bfdc6933b46b9", + "placeholder": "​", + "style": "IPY_MODEL_aaee835fd5534b0b8ae59b02822a2964", + "value": " 34.4k/? [00:00<00:00, 2.01MB/s]" + } + }, + "cf576920a45c419bbe5b18d9eb7b8a0f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "32423c538fe84a1abc8f78b7d3a2590e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ed43c1c77b364862856c9dcd0b841389": { + "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": "" + } + }, + "b3e982dab99d4ae68d970d76641fb994": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "0e3214c3ecdc44a4be5c1fd2bf41af3f": { + "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": "" + } + }, + "41e3206455614968af6bfdc6933b46b9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "aaee835fd5534b0b8ae59b02822a2964": { + "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": "" + } + }, + "528ea2f5936240158bda15a9b8f746cf": { + "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_fbef287ed7aa4ec98ec51ad7a141b5c6", + "IPY_MODEL_6ad4cbf87ea54292ad66eb036885d75b", + "IPY_MODEL_e07de8941e974c4b94b6566c91cac95b" + ], + "layout": "IPY_MODEL_a8f7426d733a46378d6472cae8c6675d" + } + }, + "fbef287ed7aa4ec98ec51ad7a141b5c6": { + "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_49c5a91d6e69463ab1b70275bf874f04", + "placeholder": "​", + "style": "IPY_MODEL_5cd82c15589f46e1964b2769266f9b51", + "value": "Downloading data: 100%" + } + }, + "6ad4cbf87ea54292ad66eb036885d75b": { + "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_ecce67a0cecd445c8a5af2138404978c", + "max": 1199, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_006b58baedc04f8d9ded64efd69e577d", + "value": 1199 + } + }, + "e07de8941e974c4b94b6566c91cac95b": { + "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_eadefca20d5548d097e56f7db73eb830", + "placeholder": "​", + "style": "IPY_MODEL_1dc698cb39404b29a05ab69b2aeaa9a2", + "value": " 1.20k/1.20k [00:00<00:00, 90.2kB/s]" + } + }, + "a8f7426d733a46378d6472cae8c6675d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "49c5a91d6e69463ab1b70275bf874f04": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5cd82c15589f46e1964b2769266f9b51": { + "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": "" + } + }, + "ecce67a0cecd445c8a5af2138404978c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "006b58baedc04f8d9ded64efd69e577d": { + "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": "" + } + }, + "eadefca20d5548d097e56f7db73eb830": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1dc698cb39404b29a05ab69b2aeaa9a2": { + "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": "" + } + }, + "4391604f31854468b3edd9a0a113ee49": { + "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_1984044ab86c472a8b2e6eb975a3b793", + "IPY_MODEL_6d4944cce17340198b7aea42fba085f8", + "IPY_MODEL_d146bd18851c4c1eaf90051fa9e5965c" + ], + "layout": "IPY_MODEL_8eaa07b051a8434fb8f42ae1ab04eaac" + } + }, + "1984044ab86c472a8b2e6eb975a3b793": { + "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_4522219e9220461cb530960a24fdd9d6", + "placeholder": "​", + "style": "IPY_MODEL_090afa3384734f1ab40a6578cc780c92", + "value": "Generating train split: " + } + }, + "6d4944cce17340198b7aea42fba085f8": { + "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_c4f68c215dfe4165971806aa64e845a7", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_6c3d708200ea4d89a6e1895d551d932d", + "value": 1 + } + }, + "d146bd18851c4c1eaf90051fa9e5965c": { + "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_e5a03ceac7f7493e8baa1508c2ba102c", + "placeholder": "​", + "style": "IPY_MODEL_9344b1f91aaa48e7b31a23dca3c0b39e", + "value": " 10/0 [00:31<00:00,  3.69s/ examples]" + } + }, + "8eaa07b051a8434fb8f42ae1ab04eaac": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "4522219e9220461cb530960a24fdd9d6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "090afa3384734f1ab40a6578cc780c92": { + "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": "" + } + }, + "c4f68c215dfe4165971806aa64e845a7": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "6c3d708200ea4d89a6e1895d551d932d": { + "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": "" + } + }, + "e5a03ceac7f7493e8baa1508c2ba102c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9344b1f91aaa48e7b31a23dca3c0b39e": { + "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": "" + } + }, + "95a4bbe5b62a46fe82775be9d3cff3b0": { + "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_deb4ed22013e4f4583c1805f7d2da24f", + "IPY_MODEL_3e2e261dc5f641ddb84c864e0e6d97da", + "IPY_MODEL_eb00e7ad026242b38b952db8096ec026" + ], + "layout": "IPY_MODEL_6f0185f0b64d45baace00fd0755e71f5" + } + }, + "deb4ed22013e4f4583c1805f7d2da24f": { + "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_5f2f4a9cd5914a52b5f6bd154365771b", + "placeholder": "​", + "style": "IPY_MODEL_6fa9005edc854dc6b3c48afc8b49bd3d", + "value": "Generating validation split: " + } + }, + "3e2e261dc5f641ddb84c864e0e6d97da": { + "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_cdf035c3e4154435a8daa39f5e48e8c6", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_1aeb813172f84cd285d329eb072ca699", + "value": 1 + } + }, + "eb00e7ad026242b38b952db8096ec026": { + "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_48dc7a64bfa74727bb24bfff56d23a15", + "placeholder": "​", + "style": "IPY_MODEL_c73511bc40c64286940563fe06c77740", + "value": " 10/0 [00:26<00:00,  2.55s/ examples]" + } + }, + "6f0185f0b64d45baace00fd0755e71f5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5f2f4a9cd5914a52b5f6bd154365771b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6fa9005edc854dc6b3c48afc8b49bd3d": { + "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": "" + } + }, + "cdf035c3e4154435a8daa39f5e48e8c6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "1aeb813172f84cd285d329eb072ca699": { + "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": "" + } + }, + "48dc7a64bfa74727bb24bfff56d23a15": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c73511bc40c64286940563fe06c77740": { + "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": "" + } + }, + "627ca8e891ab4fb6be5893c6dffbe6a0": { + "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_76583c6c2c0f4de3883a339667831cb1", + "IPY_MODEL_df5fd312a6ef40649ffedba0fb1573cc", + "IPY_MODEL_bd7e885e3e26492bbdb8077e9f320392" + ], + "layout": "IPY_MODEL_8e1f792cb9824d3496cafefc9d248c10" + } + }, + "76583c6c2c0f4de3883a339667831cb1": { + "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_14fc73fbc9dd41248da4c1289f0c8d6c", + "placeholder": "​", + "style": "IPY_MODEL_a99ace5b8ffc407fb64693f2ee07d59e", + "value": "Generating test split: " + } + }, + "df5fd312a6ef40649ffedba0fb1573cc": { + "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_c1d7ecb478894f04b3aab0197f9eb58b", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_4139fd0e5894424795628262968fa272", + "value": 1 + } + }, + "bd7e885e3e26492bbdb8077e9f320392": { + "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_76bdff969cd04ad0a036dc8a637a683f", + "placeholder": "​", + "style": "IPY_MODEL_fa22c564cdee48a3911ca65243d8b074", + "value": " 10/0 [00:24<00:00,  2.74s/ examples]" + } + }, + "8e1f792cb9824d3496cafefc9d248c10": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "14fc73fbc9dd41248da4c1289f0c8d6c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a99ace5b8ffc407fb64693f2ee07d59e": { + "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": "" + } + }, + "c1d7ecb478894f04b3aab0197f9eb58b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "4139fd0e5894424795628262968fa272": { + "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": "" + } + }, + "76bdff969cd04ad0a036dc8a637a683f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fa22c564cdee48a3911ca65243d8b074": { + "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": "" + } + }, + "97fa878fcfd64434bbb662f16425d19b": { + "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_1adc8661a5f1470ca93a9b4589d79b9a", + "IPY_MODEL_bc0d356d4b4e4bbfb0804bedd621ecdc", + "IPY_MODEL_ec16d1e5d67d443e99b7612fe0b29933" + ], + "layout": "IPY_MODEL_1dde3ff2d58b4222a56bd553a4582eb8" + } + }, + "1adc8661a5f1470ca93a9b4589d79b9a": { + "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_6444a4ab89d3472488f68d88d18fc3c4", + "placeholder": "​", + "style": "IPY_MODEL_0ecb2d1922a34b0fa2110c44634ca63a", + "value": "Generating train split: " + } + }, + "bc0d356d4b4e4bbfb0804bedd621ecdc": { + "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_98f81ee0a5684d2dba5488084544cddf", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_9ef4cc568b894a82a72d88573b7da38d", + "value": 1 + } + }, + "ec16d1e5d67d443e99b7612fe0b29933": { + "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_660a373145864575b37112a74ae47f32", + "placeholder": "​", + "style": "IPY_MODEL_0298f719bbcb4a4293a48845cc9b1eae", + "value": " 10/0 [00:18<00:00,  2.13s/ examples]" + } + }, + "1dde3ff2d58b4222a56bd553a4582eb8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6444a4ab89d3472488f68d88d18fc3c4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "0ecb2d1922a34b0fa2110c44634ca63a": { + "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": "" + } + }, + "98f81ee0a5684d2dba5488084544cddf": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "9ef4cc568b894a82a72d88573b7da38d": { + "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": "" + } + }, + "660a373145864575b37112a74ae47f32": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "0298f719bbcb4a4293a48845cc9b1eae": { + "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": "" + } + }, + "5458474e89fb430da157f5789ec43dda": { + "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_33d1ebefcc6c44bb9f9cc1b8a6897b1d", + "IPY_MODEL_a6003508cc4d457bbe1723c127df0614", + "IPY_MODEL_8eb4256aca4b40c2b1f02f2577c800c1" + ], + "layout": "IPY_MODEL_908d074690584218add0dbe279bc2461" + } + }, + "33d1ebefcc6c44bb9f9cc1b8a6897b1d": { + "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_0d2faabb23794c629bcad7801db5b592", + "placeholder": "​", + "style": "IPY_MODEL_e2b7a72d33394f7caf79a488377e2beb", + "value": "Generating validation split: " + } + }, + "a6003508cc4d457bbe1723c127df0614": { + "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_c160ba5626724d12b1c72e6f0dcca345", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_a6632c0cd175488aa659782d555d2296", + "value": 1 + } + }, + "8eb4256aca4b40c2b1f02f2577c800c1": { + "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_11d88fa2aa7a47d28dea7092c7eec77c", + "placeholder": "​", + "style": "IPY_MODEL_e7b07103897b4d8992bbfecc9425ce2a", + "value": " 10/0 [00:09<00:00,  1.02 examples/s]" + } + }, + "908d074690584218add0dbe279bc2461": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "0d2faabb23794c629bcad7801db5b592": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e2b7a72d33394f7caf79a488377e2beb": { + "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": "" + } + }, + "c160ba5626724d12b1c72e6f0dcca345": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "a6632c0cd175488aa659782d555d2296": { + "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": "" + } + }, + "11d88fa2aa7a47d28dea7092c7eec77c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e7b07103897b4d8992bbfecc9425ce2a": { + "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": "" + } + }, + "c145eb23c174435da9290705a07ad476": { + "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_e4e6d056a60d4cb0b6c2c3ce8ca95b77", + "IPY_MODEL_cbdfb1e2963c44eca518798ac833db59", + "IPY_MODEL_9396adee7bfc42038003318eaca69dae" + ], + "layout": "IPY_MODEL_5bf84842e98b4b7f8706e974d881a397" + } + }, + "e4e6d056a60d4cb0b6c2c3ce8ca95b77": { + "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_c1b3938aa8c54a95a4fcbfd93124c5b5", + "placeholder": "​", + "style": "IPY_MODEL_c14729ffe5a445e1807d04adebd06b1d", + "value": "Generating test split: " + } + }, + "cbdfb1e2963c44eca518798ac833db59": { + "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_e001a77a1f8c44d88576cd1e533228e6", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_ade2f59660404f1cac33a46cd7f0a022", + "value": 1 + } + }, + "9396adee7bfc42038003318eaca69dae": { + "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_cfe9ba5426ba4d2bbc850bdb5a312c21", + "placeholder": "​", + "style": "IPY_MODEL_17d48a0ae1da45e8a1c7c1e47da5b03d", + "value": " 10/0 [00:17<00:00,  2.27s/ examples]" + } + }, + "5bf84842e98b4b7f8706e974d881a397": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c1b3938aa8c54a95a4fcbfd93124c5b5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c14729ffe5a445e1807d04adebd06b1d": { + "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": "" + } + }, + "e001a77a1f8c44d88576cd1e533228e6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "ade2f59660404f1cac33a46cd7f0a022": { + "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": "" + } + }, + "cfe9ba5426ba4d2bbc850bdb5a312c21": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "17d48a0ae1da45e8a1c7c1e47da5b03d": { + "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": "" + } + }, + "a0177d07827a491e8faed6f6e5220cc0": { + "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_8457545363de46b69309785893967404", + "IPY_MODEL_7acf868eec37478ea98d35188b24ad67", + "IPY_MODEL_ff188dcffef94b508811dd4b05f18739" + ], + "layout": "IPY_MODEL_103c22afee1c474eb596df00a204514a" + } + }, + "8457545363de46b69309785893967404": { + "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_c6bc01678aa84d9bb3c3822e60659dc9", + "placeholder": "​", + "style": "IPY_MODEL_79cd03558bef4d159bc14f82b48055d6", + "value": "Generating train split: " + } + }, + "7acf868eec37478ea98d35188b24ad67": { + "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_6d20bffdb2834a9dbee872a48442a942", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_b94d220528154c62a532078b5fc32be9", + "value": 1 + } + }, + "ff188dcffef94b508811dd4b05f18739": { + "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_660825a6b1744a46977fa38c78667565", + "placeholder": "​", + "style": "IPY_MODEL_94e1fd3e16c048d9b09caa5491688da6", + "value": " 10/0 [00:16<00:00,  1.55s/ examples]" + } + }, + "103c22afee1c474eb596df00a204514a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c6bc01678aa84d9bb3c3822e60659dc9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "79cd03558bef4d159bc14f82b48055d6": { + "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": "" + } + }, + "6d20bffdb2834a9dbee872a48442a942": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "b94d220528154c62a532078b5fc32be9": { + "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": "" + } + }, + "660825a6b1744a46977fa38c78667565": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "94e1fd3e16c048d9b09caa5491688da6": { + "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": "" + } + }, + "9dd71dd4361c42c0b1be77cd140e809e": { + "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_f1e7ccd4079741f2abc484b5f2dc7412", + "IPY_MODEL_20b6a309f557484582ea8ae4b0437cb1", + "IPY_MODEL_8d141bb6b93c48969ea39a5601975741" + ], + "layout": "IPY_MODEL_26c97e6490de4eb2bee8cf2d29aa2496" + } + }, + "f1e7ccd4079741f2abc484b5f2dc7412": { + "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_d5b78ee3099043ed8779ab1398da2c80", + "placeholder": "​", + "style": "IPY_MODEL_c757ddd3e3794cd3b951b06d3870bb1c", + "value": "Generating validation split: " + } + }, + "20b6a309f557484582ea8ae4b0437cb1": { + "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_fa337f0bac7b4a3f9a0d38bb2143dd22", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_9f623505d54d4caaba31e879121ed8b2", + "value": 1 + } + }, + "8d141bb6b93c48969ea39a5601975741": { + "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_8be3b903b5a44864a1b3d788f5b0e7b1", + "placeholder": "​", + "style": "IPY_MODEL_892e11d34a1843bfad62a23d5af0d3c4", + "value": " 10/0 [00:16<00:00,  1.64s/ examples]" + } + }, + "26c97e6490de4eb2bee8cf2d29aa2496": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d5b78ee3099043ed8779ab1398da2c80": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c757ddd3e3794cd3b951b06d3870bb1c": { + "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": "" + } + }, + "fa337f0bac7b4a3f9a0d38bb2143dd22": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "9f623505d54d4caaba31e879121ed8b2": { + "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": "" + } + }, + "8be3b903b5a44864a1b3d788f5b0e7b1": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "892e11d34a1843bfad62a23d5af0d3c4": { + "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": "" + } + }, + "83f69cec3e9b4d0c9a28ef9bfd2be695": { + "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_92776c159e544b4ba06a4d51a904a454", + "IPY_MODEL_865ffebe4f9f4967b87d934e77ed20c4", + "IPY_MODEL_233cba5e52e2442db175ef70e94bd616" + ], + "layout": "IPY_MODEL_72efede8deaa48c3ac1339ff4b68f131" + } + }, + "92776c159e544b4ba06a4d51a904a454": { + "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_d9be5fde493d4accbe14a0800f61a773", + "placeholder": "​", + "style": "IPY_MODEL_2fcc4dac47344164ae14ed48b3681908", + "value": "Generating test split: " + } + }, + "865ffebe4f9f4967b87d934e77ed20c4": { + "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_d4c64a95b55f40f2b2428527bdbc8de3", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_01314cb1390748ed993a416bbe097903", + "value": 1 + } + }, + "233cba5e52e2442db175ef70e94bd616": { + "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_5b90fe07d47741e2a7d71321c48ba1bf", + "placeholder": "​", + "style": "IPY_MODEL_dda3cf2e34f14678acfab69173a94c91", + "value": " 10/0 [00:14<00:00,  1.36s/ examples]" + } + }, + "72efede8deaa48c3ac1339ff4b68f131": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d9be5fde493d4accbe14a0800f61a773": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2fcc4dac47344164ae14ed48b3681908": { + "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": "" + } + }, + "d4c64a95b55f40f2b2428527bdbc8de3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "01314cb1390748ed993a416bbe097903": { + "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": "" + } + }, + "5b90fe07d47741e2a7d71321c48ba1bf": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dda3cf2e34f14678acfab69173a94c91": { + "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": "" + } + }, + "6216a462980448d09e543f771b789457": { + "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_bd13a0b13e6d49dfa28989fa817c42b6", + "IPY_MODEL_5e8839e390c642d3bdcfd7a9262093f0", + "IPY_MODEL_0c9450900cfc485db7a02780c1c02b0a" + ], + "layout": "IPY_MODEL_4dc6a07e8fa44e6197362866b808b44c" + } + }, + "bd13a0b13e6d49dfa28989fa817c42b6": { + "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_c6c5b8ba89a045cabf3040c42abc09ec", + "placeholder": "​", + "style": "IPY_MODEL_2bc263344d394b648338c6cba5d652c3", + "value": "Generating train split: " + } + }, + "5e8839e390c642d3bdcfd7a9262093f0": { + "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_89dd487904124d30bd6e4c1b22750a3b", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_75cf15e175a84e7a82026bc65106768d", + "value": 1 + } + }, + "0c9450900cfc485db7a02780c1c02b0a": { + "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_4e30d1841f1f49baaabd8eca8b09893d", + "placeholder": "​", + "style": "IPY_MODEL_d0a1f2c07b6b40a7b47c164e9108e4b4", + "value": " 304/0 [09:30<00:00,  1.78s/ examples]" + } + }, + "4dc6a07e8fa44e6197362866b808b44c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c6c5b8ba89a045cabf3040c42abc09ec": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2bc263344d394b648338c6cba5d652c3": { + "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": "" + } + }, + "89dd487904124d30bd6e4c1b22750a3b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "75cf15e175a84e7a82026bc65106768d": { + "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": "" + } + }, + "4e30d1841f1f49baaabd8eca8b09893d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d0a1f2c07b6b40a7b47c164e9108e4b4": { + "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": "" + } + }, + "6a20298c737740f8a1c504de73f4a07c": { + "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_23272387e55948e0a5c6cde380648ac5", + "IPY_MODEL_e3073b1c7b6149de9d7a9fee423ed9ed", + "IPY_MODEL_0634fdbcafdc43c39c2d6c2de3d396ba" + ], + "layout": "IPY_MODEL_318f64000e95460c91c018389b139f6b" + } + }, + "23272387e55948e0a5c6cde380648ac5": { + "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_da02d4a8f8c8491f9a2ff5d600c089ed", + "placeholder": "​", + "style": "IPY_MODEL_accdc25b1da249dd856dc8846bcedc7e", + "value": "Generating validation split: " + } + }, + "e3073b1c7b6149de9d7a9fee423ed9ed": { + "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_afc406fc54d347f5ab3848fdb49409ae", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_76c34ade16f440cdb0beda5e67e89ff1", + "value": 1 + } + }, + "0634fdbcafdc43c39c2d6c2de3d396ba": { + "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_707ed4184a4a48febf7a77afe2981239", + "placeholder": "​", + "style": "IPY_MODEL_e06ed60a9f9d4154ab299a5f6cd36dd0", + "value": " 75/0 [02:19<00:00,  1.64s/ examples]" + } + }, + "318f64000e95460c91c018389b139f6b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "da02d4a8f8c8491f9a2ff5d600c089ed": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "accdc25b1da249dd856dc8846bcedc7e": { + "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": "" + } + }, + "afc406fc54d347f5ab3848fdb49409ae": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "76c34ade16f440cdb0beda5e67e89ff1": { + "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": "" + } + }, + "707ed4184a4a48febf7a77afe2981239": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e06ed60a9f9d4154ab299a5f6cd36dd0": { + "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": "" + } + }, + "89d9acbc4bd84036acd0ec708d92b66c": { + "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_2a24f96a5f0e4be9ade75ed1675269ee", + "IPY_MODEL_856f2a31286a4a0cbc244db0739a3f43", + "IPY_MODEL_37b5a5898f234835a99b3f69d0b531e2" + ], + "layout": "IPY_MODEL_e47e8e3bd0f940e49cbfc2aaa197e0ea" + } + }, + "2a24f96a5f0e4be9ade75ed1675269ee": { + "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_dc509093dd304a9a9e9304a97a6c2941", + "placeholder": "​", + "style": "IPY_MODEL_20a47df19df94c19b39a3acb304184af", + "value": "Generating test split: " + } + }, + "856f2a31286a4a0cbc244db0739a3f43": { + "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_9e7476b6e45b4f96bd86fd12abc21f51", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_628fa5feaab54837acaf2f494bf8ed2a", + "value": 1 + } + }, + "37b5a5898f234835a99b3f69d0b531e2": { + "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_c278adcd83694c72a5e12aef05f65ffd", + "placeholder": "​", + "style": "IPY_MODEL_e07457ba92aa481f915dd859bc81f849", + "value": " 68/0 [02:11<00:00,  2.54s/ examples]" + } + }, + "e47e8e3bd0f940e49cbfc2aaa197e0ea": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dc509093dd304a9a9e9304a97a6c2941": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "20a47df19df94c19b39a3acb304184af": { + "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": "" + } + }, + "9e7476b6e45b4f96bd86fd12abc21f51": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_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" + } + }, + "628fa5feaab54837acaf2f494bf8ed2a": { + "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": "" + } + }, + "c278adcd83694c72a5e12aef05f65ffd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e07457ba92aa481f915dd859bc81f849": { + "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 +} \ No newline at end of file