Cait No Mixup.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "98054744",
   "metadata": {
    "papermill": {
     "duration": 31.960769,
     "end_time": "2022-04-16T14:38:33.289479",
     "exception": false,
     "start_time": "2022-04-16T14:38:01.328710",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[33mWARNING: You are using pip version 21.0.1; however, version 22.0.4 is available.\n",
      "You should consider upgrading via the '/usr/bin/python3.9 -m pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install python-box timm pytorch-lightning ttach torchmetrics torchtoolbox albumentations wandb -q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b2fb229a-bec1-4a72-8d2d-fc5d7999623f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rm: cannot remove 'cait_m36_384': No such file or directory\n"
     ]
    }
   ],
   "source": [
    "!rm -r cait_m36_384"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d3bd1dc5",
   "metadata": {
    "papermill": {
     "duration": 6.787705,
     "end_time": "2022-04-16T14:38:40.107058",
     "exception": false,
     "start_time": "2022-04-16T14:38:33.319353",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import albumentations as A\n",
    "from albumentations.pytorch import ToTensorV2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "71c51ac8",
   "metadata": {
    "papermill": {
     "duration": 2.144838,
     "end_time": "2022-04-16T14:38:42.277528",
     "exception": false,
     "start_time": "2022-04-16T14:38:40.132690",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "from pprint import pprint\n",
    "from glob import glob\n",
    "from tqdm import tqdm\n",
    "import torchmetrics\n",
    "\n",
    "import numpy\n",
    "\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "import cv2\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision.transforms as T\n",
    "from box import Box\n",
    "from timm import create_model\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from torchvision.io import read_image\n",
    "from torch.utils.data import DataLoader, Dataset\n",
    "from pytorch_grad_cam import GradCAMPlusPlus\n",
    "from pytorch_grad_cam.utils.image import show_cam_on_image\n",
    "\n",
    "\n",
    "import pytorch_lightning as pl\n",
    "from pytorch_lightning.utilities.seed import seed_everything\n",
    "from pytorch_lightning import callbacks\n",
    "from pytorch_lightning.callbacks.progress import ProgressBarBase\n",
    "from pytorch_lightning.callbacks.early_stopping import EarlyStopping\n",
    "from pytorch_lightning.loggers import WandbLogger\n",
    "from pytorch_lightning import LightningDataModule, LightningModule\n",
    "\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "149cde34",
   "metadata": {
    "papermill": {
     "duration": 0.036495,
     "end_time": "2022-04-16T14:38:42.342047",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.305552",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.10.0+cu113\n"
     ]
    }
   ],
   "source": [
    "print(torch.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9857c45a",
   "metadata": {
    "papermill": {
     "duration": 0.034408,
     "end_time": "2022-04-16T14:38:42.402999",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.368591",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# import timm\n",
    "# timm.list_models(pretrained=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10c0d303",
   "metadata": {
    "papermill": {
     "duration": 0.026112,
     "end_time": "2022-04-16T14:38:42.455346",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.429234",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "22a8aa1c",
   "metadata": {
    "papermill": {
     "duration": 0.034034,
     "end_time": "2022-04-16T14:38:42.516210",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.482176",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# !rm ./convit_base -r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b885addf",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "papermill": {
     "duration": 0.040889,
     "end_time": "2022-04-16T14:38:42.584063",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.543174",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "config = {'seed': 42,\n",
    "          'root': '/hy-tmp', \n",
    "          'n_splits': 5,\n",
    "          'epoch': 30,\n",
    "          'trainer': {\n",
    "              'gpus': 1,\n",
    "              'accumulate_grad_batches': 4,\n",
    "              'progress_bar_refresh_rate': 0,\n",
    "              'fast_dev_run': False,\n",
    "              'num_sanity_val_steps': 0,\n",
    "              'resume_from_checkpoint': None,\n",
    "          },\n",
    "          'transform':{\n",
    "              'name': 'get_default_transforms',\n",
    "              'image_size': 384\n",
    "          },\n",
    "          'train_loader':{\n",
    "              'batch_size': 4,\n",
    "              'shuffle': True,\n",
    "              'num_workers': 4,\n",
    "              'pin_memory': False,\n",
    "              'drop_last': True,\n",
    "          },\n",
    "          'val_loader': {\n",
    "              'batch_size': 8,\n",
    "              'shuffle': False,\n",
    "              'num_workers': 4,\n",
    "              'pin_memory': False,\n",
    "              'drop_last': False\n",
    "         },\n",
    "          'model':{\n",
    "              'name': 'cait_m36_384',\n",
    "              'output_dim': 6\n",
    "          },\n",
    "          'optimizer':{\n",
    "              'name': 'optim.AdamW',\n",
    "              'params':{\n",
    "                  'lr': 1e-5\n",
    "              },\n",
    "          },\n",
    "          'scheduler':{\n",
    "              'name': 'optim.lr_scheduler.CosineAnnealingWarmRestarts',\n",
    "              'params':{\n",
    "                  'T_0': 20,\n",
    "                  'eta_min': 3e-6,\n",
    "              }\n",
    "          },\n",
    "          'loss': 'nn.CrossEntropyLoss',\n",
    "}\n",
    "\n",
    "config = Box(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "72e550eb",
   "metadata": {
    "papermill": {
     "duration": 0.050462,
     "end_time": "2022-04-16T14:38:42.661085",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.610623",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'epoch': 30,\n",
      " 'loss': 'nn.CrossEntropyLoss',\n",
      " 'model': Box({'name': 'cait_m36_384', 'output_dim': 6}),\n",
      " 'n_splits': 5,\n",
      " 'optimizer': Box({'name': 'optim.AdamW', 'params': {'lr': 1e-05}}),\n",
      " 'root': '/hy-tmp',\n",
      " 'scheduler': {'name': 'optim.lr_scheduler.CosineAnnealingWarmRestarts',\n",
      "               'params': Box({'T_0': 20, 'eta_min': 3e-06})},\n",
      " 'seed': 42,\n",
      " 'train_loader': {'batch_size': 4,\n",
      "                  'drop_last': True,\n",
      "                  'num_workers': 4,\n",
      "                  'pin_memory': False,\n",
      "                  'shuffle': True},\n",
      " 'trainer': {'accumulate_grad_batches': 4,\n",
      "             'fast_dev_run': False,\n",
      "             'gpus': 1,\n",
      "             'num_sanity_val_steps': 0,\n",
      "             'progress_bar_refresh_rate': 0,\n",
      "             'resume_from_checkpoint': None},\n",
      " 'transform': Box({'name': 'get_default_transforms', 'image_size': 384}),\n",
      " 'val_loader': {'batch_size': 8,\n",
      "                'drop_last': False,\n",
      "                'num_workers': 4,\n",
      "                'pin_memory': False,\n",
      "                'shuffle': False}}\n"
     ]
    }
   ],
   "source": [
    "pprint(config)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c3f627f",
   "metadata": {
    "papermill": {
     "duration": 0.027126,
     "end_time": "2022-04-16T14:38:42.715683",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.688557",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d022335",
   "metadata": {
    "papermill": {
     "duration": 0.043645,
     "end_time": "2022-04-16T14:38:42.786177",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.742532",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "class EMSIGDataset(Dataset):\n",
    "    def __init__(self, df, image_size=384, transform=None):\n",
    "        self._X = df[\"id\"].values\n",
    "        self._y = None\n",
    "        if \"target\" in df.keys():\n",
    "            self._y = df[\"target\"].values\n",
    "#         self._transform = T.Resize([image_size, image_size])\n",
    "        self._transform = transform\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self._X)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        image_path = self._X[idx]\n",
    "#         image = read_image(image_path)\n",
    "#         image = self._transform(image)\n",
    "        image = cv2.imread(image_path)\n",
    "        image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "        augmented = self._transform(image=image)\n",
    "#         print('augment')\n",
    "        image = augmented['image']\n",
    "#         print('augmented ')\n",
    "        if self._y is not None:\n",
    "            label = self._y[idx]\n",
    "            return image, label\n",
    "        return image\n",
    "\n",
    "class EMSIGDataModule(LightningDataModule):\n",
    "    def __init__(\n",
    "        self,\n",
    "        train_df,\n",
    "        val_df,\n",
    "        cfg,\n",
    "    ):\n",
    "        super().__init__()\n",
    "        self._train_df = train_df\n",
    "        self._val_df = val_df\n",
    "        self._cfg = cfg\n",
    "\n",
    "    def __create_dataset(self, train=True):\n",
    "        return (\n",
    "            EMSIGDataset(self._train_df, self._cfg.transform.image_size, transform = get_default_transforms()['train'])\n",
    "            if train\n",
    "            else EMSIGDataset(self._val_df, self._cfg.transform.image_size, transform = get_default_transforms()['val'])\n",
    "        )\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        dataset = self.__create_dataset(True)\n",
    "        return DataLoader(dataset, **self._cfg.train_loader)\n",
    "\n",
    "    def val_dataloader(self):\n",
    "        dataset = self.__create_dataset(False)\n",
    "        return DataLoader(dataset, **self._cfg.val_loader)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5bbab99",
   "metadata": {
    "papermill": {
     "duration": 0.025902,
     "end_time": "2022-04-16T14:38:42.838194",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.812292",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## visualize data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "99bed4b6",
   "metadata": {
    "papermill": {
     "duration": 0.076922,
     "end_time": "2022-04-16T14:38:42.941072",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.864150",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 42\n"
     ]
    }
   ],
   "source": [
    "torch.autograd.set_detect_anomaly(True)\n",
    "seed_everything(config.seed)\n",
    "\n",
    "df = pd.read_csv('/hy-tmp/train_labels.csv')\n",
    "df[\"id\"] = df[\"id\"].apply(lambda x: os.path.join(config.root, \"crop_spectrum_train_pic\", x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "801503d1",
   "metadata": {
    "papermill": {
     "duration": 0.050789,
     "end_time": "2022-04-16T14:38:43.019481",
     "exception": false,
     "start_time": "2022-04-16T14:38:42.968692",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df['target'] = df['target'] - 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8007446d",
   "metadata": {
    "papermill": {
     "duration": 0.026991,
     "end_time": "2022-04-16T14:38:43.127924",
     "exception": false,
     "start_time": "2022-04-16T14:38:43.100933",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a40497db",
   "metadata": {
    "papermill": {
     "duration": 0.040715,
     "end_time": "2022-04-16T14:38:43.260439",
     "exception": false,
     "start_time": "2022-04-16T14:38:43.219724",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "IMAGENET_MEAN = [0.485, 0.456, 0.406]  # RGB\n",
    "IMAGENET_STD = [0.229, 0.384, 0.225]  # RGB\n",
    "IMAGE_SIZE = config.transform.image_size\n",
    "\n",
    "def get_default_transforms():\n",
    "    transform = {\n",
    "        \"train\": A.Compose(\n",
    "            [\n",
    "                A.Resize(IMAGE_SIZE, IMAGE_SIZE),\n",
    "#                 A.Cutout(num_holes=1, max_h_size=IMAGE_SIZE, max_w_size=int(IMAGE_SIZE/8)),\n",
    "#                 A.Cutout(num_holes=1, max_h_size=int(IMAGE_SIZE/8), max_w_size=IMAGE_SIZE),\n",
    "                A.CoarseDropout(max_holes=2, max_height=IMAGE_SIZE, max_width=int(IMAGE_SIZE/8), min_holes=1, min_height=None, min_width=int(IMAGE_SIZE/16), fill_value=[0, 0, 225]),\n",
    "                A.CoarseDropout(max_holes=2, max_height=int(IMAGE_SIZE/8), max_width=IMAGE_SIZE, min_holes=1, min_height=int(IMAGE_SIZE/16), min_width=None, fill_value=[0, 0, 225]),\n",
    "                A.Normalize(mean=IMAGENET_MEAN, std=IMAGENET_STD),\n",
    "                ToTensorV2(),\n",
    "            ]\n",
    "        ),\n",
    "        \"val\": A.Compose(\n",
    "            [\n",
    "                A.Resize(IMAGE_SIZE, IMAGE_SIZE),\n",
    "                A.Normalize(mean=IMAGENET_MEAN, std=IMAGENET_STD),\n",
    "                ToTensorV2()\n",
    "            ]\n",
    "        ),\n",
    "    }\n",
    "    return transform\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8bfb4578",
   "metadata": {
    "papermill": {
     "duration": 3.183724,
     "end_time": "2022-04-16T14:38:46.470942",
     "exception": false,
     "start_time": "2022-04-16T14:38:43.287218",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_dataloader = EMSIGDataModule(df, df, config).train_dataloader()\n",
    "images, labels = iter(sample_dataloader).next()\n",
    "\n",
    "plt.figure(figsize=(12, 12))\n",
    "for it, (image, label) in enumerate(zip(images[:16], labels[:16])):\n",
    "    plt.subplot(4, 4, it+1)\n",
    "    plt.imshow(image.permute(1, 2, 0))\n",
    "    plt.axis('off')\n",
    "    plt.title(f'target: {int(label)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49829396",
   "metadata": {
    "papermill": {
     "duration": 0.031305,
     "end_time": "2022-04-16T14:38:46.534852",
     "exception": false,
     "start_time": "2022-04-16T14:38:46.503547",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f67e318a",
   "metadata": {
    "papermill": {
     "duration": 0.041549,
     "end_time": "2022-04-16T14:38:46.607826",
     "exception": false,
     "start_time": "2022-04-16T14:38:46.566277",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def mixup(x: torch.Tensor, y: torch.Tensor, alpha: float = 1.0):\n",
    "    assert alpha > 0, \"alpha should be larger than 0\"\n",
    "    assert x.size(0) > 1, \"Mixup cannot be applied to a single instance.\"\n",
    "\n",
    "    lam = np.random.beta(alpha, alpha)\n",
    "    rand_index = torch.randperm(x.size()[0])\n",
    "    mixed_x = lam * x + (1 - lam) * x[rand_index, :]\n",
    "    target_a, target_b = y, y[rand_index]\n",
    "    return mixed_x, target_a, target_b, lam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4501e622",
   "metadata": {
    "papermill": {
     "duration": 0.039167,
     "end_time": "2022-04-16T14:38:46.678447",
     "exception": false,
     "start_time": "2022-04-16T14:38:46.639280",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "fuc = get_default_transforms()['train']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "32a68773",
   "metadata": {
    "papermill": {
     "duration": 0.058901,
     "end_time": "2022-04-16T14:38:46.830765",
     "exception": false,
     "start_time": "2022-04-16T14:38:46.771864",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "class Model(pl.LightningModule):\n",
    "    def __init__(self, cfg):\n",
    "        super().__init__()\n",
    "        self.cfg = cfg\n",
    "        self.__build_model()\n",
    "        self._criterion = eval(self.cfg.loss)()\n",
    "        self.transform = get_default_transforms()\n",
    "        self.save_hyperparameters(cfg)\n",
    "\n",
    "    def __build_model(self):\n",
    "        self.backbone = create_model(\n",
    "            self.cfg.model.name, pretrained=True, num_classes=0, in_chans=3\n",
    "        )\n",
    "        self.fc = nn.Sequential(\n",
    "            nn.Dropout(0.5), \n",
    "            nn.Linear(self.backbone.num_features, 64),\n",
    "            nn.Dropout(0.5), \n",
    "            nn.Linear(64, self.cfg.model.output_dim)\n",
    "        )\n",
    "        \n",
    "\n",
    "    def forward(self, x):\n",
    "        f = self.backbone(x)\n",
    "        out = self.fc(f)\n",
    "        return out\n",
    "\n",
    "    def training_step(self, batch, batch_idx):\n",
    "        loss, pred, labels = self.__share_step(batch, 'train')\n",
    "        # print('train loss: ', loss)\n",
    "        return {'loss': loss, 'pred': pred, 'labels': labels}\n",
    "        \n",
    "    def validation_step(self, batch, batch_idx):\n",
    "        loss, pred, labels = self.__share_step(batch, 'val')\n",
    "        # print('valid loss: ', loss)\n",
    "        return {'pred': pred, 'labels': labels}\n",
    "    \n",
    "    def __share_step(self, batch, mode):\n",
    "        images, labels = batch\n",
    "#         labels = labels.float() / 100.0\n",
    "#         print(images.detach().cpu().numpy())\n",
    "#         images = self.transform[mode](image)\n",
    "    \n",
    "    # mixup\n",
    "        # if torch.rand(1)[0] < 0.5 and mode == 'train':\n",
    "        #     mix_images, target_a, target_b, lam = mixup(images, labels, alpha=0.5)\n",
    "        #     pred = self.forward(mix_images)\n",
    "        #     loss = self._criterion(pred, target_a) * lam + \\\n",
    "        #         (1 - lam) * self._criterion(pred, target_b)\n",
    "        # else:\n",
    "        #     pred = self.forward(images)\n",
    "        #     loss = self._criterion(pred, labels)\n",
    "        \n",
    "        pred = self.forward(images)\n",
    "        loss = self._criterion(pred, labels)\n",
    "        \n",
    "        pred_cpu = pred.detach().cpu()# * 100.\n",
    "        labels = labels.detach().cpu()# * 100.\n",
    "        return loss, pred_cpu, labels\n",
    "        \n",
    "    def training_epoch_end(self, outputs):\n",
    "        print('-----train-----')\n",
    "        self.__share_epoch_end(outputs, 'train')\n",
    "\n",
    "    def validation_epoch_end(self, outputs):\n",
    "        print('-----valid-----')\n",
    "        self.__share_epoch_end(outputs, 'val')    \n",
    "        \n",
    "    def __share_epoch_end(self, outputs, mode):\n",
    "        preds = []\n",
    "        labels = []\n",
    "        for out in outputs:\n",
    "            pred, label = out['pred'], out['labels']\n",
    "            preds.append(pred)\n",
    "            labels.append(label)\n",
    "        preds = torch.cat(preds)\n",
    "        labels = torch.cat(labels)\n",
    "        loss = self._criterion(preds, labels)\n",
    "        metrics = torchmetrics.functional.accuracy(preds, labels, average='macro', num_classes=6)\n",
    "        sfmx = nn.Softmax(dim = 1)\n",
    "        preds_prob = sfmx(preds)\n",
    "        cm = torchmetrics.functional.confusion_matrix(preds_prob, labels, num_classes=6, normalize=None, threshold=0.5, multilabel=False)\n",
    "        print(cm.numpy().tolist())\n",
    "        print('Accuracy： ', float(metrics.numpy()))\n",
    "        print('Epoch loss: ', float(loss.numpy()))\n",
    "        self.log(f'Fold_{FOLD}_{mode}_loss', float(loss.numpy()))\n",
    "        self.log(f'{mode}_loss', float(loss.numpy()))\n",
    "        self.log(f'Fold_{FOLD}_{mode}_acc', float(metrics.numpy()))\n",
    "    \n",
    "\n",
    "    def configure_optimizers(self):\n",
    "        optimizer = eval(self.cfg.optimizer.name)(\n",
    "            self.parameters(), **self.cfg.optimizer.params\n",
    "        )\n",
    "        scheduler = eval(self.cfg.scheduler.name)(\n",
    "            optimizer,\n",
    "            **self.cfg.scheduler.params\n",
    "        )\n",
    "        return [optimizer], [scheduler]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "993a3ad7",
   "metadata": {
    "papermill": {
     "duration": 0.031749,
     "end_time": "2022-04-16T14:38:46.894253",
     "exception": false,
     "start_time": "2022-04-16T14:38:46.862504",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ab9d212d",
   "metadata": {
    "papermill": {
     "duration": 5175.157798,
     "end_time": "2022-04-16T16:05:02.082646",
     "exception": false,
     "start_time": "2022-04-16T14:38:46.924848",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOLD:  0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mbingliangli\u001b[0m (use `wandb login --relogin` to force relogin)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "Tracking run with wandb version 0.12.14"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Run data is saved locally in <code>/hy-tmp/wandb/run-20220419_011200-h5hhb117</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Syncing run <strong><a href=\"https://wandb.ai/bingliangli/cait-no-mixup/runs/h5hhb117\" target=\"_blank\">lilac-totem-5</a></strong> to <a href=\"https://wandb.ai/bingliangli/cait-no-mixup\" target=\"_blank\">Weights & Biases</a> (<a href=\"https://wandb.me/run\" target=\"_blank\">docs</a>)<br/>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name       | Type             | Params\n",
      "------------------------------------------------\n",
      "0 | backbone   | Cait             | 270 M \n",
      "1 | fc         | Sequential       | 49.6 K\n",
      "2 | _criterion | CrossEntropyLoss | 0     \n",
      "------------------------------------------------\n",
      "270 M     Trainable params\n",
      "0         Non-trainable params\n",
      "270 M     Total params\n",
      "1,082.008 Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----valid-----\n",
      "[[62, 0, 0, 0, 1, 0], [1, 53, 0, 2, 6, 0], [4, 32, 9, 0, 18, 0], [0, 6, 0, 40, 15, 0], [0, 2, 0, 7, 52, 1], [0, 0, 0, 1, 1, 38]]\n",
      "Accuracy：  0.7377117872238159\n",
      "Epoch loss:  0.8029412031173706\n",
      "-----train-----\n",
      "[[156, 20, 24, 22, 13, 14], [18, 83, 45, 48, 29, 26], [14, 57, 56, 64, 46, 11], [13, 42, 25, 83, 65, 20], [14, 28, 22, 57, 108, 19], [9, 16, 16, 32, 13, 72]]\n",
      "Accuracy：  0.4019172191619873\n",
      "Epoch loss:  1.4892046451568604\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 1, 0], [0, 59, 1, 1, 1, 0], [0, 0, 61, 1, 1, 0], [0, 2, 0, 50, 9, 0], [0, 0, 0, 11, 50, 1], [0, 0, 1, 0, 1, 38]]\n",
      "Accuracy：  0.9133529663085938\n",
      "Epoch loss:  0.3209819793701172\n",
      "-----train-----\n",
      "[[245, 0, 3, 1, 0, 0], [1, 207, 24, 10, 8, 0], [4, 31, 149, 28, 28, 8], [3, 14, 23, 129, 76, 3], [3, 4, 21, 48, 171, 1], [0, 0, 3, 3, 2, 149]]\n",
      "Accuracy：  0.7619107365608215\n",
      "Epoch loss:  0.7266809940338135\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 1, 0], [0, 59, 1, 1, 1, 0], [0, 0, 63, 0, 0, 0], [0, 1, 0, 50, 9, 1], [0, 0, 1, 9, 51, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9254988431930542\n",
      "Epoch loss:  0.24386358261108398\n",
      "-----train-----\n",
      "[[246, 1, 2, 0, 0, 0], [0, 233, 7, 3, 7, 0], [1, 9, 215, 8, 14, 1], [0, 9, 10, 169, 59, 1], [0, 11, 8, 50, 179, 0], [0, 1, 1, 0, 1, 154]]\n",
      "Accuracy：  0.8618342280387878\n",
      "Epoch loss:  0.42386317253112793\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 1, 0], [0, 61, 0, 1, 0, 0], [0, 0, 62, 1, 0, 0], [0, 0, 0, 58, 3, 0], [0, 0, 0, 17, 44, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9312703609466553\n",
      "Epoch loss:  0.2119869887828827\n",
      "-----train-----\n",
      "[[245, 2, 1, 0, 0, 0], [0, 234, 6, 4, 6, 0], [1, 11, 232, 2, 1, 1], [0, 5, 5, 185, 50, 3], [0, 2, 4, 38, 204, 0], [0, 0, 0, 3, 1, 154]]\n",
      "Accuracy：  0.9004365801811218\n",
      "Epoch loss:  0.3312671184539795\n",
      "-----valid-----\n",
      "[[62, 1, 0, 0, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 63, 0, 0, 0], [0, 0, 0, 55, 6, 0], [0, 0, 0, 7, 54, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9526009559631348\n",
      "Epoch loss:  0.15839070081710815\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 245, 1, 2, 1, 0], [0, 1, 238, 1, 8, 0], [0, 3, 6, 199, 40, 0], [0, 2, 2, 31, 213, 0], [0, 0, 2, 0, 0, 156]]\n",
      "Accuracy：  0.9320408701896667\n",
      "Epoch loss:  0.24868375062942505\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 1, 62, 0, 0, 0], [0, 1, 0, 52, 8, 0], [0, 1, 0, 1, 59, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9605331420898438\n",
      "Epoch loss:  0.17001104354858398\n",
      "-----train-----\n",
      "[[247, 1, 0, 0, 0, 0], [1, 240, 4, 2, 2, 1], [0, 3, 238, 3, 3, 1], [0, 6, 4, 207, 31, 0], [0, 0, 3, 17, 227, 1], [0, 0, 0, 0, 0, 158]]\n",
      "Accuracy：  0.9442741274833679\n",
      "Epoch loss:  0.2053094059228897\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 63, 0, 0, 0], [0, 0, 0, 57, 4, 0], [0, 0, 0, 9, 52, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9553345441818237\n",
      "Epoch loss:  0.15768525004386902\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 244, 3, 3, 0, 0], [0, 4, 235, 3, 6, 0], [0, 2, 3, 216, 26, 0], [0, 1, 7, 21, 219, 0], [0, 0, 0, 0, 0, 158]]\n",
      "Accuracy：  0.9468564987182617\n",
      "Epoch loss:  0.1652279645204544\n",
      "-----valid-----\n",
      "[[62, 1, 0, 0, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 62, 1, 0, 0], [0, 0, 0, 54, 7, 0], [0, 0, 0, 1, 60, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9633521437644958\n",
      "Epoch loss:  0.12691375613212585\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 237, 7, 1, 5, 0], [0, 2, 239, 4, 1, 1], [0, 4, 2, 220, 21, 1], [0, 0, 0, 18, 230, 0], [0, 0, 1, 0, 0, 157]]\n",
      "Accuracy：  0.9539663791656494\n",
      "Epoch loss:  0.1475621461868286\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 63, 0, 0, 0], [0, 2, 0, 44, 15, 0], [0, 0, 0, 1, 60, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9440089464187622\n",
      "Epoch loss:  0.22075863182544708\n",
      "-----train-----\n",
      "[[248, 0, 1, 0, 0, 0], [0, 241, 4, 4, 1, 0], [0, 3, 239, 3, 1, 1], [0, 2, 3, 225, 18, 0], [0, 0, 3, 11, 233, 1], [0, 0, 2, 0, 0, 156]]\n",
      "Accuracy：  0.9602853059768677\n",
      "Epoch loss:  0.1372658759355545\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 63, 0, 0, 0], [0, 1, 0, 53, 7, 0], [0, 0, 0, 2, 59, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9659109115600586\n",
      "Epoch loss:  0.1460007131099701\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 242, 3, 4, 1, 0], [1, 6, 237, 0, 3, 1], [0, 3, 3, 228, 13, 0], [0, 2, 0, 8, 238, 0], [0, 0, 0, 0, 0, 158]]\n",
      "Accuracy：  0.9677332639694214\n",
      "Epoch loss:  0.10601342469453812\n",
      "-----valid-----\n",
      "[[62, 0, 0, 1, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 62, 1, 0, 0], [0, 0, 0, 55, 6, 0], [0, 0, 0, 3, 58, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9607080221176147\n",
      "Epoch loss:  0.14244748651981354\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 1, 0], [0, 247, 2, 1, 0, 0], [0, 5, 236, 2, 5, 0], [0, 0, 3, 234, 10, 1], [0, 0, 1, 10, 236, 0], [0, 0, 0, 0, 0, 158]]\n",
      "Accuracy：  0.9724351167678833\n",
      "Epoch loss:  0.11248662322759628\n",
      "-----valid-----\n",
      "[[62, 1, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 63, 0, 0, 0], [0, 0, 0, 59, 2, 0], [0, 0, 0, 11, 50, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9554653763771057\n",
      "Epoch loss:  0.14421245455741882\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 246, 3, 1, 0, 0], [0, 0, 242, 3, 3, 0], [1, 3, 2, 236, 6, 0], [0, 1, 3, 4, 240, 0], [0, 0, 0, 1, 0, 156]]\n",
      "Accuracy：  0.9787986278533936\n",
      "Epoch loss:  0.08057402074337006\n",
      "-----valid-----\n",
      "[[62, 0, 0, 1, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 63, 0, 0, 0], [0, 0, 0, 55, 6, 0], [0, 0, 0, 2, 59, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9660418033599854\n",
      "Epoch loss:  0.1152406558394432\n",
      "-----train-----\n",
      "[[247, 0, 1, 0, 0, 0], [0, 244, 4, 2, 0, 0], [1, 3, 241, 1, 1, 1], [0, 1, 0, 244, 3, 0], [0, 0, 2, 6, 240, 0], [0, 0, 0, 0, 0, 158]]\n",
      "Accuracy：  0.9825592041015625\n",
      "Epoch loss:  0.061437103897333145\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 63, 0, 0, 0], [0, 0, 0, 55, 6, 0], [0, 0, 0, 1, 60, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9713754653930664\n",
      "Epoch loss:  0.1270861029624939\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 248, 1, 0, 1, 0], [0, 1, 243, 2, 2, 0], [0, 0, 2, 241, 5, 0], [0, 2, 1, 2, 243, 0], [0, 0, 0, 0, 0, 158]]\n",
      "Accuracy：  0.9872419834136963\n",
      "Epoch loss:  0.05919840186834335\n",
      "-----valid-----\n",
      "[[62, 1, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 1, 0, 0], [0, 0, 0, 54, 7, 0], [0, 0, 0, 2, 59, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9633521437644958\n",
      "Epoch loss:  0.14801782369613647\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 248, 0, 0, 2, 0], [0, 1, 246, 1, 0, 0], [0, 0, 0, 244, 4, 0], [0, 1, 0, 4, 243, 0], [0, 0, 1, 0, 0, 157]]\n",
      "Accuracy：  0.9902194142341614\n",
      "Epoch loss:  0.04834107682108879\n",
      "-----valid-----\n",
      "[[62, 1, 0, 0, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 63, 0, 0, 0], [0, 0, 0, 55, 6, 0], [0, 0, 0, 2, 59, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9660418033599854\n",
      "Epoch loss:  0.12772780656814575\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 248, 1, 1, 0, 0], [0, 2, 242, 3, 0, 1], [0, 0, 2, 242, 3, 1], [0, 1, 2, 2, 243, 0], [0, 1, 2, 0, 0, 154]]\n",
      "Accuracy：  0.9840573072433472\n",
      "Epoch loss:  0.06888434290885925\n",
      "-----valid-----\n",
      "[[62, 0, 0, 1, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 62, 1, 0, 0], [0, 0, 0, 54, 7, 0], [0, 0, 0, 2, 59, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9606639742851257\n",
      "Epoch loss:  0.142158642411232\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 247, 2, 0, 1, 0], [0, 3, 242, 1, 0, 1], [0, 0, 0, 241, 7, 0], [0, 0, 2, 3, 243, 0], [0, 0, 0, 0, 0, 158]]\n",
      "Accuracy：  0.98656165599823\n",
      "Epoch loss:  0.05696940794587135\n",
      "-----valid-----\n",
      "[[62, 1, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 63, 0, 0, 0], [0, 0, 0, 59, 2, 0], [0, 0, 0, 6, 55, 1], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9689062237739563\n",
      "Epoch loss:  0.12134227901697159\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 247, 2, 0, 1, 0], [0, 1, 244, 2, 1, 0], [0, 1, 3, 241, 3, 0], [0, 0, 1, 2, 244, 1], [0, 0, 0, 1, 0, 157]]\n",
      "Accuracy：  0.9868645668029785\n",
      "Epoch loss:  0.05452166870236397\n",
      "FOLD:  1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name       | Type             | Params\n",
      "------------------------------------------------\n",
      "0 | backbone   | Cait             | 270 M \n",
      "1 | fc         | Sequential       | 49.6 K\n",
      "2 | _criterion | CrossEntropyLoss | 0     \n",
      "------------------------------------------------\n",
      "270 M     Trainable params\n",
      "0         Non-trainable params\n",
      "270 M     Total params\n",
      "1,082.008 Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----valid-----\n",
      "[[62, 0, 1, 0, 0, 0], [0, 56, 1, 1, 5, 0], [0, 0, 51, 0, 8, 3], [0, 0, 12, 23, 26, 1], [0, 0, 6, 1, 55, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.8256102204322815\n",
      "Epoch loss:  0.8507474064826965\n",
      "-----train-----\n",
      "[[171, 25, 32, 11, 6, 4], [13, 80, 44, 61, 40, 11], [14, 41, 75, 53, 48, 17], [7, 47, 41, 82, 55, 15], [4, 31, 49, 47, 100, 17], [4, 8, 32, 17, 29, 69]]\n",
      "Accuracy：  0.41327059268951416\n",
      "Epoch loss:  1.4882383346557617\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 3, 57, 2, 0, 0], [0, 4, 4, 45, 9, 0], [0, 2, 0, 14, 46, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.8952039480209351\n",
      "Epoch loss:  0.36677607893943787\n",
      "-----train-----\n",
      "[[245, 2, 1, 0, 0, 0], [1, 202, 7, 25, 12, 2], [2, 11, 195, 15, 20, 6], [0, 19, 40, 127, 58, 3], [1, 11, 20, 51, 161, 4], [0, 0, 6, 3, 2, 148]]\n",
      "Accuracy：  0.7794103622436523\n",
      "Epoch loss:  0.7287291288375854\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 56, 5, 1, 0], [0, 0, 1, 46, 14, 1], [0, 0, 0, 7, 55, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9193974733352661\n",
      "Epoch loss:  0.2605220079421997\n",
      "-----train-----\n",
      "[[247, 1, 1, 0, 0, 0], [0, 225, 10, 7, 6, 1], [1, 5, 224, 13, 3, 3], [0, 7, 10, 166, 63, 1], [0, 7, 3, 57, 179, 1], [1, 0, 4, 0, 2, 152]]\n",
      "Accuracy：  0.8579861521720886\n",
      "Epoch loss:  0.43351632356643677\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 63, 0, 0, 0, 0], [0, 1, 58, 3, 0, 0], [0, 0, 3, 49, 10, 0], [0, 2, 0, 12, 48, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9166667461395264\n",
      "Epoch loss:  0.21294401586055756\n",
      "-----train-----\n",
      "[[248, 0, 1, 0, 0, 0], [0, 237, 5, 3, 3, 0], [0, 2, 239, 4, 2, 2], [1, 9, 9, 182, 45, 1], [0, 2, 2, 46, 197, 1], [0, 0, 3, 1, 3, 152]]\n",
      "Accuracy：  0.899773359298706\n",
      "Epoch loss:  0.3280777037143707\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 61, 0, 0, 2, 0], [0, 0, 62, 0, 0, 0], [0, 0, 5, 44, 12, 1], [0, 0, 1, 3, 58, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9355692267417908\n",
      "Epoch loss:  0.20794464647769928\n",
      "-----train-----\n",
      "[[248, 0, 0, 1, 0, 0], [0, 239, 0, 6, 3, 0], [0, 2, 236, 4, 5, 2], [0, 5, 6, 194, 42, 0], [0, 1, 1, 36, 209, 1], [0, 0, 0, 2, 2, 155]]\n",
      "Accuracy：  0.9184157848358154\n",
      "Epoch loss:  0.252580463886261\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 62, 0, 0, 0], [0, 0, 4, 53, 3, 2], [0, 0, 2, 12, 48, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9355266094207764\n",
      "Epoch loss:  0.20712943375110626\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 238, 4, 2, 5, 0], [0, 6, 240, 2, 1, 0], [0, 3, 1, 207, 35, 1], [0, 0, 4, 26, 218, 0], [0, 0, 2, 0, 1, 156]]\n",
      "Accuracy：  0.9363166093826294\n",
      "Epoch loss:  0.20753245055675507\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 61, 0, 0, 2, 0], [0, 0, 61, 1, 0, 0], [0, 1, 3, 52, 5, 1], [0, 1, 0, 8, 53, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.940945565700531\n",
      "Epoch loss:  0.1904134899377823\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 242, 4, 3, 0, 0], [1, 3, 242, 1, 2, 0], [0, 2, 1, 220, 23, 0], [0, 1, 2, 26, 218, 1], [0, 0, 2, 0, 1, 156]]\n",
      "Accuracy：  0.9497080445289612\n",
      "Epoch loss:  0.17669324576854706\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 61, 0, 0, 2, 0], [0, 0, 55, 6, 1, 0], [0, 0, 1, 56, 5, 0], [0, 0, 0, 8, 54, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9382573366165161\n",
      "Epoch loss:  0.2028956115245819\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 243, 3, 1, 2, 0], [0, 3, 240, 1, 2, 2], [0, 4, 0, 219, 24, 0], [0, 1, 5, 14, 227, 1], [0, 0, 0, 0, 2, 157]]\n",
      "Accuracy：  0.9555048942565918\n",
      "Epoch loss:  0.16436006128787994\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 58, 3, 1, 0], [0, 0, 1, 59, 2, 0], [0, 0, 0, 19, 43, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9274619817733765\n",
      "Epoch loss:  0.24091191589832306\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 242, 3, 1, 3, 0], [0, 1, 245, 1, 2, 0], [1, 0, 2, 229, 14, 0], [0, 2, 2, 17, 227, 0], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9659584760665894\n",
      "Epoch loss:  0.1317889243364334\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 61, 0, 0, 2, 0], [0, 0, 61, 1, 0, 0], [0, 0, 2, 50, 8, 2], [0, 0, 0, 9, 53, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9355692267417908\n",
      "Epoch loss:  0.18437840044498444\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [1, 239, 3, 4, 2, 0], [0, 6, 239, 3, 0, 0], [0, 1, 4, 228, 14, 0], [0, 2, 2, 7, 236, 1], [0, 1, 0, 0, 2, 156]]\n",
      "Accuracy：  0.9632284641265869\n",
      "Epoch loss:  0.11591866612434387\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 61, 1, 0, 0], [0, 1, 2, 49, 10, 0], [0, 2, 0, 5, 55, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9409028887748718\n",
      "Epoch loss:  0.18195630609989166\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 243, 2, 1, 2, 1], [0, 1, 245, 1, 2, 0], [0, 1, 2, 239, 5, 0], [0, 2, 0, 5, 240, 1], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9814839363098145\n",
      "Epoch loss:  0.08048605918884277\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 60, 0, 1, 2, 0], [0, 0, 61, 1, 0, 0], [0, 0, 1, 53, 7, 1], [0, 0, 0, 10, 52, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9383001327514648\n",
      "Epoch loss:  0.18849176168441772\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 245, 0, 3, 1, 0], [0, 2, 242, 3, 2, 0], [0, 6, 1, 233, 7, 0], [0, 0, 1, 3, 242, 1], [0, 0, 0, 0, 2, 157]]\n",
      "Accuracy：  0.9777202606201172\n",
      "Epoch loss:  0.08697792887687683\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 60, 1, 1, 0], [0, 0, 1, 52, 9, 0], [0, 1, 0, 5, 56, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9489673376083374\n",
      "Epoch loss:  0.19090907275676727\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 243, 3, 2, 1, 0], [0, 0, 245, 4, 0, 0], [0, 3, 1, 239, 4, 0], [0, 0, 1, 3, 242, 1], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9834864139556885\n",
      "Epoch loss:  0.0660330057144165\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 60, 1, 1, 0], [0, 1, 1, 49, 9, 2], [0, 1, 0, 5, 56, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.940902829170227\n",
      "Epoch loss:  0.21269212663173676\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 247, 1, 1, 0, 0], [0, 2, 243, 4, 0, 0], [0, 2, 3, 239, 3, 0], [0, 1, 1, 3, 243, 0], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9848387241363525\n",
      "Epoch loss:  0.059065550565719604\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 62, 0, 0, 0], [0, 1, 4, 49, 7, 1], [0, 0, 1, 7, 54, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9409028887748718\n",
      "Epoch loss:  0.19491322338581085\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 245, 0, 3, 0, 1], [0, 0, 244, 0, 5, 0], [0, 1, 2, 241, 2, 0], [0, 2, 1, 3, 242, 0], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9855079650878906\n",
      "Epoch loss:  0.06836780905723572\n",
      "-----valid-----\n",
      "[[63, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 61, 1, 0, 0], [0, 1, 2, 50, 8, 1], [0, 1, 0, 5, 56, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9462792277336121\n",
      "Epoch loss:  0.19267311692237854\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 247, 0, 2, 0, 0], [0, 1, 247, 1, 0, 0], [0, 2, 1, 239, 4, 0], [0, 0, 3, 1, 244, 0], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9888436794281006\n",
      "Epoch loss:  0.052344273775815964\n",
      "FOLD:  2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name       | Type             | Params\n",
      "------------------------------------------------\n",
      "0 | backbone   | Cait             | 270 M \n",
      "1 | fc         | Sequential       | 49.6 K\n",
      "2 | _criterion | CrossEntropyLoss | 0     \n",
      "------------------------------------------------\n",
      "270 M     Trainable params\n",
      "0         Non-trainable params\n",
      "270 M     Total params\n",
      "1,082.008 Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----valid-----\n",
      "[[61, 1, 0, 0, 0, 0], [0, 47, 0, 7, 9, 0], [0, 0, 53, 1, 8, 0], [0, 0, 4, 37, 21, 0], [0, 0, 2, 8, 52, 0], [0, 0, 10, 0, 0, 29]]\n",
      "Accuracy：  0.7939692735671997\n",
      "Epoch loss:  0.8613561391830444\n",
      "-----train-----\n",
      "[[201, 11, 9, 16, 6, 6], [20, 63, 49, 70, 33, 13], [14, 45, 72, 65, 47, 6], [16, 46, 57, 68, 53, 7], [17, 35, 43, 53, 93, 7], [9, 27, 34, 36, 9, 44]]\n",
      "Accuracy：  0.3795751929283142\n",
      "Epoch loss:  1.5079926252365112\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 58, 1, 3, 0], [0, 0, 1, 49, 12, 0], [0, 2, 0, 20, 40, 0], [0, 0, 1, 0, 0, 38]]\n",
      "Accuracy：  0.888242244720459\n",
      "Epoch loss:  0.35553058981895447\n",
      "-----train-----\n",
      "[[245, 3, 2, 0, 0, 0], [1, 214, 11, 8, 15, 0], [1, 15, 188, 20, 22, 3], [1, 19, 32, 128, 64, 2], [1, 14, 14, 62, 152, 4], [0, 7, 12, 3, 1, 136]]\n",
      "Accuracy：  0.7642523050308228\n",
      "Epoch loss:  0.7183812856674194\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 0, 2, 0], [0, 0, 59, 1, 2, 0], [0, 0, 0, 46, 16, 0], [0, 0, 0, 11, 51, 0], [0, 0, 1, 0, 0, 38]]\n",
      "Accuracy：  0.9097902774810791\n",
      "Epoch loss:  0.2575570046901703\n",
      "-----train-----\n",
      "[[248, 1, 0, 0, 0, 0], [0, 231, 1, 4, 12, 1], [1, 7, 213, 13, 11, 4], [0, 14, 14, 168, 50, 1], [1, 6, 11, 59, 168, 2], [0, 0, 5, 2, 0, 152]]\n",
      "Accuracy：  0.8492359519004822\n",
      "Epoch loss:  0.4402090013027191\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 0, 2, 0], [0, 0, 60, 1, 1, 0], [0, 0, 0, 42, 20, 0], [0, 0, 0, 4, 58, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9248164892196655\n",
      "Epoch loss:  0.23955638706684113\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 241, 2, 2, 4, 0], [0, 3, 234, 7, 2, 3], [1, 3, 8, 193, 42, 0], [0, 7, 3, 41, 196, 1], [0, 0, 4, 0, 1, 153]]\n",
      "Accuracy：  0.9079473614692688\n",
      "Epoch loss:  0.31886494159698486\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 63, 0, 0, 0, 0], [0, 0, 61, 0, 1, 0], [0, 1, 0, 56, 5, 0], [0, 1, 1, 12, 48, 0], [0, 0, 1, 0, 0, 38]]\n",
      "Accuracy：  0.9392749071121216\n",
      "Epoch loss:  0.1980220228433609\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [1, 235, 1, 4, 5, 3], [0, 4, 237, 5, 3, 0], [0, 3, 5, 199, 38, 0], [0, 1, 5, 33, 207, 2], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9227025508880615\n",
      "Epoch loss:  0.25528794527053833\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 1, 0], [0, 0, 61, 0, 1, 0], [0, 0, 0, 50, 12, 0], [0, 0, 0, 7, 55, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.940945565700531\n",
      "Epoch loss:  0.16886122524738312\n",
      "-----train-----\n",
      "[[249, 1, 0, 0, 0, 0], [1, 239, 3, 4, 1, 0], [0, 4, 233, 5, 7, 0], [0, 5, 3, 213, 25, 1], [0, 2, 1, 24, 220, 0], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9403666257858276\n",
      "Epoch loss:  0.20951569080352783\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 61, 0, 1, 0], [0, 0, 0, 55, 7, 0], [0, 0, 0, 13, 49, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9409029483795166\n",
      "Epoch loss:  0.15513132512569427\n",
      "-----train-----\n",
      "[[249, 1, 0, 0, 0, 0], [0, 240, 3, 3, 2, 0], [0, 3, 241, 3, 2, 0], [0, 5, 4, 210, 28, 0], [0, 3, 5, 17, 222, 0], [0, 1, 0, 0, 1, 157]]\n",
      "Accuracy：  0.9446704387664795\n",
      "Epoch loss:  0.1805969625711441\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 59, 2, 1, 0], [0, 0, 0, 58, 4, 0], [0, 1, 0, 16, 45, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9328383207321167\n",
      "Epoch loss:  0.1755228042602539\n",
      "-----train-----\n",
      "[[248, 1, 0, 0, 0, 0], [0, 244, 3, 1, 1, 0], [0, 4, 239, 3, 2, 1], [0, 3, 3, 228, 13, 0], [0, 2, 1, 7, 235, 2], [0, 0, 1, 0, 1, 157]]\n",
      "Accuracy：  0.9662764072418213\n",
      "Epoch loss:  0.12695199251174927\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 61, 0, 1, 0], [0, 0, 0, 56, 6, 0], [0, 1, 1, 14, 46, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9355266094207764\n",
      "Epoch loss:  0.16829651594161987\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 247, 1, 0, 0, 0], [0, 0, 246, 1, 2, 0], [0, 1, 5, 229, 11, 1], [0, 0, 0, 8, 239, 0], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9787278771400452\n",
      "Epoch loss:  0.09201760590076447\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 1, 0, 0], [0, 0, 61, 0, 1, 0], [0, 0, 0, 59, 3, 0], [0, 0, 3, 15, 44, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9355692863464355\n",
      "Epoch loss:  0.21011725068092346\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 245, 3, 0, 1, 0], [1, 4, 241, 1, 2, 0], [0, 2, 3, 233, 9, 0], [0, 2, 1, 8, 236, 0], [0, 0, 0, 0, 1, 158]]\n",
      "Accuracy：  0.9740505218505859\n",
      "Epoch loss:  0.10042675584554672\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 1, 0], [0, 0, 61, 0, 1, 0], [0, 0, 0, 58, 4, 0], [0, 0, 1, 13, 48, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9436337947845459\n",
      "Epoch loss:  0.1792002171278\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 243, 1, 1, 3, 1], [0, 1, 246, 1, 1, 0], [0, 2, 1, 236, 6, 1], [0, 1, 1, 5, 241, 0], [0, 1, 0, 0, 1, 157]]\n",
      "Accuracy：  0.9804002046585083\n",
      "Epoch loss:  0.07860822975635529\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 1, 0], [0, 0, 61, 0, 1, 0], [0, 0, 0, 56, 6, 0], [0, 1, 0, 9, 52, 0], [0, 0, 0, 0, 0, 39]]\n",
      "Accuracy：  0.9516556262969971\n",
      "Epoch loss:  0.165318563580513\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 243, 2, 1, 2, 1], [0, 1, 245, 2, 0, 0], [0, 2, 1, 236, 7, 0], [0, 1, 0, 5, 242, 0], [0, 0, 2, 0, 1, 156]]\n",
      "Accuracy：  0.9800158739089966\n",
      "Epoch loss:  0.07248129695653915\n",
      "FOLD:  3\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name       | Type             | Params\n",
      "------------------------------------------------\n",
      "0 | backbone   | Cait             | 270 M \n",
      "1 | fc         | Sequential       | 49.6 K\n",
      "2 | _criterion | CrossEntropyLoss | 0     \n",
      "------------------------------------------------\n",
      "270 M     Trainable params\n",
      "0         Non-trainable params\n",
      "270 M     Total params\n",
      "1,082.008 Total estimated model params size (MB)\n",
      "wandb: Network error (ReadTimeout), entering retry loop.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----valid-----\n",
      "[[61, 1, 0, 0, 0, 0], [0, 53, 2, 4, 3, 0], [0, 7, 38, 11, 6, 0], [0, 2, 7, 42, 11, 0], [0, 1, 4, 18, 39, 0], [0, 0, 2, 1, 0, 37]]\n",
      "Accuracy：  0.7805107831954956\n",
      "Epoch loss:  0.9447122812271118\n",
      "-----train-----\n",
      "[[135, 10, 20, 37, 43, 4], [7, 82, 55, 37, 59, 10], [12, 43, 70, 52, 63, 9], [8, 41, 51, 66, 74, 7], [14, 42, 49, 51, 90, 2], [12, 25, 19, 29, 15, 57]]\n",
      "Accuracy：  0.3574100434780121\n",
      "Epoch loss:  1.5414055585861206\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 59, 0, 1, 2, 0], [0, 0, 58, 1, 3, 0], [0, 2, 2, 42, 16, 0], [0, 0, 3, 13, 46, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.8802419900894165\n",
      "Epoch loss:  0.39468103647232056\n",
      "-----train-----\n",
      "[[246, 2, 0, 1, 0, 1], [3, 195, 9, 17, 21, 4], [1, 28, 147, 29, 30, 14], [4, 11, 41, 139, 51, 1], [0, 12, 27, 60, 146, 3], [0, 3, 6, 0, 2, 146]]\n",
      "Accuracy：  0.7398154735565186\n",
      "Epoch loss:  0.7873977422714233\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 0, 1, 0], [0, 0, 61, 0, 1, 0], [0, 2, 2, 46, 12, 0], [0, 1, 2, 15, 44, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.8990591764450073\n",
      "Epoch loss:  0.28008121252059937\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 233, 5, 2, 7, 2], [1, 7, 215, 10, 14, 2], [0, 9, 10, 177, 50, 0], [0, 10, 9, 53, 174, 2], [0, 0, 3, 2, 1, 152]]\n",
      "Accuracy：  0.8637245893478394\n",
      "Epoch loss:  0.46069854497909546\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 59, 1, 2, 0, 0], [0, 0, 59, 3, 0, 0], [0, 2, 1, 50, 9, 0], [0, 1, 1, 20, 40, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.8883063793182373\n",
      "Epoch loss:  0.2570253312587738\n",
      "-----train-----\n",
      "[[249, 1, 0, 0, 0, 0], [0, 239, 6, 1, 3, 0], [0, 8, 227, 8, 5, 1], [0, 5, 3, 190, 49, 0], [0, 2, 7, 41, 198, 0], [0, 0, 0, 0, 2, 155]]\n",
      "Accuracy：  0.9037275314331055\n",
      "Epoch loss:  0.31898656487464905\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 60, 0, 0, 2, 0], [0, 0, 59, 2, 1, 0], [0, 2, 0, 48, 12, 0], [0, 0, 1, 7, 54, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9232527017593384\n",
      "Epoch loss:  0.22990205883979797\n",
      "-----train-----\n",
      "[[247, 1, 0, 0, 1, 0], [1, 237, 7, 2, 3, 0], [0, 4, 230, 7, 5, 2], [0, 3, 8, 200, 36, 0], [0, 0, 3, 35, 209, 1], [0, 0, 2, 0, 1, 155]]\n",
      "Accuracy：  0.9168097972869873\n",
      "Epoch loss:  0.26327523589134216\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 58, 1, 2, 1, 0], [0, 0, 59, 1, 2, 0], [0, 1, 0, 48, 13, 0], [0, 0, 1, 8, 53, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.915188193321228\n",
      "Epoch loss:  0.23949842154979706\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 240, 5, 2, 2, 0], [0, 4, 239, 3, 3, 0], [1, 5, 5, 208, 27, 0], [0, 0, 2, 27, 218, 1], [0, 0, 1, 0, 1, 156]]\n",
      "Accuracy：  0.9392662644386292\n",
      "Epoch loss:  0.198545441031456\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 0, 0], [0, 0, 59, 3, 0, 0], [0, 2, 0, 49, 11, 0], [0, 0, 1, 11, 50, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9178763628005981\n",
      "Epoch loss:  0.2315855175256729\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 240, 4, 3, 3, 0], [0, 5, 240, 1, 2, 1], [0, 1, 3, 220, 23, 0], [0, 5, 0, 21, 219, 1], [0, 0, 1, 0, 2, 155]]\n",
      "Accuracy：  0.9476333856582642\n",
      "Epoch loss:  0.16701918840408325\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 60, 1, 1, 0, 0], [0, 0, 58, 2, 2, 0], [0, 2, 0, 52, 8, 0], [0, 0, 1, 10, 51, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9232527017593384\n",
      "Epoch loss:  0.23766717314720154\n",
      "-----train-----\n",
      "[[249, 1, 0, 0, 0, 0], [0, 242, 4, 0, 3, 1], [0, 2, 245, 0, 2, 0], [0, 1, 1, 228, 17, 0], [0, 2, 2, 16, 227, 0], [0, 0, 1, 0, 1, 155]]\n",
      "Accuracy：  0.962883710861206\n",
      "Epoch loss:  0.13515998423099518\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 0, 1, 0], [0, 0, 55, 6, 1, 0], [0, 2, 0, 50, 10, 0], [0, 0, 1, 8, 53, 0], [0, 0, 0, 1, 0, 39]]\n",
      "Accuracy：  0.9178763628005981\n",
      "Epoch loss:  0.25251758098602295\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 238, 2, 5, 3, 2], [0, 5, 240, 1, 3, 0], [0, 3, 1, 223, 19, 1], [0, 6, 3, 13, 225, 0], [0, 0, 3, 0, 1, 154]]\n",
      "Accuracy：  0.9507173895835876\n",
      "Epoch loss:  0.15511801838874817\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 60, 1, 0, 1, 0], [0, 0, 60, 1, 1, 0], [0, 2, 0, 48, 12, 0], [0, 0, 1, 5, 56, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9313172101974487\n",
      "Epoch loss:  0.22429652512073517\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 244, 2, 1, 3, 0], [0, 2, 244, 3, 0, 0], [0, 3, 0, 233, 10, 0], [0, 1, 3, 8, 236, 0], [0, 0, 0, 0, 1, 157]]\n",
      "Accuracy：  0.9747263193130493\n",
      "Epoch loss:  0.10496998578310013\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 0, 0], [0, 0, 60, 1, 1, 0], [0, 2, 0, 50, 10, 0], [0, 0, 1, 7, 54, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9340053796768188\n",
      "Epoch loss:  0.2327718287706375\n",
      "-----train-----\n",
      "[[249, 0, 1, 0, 0, 0], [0, 243, 3, 1, 3, 0], [0, 1, 244, 0, 3, 0], [0, 2, 0, 236, 9, 0], [0, 0, 2, 12, 233, 1], [0, 0, 0, 0, 1, 156]]\n",
      "Accuracy：  0.9734139442443848\n",
      "Epoch loss:  0.1024198904633522\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 0, 1, 0], [0, 0, 58, 2, 2, 0], [0, 2, 0, 46, 14, 0], [0, 0, 0, 2, 60, 0], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9340053796768188\n",
      "Epoch loss:  0.23088769614696503\n",
      "-----train-----\n",
      "[[248, 1, 0, 0, 0, 0], [0, 245, 1, 1, 2, 0], [0, 1, 246, 1, 1, 0], [0, 0, 2, 235, 10, 0], [0, 0, 5, 8, 235, 0], [0, 0, 0, 0, 1, 157]]\n",
      "Accuracy：  0.976756751537323\n",
      "Epoch loss:  0.08787194639444351\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 59, 1, 1, 1, 0], [0, 0, 59, 2, 1, 0], [0, 1, 0, 48, 13, 0], [0, 0, 1, 3, 58, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9313172101974487\n",
      "Epoch loss:  0.23022130131721497\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 247, 1, 0, 1, 0], [0, 2, 243, 2, 1, 0], [0, 1, 2, 240, 4, 0], [0, 0, 0, 8, 240, 0], [0, 0, 0, 0, 1, 157]]\n",
      "Accuracy：  0.9841465353965759\n",
      "Epoch loss:  0.06378805637359619\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 0, 0], [0, 0, 61, 1, 0, 0], [0, 2, 0, 48, 12, 0], [0, 0, 1, 2, 59, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9447581171989441\n",
      "Epoch loss:  0.21060296893119812\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 246, 1, 2, 1, 0], [0, 1, 246, 1, 0, 0], [0, 0, 2, 242, 2, 1], [0, 1, 0, 7, 240, 0], [0, 0, 0, 0, 1, 156]]\n",
      "Accuracy：  0.9861775636672974\n",
      "Epoch loss:  0.057733431458473206\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 60, 1, 0, 1, 0], [0, 0, 60, 1, 1, 0], [0, 2, 0, 44, 16, 0], [0, 0, 1, 0, 61, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9340053796768188\n",
      "Epoch loss:  0.2801712453365326\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 246, 1, 1, 2, 0], [0, 1, 247, 0, 1, 0], [0, 2, 1, 234, 10, 0], [0, 1, 1, 6, 240, 0], [0, 1, 0, 0, 1, 155]]\n",
      "Accuracy：  0.9797232151031494\n",
      "Epoch loss:  0.07569529116153717\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 0, 0], [0, 0, 59, 1, 2, 0], [0, 2, 0, 48, 12, 0], [0, 0, 1, 2, 59, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9393817186355591\n",
      "Epoch loss:  0.2538842558860779\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 245, 1, 3, 0, 0], [0, 1, 246, 0, 2, 0], [0, 0, 0, 245, 2, 0], [0, 1, 2, 5, 239, 1], [0, 0, 0, 0, 1, 157]]\n",
      "Accuracy：  0.9868618249893188\n",
      "Epoch loss:  0.0538642443716526\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 0, 0], [0, 0, 58, 2, 2, 0], [0, 2, 0, 51, 9, 0], [0, 0, 1, 6, 55, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9340053796768188\n",
      "Epoch loss:  0.24958722293376923\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 246, 2, 0, 2, 0], [0, 3, 246, 0, 0, 0], [0, 0, 1, 241, 5, 0], [0, 0, 0, 5, 243, 0], [0, 0, 0, 0, 1, 157]]\n",
      "Accuracy：  0.9868617653846741\n",
      "Epoch loss:  0.05054531246423721\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 0, 0], [0, 0, 58, 2, 2, 0], [0, 2, 0, 50, 10, 0], [0, 0, 1, 7, 54, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9286290407180786\n",
      "Epoch loss:  0.2516408860683441\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 247, 1, 2, 0, 0], [1, 2, 245, 0, 0, 0], [0, 1, 0, 238, 7, 1], [0, 1, 1, 5, 241, 0], [0, 1, 0, 0, 1, 156]]\n",
      "Accuracy：  0.9830970168113708\n",
      "Epoch loss:  0.04957213252782822\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 1, 0, 0, 0], [0, 0, 58, 2, 2, 0], [0, 1, 0, 51, 10, 0], [0, 0, 1, 8, 53, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9286290407180786\n",
      "Epoch loss:  0.26412221789360046\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 246, 0, 0, 3, 0], [0, 1, 247, 0, 1, 0], [0, 2, 1, 243, 0, 0], [0, 0, 0, 0, 248, 0], [0, 0, 1, 0, 1, 156]]\n",
      "Accuracy：  0.9925110340118408\n",
      "Epoch loss:  0.036568399518728256\n",
      "FOLD:  4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name       | Type             | Params\n",
      "------------------------------------------------\n",
      "0 | backbone   | Cait             | 270 M \n",
      "1 | fc         | Sequential       | 49.6 K\n",
      "2 | _criterion | CrossEntropyLoss | 0     \n",
      "------------------------------------------------\n",
      "270 M     Trainable params\n",
      "0         Non-trainable params\n",
      "270 M     Total params\n",
      "1,082.008 Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [2, 38, 4, 14, 2, 2], [3, 2, 28, 18, 7, 4], [3, 0, 4, 48, 6, 1], [0, 0, 4, 25, 33, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.7284946441650391\n",
      "Epoch loss:  1.0445890426635742\n",
      "-----train-----\n",
      "[[184, 19, 24, 6, 11, 6], [27, 67, 67, 51, 31, 7], [35, 52, 70, 43, 40, 9], [44, 36, 62, 56, 35, 14], [33, 31, 71, 46, 61, 6], [22, 11, 25, 30, 27, 41]]\n",
      "Accuracy：  0.33677226305007935\n",
      "Epoch loss:  1.5732369422912598\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 60, 0, 2, 0, 0], [1, 0, 59, 1, 1, 0], [0, 1, 4, 44, 13, 0], [0, 0, 2, 21, 39, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.8763440847396851\n",
      "Epoch loss:  0.41070041060447693\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 1, 0], [0, 185, 26, 23, 11, 4], [3, 42, 125, 35, 37, 7], [2, 21, 38, 133, 50, 3], [1, 10, 31, 54, 147, 4], [0, 0, 6, 3, 7, 142]]\n",
      "Accuracy：  0.7122195959091187\n",
      "Epoch loss:  0.8275843262672424\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 0, 1, 0], [0, 0, 62, 0, 0, 0], [0, 0, 3, 39, 20, 0], [0, 0, 2, 3, 57, 0], [0, 0, 1, 0, 0, 39]]\n",
      "Accuracy：  0.9178764224052429\n",
      "Epoch loss:  0.26937416195869446\n",
      "-----train-----\n",
      "[[248, 0, 1, 0, 0, 0], [1, 224, 13, 4, 8, 0], [1, 7, 215, 10, 14, 2], [1, 9, 11, 175, 48, 2], [0, 5, 19, 46, 176, 2], [0, 0, 3, 1, 1, 153]]\n",
      "Accuracy：  0.8574752807617188\n",
      "Epoch loss:  0.4784766137599945\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 61, 1, 0, 0], [0, 1, 2, 36, 23, 0], [0, 1, 0, 2, 59, 0], [0, 0, 2, 0, 1, 37]]\n",
      "Accuracy：  0.9068548679351807\n",
      "Epoch loss:  0.2493925541639328\n",
      "-----train-----\n",
      "[[247, 0, 0, 1, 1, 0], [1, 237, 6, 3, 3, 0], [0, 3, 229, 4, 11, 1], [1, 8, 5, 189, 43, 1], [0, 3, 5, 39, 200, 1], [0, 0, 1, 0, 1, 156]]\n",
      "Accuracy：  0.9037216901779175\n",
      "Epoch loss:  0.32499080896377563\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 0, 0, 0], [0, 0, 2, 44, 16, 0], [0, 0, 1, 3, 58, 0], [0, 0, 2, 0, 1, 37]]\n",
      "Accuracy：  0.9283602237701416\n",
      "Epoch loss:  0.21069128811359406\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 236, 10, 3, 1, 0], [1, 1, 236, 5, 5, 1], [0, 4, 1, 204, 37, 0], [0, 1, 11, 31, 204, 0], [0, 0, 1, 1, 1, 155]]\n",
      "Accuracy：  0.921330451965332\n",
      "Epoch loss:  0.2567943334579468\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 0, 1, 0], [0, 0, 62, 0, 0, 0], [0, 0, 1, 47, 14, 0], [0, 0, 0, 6, 56, 0], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9366936087608337\n",
      "Epoch loss:  0.1632905751466751\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 238, 6, 2, 4, 0], [1, 5, 233, 4, 6, 0], [0, 2, 4, 210, 30, 0], [0, 2, 2, 24, 220, 0], [0, 0, 0, 2, 1, 155]]\n",
      "Accuracy：  0.9349185228347778\n",
      "Epoch loss:  0.220980703830719\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 61, 1, 0, 0], [0, 0, 2, 56, 4, 0], [0, 0, 0, 19, 43, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.930107593536377\n",
      "Epoch loss:  0.19068147242069244\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 241, 7, 1, 1, 0], [0, 2, 237, 3, 7, 0], [0, 1, 2, 221, 23, 0], [0, 3, 2, 15, 227, 0], [0, 0, 0, 0, 1, 156]]\n",
      "Accuracy：  0.9538671970367432\n",
      "Epoch loss:  0.15521728992462158\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 61, 1, 0, 0], [0, 0, 1, 58, 3, 0], [0, 0, 0, 19, 43, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.9354839324951172\n",
      "Epoch loss:  0.19800007343292236\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 240, 5, 4, 1, 0], [0, 3, 241, 2, 2, 1], [0, 3, 3, 223, 17, 1], [0, 1, 5, 12, 227, 1], [0, 0, 1, 0, 2, 155]]\n",
      "Accuracy：  0.955747127532959\n",
      "Epoch loss:  0.15463393926620483\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 61, 0, 1, 0, 0], [0, 0, 61, 1, 0, 0], [0, 0, 1, 51, 10, 0], [0, 0, 0, 8, 54, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.9435484409332275\n",
      "Epoch loss:  0.14408503472805023\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 240, 4, 3, 2, 0], [0, 2, 241, 0, 6, 0], [0, 2, 5, 220, 19, 0], [0, 1, 3, 11, 232, 1], [0, 0, 1, 0, 1, 156]]\n",
      "Accuracy：  0.9581435918807983\n",
      "Epoch loss:  0.14553995430469513\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 0, 0, 0], [0, 0, 2, 50, 10, 0], [0, 0, 0, 8, 54, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.9462366104125977\n",
      "Epoch loss:  0.14106404781341553\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 243, 4, 2, 0, 0], [0, 2, 241, 2, 3, 0], [0, 2, 2, 236, 6, 1], [0, 0, 2, 10, 235, 1], [0, 0, 0, 0, 1, 157]]\n",
      "Accuracy：  0.974065899848938\n",
      "Epoch loss:  0.10526052117347717\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 0, 0, 0], [0, 0, 1, 45, 16, 0], [0, 0, 0, 3, 59, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.9462366104125977\n",
      "Epoch loss:  0.18457789719104767\n",
      "-----train-----\n",
      "[[249, 0, 0, 0, 0, 0], [0, 245, 2, 1, 2, 0], [0, 1, 245, 0, 1, 1], [0, 2, 3, 238, 4, 0], [0, 0, 3, 9, 236, 0], [0, 0, 0, 1, 1, 156]]\n",
      "Accuracy：  0.9784035086631775\n",
      "Epoch loss:  0.07538088411092758\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 0, 0, 0], [0, 0, 2, 58, 2, 0], [0, 0, 0, 13, 49, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.954301118850708\n",
      "Epoch loss:  0.16312721371650696\n",
      "-----train-----\n",
      "[[248, 0, 0, 0, 0, 0], [0, 245, 3, 1, 1, 0], [0, 2, 245, 0, 2, 0], [0, 1, 2, 237, 7, 0], [0, 1, 3, 6, 238, 0], [0, 0, 0, 0, 1, 157]]\n",
      "Accuracy：  0.9794663786888123\n",
      "Epoch loss:  0.07623830437660217\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 0, 0, 0], [0, 0, 2, 55, 5, 0], [0, 0, 0, 13, 49, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.9462366104125977\n",
      "Epoch loss:  0.1638825386762619\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 248, 0, 1, 0, 1], [0, 0, 246, 1, 2, 0], [0, 2, 1, 238, 6, 0], [0, 0, 1, 6, 241, 0], [0, 0, 1, 0, 2, 153]]\n",
      "Accuracy：  0.9826763272285461\n",
      "Epoch loss:  0.06863877177238464\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 0, 0, 0], [0, 0, 2, 55, 5, 0], [0, 0, 1, 9, 52, 0], [0, 0, 0, 0, 0, 40]]\n",
      "Accuracy：  0.954301118850708\n",
      "Epoch loss:  0.15916100144386292\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [0, 248, 1, 1, 0, 0], [0, 3, 241, 1, 3, 0], [0, 2, 0, 237, 7, 0], [0, 0, 1, 2, 245, 0], [0, 0, 0, 1, 0, 157]]\n",
      "Accuracy：  0.9847939014434814\n",
      "Epoch loss:  0.06277978420257568\n",
      "-----valid-----\n",
      "[[62, 0, 0, 0, 0, 0], [0, 62, 0, 0, 0, 0], [0, 0, 62, 0, 0, 0], [0, 0, 2, 50, 10, 0], [0, 0, 1, 2, 59, 0], [0, 0, 0, 0, 1, 39]]\n",
      "Accuracy：  0.9555107951164246\n",
      "Epoch loss:  0.17278335988521576\n",
      "-----train-----\n",
      "[[250, 0, 0, 0, 0, 0], [1, 243, 2, 1, 3, 0], [0, 3, 242, 2, 1, 0], [0, 1, 1, 239, 6, 0], [0, 1, 3, 5, 239, 0], [0, 0, 0, 0, 1, 156]]\n",
      "Accuracy：  0.9787930250167847\n",
      "Epoch loss:  0.07707490772008896\n",
      "CPU times: user 3h 8min 52s, sys: 3h 53min 36s, total: 7h 2min 28s\n",
      "Wall time: 7h 1min 45s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "skf = StratifiedKFold(\n",
    "    n_splits=config.n_splits, shuffle=True, random_state=config.seed\n",
    ")\n",
    "\n",
    "FOLD = 0\n",
    "\n",
    "for fold, (train_idx, val_idx) in enumerate(skf.split(df[\"id\"], df[\"target\"])):\n",
    "    print('FOLD: ', FOLD)\n",
    "    train_df = df.loc[train_idx].reset_index(drop=True)\n",
    "    val_df = df.loc[val_idx].reset_index(drop=True)\n",
    "#     train_name = 'train' + str(FOLD) + '.csv'\n",
    "#     valid_name = 'valid' + str(FOLD) + '.csv'\n",
    "#     train_df.to_csv(train_name)\n",
    "#     val_df.to_csv(valid_name)\n",
    "    datamodule = EMSIGDataModule(train_df, val_df, config)\n",
    "    model = Model(config)\n",
    "    earystopping = EarlyStopping(monitor=\"val_loss\", mode=\"min\", patience=5)\n",
    "    lr_monitor = callbacks.LearningRateMonitor()\n",
    "    loss_checkpoint = callbacks.ModelCheckpoint(\n",
    "        filename=\"best_loss\",\n",
    "        monitor=\"val_loss\",\n",
    "        save_top_k=1,\n",
    "        mode=\"min\",\n",
    "        save_last=False,\n",
    "    )\n",
    "    logger = WandbLogger(project='cait-no-mixup',\n",
    "                         log_model=False)\n",
    "    \n",
    "    trainer = pl.Trainer(\n",
    "        logger=logger,\n",
    "        max_epochs=config.epoch,\n",
    "        callbacks= earystopping,\n",
    "        **config.trainer,\n",
    "    )\n",
    "    trainer.fit(model, datamodule=datamodule)\n",
    "    # PATH = './' + str(fold)\n",
    "    # torch.save(model.state_dict(), PATH)\n",
    "    FOLD += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48c0eacc",
   "metadata": {
    "papermill": {
     "duration": 0.092177,
     "end_time": "2022-04-16T16:05:02.267114",
     "exception": false,
     "start_time": "2022-04-16T16:05:02.174937",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# class activation map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d14c54d5",
   "metadata": {
    "papermill": {
     "duration": 0.105802,
     "end_time": "2022-04-16T16:05:02.657958",
     "exception": false,
     "start_time": "2022-04-16T16:05:02.552156",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model(\n",
      "  (backbone): Cait(\n",
      "    (patch_embed): PatchEmbed(\n",
      "      (proj): Conv2d(3, 768, kernel_size=(16, 16), stride=(16, 16))\n",
      "      (norm): Identity()\n",
      "    )\n",
      "    (pos_drop): Dropout(p=0.0, inplace=False)\n",
      "    (blocks): ModuleList(\n",
      "      (0): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (1): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (2): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (3): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (4): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (5): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (6): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (7): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (8): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (9): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (10): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (11): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (12): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (13): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (14): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (15): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (16): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (17): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (18): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (19): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (20): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (21): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (22): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (23): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (24): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (25): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (26): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (27): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (28): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (29): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (30): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (31): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (32): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (33): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (34): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (35): LayerScaleBlock(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): TalkingHeadAttn(\n",
      "          (qkv): Linear(in_features=768, out_features=2304, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_l): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_w): Linear(in_features=16, out_features=16, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (blocks_token_only): ModuleList(\n",
      "      (0): LayerScaleBlockClassAttn(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): ClassAttn(\n",
      "          (q): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (k): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (v): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "      (1): LayerScaleBlockClassAttn(\n",
      "        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (attn): ClassAttn(\n",
      "          (q): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (k): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (v): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (attn_drop): Dropout(p=0.0, inplace=False)\n",
      "          (proj): Linear(in_features=768, out_features=768, bias=True)\n",
      "          (proj_drop): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "        (drop_path): Identity()\n",
      "        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "        (mlp): Mlp(\n",
      "          (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
      "          (act): GELU()\n",
      "          (drop1): Dropout(p=0.0, inplace=False)\n",
      "          (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
      "          (drop2): Dropout(p=0.0, inplace=False)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (norm): LayerNorm((768,), eps=1e-06, elementwise_affine=True)\n",
      "    (head): Identity()\n",
      "  )\n",
      "  (fc): Sequential(\n",
      "    (0): Dropout(p=0.5, inplace=False)\n",
      "    (1): Linear(in_features=768, out_features=64, bias=True)\n",
      "    (2): Dropout(p=0.5, inplace=False)\n",
      "    (3): Linear(in_features=64, out_features=6, bias=True)\n",
      "  )\n",
      "  (_criterion): CrossEntropyLoss()\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "print(model)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.9"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 5233.417654,
   "end_time": "2022-04-16T16:05:06.851445",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-04-16T14:37:53.433791",
   "version": "2.3.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "0055278bd6504328868690d9fc96ad63": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1ae8335928804ab48609ac20da294016",
       "placeholder": "​",
       "style": "IPY_MODEL_cf50394880a64401ae26ac09e0b6ff28",
       "value": " 43/44 [00:04&lt;00:00, 12.35it/s]"
      }
     },
     "00c121a6bb2045bd9a5af160e96926b7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_7443a6e1943a4b65baba93f51c658a6f",
       "placeholder": "​",
       "style": "IPY_MODEL_bbf7d940ee304b1692e87a930f7a3130",
       "value": "Validating: 100%"
      }
     },
     "00f5fe49139c421c91b0141a5fad44ad": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "027c2bd0816e40fb8f28b78bccbc9b54": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "0334d60a3f7249dab4bcf755e2d220e3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_77ccd303ed88468485d775fb399033d0",
       "placeholder": "​",
       "style": "IPY_MODEL_18ad67d910034d989bfd3ed841c5bfd7",
       "value": " 43/44 [00:04&lt;00:00, 12.36it/s]"
      }
     },
     "03bff94cdffe4bf88d2b9316c7617ee5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_508d509d9bb54e2288b56882ebaed0c5",
        "IPY_MODEL_5a6f23d2a2fb41889c1d929b6c39f726",
        "IPY_MODEL_52751d04652349ae81fa5362a37cc2f1"
       ],
       "layout": "IPY_MODEL_e90bfdee464f4960b1b96dd22d48e485"
      }
     },
     "0405262769c54c358c3265b0aa721721": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "04073d0032da4ae1b5622c8215a4782d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0477c09e7717436593edc8cdcf30ad23": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_7674ec22f0324ba2ba83cceb311e5161",
       "placeholder": "​",
       "style": "IPY_MODEL_29674b8babf5416ab7b89918a2491e6d",
       "value": "Validating:  98%"
      }
     },
     "04bcd036514c495c93f4937b83262860": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "064e06327e1b4827b5e4be33ecfd6679": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_e7db010744d84763b5cea030cbf46bd3",
        "IPY_MODEL_0b905ae52605494b974086f63a38fc44",
        "IPY_MODEL_6b1383fa11314711aa91d57e8fcefd3a"
       ],
       "layout": "IPY_MODEL_53034a44f017499795b58f22d4143db0"
      }
     },
     "065adec48c9743e583ebfb14ddcd5494": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_fa630199448b438c997cd603fcdddf1e",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_e17f305342bb441dbf717bd147592902",
       "value": 44
      }
     },
     "0682411f767c4ea08f86fd2efd1ad0c0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0730a43dd31e40e5a72a537ce3b4bf74": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_e224fc9117f64b34940862f2a56e2979",
       "placeholder": "​",
       "style": "IPY_MODEL_f5dfde8950bf4225aa000d914c9a1f4f",
       "value": "Validating:  98%"
      }
     },
     "075f3105da7e45d09e5eb7c0206b8fc1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "07660c8321e74abe82164f095024b194": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "088acd03c26f44e0bf73db8dfaf06145": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "089694a0b7fe4454907f56837f06d1f8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0ad546c808ed4a4b9b83e12fcfb4ebc4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_132c843f7d5e496880c33bc1dd4d6be0",
        "IPY_MODEL_ed75857717a142dca0c392fac43e5b73",
        "IPY_MODEL_1e386146b99d4ec38e064e79cd2ca93e"
       ],
       "layout": "IPY_MODEL_17111208671743f2843dcd5973829a73"
      }
     },
     "0ad5cdaf33bc4cb8ab79be3c2bb25d77": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_3233338c2c45437aadb00f2f20de05c3",
       "placeholder": "​",
       "style": "IPY_MODEL_d94aa5677b994972afb50a3f5cf3bf52",
       "value": " 43/44 [00:04&lt;00:00, 11.95it/s]"
      }
     },
     "0afe45f4ab3a496486c1778a07126271": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0b904c85b51a4f12bffd6378bfc034e2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_d27d6139c5bf475c842e811d0d051a62",
       "placeholder": "​",
       "style": "IPY_MODEL_3b16d78116f648c6994a896ba362dbf2",
       "value": "Validating: 100%"
      }
     },
     "0b905ae52605494b974086f63a38fc44": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_6504ab25a36941069988171e6218de3e",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_e7aa1c373c5643aea0287e99c88cb6a3",
       "value": 44
      }
     },
     "0c9116c6c22140eabef88dd5d2d08671": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_ca22de9ab83e41bb934c68bf63521d82",
        "IPY_MODEL_80218e7d5f2e468b81c71dc5c64933fe",
        "IPY_MODEL_d4b96bbe19f944579b47d56e44e9b307"
       ],
       "layout": "IPY_MODEL_cbdd8b0f30154233b6a68b867b217b13"
      }
     },
     "0cdcc4620d324435a832f66304a6cfd7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_be026e120c9b4eafbef97cdbfe025e94",
       "placeholder": "​",
       "style": "IPY_MODEL_b5e3505458bc443eb2f9c89058b2188f",
       "value": "Validating:  98%"
      }
     },
     "0d74688154f642f59b0d8817a0c27932": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b5dc4ddc5f904a4da3fdec4fa231f64b",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_68c5d86cba724af2936337903fa57419",
       "value": 44
      }
     },
     "0ee43db78c024183be024c0c745501b0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "0f10b73c2b224839ac7580d677eeea0b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "1138d48599c74ed7a9b41ffc7ce44849": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_215f8729f4ad4d89a355de491e76f99d",
       "placeholder": "​",
       "style": "IPY_MODEL_43dff07cf2d54dc589d9adf8a7784f12",
       "value": "Validating:  98%"
      }
     },
     "119b3128d80349baa9f2b59557427735": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_4210e65bbb0e4e0494ce97c45229402c",
        "IPY_MODEL_e46092d7a8b54d0fb4c069becb3236a0",
        "IPY_MODEL_a08e97a9ef9045b0893dbe2ce4c49aba"
       ],
       "layout": "IPY_MODEL_54467a4c02cd4e95a640d48298561384"
      }
     },
     "11ee0ef3d1a440b5a1a1239b220d1b49": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "120f465a3fa243a89b7aafaa00882596": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_50d56317d9924848b91f5cf85baa60e2",
        "IPY_MODEL_b518f3212b6f455cbb0dfb223ed07dc1",
        "IPY_MODEL_5bd47908d5f9457f899f4f8d86eb2a88"
       ],
       "layout": "IPY_MODEL_929e4f99c3fa4f00bc7c6a7e6e317da6"
      }
     },
     "1222013087184d618b0c7f9385fef7be": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "12980854818542938035d1340274379d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "12ca6aec4cb242c6b57faaf0db22d317": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "131b5453b84a4fc8b9fe7e291852a95f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "132c843f7d5e496880c33bc1dd4d6be0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4f048484c44446708b31b613efbc48ab",
       "placeholder": "​",
       "style": "IPY_MODEL_ebff3749ffa348b6a355be30c55bc809",
       "value": "Validating:  98%"
      }
     },
     "136e88ea048a469d83352ee88eca6982": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f7329ff9e42d4aca84302ca25bad3cbd",
       "placeholder": "​",
       "style": "IPY_MODEL_b818dd882b944c7ebc175c4cd13f7216",
       "value": " 43/44 [00:04&lt;00:00, 11.63it/s]"
      }
     },
     "13964b7c356b45538f2322163935a155": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_b30e383917014217927d20a56f551f4a",
       "placeholder": "​",
       "style": "IPY_MODEL_027c2bd0816e40fb8f28b78bccbc9b54",
       "value": " 43/44 [00:05&lt;00:00, 12.03it/s]"
      }
     },
     "141346fcf3514d3a8569149d8af4132e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "144a3983c1454e61801d20e96caaa7c3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "14fd10acd44542c58fa0af987d6407b2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_aa3e7584c50d41e7974380b1d752e2cc",
       "placeholder": "​",
       "style": "IPY_MODEL_aeb4a7805c2f498d8a39e255297114cb",
       "value": "Validating: 100%"
      }
     },
     "151b8813974c4a888ef50608e9785cbd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_aaa0560797784257b9c94644c3ae5d21",
       "placeholder": "​",
       "style": "IPY_MODEL_2493cbd9dfc447019ee06cd7d1e5d2aa",
       "value": "Validating: 100%"
      }
     },
     "157b3d4554684291b42c5a4c4fbed9c6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "158fe5cb1aed4963aa2e6ea093252629": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "16de66bd21b04b8b884c435be80436d1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_acef398e1d8a42e19f984ae4c156a852",
        "IPY_MODEL_aceda563797c4c72b4fe4e0524ef022a",
        "IPY_MODEL_1925d41638934f818f921a6ffa9ad32d"
       ],
       "layout": "IPY_MODEL_466ba7fb19ea486591e74a784885aee7"
      }
     },
     "1705b40656664c23ba2455c2b7e20d2e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "17111208671743f2843dcd5973829a73": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "1739fc616404469fabb7bc2e264a8461": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_1138d48599c74ed7a9b41ffc7ce44849",
        "IPY_MODEL_31faa7c2e0434d96a9a6033b08497833",
        "IPY_MODEL_5a72861846c1467ea51c38c67fe5d407"
       ],
       "layout": "IPY_MODEL_385d4afdc2f44116a397c2897ea9a89e"
      }
     },
     "17a7c41ca1434c91bdf52b64a497e1fe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "187d273030234b82a2465065b9d02a70": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "18ad67d910034d989bfd3ed841c5bfd7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "1925d41638934f818f921a6ffa9ad32d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_699955a0e5d2493e98da3819c2df975e",
       "placeholder": "​",
       "style": "IPY_MODEL_bfcbbb8abd1249209101b684fff2558d",
       "value": " 44/44 [00:04&lt;00:00, 12.63it/s]"
      }
     },
     "19292d0f84e14cdfb4a86fd44d3a2f34": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_4953029815b0481aa34482a7c6c7af61",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_48b19b81cfe84cd3b50b3705611abca1",
       "value": 44
      }
     },
     "193f46082ca54476ae89d6c9a5dcb9f8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_c3f2dd252f6247e3b876e929c0a42e3c",
        "IPY_MODEL_351bdb7441da48c28f5efbe6cd88b581",
        "IPY_MODEL_d23d41b6fe2742e0bc6743dab0912469"
       ],
       "layout": "IPY_MODEL_58b636e279ab47c98624741701a94127"
      }
     },
     "19889f31b528410ebf9c9abcc85a6e35": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1988df1ce4ad4abba93e921b62ad54f6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1a963b36ab6c480591fbb9fb4a63415d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "1a9ace36c75e426c8ff0e0d9939180c4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1adb872e7e254ba994955f8aab7ca816": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1ae8335928804ab48609ac20da294016": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1aee9436984942c68632a5c9f50be5ca": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_3ab6bb464ba34f2d96bd98eff2d15af0",
       "placeholder": "​",
       "style": "IPY_MODEL_f3d51b0a09a946c392f833f521916b59",
       "value": " 44/44 [00:04&lt;00:00, 12.79it/s]"
      }
     },
     "1b6c6d1899fb42a683bc22b1c7a1f1bb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_141346fcf3514d3a8569149d8af4132e",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_538e84e0bd854062883513ec7f5f97f4",
       "value": 44
      }
     },
     "1bab92759b804b25a7f849f97706fd90": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "1c18b695fb7446dc8ff02e4ba5e396be": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "1c647edfd4c84e0889f39c8f687d2718": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1ca03d74c6c04928978a4e141185c29f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_ee1f190cb9c3423c8f7eaa51a1823b46",
       "placeholder": "​",
       "style": "IPY_MODEL_158fe5cb1aed4963aa2e6ea093252629",
       "value": "Validating:  98%"
      }
     },
     "1cf75319d3804a57bcdb7b6b531dc555": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "1d6970b7944f4de6abd99e4156b96c1d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "1d713b6205a444e0987b7b33c613c712": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1d81ba8938314a0f96b2d6d5bb94ba54": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_4dba48656eff42deae10a5aa19166df1",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_88415da8750342eaa8cc7f1fe5c32328",
       "value": 44
      }
     },
     "1d92fc4b5bdc4158a7fd1a812b8b7008": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1e34d9a3e38a4885a42ecd09731a5efd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1e386146b99d4ec38e064e79cd2ca93e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_00f5fe49139c421c91b0141a5fad44ad",
       "placeholder": "​",
       "style": "IPY_MODEL_5e8e0194577143e59fb6d6ab53359baf",
       "value": " 43/44 [00:04&lt;00:00, 12.17it/s]"
      }
     },
     "1e863815e08e47d8aa5cd6be4678ba1c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_825df190f6cd4afeada573419471b71d",
       "placeholder": "​",
       "style": "IPY_MODEL_d053766a147b4831b2024f069484e177",
       "value": " 44/44 [00:04&lt;00:00, 12.91it/s]"
      }
     },
     "1efc3930baf6458f9579c3465526f55d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1f57e3cb86a541f7a0588c10b4f61ec6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "1f903afa96744e97aa1251dbcea07d9f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_c1f6bdd6cc9148188f3cb4956f83cb46",
        "IPY_MODEL_6202bf4785b94e49b5b16a94968cc144",
        "IPY_MODEL_c041d9b8554c4254861eb7f7095282b0"
       ],
       "layout": "IPY_MODEL_f9fe4880f06d40868f78966c8f5c112d"
      }
     },
     "200e294d45214e00a97acf673112155a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "20107f90d7514a739db6a9f90c6c1c74": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "204325ae782f42fd979fe047fef2ee08": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "209132dbf0094e19a3df87dbeb5eb5f8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_b1f4c44a8bea4152b7f77b4d8577af80",
       "placeholder": "​",
       "style": "IPY_MODEL_b83582d8cb784d8b95799aae04c8e082",
       "value": " 43/44 [00:04&lt;00:00, 12.36it/s]"
      }
     },
     "215f8729f4ad4d89a355de491e76f99d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "21b44e94d99d4bd497ea91e3b69ed35c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "21e9fd30b3b94cf9bc593448b1729e37": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "223eab578ff8492aae0320f0a006013e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "235c4187a08c46d4bd20b0e5a245fca5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_965374797cff473eb84650431621daff",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_49aadea7463a43cf898d8b91ecb0715c",
       "value": 44
      }
     },
     "23a0f725488f48e7b6d425196536ae15": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ba9d97f7d37d49ce93f82796a41149a9",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_5fd09a3e1f604ca89b67811fc8dc21bc",
       "value": 44
      }
     },
     "23a9518ba6fa4f93a8fad501fd1dbbc2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_5b6bf2573d664b15a4e71eb24c53309b",
       "placeholder": "​",
       "style": "IPY_MODEL_82c270af15ad4dddbaa0e44ad8ef76c0",
       "value": "Validating:  98%"
      }
     },
     "23f36d1c8ce84d7780a3338c6b009ff4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_649fbfcefa0c46b8b23fd8a1350d70da",
       "placeholder": "​",
       "style": "IPY_MODEL_653635e8f6b440ada0c18e1682d3a529",
       "value": " 43/44 [00:04&lt;00:00, 12.40it/s]"
      }
     },
     "2493cbd9dfc447019ee06cd7d1e5d2aa": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "24a756f1a28648a6b547ecbccf0d39af": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "24cac292db2b42c0a9bf18a45325312e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "25067eb96e7c4c04ab5f0c39afb752d9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "279547f9f99d42b9837d2018bb69397f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1d713b6205a444e0987b7b33c613c712",
       "placeholder": "​",
       "style": "IPY_MODEL_c03c07dcf6014cb3899aed1d0e5bb256",
       "value": "Epoch 12: 100%"
      }
     },
     "284bb19eeaf5409b9019d3753a245d61": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "2868c9d612074ec2b99818e31fc36da8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b86881e0d4e14647934e98f2f5a258bc",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_7092eb2948ce480dae4b4f54c0c84793",
       "value": 44
      }
     },
     "29674b8babf5416ab7b89918a2491e6d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "29723fd7a1474d58ba0ae6919df8333b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2976497849b9465cb85f27543a05ad96": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_a7817ff862824331854459a5149124b2",
       "placeholder": "​",
       "style": "IPY_MODEL_6e054aab935344d5a26e37e2b74602c1",
       "value": "Validating: 100%"
      }
     },
     "29d772dee1b74b77b343404bca186600": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_6b1344749e43467d8ced4373c1a7e26f",
        "IPY_MODEL_ae88e43e0e7e477ea2f3707bbf9d43da",
        "IPY_MODEL_9c5fdf01c4f646cea2361b0b60c7a92f"
       ],
       "layout": "IPY_MODEL_6e36568ae86142d7967d8059ec5b5cba"
      }
     },
     "2b727faea2734f0c87284f1aaa687201": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "2bd2503b514944a59f333ed8835b281b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "2c774bdb5aa34efbbeba137a9238b2f0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "2d4cd924496d4d3d83053f6485e96a3b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_29723fd7a1474d58ba0ae6919df8333b",
       "placeholder": "​",
       "style": "IPY_MODEL_db9b16d21ad548a4be0903bab6bcb887",
       "value": " 43/44 [00:05&lt;00:00, 10.65it/s]"
      }
     },
     "2de046e0606a4d82b23e31e4ff319df3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_7c12f325316c40fa9afbe05f5ee5cc1c",
        "IPY_MODEL_19292d0f84e14cdfb4a86fd44d3a2f34",
        "IPY_MODEL_0055278bd6504328868690d9fc96ad63"
       ],
       "layout": "IPY_MODEL_c52e0e2fa0ed45d7a6bc6754da376442"
      }
     },
     "2e1634d6aae443f998abc9cf233bdad0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "2e5292ba5c7c4ffcb39a40a075ff00fc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_00c121a6bb2045bd9a5af160e96926b7",
        "IPY_MODEL_f0f6c7eec7364f9caf5c70992d0a9f51",
        "IPY_MODEL_1e863815e08e47d8aa5cd6be4678ba1c"
       ],
       "layout": "IPY_MODEL_d8878ef4082a422aa070cef9206bae72"
      }
     },
     "2e689719a34f4f79bef93a290327f49a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_3c482d8168304f72befdcf356f5a6cb6",
       "placeholder": "​",
       "style": "IPY_MODEL_8cdfb4ea61f246548f3a4a1ccdb712a3",
       "value": "Epoch 8: 100%"
      }
     },
     "2e6a36da35484935ba9a773274c25f1a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2e8dc867a72e462fb3ff30d599ed8f59": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2eab6319a294406a9a26449713eb6979": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "2eaf8bf2ad02404385cf7b7d60b85fc5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2f2b0261e0f84e5f922c9116f5d01d82": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_deab3eed82844a818c845476ccb8a56b",
       "placeholder": "​",
       "style": "IPY_MODEL_32d059e4385a442da81ac4a20a6f6d35",
       "value": " 43/44 [00:05&lt;00:00, 11.88it/s]"
      }
     },
     "2f75a526fa2441fbbd830cbb0830a092": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "2f89838d75d74376abbf997cc788c48d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2f957d0737b34971b79958e302e5f554": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1e34d9a3e38a4885a42ecd09731a5efd",
       "placeholder": "​",
       "style": "IPY_MODEL_459a2928b29a46c191e53582d71b763a",
       "value": "Validating:  98%"
      }
     },
     "2f9f8c76b476478c9447ed801da872db": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_e57c1ddd41ff42df933e62250897b6a2",
       "placeholder": "​",
       "style": "IPY_MODEL_f0b7bb0fdc064c7b9c4178f443613d0d",
       "value": " 44/44 [00:05&lt;00:00, 12.44it/s]"
      }
     },
     "2fc397e5873e4182b5ccf6e2d7c90962": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_21b44e94d99d4bd497ea91e3b69ed35c",
       "placeholder": "​",
       "style": "IPY_MODEL_6c7f6abf4aa44dbbbf5882dd9b9049b3",
       "value": "Validating: 100%"
      }
     },
     "300aeef6aed142bfaa7f1952801c9f2a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3057f3b6f06640e7bee3b5763f3ec3d5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_da14211f8f064b95b889bef7a141becc",
       "placeholder": "​",
       "style": "IPY_MODEL_ac2c47c6b2eb4240921d641fbd5bd8c8",
       "value": "Validating:  98%"
      }
     },
     "309178c459e04d028ff38706428a9d14": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "314a62d5db604bc4b61a23d9b07ecd1d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "31faa7c2e0434d96a9a6033b08497833": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_9f20fa65551f45d59253d5dd611b32f6",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d4399c16547949a9a9f5de2dcc7066a1",
       "value": 44
      }
     },
     "32270f341e28470c9207a80a80a73e7d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_a2efa911a9774d85af6ca77a5ae9dea7",
       "placeholder": "​",
       "style": "IPY_MODEL_35933a1581a84d1d884d509aa9e86c83",
       "value": "Validating:  98%"
      }
     },
     "3233338c2c45437aadb00f2f20de05c3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3242a65acf794b3a9e92b9647266b62e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "328c078fa7f54b26be051eb7c2a8ae2b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3291e45edfc741c78a4e3c58f09fbd70": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "32d059e4385a442da81ac4a20a6f6d35": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "32e95e295f47450e9a94538da7c423a0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "332770b9a6cf4d41ab76964b0bc12018": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_bc3a9ceeab72476e80fb540462b67dbb",
       "placeholder": "​",
       "style": "IPY_MODEL_85fd8842d9ba40d98097835c32fc6056",
       "value": "Validating:  98%"
      }
     },
     "33efc5f116b94fd081a49ad57b8b0aa2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1a9ace36c75e426c8ff0e0d9939180c4",
       "placeholder": "​",
       "style": "IPY_MODEL_40fbb22ef9614d39abd07e50a096f07d",
       "value": "Validating: 100%"
      }
     },
     "345036f30f5f46da87fb23441b7d265d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "34b1d78a77cb4b5faace6e5744d209cf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_fcf6f191245d402d8ca78465e661cde2",
        "IPY_MODEL_e8540f7c08a24fafb309bd5790bedac1",
        "IPY_MODEL_9b35424fd42042a79d3c12a5dd692277"
       ],
       "layout": "IPY_MODEL_4b18cba13ac24aa4969242557a87f42f"
      }
     },
     "351bdb7441da48c28f5efbe6cd88b581": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_4d68a9ebbd014b28a4b7b4b3c1c0866f",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_187d273030234b82a2465065b9d02a70",
       "value": 44
      }
     },
     "3577651803454e8e8704945f68de6058": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "35933a1581a84d1d884d509aa9e86c83": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "35a8b2592e1d47e19bb438b9dd969b46": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_fbcebc92cc454c86813aeda5f78c587b",
       "placeholder": "​",
       "style": "IPY_MODEL_3affc0cea2b243909ebd35d6812dc14a",
       "value": "Validating: 100%"
      }
     },
     "36245bd9af7a4338bdefc72f58aa2b7f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "364e9f7840ab4b4ca64f67831f7ab26a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "36c25dee91194d288aeea652dc89f7b2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_69c743f22bb04751bbb714200eab9dfa",
       "placeholder": "​",
       "style": "IPY_MODEL_e42680a0e29647debc2f0a900ba900eb",
       "value": "Validating:  98%"
      }
     },
     "36e33bfd23e34664b22343271edb31b6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "37887807ef544b3ebd538f81c35415d4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "380fb3a686fb4b05a5d8cdda6074f6ec": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "385d4afdc2f44116a397c2897ea9a89e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "38b20bdd33d544bd84d627f3e88d08ec": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "38b5c7745fcc4e489bc61a887d26ff1e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "38cb7e328972476fafae0e437c857b1c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_8cde4418088742d89096c177c59fe045",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_54857f64c6c047ef87d1f32be4996796",
       "value": 44
      }
     },
     "39896c9b478c4339af3cdd0ac1a834ed": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_075f3105da7e45d09e5eb7c0206b8fc1",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_c6b70556a9da494ba483fc02aa6a11fa",
       "value": 44
      }
     },
     "39a59690859d432a83858103a6dd1bda": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_d6245acb2acf437dba62ed1b9c8ec030",
       "placeholder": "​",
       "style": "IPY_MODEL_c89be640b27a419ab7c4879de3b65fec",
       "value": "Validating: 100%"
      }
     },
     "3ab6bb464ba34f2d96bd98eff2d15af0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3affc0cea2b243909ebd35d6812dc14a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3b16d78116f648c6994a896ba362dbf2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3b652d471bd940fe8fe0774f9f8d3b21": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_d3024a711be34d7293502a606df026be",
       "placeholder": "​",
       "style": "IPY_MODEL_9bc54a63adc64952af7a7cab968b1465",
       "value": " 43/44 [00:04&lt;00:00, 12.14it/s]"
      }
     },
     "3b74cc7681994abcaa14797031189927": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3c482d8168304f72befdcf356f5a6cb6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3c6cd7d148c74f95b93f29afc27fd49b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3c93c39828e64ba183db40a1d2130481": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3c96cb6acfb246418d5ec1234e51b8e2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3d0c54c612cb43069f1f8c6169dd2888": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3d32c3577d6e4635b9f053982ce6584e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3e4e4d5ee62a4fd2bc615d9b41a6ecc6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3e9d201b71a14f39a58c583ef5cc8197": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_0b904c85b51a4f12bffd6378bfc034e2",
        "IPY_MODEL_c7db85b8f0e44f169866b1a8b8500436",
        "IPY_MODEL_ba87de1116a24a23b05d6d76194333eb"
       ],
       "layout": "IPY_MODEL_75b89b2e27ca4dea884e5b4b39c3810c"
      }
     },
     "3f13cb9dd349427b8613ece1dd60dbd1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3f6f61b4b4e8488a91e8bc52e7ae3df0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "3f8a6ce4e3204b409b754dfa4267a517": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_9a74fb4148644e77bd5e08ccfda28f9a",
       "placeholder": "​",
       "style": "IPY_MODEL_f66291e7e536498d9b9cd8687e187054",
       "value": "Validating:  98%"
      }
     },
     "3ffc36071e37415cb5e6804a9da4b751": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "40071797515241c59857403ea1c25c3a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_9adcd8b425234a94a1cc8e9bf50a2dd0",
       "placeholder": "​",
       "style": "IPY_MODEL_b36db3a2e0544289b160257f39bf4c57",
       "value": "Validating:  98%"
      }
     },
     "40e7c6f22a84421fb0b80305419b746c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "40fbb22ef9614d39abd07e50a096f07d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "4197ec2be1c149da8ee1d396de0b1f01": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "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_f11d022c177a4ea5bfaf9caeb5f6a6ce",
       "max": 87,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d6a34578e33b4032b3271e1a0dedef05",
       "value": 87
      }
     },
     "41dabd8de60548a89c0684c9e4863fe6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_9ef4f5bc1c0a4b1687b35e75d4d32cd1",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_1c18b695fb7446dc8ff02e4ba5e396be",
       "value": 44
      }
     },
     "420f49ebbd70480c8449eeb040a292c2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_a344913668c24c0a9e4b4c56e5701273",
       "placeholder": "​",
       "style": "IPY_MODEL_e3db9c2797f04a11af1cfb27228898c2",
       "value": "Validating:  98%"
      }
     },
     "4210e65bbb0e4e0494ce97c45229402c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_131b5453b84a4fc8b9fe7e291852a95f",
       "placeholder": "​",
       "style": "IPY_MODEL_1cf75319d3804a57bcdb7b6b531dc555",
       "value": "Validating:  98%"
      }
     },
     "42141bb5202f49058fe294b92734c4e4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_3d0c54c612cb43069f1f8c6169dd2888",
       "placeholder": "​",
       "style": "IPY_MODEL_5607c1311caf4683ae0e1a27316c1504",
       "value": " 87/87 [01:23&lt;00:00,  1.05it/s, loss=0.377, v_num=3]"
      }
     },
     "429da2839e7c44aaa60a5975ecaedb5f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "43543e7e2de846c19a533b4000a81ab4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "4372d1850a274d508d71b990b1a656e9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "43dff07cf2d54dc589d9adf8a7784f12": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "4497a31c663b4888b5bc5481033b043c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "44af2703589f44cc81b022d30b2e7e5c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "44f0631ea6114e2882dc8d264688c1b2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "45633b5a9f324255ac67315d916a2a88": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_a7a13dea67064ffe9e159f58a049a3fa",
        "IPY_MODEL_4197ec2be1c149da8ee1d396de0b1f01",
        "IPY_MODEL_877b56e7fe4d4b4b949084a1f5d95ece"
       ],
       "layout": "IPY_MODEL_6e55fe564ef44600a6aa6b98ba859f7d"
      }
     },
     "4598d34b50a84c43bbf148c7b5faf349": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "459a2928b29a46c191e53582d71b763a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "459ea5c27b5d4ec69f4a2b38691c9360": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "45b80c94d876430caa166b12b2fd4ffd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "45c2ec53cce64034a2cec1b9ce1ba158": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "464c159e0c2146819967a776f2a8c0a3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "465df62e5c3f40a3939033b1f7f84009": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "466ba7fb19ea486591e74a784885aee7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "46758f112b954684b2d371cb8378b611": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "470924a36ac645b1a1fa3fcbf1856ec6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4739991fbd4644e1864e520ab517b4a8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "47aefd2a4eae45dd84c3905531729298": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "47f765ea81564af596278c621a5777d9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "484cdc76ecdf4939b1aec06e6c47b671": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "4866200cd2934299a8e580a966096cb7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4893d1bbd4b2405585da838faa5eca43": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_aebc8efc58244513bce86c8e4112d850",
       "placeholder": "​",
       "style": "IPY_MODEL_9303dbecdab041518b31b9d9da70bd26",
       "value": "Validating:  98%"
      }
     },
     "48b19b81cfe84cd3b50b3705611abca1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "48cbfc359bac414d8e6cf18a036af4c6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_5d7fda81d99e4877afeb4a4d6bcbb6ea",
        "IPY_MODEL_b3c4c997dbbc49dcb8bbaeac793dc11d",
        "IPY_MODEL_7b882c99712f45cab187ad7ba998bb45"
       ],
       "layout": "IPY_MODEL_82ef7fe013e040fe8e13e021f7f7e3ba"
      }
     },
     "48d250772c16432b8e7d2905cf4f4656": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "48fb52600b014d349e166cd8c2ff712c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4950d85627ba4a409cb43027e1e2cb9f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4953029815b0481aa34482a7c6c7af61": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "49a1b2116ca14dd7b73dbab405dd910d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "49aadea7463a43cf898d8b91ecb0715c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "4a407f9533b847efa98c5efb825f5225": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_e77bef7c36f1427892ec494406f87a57",
        "IPY_MODEL_e2479019313e4a94b26ca2f6907fe61a",
        "IPY_MODEL_6c2cba23931049aaa314e43ad160c127"
       ],
       "layout": "IPY_MODEL_37887807ef544b3ebd538f81c35415d4"
      }
     },
     "4b06a4ecbf93430eaeb85f768780aadd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4b18cba13ac24aa4969242557a87f42f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "4b6a281872e641deb165f22203528e17": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "4b75c0cb445a4688b6bafdf0933aeba4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4bd3e294af2d4fb4b68727c82d0f57c6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_a66ee03d921344c794d46da3a36875a6",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_65a424d340b54b55a02e6b6d5c8b7865",
       "value": 44
      }
     },
     "4caffab8ba9e4689be1087a7b91e3583": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "4cdbc0738e224684859d859d9e8934dc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "4d19fb511d45499cbdaa4098bb06abbe": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4d68a9ebbd014b28a4b7b4b3c1c0866f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4d97711dc73a49d1b59e414b631c5cc6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4dba48656eff42deae10a5aa19166df1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4e30a9dd5613466bb7caf33857afa1c2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_9eabb436ac644cd29938574b475ef18b",
       "placeholder": "​",
       "style": "IPY_MODEL_d695c2aa746943a79c46580cf2c38dc6",
       "value": " 44/44 [00:04&lt;00:00, 12.72it/s]"
      }
     },
     "4ee4796049f6482881d4754884514b21": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_a66e60d3ff6b480c93e43379b54fe42b",
        "IPY_MODEL_235c4187a08c46d4bd20b0e5a245fca5",
        "IPY_MODEL_0334d60a3f7249dab4bcf755e2d220e3"
       ],
       "layout": "IPY_MODEL_2c774bdb5aa34efbbeba137a9238b2f0"
      }
     },
     "4eed0f88436c4cf69c5f104b9d6cd0c6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "4ef3bc3a167248d98906d44392336918": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_8255c0fc7fb3458fa3985a8d46c2f20e",
        "IPY_MODEL_a91ababeffcf4e19914d2a4decdca355",
        "IPY_MODEL_5ffe37eeeb4d4684aa0110bf1682c1e6"
       ],
       "layout": "IPY_MODEL_36e33bfd23e34664b22343271edb31b6"
      }
     },
     "4f048484c44446708b31b613efbc48ab": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4f3b098f78ad4e6cb7d730b1be406791": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4ff5b03be6a143f8abc898685523fb07": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_420f49ebbd70480c8449eeb040a292c2",
        "IPY_MODEL_0d74688154f642f59b0d8817a0c27932",
        "IPY_MODEL_aee810cf59c647d6bf39b567959ae60e"
       ],
       "layout": "IPY_MODEL_4739991fbd4644e1864e520ab517b4a8"
      }
     },
     "5033eea7e3b6433893ca50d86d0b4c21": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "50443181e5af4802b11d5ff8c40f2d9a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "508d509d9bb54e2288b56882ebaed0c5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_6107aead7e9d4af9bcdcb1e0e2c9ac2d",
       "placeholder": "​",
       "style": "IPY_MODEL_e361bcaa402e4c66892405e412e91b6a",
       "value": "Validating:  98%"
      }
     },
     "50d56317d9924848b91f5cf85baa60e2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_5898c4eb94f64975bb3dee357f505cb7",
       "placeholder": "​",
       "style": "IPY_MODEL_2bd2503b514944a59f333ed8835b281b",
       "value": "Validating:  98%"
      }
     },
     "50f5501eb5064da7a97bbb13ce5b9051": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "5127190289344e8b961850a4839cdad0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_eb53f7a3fcda42ddbf7f41d3089f2e0d",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_4b6a281872e641deb165f22203528e17",
       "value": 44
      }
     },
     "51287a6d473b40c5b577c508e94f9949": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "51446a6f70494cd0a75fa6a7beb862da": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "5190d39f8b05453580ef3c8469194def": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "52751d04652349ae81fa5362a37cc2f1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_793f4d9f07cf4d0daddc0780060de803",
       "placeholder": "​",
       "style": "IPY_MODEL_d74f024a5f3e4e82b66dc77b2cdf6beb",
       "value": " 43/44 [00:04&lt;00:00, 12.30it/s]"
      }
     },
     "52edfb37728e4cfa9ec318883ab1ac63": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "53034a44f017499795b58f22d4143db0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "538e84e0bd854062883513ec7f5f97f4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "53c26e98c3a44861af6a334b2b576cf1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_aef5241217c445dfa9d615dfeebd0ae0",
       "placeholder": "​",
       "style": "IPY_MODEL_ef047bfacfbf464d987f64dc9e99fd9a",
       "value": "Validating:  98%"
      }
     },
     "53e7030b6c9141f2afc157870a3e1ea8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "54467a4c02cd4e95a640d48298561384": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "54857f64c6c047ef87d1f32be4996796": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "55e58e94a9004e2098bbf8957565a8bb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "5607c1311caf4683ae0e1a27316c1504": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "571a7a5cf8b7426e9ef35fc738adc695": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "572767b88f954afcaf3dfe28f52c736a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "578586adda77499b9d6dd589d59e0749": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4b75c0cb445a4688b6bafdf0933aeba4",
       "placeholder": "​",
       "style": "IPY_MODEL_5ff34eb9bf664157af907dfb55505a53",
       "value": " 44/44 [00:04&lt;00:00, 12.74it/s]"
      }
     },
     "57c5b5babfa8435eb6a73d16561100cb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "581261ac4b224ac78a4d4f9ae98c87bf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_8dee6b9277354017be60db223d7fcad1",
       "placeholder": "​",
       "style": "IPY_MODEL_44af2703589f44cc81b022d30b2e7e5c",
       "value": "Validating: 100%"
      }
     },
     "581619257ad14f6cbfcf428e02d632a2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_53c26e98c3a44861af6a334b2b576cf1",
        "IPY_MODEL_eb09ff345c2e425aa82317aa636da200",
        "IPY_MODEL_13964b7c356b45538f2322163935a155"
       ],
       "layout": "IPY_MODEL_0f10b73c2b224839ac7580d677eeea0b"
      }
     },
     "5898c4eb94f64975bb3dee357f505cb7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "58b636e279ab47c98624741701a94127": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "58c7b3e95a5741fa9158b47c3f5e3364": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "59409cabf9ef4357995000a35960c981": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5947251e7ebe4e06883c0237c2445449": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "5966c00db3514adfb49754800cea5b7e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "598499c45eb64943be89b0305cf27040": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "5a6f23d2a2fb41889c1d929b6c39f726": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_96cbbd2fe2de4ed69db387241d78a87b",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_484cdc76ecdf4939b1aec06e6c47b671",
       "value": 44
      }
     },
     "5a72861846c1467ea51c38c67fe5d407": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1adb872e7e254ba994955f8aab7ca816",
       "placeholder": "​",
       "style": "IPY_MODEL_b61cf980618442ee998546163576d199",
       "value": " 43/44 [00:04&lt;00:00, 12.38it/s]"
      }
     },
     "5a9edff47668407bb606b2d364436ee4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "5ab158334c204bb8a0fa05c77f37ecfe": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5af6dffd28d84978bac88d59db7b413b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "5b6bf2573d664b15a4e71eb24c53309b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5bd47908d5f9457f899f4f8d86eb2a88": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_c68fbc20421a499abded25fdc96ae5d6",
       "placeholder": "​",
       "style": "IPY_MODEL_be7631601e4f450ebbe50a22cf72ca4b",
       "value": " 43/44 [00:04&lt;00:00, 12.37it/s]"
      }
     },
     "5c4b876f193040c4b9d30f95ba1e7c11": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_8f24df31087f41cd986710e79f9d68f9",
        "IPY_MODEL_fc56101f21264d5ca15231ec0349f302",
        "IPY_MODEL_2f9f8c76b476478c9447ed801da872db"
       ],
       "layout": "IPY_MODEL_8ce452be26b840acb0ab945488374fc9"
      }
     },
     "5d38bf7c9f324338ab3d35b62fd6847f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d7680ee569ca4d5eaae73d6b3050ef86",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_55e58e94a9004e2098bbf8957565a8bb",
       "value": 44
      }
     },
     "5d5645f086224693b83b767b04994719": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "5d7fda81d99e4877afeb4a4d6bcbb6ea": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_9f2013d0d1e846fab06423328087621f",
       "placeholder": "​",
       "style": "IPY_MODEL_5966c00db3514adfb49754800cea5b7e",
       "value": "Validating:  98%"
      }
     },
     "5e1b653144c241e1800a19b5016a3a55": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5e86d9e8d3224da493a29994097ec348": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_581261ac4b224ac78a4d4f9ae98c87bf",
        "IPY_MODEL_68b405e24bf34e9d96a17b1fe4b8cf8a",
        "IPY_MODEL_cafa3c1420124121a47860a49e0f0524"
       ],
       "layout": "IPY_MODEL_5f08b29c0a1846dc872e92af7eed0ebf"
      }
     },
     "5e8ab4bd50814dd5932e32ee09d50fc0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "5e8e0194577143e59fb6d6ab53359baf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "5e9ff7fe9bc24857af1b2a2d0b3a2171": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_4893d1bbd4b2405585da838faa5eca43",
        "IPY_MODEL_2868c9d612074ec2b99818e31fc36da8",
        "IPY_MODEL_209132dbf0094e19a3df87dbeb5eb5f8"
       ],
       "layout": "IPY_MODEL_1222013087184d618b0c7f9385fef7be"
      }
     },
     "5eca446950114a4aaa6b8d180cb23827": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_44f0631ea6114e2882dc8d264688c1b2",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_ce787e8f735f4117bcbb9b0ee7675ad4",
       "value": 44
      }
     },
     "5f08b29c0a1846dc872e92af7eed0ebf": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "5f6633e60e5b4cb999746cbfca42c6e0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "5f7eb72b904e4701928b2127423827e6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "5f9011cf2bd44ace9ce2181ed8498e7e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "5fb4bba47e074d74bf269d34a6390ad8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5fd09a3e1f604ca89b67811fc8dc21bc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "5ff34eb9bf664157af907dfb55505a53": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "5ffe37eeeb4d4684aa0110bf1682c1e6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f7410150d5bd46379fb035d35cff16fa",
       "placeholder": "​",
       "style": "IPY_MODEL_45c2ec53cce64034a2cec1b9ce1ba158",
       "value": " 44/44 [00:05&lt;00:00, 12.71it/s]"
      }
     },
     "601fdbd6e9624b949cf2604abe835031": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_a6cd89b672da4d22bddd18a58238ae5b",
       "placeholder": "​",
       "style": "IPY_MODEL_a160302562e24a0985dcbc1bfa098825",
       "value": "Validating:  98%"
      }
     },
     "6107aead7e9d4af9bcdcb1e0e2c9ac2d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "61521e01bb5a49eca2a77b5bc06cefe8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_380fb3a686fb4b05a5d8cdda6074f6ec",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b4acfbb9597545a2b1e74a67c6baa35a",
       "value": 44
      }
     },
     "6202bf4785b94e49b5b16a94968cc144": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_6a079a8e204b4135a58aa85062b17f06",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_777cec870a014ba9951da7b391e538dd",
       "value": 44
      }
     },
     "621dd4b80b694eb0a14914562047e5ec": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "62b4a237dabf43369ebe68508fb21739": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "62da4abe020547579dc8e48ea7dc5335": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_459ea5c27b5d4ec69f4a2b38691c9360",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_3291e45edfc741c78a4e3c58f09fbd70",
       "value": 44
      }
     },
     "630694fd455445daa3d04a614a8a390f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_36c25dee91194d288aeea652dc89f7b2",
        "IPY_MODEL_c7c9cd9d220f451fbf7953e93d1fdc3e",
        "IPY_MODEL_90e5cc920e2b47f9bf57a846f1579fb9"
       ],
       "layout": "IPY_MODEL_99f3e118e4814e92b6d5ab0f8da2a440"
      }
     },
     "638679ceb42946ea8c300c87426a3d66": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "64046cc6e726402dbd243ad41f35b5f7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "649fbfcefa0c46b8b23fd8a1350d70da": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6504ab25a36941069988171e6218de3e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "65252e794e5d44f38737c9e4e28a25e2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "653635e8f6b440ada0c18e1682d3a529": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "6599fae3cc3b4fac8f3090614ceae040": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "65a424d340b54b55a02e6b6d5c8b7865": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "65c361fe4af34fff8c09c3ac5e77fa2a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1705b40656664c23ba2455c2b7e20d2e",
       "placeholder": "​",
       "style": "IPY_MODEL_f6fbc17782a74281aec568072527a14d",
       "value": " 43/44 [00:04&lt;00:00, 11.34it/s]"
      }
     },
     "662d04896d39480ea676c3e07261a68e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_9a329efa4d8a4bd7bbe91fe51bfa24dc",
       "placeholder": "​",
       "style": "IPY_MODEL_964239db6f904f64a5dc410a3d99006e",
       "value": "Validating:  98%"
      }
     },
     "671db7f9d92e49b5bc9fffd1d5a06563": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "68b405e24bf34e9d96a17b1fe4b8cf8a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_24a756f1a28648a6b547ecbccf0d39af",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_429da2839e7c44aaa60a5975ecaedb5f",
       "value": 44
      }
     },
     "68c5d86cba724af2936337903fa57419": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "68cbe7d39e484a56b432b07ede36fcf9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_671db7f9d92e49b5bc9fffd1d5a06563",
       "placeholder": "​",
       "style": "IPY_MODEL_88d96c403ece49f0a008a588e2b27ece",
       "value": "Validating:  98%"
      }
     },
     "693fc3e32dc24684ae709a07e8cebe64": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "699955a0e5d2493e98da3819c2df975e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "69c743f22bb04751bbb714200eab9dfa": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "69cf30244f5b4b1fa2c3258cb58d66b7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_877a5f5eba154bac96f0680a31d236ef",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b497e170087d453096820ab869df0ca0",
       "value": 44
      }
     },
     "69e6b1f6d4e84f93bef1e56e5cdb1185": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_48fb52600b014d349e166cd8c2ff712c",
       "placeholder": "​",
       "style": "IPY_MODEL_64046cc6e726402dbd243ad41f35b5f7",
       "value": "Validating: 100%"
      }
     },
     "6a079a8e204b4135a58aa85062b17f06": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6a12e63a9af0406c80dd511d5001523e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "6a32aea341034498ae1f580a9e3e789a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "6a8a393ed861490f97cb21d010a7bc50": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "6b1344749e43467d8ced4373c1a7e26f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_47f765ea81564af596278c621a5777d9",
       "placeholder": "​",
       "style": "IPY_MODEL_7afdd19d40fd46ed9be438075b76a932",
       "value": "Validating:  98%"
      }
     },
     "6b1383fa11314711aa91d57e8fcefd3a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f5982ea69f334b3ab80c30dd7745e1bc",
       "placeholder": "​",
       "style": "IPY_MODEL_62b4a237dabf43369ebe68508fb21739",
       "value": " 43/44 [00:04&lt;00:00, 12.24it/s]"
      }
     },
     "6b5f28fa6d2940938115165fce5bce3d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "6bafd2845b3146848aad8dffebdf6b1d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_693fc3e32dc24684ae709a07e8cebe64",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_8388e9ab1bab41e795f0cdd9870882ac",
       "value": 44
      }
     },
     "6c2cba23931049aaa314e43ad160c127": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_144a3983c1454e61801d20e96caaa7c3",
       "placeholder": "​",
       "style": "IPY_MODEL_94442010d41244689ebc03df5f15dab9",
       "value": " 43/44 [00:04&lt;00:00, 12.35it/s]"
      }
     },
     "6c69f23475ba4744a215b283f3ae9f1a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f691c48b58544998b39a10524ba615bd",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_beb3509bfd8a433c984fcccd600f2b2e",
       "value": 44
      }
     },
     "6c7f6abf4aa44dbbbf5882dd9b9049b3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "6cbf3aa1ec344ee1aec66f6425fe800b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_e04239eddb1c406d8d33120cecaa03c6",
       "placeholder": "​",
       "style": "IPY_MODEL_742a096f04d54c2fbc56b78e6093fde8",
       "value": " 43/44 [00:04&lt;00:00, 12.24it/s]"
      }
     },
     "6de935747d0a47e882e22d549b22022a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "6e054aab935344d5a26e37e2b74602c1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "6e36568ae86142d7967d8059ec5b5cba": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "6e46c2e6779543759347641a498ab87c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_ed210f9e1b0c46c9a17d9065bca6d54b",
       "placeholder": "​",
       "style": "IPY_MODEL_0405262769c54c358c3265b0aa721721",
       "value": "Validating:  98%"
      }
     },
     "6e55fe564ef44600a6aa6b98ba859f7d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "6e64baeb12c54eb49005efc5e721a845": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_0cdcc4620d324435a832f66304a6cfd7",
        "IPY_MODEL_a426bc7ae0bb46008d80eda6aee315bd",
        "IPY_MODEL_94f86c260fa84e1a88025f0be96e212a"
       ],
       "layout": "IPY_MODEL_7ac77178922045abad30f290ed335656"
      }
     },
     "6f10c44431194a588266e27bca3b1b15": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7092eb2948ce480dae4b4f54c0c84793": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "712122ef92e84b05855ca66051eb49bf": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "71d711f951894bfe9906de02b6fb5de1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "7273f8230ac042df81537b4494ea45b8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_e7ae80e1afda404ab895aae29bd80627",
       "placeholder": "​",
       "style": "IPY_MODEL_acdde846ca8b4e40bb2bb26f8617b212",
       "value": "Validating:  98%"
      }
     },
     "7308acdd737048e78d8c5ab0f5b66e74": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "742a096f04d54c2fbc56b78e6093fde8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "7443a6e1943a4b65baba93f51c658a6f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "750ed76191d141d6b2aa554bc7bd98db": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "7564d93c59ef48089efcbcd3e2c98d6f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "75b89b2e27ca4dea884e5b4b39c3810c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "7674ec22f0324ba2ba83cceb311e5161": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "770fd0c6bc6341f5882733ede63b014e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_d5076846b37f461bba4b2ff2bd61fc5f",
        "IPY_MODEL_38cb7e328972476fafae0e437c857b1c",
        "IPY_MODEL_ae5cd64f6a6d49d88ba918369a7bd391"
       ],
       "layout": "IPY_MODEL_94922bfe2d1646d0986f59a48587a04f"
      }
     },
     "777cec870a014ba9951da7b391e538dd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "77ccd303ed88468485d775fb399033d0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "77da7966c69449a5b8822d2c93440a6f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f23187a75c3c4cd59b38cb7d110aa2db",
       "placeholder": "​",
       "style": "IPY_MODEL_7eed5a7c72a8441c83ce6e73b6ce1eec",
       "value": "Validating:  98%"
      }
     },
     "78332cb644cc4868ad41e9a2f8a9e151": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "78e89b16f7d24f4a8385fd26be3b3d04": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1c647edfd4c84e0889f39c8f687d2718",
       "placeholder": "​",
       "style": "IPY_MODEL_89d5b123b66446b2b6c28894af9825d1",
       "value": " 43/44 [00:04&lt;00:00, 11.83it/s]"
      }
     },
     "790db15159964800986e172862088ecc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "793f4d9f07cf4d0daddc0780060de803": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7a67f6c8576f4789958fcd672f1a815d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7ac77178922045abad30f290ed335656": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "7af949b73bbb4841a5223f2d8af4925c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7afdd19d40fd46ed9be438075b76a932": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "7b882c99712f45cab187ad7ba998bb45": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4372d1850a274d508d71b990b1a656e9",
       "placeholder": "​",
       "style": "IPY_MODEL_ed795a47bda442b18465ce42e0e53f81",
       "value": " 43/44 [00:04&lt;00:00, 12.32it/s]"
      }
     },
     "7ba4dfeeefff47a0bd3aed87a24a6e62": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7c08f3d015f844d5ac417c35f8b0c2f8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7c12f325316c40fa9afbe05f5ee5cc1c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_571a7a5cf8b7426e9ef35fc738adc695",
       "placeholder": "​",
       "style": "IPY_MODEL_3b74cc7681994abcaa14797031189927",
       "value": "Validating:  98%"
      }
     },
     "7c56789c19b645889d66f19784bda9c3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_3577651803454e8e8704945f68de6058",
       "placeholder": "​",
       "style": "IPY_MODEL_6de935747d0a47e882e22d549b22022a",
       "value": " 43/44 [00:04&lt;00:00, 12.38it/s]"
      }
     },
     "7dae1591759f47f1912f1510c4c6dd53": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_157b3d4554684291b42c5a4c4fbed9c6",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_feffeae081ae421c84a352f0f4efdbbd",
       "value": 44
      }
     },
     "7e728d7550d6444fb9907bca9e7d8ff2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4950d85627ba4a409cb43027e1e2cb9f",
       "placeholder": "​",
       "style": "IPY_MODEL_5d5645f086224693b83b767b04994719",
       "value": " 44/44 [00:04&lt;00:00, 12.42it/s]"
      }
     },
     "7ed89544fbaf4f3f8dd9497c00538747": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_eeddb7e34ad141dfa4260fa563166390",
       "placeholder": "​",
       "style": "IPY_MODEL_53e7030b6c9141f2afc157870a3e1ea8",
       "value": "Validating:  98%"
      }
     },
     "7eed5a7c72a8441c83ce6e73b6ce1eec": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "7ffcbfed408a4e5d986b1a9231732788": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "80218e7d5f2e468b81c71dc5c64933fe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "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_f30c99d7c39e45c684803523d982a26a",
       "max": 87,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_2eab6319a294406a9a26449713eb6979",
       "value": 87
      }
     },
     "8045604e49174fce8e3f193bae75068f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e61c3a0b03ec448dbb71c17b05a75851",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_87b35e74c6ae4ca1bc6d49bb47110149",
       "value": 44
      }
     },
     "80e833c8644f4d6b80da5033a45a3f9b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8255c0fc7fb3458fa3985a8d46c2f20e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_59409cabf9ef4357995000a35960c981",
       "placeholder": "​",
       "style": "IPY_MODEL_20107f90d7514a739db6a9f90c6c1c74",
       "value": "Validating: 100%"
      }
     },
     "825df190f6cd4afeada573419471b71d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "82c270af15ad4dddbaa0e44ad8ef76c0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "82ef7fe013e040fe8e13e021f7f7e3ba": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "8309af6702c249bea3b85c66adb91ef7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "83308348bd6f446e81fd5b616eb17282": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_b9c5ad87fe954895a9a3225e05448bd9",
        "IPY_MODEL_1d81ba8938314a0f96b2d6d5bb94ba54",
        "IPY_MODEL_136e88ea048a469d83352ee88eca6982"
       ],
       "layout": "IPY_MODEL_5f6633e60e5b4cb999746cbfca42c6e0"
      }
     },
     "8388e9ab1bab41e795f0cdd9870882ac": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "83f560c8c5b646b7a57510573b6708ee": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "84f8ec339602412881004a9c44922db8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_7a67f6c8576f4789958fcd672f1a815d",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_464c159e0c2146819967a776f2a8c0a3",
       "value": 44
      }
     },
     "85fd8842d9ba40d98097835c32fc6056": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "866c8015562f46ecb069dd281b84e1e3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "869891efae224b308c8ad2628ba4e626": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_ee75c40420924e87837981b02b8aa268",
        "IPY_MODEL_5127190289344e8b961850a4839cdad0",
        "IPY_MODEL_f6839cbded634d7dad06edf2df001c91"
       ],
       "layout": "IPY_MODEL_6a32aea341034498ae1f580a9e3e789a"
      }
     },
     "86e323f0d9924175b7adac74e7068466": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_345036f30f5f46da87fb23441b7d265d",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_4cdbc0738e224684859d859d9e8934dc",
       "value": 44
      }
     },
     "874a86ecbeff43d38bbda8a95c1283c9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_089694a0b7fe4454907f56837f06d1f8",
       "placeholder": "​",
       "style": "IPY_MODEL_088acd03c26f44e0bf73db8dfaf06145",
       "value": " 43/44 [00:05&lt;00:00, 12.23it/s]"
      }
     },
     "877a5f5eba154bac96f0680a31d236ef": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "877b56e7fe4d4b4b949084a1f5d95ece": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_2f89838d75d74376abbf997cc788c48d",
       "placeholder": "​",
       "style": "IPY_MODEL_e4af06e55da24c38a8624eccd9d19c8d",
       "value": " 87/87 [01:22&lt;00:00,  1.07it/s, loss=0.331, v_num=4]"
      }
     },
     "87b35e74c6ae4ca1bc6d49bb47110149": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "87cb314a0e2b483683c6261d39834e8f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "88415da8750342eaa8cc7f1fe5c32328": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "88d96c403ece49f0a008a588e2b27ece": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "89939c50cc2a45deb0e619d81c5cc77a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_2f957d0737b34971b79958e302e5f554",
        "IPY_MODEL_84f8ec339602412881004a9c44922db8",
        "IPY_MODEL_d601f9a1f27f4b309552d0a990e413fe"
       ],
       "layout": "IPY_MODEL_5e8ab4bd50814dd5932e32ee09d50fc0"
      }
     },
     "8994da782817451489b1f7e7f6027c67": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_a6eaccd7c4284d25a5104c165ae5ecbe",
        "IPY_MODEL_8b390ce2f9774cc98f1272243f1be94f",
        "IPY_MODEL_9d7922cf661f43848ef6c90da85f8c7f"
       ],
       "layout": "IPY_MODEL_dc8fc6b971ff4fe79bfda4d809147ecb"
      }
     },
     "89d5b123b66446b2b6c28894af9825d1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "8a296093b1c64033970e6a13d4cc68e7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_39a59690859d432a83858103a6dd1bda",
        "IPY_MODEL_d1abb0ed58c94e0293c82e78748d5b0f",
        "IPY_MODEL_7e728d7550d6444fb9907bca9e7d8ff2"
       ],
       "layout": "IPY_MODEL_978074ff7a61454b8044dee70bf06c9b"
      }
     },
     "8a3205e14c274c4386d5f2c06bb2780d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_3057f3b6f06640e7bee3b5763f3ec3d5",
        "IPY_MODEL_23a0f725488f48e7b6d425196536ae15",
        "IPY_MODEL_2f2b0261e0f84e5f922c9116f5d01d82"
       ],
       "layout": "IPY_MODEL_d53375378c5d4e6d8711d8de90158d2d"
      }
     },
     "8a732f31e6c34ec1812e0eccc3aa1be6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c838891fd03f46fdb8cca4b64611f556",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_51446a6f70494cd0a75fa6a7beb862da",
       "value": 44
      }
     },
     "8b0f9137c78246d6ad6dcf5947b63d9a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_3f13cb9dd349427b8613ece1dd60dbd1",
       "placeholder": "​",
       "style": "IPY_MODEL_300aeef6aed142bfaa7f1952801c9f2a",
       "value": " 43/44 [00:04&lt;00:00, 11.34it/s]"
      }
     },
     "8b390ce2f9774cc98f1272243f1be94f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_48d250772c16432b8e7d2905cf4f4656",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b48cf3c268ff45e098d33024b3cd5972",
       "value": 44
      }
     },
     "8b3b188b91eb4c6dabedf180c1b49807": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f2d212cc9a02470eb68495a08e34a584",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_9ace6251396149cd8632f7bedb5de809",
       "value": 44
      }
     },
     "8cabf1e462fb4c6e90b4c9c0f2b13480": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "8cde4418088742d89096c177c59fe045": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8cdf61c6af4541aaa24e6aed9c1fc527": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "8cdfb4ea61f246548f3a4a1ccdb712a3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "8ce452be26b840acb0ab945488374fc9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "8dee6b9277354017be60db223d7fcad1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8e666c9238cc4c7a8dd402f2c77ad3a0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e5de90456060496e80fdfe60b2207c5a",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d3b98797b23744c1b2b1031f49616214",
       "value": 44
      }
     },
     "8ec6e9560add49bc9275c77c67318fd4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_b1fbbbb422f648e8992ee50aa992e9c2",
        "IPY_MODEL_a8e71151f441437e92ac824442bc96b3",
        "IPY_MODEL_b614ae587f1b46379b14376af3c1b62a"
       ],
       "layout": "IPY_MODEL_43543e7e2de846c19a533b4000a81ab4"
      }
     },
     "8f24df31087f41cd986710e79f9d68f9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_98eaa999b2144f56b53e17c25a27818e",
       "placeholder": "​",
       "style": "IPY_MODEL_d44bced146a44c8a8c965aaa928ca142",
       "value": "Validating: 100%"
      }
     },
     "90e522b394ea408eb33bc2b61c85c724": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_981dc98ec60541b5b2d454be7158939e",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_a18d932239cf4020aa0f60e57f194bc2",
       "value": 44
      }
     },
     "90e5cc920e2b47f9bf57a846f1579fb9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_38b20bdd33d544bd84d627f3e88d08ec",
       "placeholder": "​",
       "style": "IPY_MODEL_4caffab8ba9e4689be1087a7b91e3583",
       "value": " 43/44 [00:04&lt;00:00, 12.44it/s]"
      }
     },
     "90f7682b7a38430b92ce78e350637123": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_14fd10acd44542c58fa0af987d6407b2",
        "IPY_MODEL_065adec48c9743e583ebfb14ddcd5494",
        "IPY_MODEL_a68a97321d464d309e32f50712049c09"
       ],
       "layout": "IPY_MODEL_2e1634d6aae443f998abc9cf233bdad0"
      }
     },
     "912e05612c3845cf97b18b13ff2f2236": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_601fdbd6e9624b949cf2604abe835031",
        "IPY_MODEL_b938a70ebef84fc7937a795ba35b56b6",
        "IPY_MODEL_e5147cfcfb644004b4f7b33fdad4540d"
       ],
       "layout": "IPY_MODEL_5033eea7e3b6433893ca50d86d0b4c21"
      }
     },
     "929e4f99c3fa4f00bc7c6a7e6e317da6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "9303dbecdab041518b31b9d9da70bd26": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "933cae47267c480aa219f25426b9f486": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "93e8a4d00ede412c8ddf229111c070ca": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_279547f9f99d42b9837d2018bb69397f",
        "IPY_MODEL_e5f86421174e430baab147ea0ef54fba",
        "IPY_MODEL_aac3a398ca1243cc9566fcc8482a80dc"
       ],
       "layout": "IPY_MODEL_284bb19eeaf5409b9019d3753a245d61"
      }
     },
     "940ca42752394cc7a961e9a065621ee4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "94139b98cc184b9886ff8f2ba88ef08c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_19889f31b528410ebf9c9abcc85a6e35",
       "placeholder": "​",
       "style": "IPY_MODEL_38b5c7745fcc4e489bc61a887d26ff1e",
       "value": " 44/44 [00:04&lt;00:00, 12.72it/s]"
      }
     },
     "94436a09bb2e4c779b65a054f30f3894": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "94442010d41244689ebc03df5f15dab9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "94922bfe2d1646d0986f59a48587a04f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "9499ed3b2740466e9616d9a177101793": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "94f86c260fa84e1a88025f0be96e212a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_db1befc38d9c4c0790644badf79b9372",
       "placeholder": "​",
       "style": "IPY_MODEL_36245bd9af7a4338bdefc72f58aa2b7f",
       "value": " 43/44 [00:04&lt;00:00, 12.38it/s]"
      }
     },
     "9617b32ee19443488195c5c24bf87f63": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_7ed89544fbaf4f3f8dd9497c00538747",
        "IPY_MODEL_a06b9e0d88cf48d388fc69d81a4ff780",
        "IPY_MODEL_78e89b16f7d24f4a8385fd26be3b3d04"
       ],
       "layout": "IPY_MODEL_d9a951bb999849698c6ce03ae4ddd991"
      }
     },
     "964239db6f904f64a5dc410a3d99006e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "965374797cff473eb84650431621daff": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "96bb574277744c6894697863c9a4b0d2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "96cbbd2fe2de4ed69db387241d78a87b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9706a761b0614bcf9b81cbab34e89c4b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "973475d4e7924f478902bab17c2a71cb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_12ca6aec4cb242c6b57faaf0db22d317",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_1f57e3cb86a541f7a0588c10b4f61ec6",
       "value": 44
      }
     },
     "978074ff7a61454b8044dee70bf06c9b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "981dc98ec60541b5b2d454be7158939e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9878b0f60f7f4d7eb59a6d6385ad4852": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "98eaa999b2144f56b53e17c25a27818e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "99964887eb4c43ebb45f7ccc5b2bd689": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_332770b9a6cf4d41ab76964b0bc12018",
        "IPY_MODEL_5eca446950114a4aaa6b8d180cb23827",
        "IPY_MODEL_0ad5cdaf33bc4cb8ab79be3c2bb25d77"
       ],
       "layout": "IPY_MODEL_c8a4fe71558c4751a9b6da6a05dcdaf7"
      }
     },
     "99f3e118e4814e92b6d5ab0f8da2a440": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "9a329efa4d8a4bd7bbe91fe51bfa24dc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9a74fb4148644e77bd5e08ccfda28f9a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9ace6251396149cd8632f7bedb5de809": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "9adcd8b425234a94a1cc8e9bf50a2dd0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9afabd9b0aa74e12a8e25b80238e2831": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_23a9518ba6fa4f93a8fad501fd1dbbc2",
        "IPY_MODEL_8e666c9238cc4c7a8dd402f2c77ad3a0",
        "IPY_MODEL_eb2677a8efc14f96a41ab91431ec39b5"
       ],
       "layout": "IPY_MODEL_45b80c94d876430caa166b12b2fd4ffd"
      }
     },
     "9b250206d4fa482cbf0a930f4a4bbaf9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_7c08f3d015f844d5ac417c35f8b0c2f8",
       "placeholder": "​",
       "style": "IPY_MODEL_7308acdd737048e78d8c5ab0f5b66e74",
       "value": " 43/44 [00:04&lt;00:00, 12.32it/s]"
      }
     },
     "9b35424fd42042a79d3c12a5dd692277": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_ca2b31e86f5f492db8cec3622ecbf014",
       "placeholder": "​",
       "style": "IPY_MODEL_a5180a982a66471c9a7943736c4ad240",
       "value": " 44/44 [00:04&lt;00:00, 12.73it/s]"
      }
     },
     "9bc54a63adc64952af7a7cab968b1465": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "9c03a4ac54694d07bfeb11d97dac4ff1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9c5fdf01c4f646cea2361b0b60c7a92f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_470924a36ac645b1a1fa3fcbf1856ec6",
       "placeholder": "​",
       "style": "IPY_MODEL_e377ab2a75694e5990f5109238511f70",
       "value": " 43/44 [00:04&lt;00:00, 12.35it/s]"
      }
     },
     "9cc1a9d80e064484a6c86409dfed4e72": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "9d7922cf661f43848ef6c90da85f8c7f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_7af949b73bbb4841a5223f2d8af4925c",
       "placeholder": "​",
       "style": "IPY_MODEL_a4fc53eb50234c07bfc21cadf55aa747",
       "value": " 44/44 [00:04&lt;00:00, 12.80it/s]"
      }
     },
     "9eabb436ac644cd29938574b475ef18b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9ef4f5bc1c0a4b1687b35e75d4d32cd1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9f1469aaaf0d432bb971391d186146de": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "9f2013d0d1e846fab06423328087621f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9f20fa65551f45d59253d5dd611b32f6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9f30cfdcc31a4691845e45df06289be2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "a02213086f094c349547a23a22ce5a7d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "a06b9e0d88cf48d388fc69d81a4ff780": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d50b8ff8435a450b954c0a7f08b2c111",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d0457161de6c4e0785df1851d3c9969f",
       "value": 44
      }
     },
     "a08e97a9ef9045b0893dbe2ce4c49aba": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_b9a42f78b4f0461cba17468e51da6376",
       "placeholder": "​",
       "style": "IPY_MODEL_3c96cb6acfb246418d5ec1234e51b8e2",
       "value": " 43/44 [00:05&lt;00:00, 10.51it/s]"
      }
     },
     "a096f8c42df54fc4bc0c87192a9482e8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a0c6d6937b734fed8024ae02c124a78a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4f3b098f78ad4e6cb7d730b1be406791",
       "placeholder": "​",
       "style": "IPY_MODEL_b254850229ce4737acbca6156335069d",
       "value": " 43/44 [00:04&lt;00:00, 11.81it/s]"
      }
     },
     "a160302562e24a0985dcbc1bfa098825": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "a18d932239cf4020aa0f60e57f194bc2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "a2923b0858ec413394ffc1ece4a6d7de": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "a2efa911a9774d85af6ca77a5ae9dea7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a344913668c24c0a9e4b4c56e5701273": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a4229fbd28b345ccb28141929246e49e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "a426bc7ae0bb46008d80eda6aee315bd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_11ee0ef3d1a440b5a1a1239b220d1b49",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_78332cb644cc4868ad41e9a2f8a9e151",
       "value": 44
      }
     },
     "a45864fa185f445e8bbd1a5b5b3c52c0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a467ae61a331439d8ce8ed07e5f50462": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_151b8813974c4a888ef50608e9785cbd",
        "IPY_MODEL_39896c9b478c4339af3cdd0ac1a834ed",
        "IPY_MODEL_c625ebcddb5b45bb972cf0518bd15c6e"
       ],
       "layout": "IPY_MODEL_ba042431d469405c8139184708d9c62d"
      }
     },
     "a4fc53eb50234c07bfc21cadf55aa747": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "a5180a982a66471c9a7943736c4ad240": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "a53f17f71cfb4bd8af78b3b56e4b47ec": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2e8dc867a72e462fb3ff30d599ed8f59",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_c99b131511fd44bfbc281a1946c01be6",
       "value": 44
      }
     },
     "a541f98726344219ac5b9764a36e9981": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_68cbe7d39e484a56b432b07ede36fcf9",
        "IPY_MODEL_cbc09db8f55548af8a15b2d6312619ba",
        "IPY_MODEL_c649fd8d228140f1862ba373419d76c1"
       ],
       "layout": "IPY_MODEL_a02213086f094c349547a23a22ce5a7d"
      }
     },
     "a57604c071e34f0ab143a8ee4039ddcf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_4b06a4ecbf93430eaeb85f768780aadd",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_47aefd2a4eae45dd84c3905531729298",
       "value": 44
      }
     },
     "a66e60d3ff6b480c93e43379b54fe42b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_c6e7f0169d444166851ddcd15fd69dae",
       "placeholder": "​",
       "style": "IPY_MODEL_51287a6d473b40c5b577c508e94f9949",
       "value": "Validating:  98%"
      }
     },
     "a66ee03d921344c794d46da3a36875a6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a6735eb88c544315979020d664f166ac": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_0682411f767c4ea08f86fd2efd1ad0c0",
       "placeholder": "​",
       "style": "IPY_MODEL_9499ed3b2740466e9616d9a177101793",
       "value": " 44/44 [00:05&lt;00:00, 12.58it/s]"
      }
     },
     "a68a97321d464d309e32f50712049c09": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_6f10c44431194a588266e27bca3b1b15",
       "placeholder": "​",
       "style": "IPY_MODEL_f74b48334f2a4b7db1b8a126f97f6ce0",
       "value": " 44/44 [00:04&lt;00:00, 12.31it/s]"
      }
     },
     "a6bcedf06d984a11b2fbb55f007f43fe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_621dd4b80b694eb0a14914562047e5ec",
       "placeholder": "​",
       "style": "IPY_MODEL_e00b800381034f68b47c9627fdd15a29",
       "value": "Epoch 15: 100%"
      }
     },
     "a6cd89b672da4d22bddd18a58238ae5b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a6eaccd7c4284d25a5104c165ae5ecbe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_aaca95a7a6934f2587b2234ff6ff8bd0",
       "placeholder": "​",
       "style": "IPY_MODEL_314a62d5db604bc4b61a23d9b07ecd1d",
       "value": "Validating: 100%"
      }
     },
     "a72e526cd4114d168792e8e0ff845aee": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_a096f8c42df54fc4bc0c87192a9482e8",
       "placeholder": "​",
       "style": "IPY_MODEL_7564d93c59ef48089efcbcd3e2c98d6f",
       "value": "Validating:  98%"
      }
     },
     "a7451f75bd95436caeed60b8635f1133": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a7817ff862824331854459a5149124b2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a7a13dea67064ffe9e159f58a049a3fa": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_e287575a830e48c48b2c00c7128370b3",
       "placeholder": "​",
       "style": "IPY_MODEL_c235c4df4e1c48a2b6b29938cfa8bbf1",
       "value": "Epoch 15: 100%"
      }
     },
     "a84e922421744855ad9d4cca4768560c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1988df1ce4ad4abba93e921b62ad54f6",
       "placeholder": "​",
       "style": "IPY_MODEL_e7636c969aba48f3b38ddc663d0a1375",
       "value": " 43/44 [00:04&lt;00:00, 12.40it/s]"
      }
     },
     "a8e71151f441437e92ac824442bc96b3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b5c823f574e843c490889288fea6ec59",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_f30c947b206347fe9246f58acc9bcda5",
       "value": 44
      }
     },
     "a8f69ff5080942f28877f27be024c54f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a91ababeffcf4e19914d2a4decdca355": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_3c93c39828e64ba183db40a1d2130481",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_f49b48b54b404014bf6aa19acd8c5dfe",
       "value": 44
      }
     },
     "a9ed9e9e806045c9a6e60bf48bddcbe3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "aa3e7584c50d41e7974380b1d752e2cc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "aaa0560797784257b9c94644c3ae5d21": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "aac3a398ca1243cc9566fcc8482a80dc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_c0d2cc03105a4e2799b554a10383877d",
       "placeholder": "​",
       "style": "IPY_MODEL_1d6970b7944f4de6abd99e4156b96c1d",
       "value": " 87/87 [01:19&lt;00:00,  1.10it/s, loss=0.401, v_num=0]"
      }
     },
     "aaca95a7a6934f2587b2234ff6ff8bd0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ab00242da7844b0f827871e4a245e0bf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_b6b60d7c9b3c4eee9c18be073a8f4443",
        "IPY_MODEL_4bd3e294af2d4fb4b68727c82d0f57c6",
        "IPY_MODEL_fdc4d4f1ddb14ce0bf6182dcd654b4d7"
       ],
       "layout": "IPY_MODEL_c3eb07a70a9e4ebaa92b7b9296b4a369"
      }
     },
     "ab505ac8cd8d45a3929cbeb116d1a51e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_52edfb37728e4cfa9ec318883ab1ac63",
       "placeholder": "​",
       "style": "IPY_MODEL_790db15159964800986e172862088ecc",
       "value": " 43/44 [00:05&lt;00:00, 12.33it/s]"
      }
     },
     "abaeea5ac5534944aeeacbd5e523f220": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "abd77640a194490585430e0936ea23d1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_33efc5f116b94fd081a49ad57b8b0aa2",
        "IPY_MODEL_90e522b394ea408eb33bc2b61c85c724",
        "IPY_MODEL_a6735eb88c544315979020d664f166ac"
       ],
       "layout": "IPY_MODEL_4eed0f88436c4cf69c5f104b9d6cd0c6"
      }
     },
     "abf03b8369244b6ebd76518f7192a7e4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_ccbff48468954597acb9fc3626171219",
       "placeholder": "​",
       "style": "IPY_MODEL_3e4e4d5ee62a4fd2bc615d9b41a6ecc6",
       "value": "Validating:  98%"
      }
     },
     "ac2c47c6b2eb4240921d641fbd5bd8c8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "acdde846ca8b4e40bb2bb26f8617b212": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "aceda563797c4c72b4fe4e0524ef022a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_9c03a4ac54694d07bfeb11d97dac4ff1",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_e5e311d275504b14a640a73bea9e8806",
       "value": 44
      }
     },
     "acef398e1d8a42e19f984ae4c156a852": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_5fb4bba47e074d74bf269d34a6390ad8",
       "placeholder": "​",
       "style": "IPY_MODEL_465df62e5c3f40a3939033b1f7f84009",
       "value": "Validating: 100%"
      }
     },
     "ad4db54733524316ad6abdf024c5b7bd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_35a8b2592e1d47e19bb438b9dd969b46",
        "IPY_MODEL_c6acc68fbb6542f2be3e2e3a4eacf9ac",
        "IPY_MODEL_4e30a9dd5613466bb7caf33857afa1c2"
       ],
       "layout": "IPY_MODEL_b886725518714183abbad76b8aecd830"
      }
     },
     "ae5cd64f6a6d49d88ba918369a7bd391": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_65252e794e5d44f38737c9e4e28a25e2",
       "placeholder": "​",
       "style": "IPY_MODEL_e4cf7bac3e5f41bd9e8f0add4a45e62d",
       "value": " 43/44 [00:04&lt;00:00, 12.24it/s]"
      }
     },
     "ae864343862646d094f00369b39f8b59": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "ae88e43e0e7e477ea2f3707bbf9d43da": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_3c6cd7d148c74f95b93f29afc27fd49b",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_9cc1a9d80e064484a6c86409dfed4e72",
       "value": 44
      }
     },
     "ae9b33ab7f0e4e05a4a1873507a8be72": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_638679ceb42946ea8c300c87426a3d66",
       "placeholder": "​",
       "style": "IPY_MODEL_3d32c3577d6e4635b9f053982ce6584e",
       "value": "Validating: 100%"
      }
     },
     "aeb4a7805c2f498d8a39e255297114cb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "aebc8efc58244513bce86c8e4112d850": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "aee810cf59c647d6bf39b567959ae60e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_80e833c8644f4d6b80da5033a45a3f9b",
       "placeholder": "​",
       "style": "IPY_MODEL_dedabd1e1eff45359bda5710bfc6e06b",
       "value": " 43/44 [00:04&lt;00:00, 12.41it/s]"
      }
     },
     "aef5241217c445dfa9d615dfeebd0ae0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b0f5dca9482741b78c66bdfd909cc98c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "b1bb559d30a84dee86f5854058b0c5de": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_2fc397e5873e4182b5ccf6e2d7c90962",
        "IPY_MODEL_62da4abe020547579dc8e48ea7dc5335",
        "IPY_MODEL_1aee9436984942c68632a5c9f50be5ca"
       ],
       "layout": "IPY_MODEL_b0f5dca9482741b78c66bdfd909cc98c"
      }
     },
     "b1f4c44a8bea4152b7f77b4d8577af80": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b1fbbbb422f648e8992ee50aa992e9c2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4866200cd2934299a8e580a966096cb7",
       "placeholder": "​",
       "style": "IPY_MODEL_abaeea5ac5534944aeeacbd5e523f220",
       "value": "Validating: 100%"
      }
     },
     "b2447e7d3eab42b38dfd936f37babf0e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "b254850229ce4737acbca6156335069d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "b2a2fcb495884bceb13beb74756d4a82": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_6599fae3cc3b4fac8f3090614ceae040",
       "placeholder": "​",
       "style": "IPY_MODEL_9878b0f60f7f4d7eb59a6d6385ad4852",
       "value": "Validating:  98%"
      }
     },
     "b2b9e17d6dcc4c308c7fc22bf5ae5065": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_6e46c2e6779543759347641a498ab87c",
        "IPY_MODEL_86e323f0d9924175b7adac74e7068466",
        "IPY_MODEL_9b250206d4fa482cbf0a930f4a4bbaf9"
       ],
       "layout": "IPY_MODEL_5f7eb72b904e4701928b2127423827e6"
      }
     },
     "b30e383917014217927d20a56f551f4a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b3189d1757424df1a8125b8e95cb1949": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_ae9b33ab7f0e4e05a4a1873507a8be72",
        "IPY_MODEL_41dabd8de60548a89c0684c9e4863fe6",
        "IPY_MODEL_da2b5f1c2ce24367acd7a22390302969"
       ],
       "layout": "IPY_MODEL_46758f112b954684b2d371cb8378b611"
      }
     },
     "b36db3a2e0544289b160257f39bf4c57": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "b3c4c997dbbc49dcb8bbaeac793dc11d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_da114f38d65843cb8eee3309804edca9",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_fba7b70cbfc74fefab483a7d4c10564d",
       "value": 44
      }
     },
     "b48cf3c268ff45e098d33024b3cd5972": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "b497e170087d453096820ab869df0ca0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "b49b50da614841819f650ab0fd134c64": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_0afe45f4ab3a496486c1778a07126271",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_9706a761b0614bcf9b81cbab34e89c4b",
       "value": 44
      }
     },
     "b4acfbb9597545a2b1e74a67c6baa35a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "b518f3212b6f455cbb0dfb223ed07dc1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_712122ef92e84b05855ca66051eb49bf",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_dcb624a74d9e48aba05c2167953ce583",
       "value": 44
      }
     },
     "b5c823f574e843c490889288fea6ec59": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b5dc4ddc5f904a4da3fdec4fa231f64b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b5e3505458bc443eb2f9c89058b2188f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "b603586872ff41d99494ed8ccecd79a3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b61484facb37476392dcead6e162465d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b614ae587f1b46379b14376af3c1b62a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_b61484facb37476392dcead6e162465d",
       "placeholder": "​",
       "style": "IPY_MODEL_ae864343862646d094f00369b39f8b59",
       "value": " 44/44 [00:04&lt;00:00, 12.85it/s]"
      }
     },
     "b61cf980618442ee998546163576d199": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "b6b60d7c9b3c4eee9c18be073a8f4443": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_b8e0ed82f5c747d1807efbe72060781d",
       "placeholder": "​",
       "style": "IPY_MODEL_07660c8321e74abe82164f095024b194",
       "value": "Validating:  98%"
      }
     },
     "b739e1669a3e4427a80f5b1e266cdece": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_77da7966c69449a5b8822d2c93440a6f",
        "IPY_MODEL_8045604e49174fce8e3f193bae75068f",
        "IPY_MODEL_6cbf3aa1ec344ee1aec66f6425fe800b"
       ],
       "layout": "IPY_MODEL_50f5501eb5064da7a97bbb13ce5b9051"
      }
     },
     "b73da96127ae4535b90d3914cb893800": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f0f9478bdbc342d5ba44873362a89372",
       "placeholder": "​",
       "style": "IPY_MODEL_c96fe13499594381af6127a7ac048207",
       "value": " 44/44 [00:05&lt;00:00, 12.47it/s]"
      }
     },
     "b775baadc97b4ea781c2640684352fbc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_a6bcedf06d984a11b2fbb55f007f43fe",
        "IPY_MODEL_b78f1b779758496a8b1277d4fd22cfad",
        "IPY_MODEL_42141bb5202f49058fe294b92734c4e4"
       ],
       "layout": "IPY_MODEL_71d711f951894bfe9906de02b6fb5de1"
      }
     },
     "b78f1b779758496a8b1277d4fd22cfad": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "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_83f560c8c5b646b7a57510573b6708ee",
       "max": 87,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_4497a31c663b4888b5bc5481033b043c",
       "value": 87
      }
     },
     "b818dd882b944c7ebc175c4cd13f7216": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "b8339f777ae44d118fda1086d6e3bb54": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_d03f4465e02f4769902bc0322793ad39",
       "placeholder": "​",
       "style": "IPY_MODEL_328c078fa7f54b26be051eb7c2a8ae2b",
       "value": "Validating:  98%"
      }
     },
     "b83582d8cb784d8b95799aae04c8e082": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "b86881e0d4e14647934e98f2f5a258bc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b886725518714183abbad76b8aecd830": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "b8b7772e7bf54d4d889935cceedb482a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_abf03b8369244b6ebd76518f7192a7e4",
        "IPY_MODEL_61521e01bb5a49eca2a77b5bc06cefe8",
        "IPY_MODEL_cafc2d7695274361ad9a998c93ec871c"
       ],
       "layout": "IPY_MODEL_c1fb5eced9744ba8a0bc0dc06bf27477"
      }
     },
     "b8e0ed82f5c747d1807efbe72060781d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b938a70ebef84fc7937a795ba35b56b6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e54ecf59daab4bc5a29b3452bbcc7c6c",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_9f30cfdcc31a4691845e45df06289be2",
       "value": 44
      }
     },
     "b9a42f78b4f0461cba17468e51da6376": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b9c5ad87fe954895a9a3225e05448bd9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_a9ed9e9e806045c9a6e60bf48bddcbe3",
       "placeholder": "​",
       "style": "IPY_MODEL_b9e53217af43412999145381445a76a8",
       "value": "Validating:  98%"
      }
     },
     "b9e53217af43412999145381445a76a8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "ba042431d469405c8139184708d9c62d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "ba492fff052a4f89b4ac7f7bb8d04813": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_2e689719a34f4f79bef93a290327f49a",
        "IPY_MODEL_e90aad4ac0794cc2b89ee6f15f412fb7",
        "IPY_MODEL_f751144d3cf74ab9bb604f48a2215834"
       ],
       "layout": "IPY_MODEL_bcda369f54af468fb732dcdd88b70e7e"
      }
     },
     "ba4d631c8bff45eeae0179bc70758bc0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "ba87de1116a24a23b05d6d76194333eb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_24cac292db2b42c0a9bf18a45325312e",
       "placeholder": "​",
       "style": "IPY_MODEL_200e294d45214e00a97acf673112155a",
       "value": " 44/44 [00:04&lt;00:00, 12.72it/s]"
      }
     },
     "ba9d97f7d37d49ce93f82796a41149a9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "bbf7d940ee304b1692e87a930f7a3130": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "bc3a9ceeab72476e80fb540462b67dbb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "bcda369f54af468fb732dcdd88b70e7e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "be026e120c9b4eafbef97cdbfe025e94": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "be34c8a277db450b958e98278e6eb702": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_1ca03d74c6c04928978a4e141185c29f",
        "IPY_MODEL_6bafd2845b3146848aad8dffebdf6b1d",
        "IPY_MODEL_8b0f9137c78246d6ad6dcf5947b63d9a"
       ],
       "layout": "IPY_MODEL_ba4d631c8bff45eeae0179bc70758bc0"
      }
     },
     "be59290cd0f5497c81cbd16e5cd2ea55": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_f40ff11e27124e51a593521407c4f952",
        "IPY_MODEL_1b6c6d1899fb42a683bc22b1c7a1f1bb",
        "IPY_MODEL_ab505ac8cd8d45a3929cbeb116d1a51e"
       ],
       "layout": "IPY_MODEL_6a12e63a9af0406c80dd511d5001523e"
      }
     },
     "be7631601e4f450ebbe50a22cf72ca4b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "beb3509bfd8a433c984fcccd600f2b2e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "bf76308e6af44e6c8e3e76de452d0e67": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "bfcbbb8abd1249209101b684fff2558d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "c03c07dcf6014cb3899aed1d0e5bb256": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "c041d9b8554c4254861eb7f7095282b0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_94436a09bb2e4c779b65a054f30f3894",
       "placeholder": "​",
       "style": "IPY_MODEL_b2447e7d3eab42b38dfd936f37babf0e",
       "value": " 43/44 [00:04&lt;00:00, 12.50it/s]"
      }
     },
     "c0d2cc03105a4e2799b554a10383877d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c1f6bdd6cc9148188f3cb4956f83cb46": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_87cb314a0e2b483683c6261d39834e8f",
       "placeholder": "​",
       "style": "IPY_MODEL_a4229fbd28b345ccb28141929246e49e",
       "value": "Validating:  98%"
      }
     },
     "c1fb5eced9744ba8a0bc0dc06bf27477": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "c235c4df4e1c48a2b6b29938cfa8bbf1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "c3365bb1f356437e9c076e2f102273f2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_0730a43dd31e40e5a72a537ce3b4bf74",
        "IPY_MODEL_8b3b188b91eb4c6dabedf180c1b49807",
        "IPY_MODEL_65c361fe4af34fff8c09c3ac5e77fa2a"
       ],
       "layout": "IPY_MODEL_4598d34b50a84c43bbf148c7b5faf349"
      }
     },
     "c3eb07a70a9e4ebaa92b7b9296b4a369": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "c3f2dd252f6247e3b876e929c0a42e3c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_a8f69ff5080942f28877f27be024c54f",
       "placeholder": "​",
       "style": "IPY_MODEL_0ee43db78c024183be024c0c745501b0",
       "value": "Validating:  98%"
      }
     },
     "c52e0e2fa0ed45d7a6bc6754da376442": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "c625ebcddb5b45bb972cf0518bd15c6e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_bf76308e6af44e6c8e3e76de452d0e67",
       "placeholder": "​",
       "style": "IPY_MODEL_7ffcbfed408a4e5d986b1a9231732788",
       "value": " 44/44 [00:04&lt;00:00, 12.80it/s]"
      }
     },
     "c649fd8d228140f1862ba373419d76c1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f62707cbea62408589dfeb1599c65af2",
       "placeholder": "​",
       "style": "IPY_MODEL_edbbff8d289b4790810b4e63fc11ebfc",
       "value": " 43/44 [00:04&lt;00:00, 12.38it/s]"
      }
     },
     "c68fbc20421a499abded25fdc96ae5d6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c6acc68fbb6542f2be3e2e3a4eacf9ac": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b603586872ff41d99494ed8ccecd79a3",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_940ca42752394cc7a961e9a065621ee4",
       "value": 44
      }
     },
     "c6b70556a9da494ba483fc02aa6a11fa": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "c6e7f0169d444166851ddcd15fd69dae": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c7c9cd9d220f451fbf7953e93d1fdc3e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_58c7b3e95a5741fa9158b47c3f5e3364",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_1a963b36ab6c480591fbb9fb4a63415d",
       "value": 44
      }
     },
     "c7db85b8f0e44f169866b1a8b8500436": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d18e6b904f344135bdaa255dbaed3f4b",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d7b45c26662b49af92833b3b52890b39",
       "value": 44
      }
     },
     "c838891fd03f46fdb8cca4b64611f556": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c89be640b27a419ab7c4879de3b65fec": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "c8a4fe71558c4751a9b6da6a05dcdaf7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "c96fe13499594381af6127a7ac048207": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "c99b131511fd44bfbc281a1946c01be6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "c9fc9889906c4b4f9d7d4970ba21347d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "ca22de9ab83e41bb934c68bf63521d82": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_d8cf322a0acc45f985b16b11a5a9592a",
       "placeholder": "​",
       "style": "IPY_MODEL_d4283e6baef440bdb8444eddfc7c399e",
       "value": "Epoch 8: 100%"
      }
     },
     "ca2b31e86f5f492db8cec3622ecbf014": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ca4d3f5cbf8a494b9271df9b32ffc33b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cad80782bef843f082de1132b8682731": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_3f8a6ce4e3204b409b754dfa4267a517",
        "IPY_MODEL_5d38bf7c9f324338ab3d35b62fd6847f",
        "IPY_MODEL_e8226f0aa9b1408bb3c9b6e9efa76035"
       ],
       "layout": "IPY_MODEL_d8b5fa606f8640008eee8ce4032279e4"
      }
     },
     "cafa3c1420124121a47860a49e0f0524": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_32e95e295f47450e9a94538da7c423a0",
       "placeholder": "​",
       "style": "IPY_MODEL_750ed76191d141d6b2aa554bc7bd98db",
       "value": " 44/44 [00:04&lt;00:00, 12.69it/s]"
      }
     },
     "cafc2d7695274361ad9a998c93ec871c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_cb269841c0284fb0af103ff9a61cc695",
       "placeholder": "​",
       "style": "IPY_MODEL_5947251e7ebe4e06883c0237c2445449",
       "value": " 43/44 [00:05&lt;00:00, 11.67it/s]"
      }
     },
     "cb169bc9ef544b67b6efe0d98807dc92": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "cb269841c0284fb0af103ff9a61cc695": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cbc09db8f55548af8a15b2d6312619ba": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_5e1b653144c241e1800a19b5016a3a55",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_12980854818542938035d1340274379d",
       "value": 44
      }
     },
     "cbdd8b0f30154233b6a68b867b217b13": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "ccbff48468954597acb9fc3626171219": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cd71afa53e4848bebcd19c5cbd542ce7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_7273f8230ac042df81537b4494ea45b8",
        "IPY_MODEL_973475d4e7924f478902bab17c2a71cb",
        "IPY_MODEL_3b652d471bd940fe8fe0774f9f8d3b21"
       ],
       "layout": "IPY_MODEL_d6ff94741ec148918e09bd205e0990a7"
      }
     },
     "ce787e8f735f4117bcbb9b0ee7675ad4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "cedcc82ef7794a1cb8ddb67b375b3fdb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "cf50394880a64401ae26ac09e0b6ff28": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "cfe61d3cb83c4292ad6a723c5d0d306e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_b8339f777ae44d118fda1086d6e3bb54",
        "IPY_MODEL_a57604c071e34f0ab143a8ee4039ddcf",
        "IPY_MODEL_a0c6d6937b734fed8024ae02c124a78a"
       ],
       "layout": "IPY_MODEL_572767b88f954afcaf3dfe28f52c736a"
      }
     },
     "d03f4465e02f4769902bc0322793ad39": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d0457161de6c4e0785df1851d3c9969f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "d053766a147b4831b2024f069484e177": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "d0836a60097346eaa578612e30eb2af1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "d18e6b904f344135bdaa255dbaed3f4b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d1abb0ed58c94e0293c82e78748d5b0f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_1efc3930baf6458f9579c3465526f55d",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_8cdf61c6af4541aaa24e6aed9c1fc527",
       "value": 44
      }
     },
     "d23d41b6fe2742e0bc6743dab0912469": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_204325ae782f42fd979fe047fef2ee08",
       "placeholder": "​",
       "style": "IPY_MODEL_eb8a5735078e4089977f185575793d30",
       "value": " 43/44 [00:05&lt;00:00, 10.56it/s]"
      }
     },
     "d2670ac09452475ebcec998bc9ab626c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d27d6139c5bf475c842e811d0d051a62": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d3024a711be34d7293502a606df026be": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d347bbdfee9b4e27b19209dbea3ed524": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "d3b98797b23744c1b2b1031f49616214": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "d4236d58c18846e9a237c2d2b74d3817": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2e6a36da35484935ba9a773274c25f1a",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_5a9edff47668407bb606b2d364436ee4",
       "value": 44
      }
     },
     "d4283e6baef440bdb8444eddfc7c399e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "d4399c16547949a9a9f5de2dcc7066a1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "d44bced146a44c8a8c965aaa928ca142": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "d4b96bbe19f944579b47d56e44e9b307": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_d2670ac09452475ebcec998bc9ab626c",
       "placeholder": "​",
       "style": "IPY_MODEL_25067eb96e7c4c04ab5f0c39afb752d9",
       "value": " 87/87 [01:21&lt;00:00,  1.08it/s, loss=0.574, v_num=2]"
      }
     },
     "d5076846b37f461bba4b2ff2bd61fc5f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_e64d86ade2f24fad991e5d16716304f7",
       "placeholder": "​",
       "style": "IPY_MODEL_cb169bc9ef544b67b6efe0d98807dc92",
       "value": "Validating:  98%"
      }
     },
     "d50b8ff8435a450b954c0a7f08b2c111": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d53375378c5d4e6d8711d8de90158d2d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "d601f9a1f27f4b309552d0a990e413fe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_2eaf8bf2ad02404385cf7b7d60b85fc5",
       "placeholder": "​",
       "style": "IPY_MODEL_5af6dffd28d84978bac88d59db7b413b",
       "value": " 43/44 [00:04&lt;00:00, 11.89it/s]"
      }
     },
     "d6245acb2acf437dba62ed1b9c8ec030": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d695c2aa746943a79c46580cf2c38dc6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "d6a34578e33b4032b3271e1a0dedef05": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "d6ff94741ec148918e09bd205e0990a7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "d706fa8c8e574c07b40acd9376df9ddd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "d74f024a5f3e4e82b66dc77b2cdf6beb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "d7680ee569ca4d5eaae73d6b3050ef86": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d7b45c26662b49af92833b3b52890b39": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "d8878ef4082a422aa070cef9206bae72": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "d8b5fa606f8640008eee8ce4032279e4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "d8cf322a0acc45f985b16b11a5a9592a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d901f5f277634ffda1989c231e86866c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d94aa5677b994972afb50a3f5cf3bf52": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "d9a951bb999849698c6ce03ae4ddd991": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "da114f38d65843cb8eee3309804edca9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "da14211f8f064b95b889bef7a141becc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "da2b5f1c2ce24367acd7a22390302969": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_5190d39f8b05453580ef3c8469194def",
       "placeholder": "​",
       "style": "IPY_MODEL_a2923b0858ec413394ffc1ece4a6d7de",
       "value": " 44/44 [00:05&lt;00:00, 11.47it/s]"
      }
     },
     "db1befc38d9c4c0790644badf79b9372": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "db9b16d21ad548a4be0903bab6bcb887": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "dc8fc6b971ff4fe79bfda4d809147ecb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "dcb624a74d9e48aba05c2167953ce583": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "dd21a5bf30f44102bde0abb0d8e54c5d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "dd6cdab369054d09a33aa53b39c813a9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_2976497849b9465cb85f27543a05ad96",
        "IPY_MODEL_a53f17f71cfb4bd8af78b3b56e4b47ec",
        "IPY_MODEL_94139b98cc184b9886ff8f2ba88ef08c"
       ],
       "layout": "IPY_MODEL_9f1469aaaf0d432bb971391d186146de"
      }
     },
     "deab3eed82844a818c845476ccb8a56b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "dedabd1e1eff45359bda5710bfc6e06b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "df3a0e9f6d8c4015aa2433e7fbde16af": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_0477c09e7717436593edc8cdcf30ad23",
        "IPY_MODEL_7dae1591759f47f1912f1510c4c6dd53",
        "IPY_MODEL_fc6540c6847148d4a9cfddc2045c9bbe"
       ],
       "layout": "IPY_MODEL_866c8015562f46ecb069dd281b84e1e3"
      }
     },
     "dff8258a84f349cbb4d68f3cb78e5e30": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_b2a2fcb495884bceb13beb74756d4a82",
        "IPY_MODEL_8a732f31e6c34ec1812e0eccc3aa1be6",
        "IPY_MODEL_23f36d1c8ce84d7780a3338c6b009ff4"
       ],
       "layout": "IPY_MODEL_2f75a526fa2441fbbd830cbb0830a092"
      }
     },
     "e00b800381034f68b47c9627fdd15a29": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e04239eddb1c406d8d33120cecaa03c6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e17f305342bb441dbf717bd147592902": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "e18b87d22dce4dc080a6417fa962651f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_21e9fd30b3b94cf9bc593448b1729e37",
       "placeholder": "​",
       "style": "IPY_MODEL_e4ca0473727f4242acc17992f7dd9d54",
       "value": "Validating: 100%"
      }
     },
     "e1c9cc60a37042ab9f91fc726e165bd9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e5657cf6d8cf49efbd8ba287fbab773a",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_fc4f213f276a4494bfb0b3a54ab2e2d0",
       "value": 44
      }
     },
     "e224fc9117f64b34940862f2a56e2979": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e2479019313e4a94b26ca2f6907fe61a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ecdda286f4f849aa8eb0e5bfcda5b0ae",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d347bbdfee9b4e27b19209dbea3ed524",
       "value": 44
      }
     },
     "e287575a830e48c48b2c00c7128370b3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e2a0902daf354f62a3c9203325fd2165": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_69e6b1f6d4e84f93bef1e56e5cdb1185",
        "IPY_MODEL_f5751d1d2ad1444a8f78b5dc965b0947",
        "IPY_MODEL_578586adda77499b9d6dd589d59e0749"
       ],
       "layout": "IPY_MODEL_d706fa8c8e574c07b40acd9376df9ddd"
      }
     },
     "e2eff02dc883466fbfedc042384021b0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_40071797515241c59857403ea1c25c3a",
        "IPY_MODEL_6c69f23475ba4744a215b283f3ae9f1a",
        "IPY_MODEL_874a86ecbeff43d38bbda8a95c1283c9"
       ],
       "layout": "IPY_MODEL_3242a65acf794b3a9e92b9647266b62e"
      }
     },
     "e361bcaa402e4c66892405e412e91b6a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e377ab2a75694e5990f5109238511f70": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e3db9c2797f04a11af1cfb27228898c2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e42680a0e29647debc2f0a900ba900eb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e46092d7a8b54d0fb4c069becb3236a0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_fbe00e5bcf984b05bcc8cc24a38a5733",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_50443181e5af4802b11d5ff8c40f2d9a",
       "value": 44
      }
     },
     "e4af06e55da24c38a8624eccd9d19c8d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e4ca0473727f4242acc17992f7dd9d54": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e4cf7bac3e5f41bd9e8f0add4a45e62d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e5147cfcfb644004b4f7b33fdad4540d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4d19fb511d45499cbdaa4098bb06abbe",
       "placeholder": "​",
       "style": "IPY_MODEL_5f9011cf2bd44ace9ce2181ed8498e7e",
       "value": " 43/44 [00:04&lt;00:00, 12.44it/s]"
      }
     },
     "e54ecf59daab4bc5a29b3452bbcc7c6c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e5657cf6d8cf49efbd8ba287fbab773a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e57c1ddd41ff42df933e62250897b6a2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e5de90456060496e80fdfe60b2207c5a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e5e311d275504b14a640a73bea9e8806": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "e5f86421174e430baab147ea0ef54fba": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "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_5ab158334c204bb8a0fa05c77f37ecfe",
       "max": 87,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_49a1b2116ca14dd7b73dbab405dd910d",
       "value": 87
      }
     },
     "e61c3a0b03ec448dbb71c17b05a75851": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e64d86ade2f24fad991e5d16716304f7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e7636c969aba48f3b38ddc663d0a1375": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "e77bef7c36f1427892ec494406f87a57": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_4d97711dc73a49d1b59e414b631c5cc6",
       "placeholder": "​",
       "style": "IPY_MODEL_f2427a0ace3a4480932ffa47902c7472",
       "value": "Validating:  98%"
      }
     },
     "e7aa1c373c5643aea0287e99c88cb6a3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "e7ae80e1afda404ab895aae29bd80627": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e7db010744d84763b5cea030cbf46bd3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_8309af6702c249bea3b85c66adb91ef7",
       "placeholder": "​",
       "style": "IPY_MODEL_c9fc9889906c4b4f9d7d4970ba21347d",
       "value": "Validating:  98%"
      }
     },
     "e8226f0aa9b1408bb3c9b6e9efa76035": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f62d1697e0c94a46936488c248c565c2",
       "placeholder": "​",
       "style": "IPY_MODEL_ee6c0ad18ea04bf4800eda4cf18d58e8",
       "value": " 43/44 [00:04&lt;00:00, 12.22it/s]"
      }
     },
     "e8540f7c08a24fafb309bd5790bedac1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ca4d3f5cbf8a494b9271df9b32ffc33b",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_04bcd036514c495c93f4937b83262860",
       "value": 44
      }
     },
     "e90aad4ac0794cc2b89ee6f15f412fb7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "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_f269e0f2db98474582e5f8c24ee11784",
       "max": 87,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_6b5f28fa6d2940938115165fce5bce3d",
       "value": 87
      }
     },
     "e90bfdee464f4960b1b96dd22d48e485": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "ea1e3f6dfa7441c4ac3865c3281e0351": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "eb09ff345c2e425aa82317aa636da200": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_933cae47267c480aa219f25426b9f486",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_6a8a393ed861490f97cb21d010a7bc50",
       "value": 44
      }
     },
     "eb2677a8efc14f96a41ab91431ec39b5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_3ffc36071e37415cb5e6804a9da4b751",
       "placeholder": "​",
       "style": "IPY_MODEL_3f6f61b4b4e8488a91e8bc52e7ae3df0",
       "value": " 43/44 [00:04&lt;00:00, 12.23it/s]"
      }
     },
     "eb53f7a3fcda42ddbf7f41d3089f2e0d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "eb8a5735078e4089977f185575793d30": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "ebff3749ffa348b6a355be30c55bc809": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "ec2cd17d84634bfea3304cf3475abac3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "ecdda286f4f849aa8eb0e5bfcda5b0ae": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ed210f9e1b0c46c9a17d9065bca6d54b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ed75857717a142dca0c392fac43e5b73": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_223eab578ff8492aae0320f0a006013e",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_364e9f7840ab4b4ca64f67831f7ab26a",
       "value": 44
      }
     },
     "ed795a47bda442b18465ce42e0e53f81": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "edbbff8d289b4790810b4e63fc11ebfc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "edf9125487ea4165b77f192569309ee8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_32270f341e28470c9207a80a80a73e7d",
        "IPY_MODEL_d4236d58c18846e9a237c2d2b74d3817",
        "IPY_MODEL_7c56789c19b645889d66f19784bda9c3"
       ],
       "layout": "IPY_MODEL_598499c45eb64943be89b0305cf27040"
      }
     },
     "ee1f190cb9c3423c8f7eaa51a1823b46": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ee6c0ad18ea04bf4800eda4cf18d58e8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "ee75c40420924e87837981b02b8aa268": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_40e7c6f22a84421fb0b80305419b746c",
       "placeholder": "​",
       "style": "IPY_MODEL_1bab92759b804b25a7f849f97706fd90",
       "value": "Validating: 100%"
      }
     },
     "eeddb7e34ad141dfa4260fa563166390": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ef047bfacfbf464d987f64dc9e99fd9a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f04f0cc62fbd407885badc29dd02553e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_a72e526cd4114d168792e8e0ff845aee",
        "IPY_MODEL_b49b50da614841819f650ab0fd134c64",
        "IPY_MODEL_a84e922421744855ad9d4cca4768560c"
       ],
       "layout": "IPY_MODEL_8cabf1e462fb4c6e90b4c9c0f2b13480"
      }
     },
     "f0b7bb0fdc064c7b9c4178f443613d0d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f0f6c7eec7364f9caf5c70992d0a9f51": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_a7451f75bd95436caeed60b8635f1133",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_dd21a5bf30f44102bde0abb0d8e54c5d",
       "value": 44
      }
     },
     "f0f9478bdbc342d5ba44873362a89372": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f11d022c177a4ea5bfaf9caeb5f6a6ce": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f17036e19db144eda30888ec8035f23f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f1e8690a03444c28b518fe3a18af4b6b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_e18b87d22dce4dc080a6417fa962651f",
        "IPY_MODEL_69cf30244f5b4b1fa2c3258cb58d66b7",
        "IPY_MODEL_b73da96127ae4535b90d3914cb893800"
       ],
       "layout": "IPY_MODEL_d0836a60097346eaa578612e30eb2af1"
      }
     },
     "f23187a75c3c4cd59b38cb7d110aa2db": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f2427a0ace3a4480932ffa47902c7472": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f269e0f2db98474582e5f8c24ee11784": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f2c078750d9b43118a9d967a435e616a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "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_662d04896d39480ea676c3e07261a68e",
        "IPY_MODEL_e1c9cc60a37042ab9f91fc726e165bd9",
        "IPY_MODEL_2d4cd924496d4d3d83053f6485e96a3b"
       ],
       "layout": "IPY_MODEL_cedcc82ef7794a1cb8ddb67b375b3fdb"
      }
     },
     "f2d212cc9a02470eb68495a08e34a584": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f30c947b206347fe9246f58acc9bcda5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "f30c99d7c39e45c684803523d982a26a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f3a34dbd584d41538e96e54521f6611d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "f3d51b0a09a946c392f833f521916b59": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f40ff11e27124e51a593521407c4f952": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_f17036e19db144eda30888ec8035f23f",
       "placeholder": "​",
       "style": "IPY_MODEL_ec2cd17d84634bfea3304cf3475abac3",
       "value": "Validating:  98%"
      }
     },
     "f49b48b54b404014bf6aa19acd8c5dfe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "f5751d1d2ad1444a8f78b5dc965b0947": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_a45864fa185f445e8bbd1a5b5b3c52c0",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_f3a34dbd584d41538e96e54521f6611d",
       "value": 44
      }
     },
     "f5982ea69f334b3ab80c30dd7745e1bc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f5dfde8950bf4225aa000d914c9a1f4f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f62707cbea62408589dfeb1599c65af2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f62d1697e0c94a46936488c248c565c2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f66291e7e536498d9b9cd8687e187054": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f6839cbded634d7dad06edf2df001c91": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_ea1e3f6dfa7441c4ac3865c3281e0351",
       "placeholder": "​",
       "style": "IPY_MODEL_17a7c41ca1434c91bdf52b64a497e1fe",
       "value": " 44/44 [00:05&lt;00:00, 12.27it/s]"
      }
     },
     "f691c48b58544998b39a10524ba615bd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f6fbc17782a74281aec568072527a14d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f7329ff9e42d4aca84302ca25bad3cbd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f7410150d5bd46379fb035d35cff16fa": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f74b48334f2a4b7db1b8a126f97f6ce0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f751144d3cf74ab9bb604f48a2215834": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_1d92fc4b5bdc4158a7fd1a812b8b7008",
       "placeholder": "​",
       "style": "IPY_MODEL_57c5b5babfa8435eb6a73d16561100cb",
       "value": " 87/87 [01:21&lt;00:00,  1.08it/s, loss=0.473, v_num=1]"
      }
     },
     "f9946b952b634c45adfd8ae9c37ed5fe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "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": ""
      }
     },
     "f9fe4880f06d40868f78966c8f5c112d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "fa630199448b438c997cd603fcdddf1e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "fba7b70cbfc74fefab483a7d4c10564d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "fbcebc92cc454c86813aeda5f78c587b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "fbe00e5bcf984b05bcc8cc24a38a5733": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": "2",
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "fc4f213f276a4494bfb0b3a54ab2e2d0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "fc56101f21264d5ca15231ec0349f302": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d901f5f277634ffda1989c231e86866c",
       "max": 44,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_2b727faea2734f0c87284f1aaa687201",
       "value": 44
      }
     },
     "fc6540c6847148d4a9cfddc2045c9bbe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_7ba4dfeeefff47a0bd3aed87a24a6e62",
       "placeholder": "​",
       "style": "IPY_MODEL_309178c459e04d028ff38706428a9d14",
       "value": " 43/44 [00:04&lt;00:00, 12.30it/s]"
      }
     },
     "fcf6f191245d402d8ca78465e661cde2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_ff05bfd23b3342ef8e3f9004ecd8b8c5",
       "placeholder": "​",
       "style": "IPY_MODEL_96bb574277744c6894697863c9a4b0d2",
       "value": "Validating: 100%"
      }
     },
     "fdc4d4f1ddb14ce0bf6182dcd654b4d7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "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_04073d0032da4ae1b5622c8215a4782d",
       "placeholder": "​",
       "style": "IPY_MODEL_f9946b952b634c45adfd8ae9c37ed5fe",
       "value": " 43/44 [00:04&lt;00:00, 12.31it/s]"
      }
     },
     "feffeae081ae421c84a352f0f4efdbbd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "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": ""
      }
     },
     "ff05bfd23b3342ef8e3f9004ecd8b8c5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}