mobilenet-dropout-plot.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4fd239be",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:47.267328Z",
     "iopub.status.busy": "2024-02-18T10:31:47.267043Z",
     "iopub.status.idle": "2024-02-18T10:31:47.276969Z",
     "shell.execute_reply": "2024-02-18T10:31:47.276270Z"
    },
    "papermill": {
     "duration": 0.022095,
     "end_time": "2024-02-18T10:31:47.278850",
     "exception": false,
     "start_time": "2024-02-18T10:31:47.256755",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "PROJECT_NAME = 'mobilenet_v3_dropout_test_eval'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d05e628a",
   "metadata": {
    "papermill": {
     "duration": 0.00822,
     "end_time": "2024-02-18T10:31:47.295784",
     "exception": false,
     "start_time": "2024-02-18T10:31:47.287564",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5a8da0de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:47.313674Z",
     "iopub.status.busy": "2024-02-18T10:31:47.313413Z",
     "iopub.status.idle": "2024-02-18T10:31:50.853640Z",
     "shell.execute_reply": "2024-02-18T10:31:50.852659Z"
    },
    "papermill": {
     "duration": 3.551794,
     "end_time": "2024-02-18T10:31:50.856048",
     "exception": false,
     "start_time": "2024-02-18T10:31:47.304254",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "try:\n",
    "    from torchinfo import summary\n",
    "except:\n",
    "    print(\"[INFO] Couldn't find torchinfo... installing it.\")\n",
    "    !pip install -q torchinfo\n",
    "    from torchinfo import summary\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "84d4f6ba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:50.875826Z",
     "iopub.status.busy": "2024-02-18T10:31:50.875429Z",
     "iopub.status.idle": "2024-02-18T10:31:55.122878Z",
     "shell.execute_reply": "2024-02-18T10:31:55.122102Z"
    },
    "papermill": {
     "duration": 4.259859,
     "end_time": "2024-02-18T10:31:55.125197",
     "exception": false,
     "start_time": "2024-02-18T10:31:50.865338",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import timm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b9ec14cb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:55.144052Z",
     "iopub.status.busy": "2024-02-18T10:31:55.143782Z",
     "iopub.status.idle": "2024-02-18T10:31:55.460864Z",
     "shell.execute_reply": "2024-02-18T10:31:55.460148Z"
    },
    "papermill": {
     "duration": 0.328484,
     "end_time": "2024-02-18T10:31:55.462787",
     "exception": false,
     "start_time": "2024-02-18T10:31:55.134303",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from kaggle_secrets import UserSecretsClient\n",
    "user_secrets = UserSecretsClient()\n",
    "secret_value_0 = user_secrets.get_secret(\"wand\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "965cf311",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:55.481819Z",
     "iopub.status.busy": "2024-02-18T10:31:55.481537Z",
     "iopub.status.idle": "2024-02-18T10:31:57.517178Z",
     "shell.execute_reply": "2024-02-18T10:31:57.516282Z"
    },
    "papermill": {
     "duration": 2.04697,
     "end_time": "2024-02-18T10:31:57.519285",
     "exception": false,
     "start_time": "2024-02-18T10:31:55.472315",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: W&B API key is configured. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m If you're specifying your api key in code, ensure this code is not shared publicly.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Consider setting the WANDB_API_KEY environment variable, or running `wandb login` from the command line.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try:\n",
    "    import wandb\n",
    "except:\n",
    "    !pip install wandb\n",
    "    import wandb\n",
    "\n",
    "wandb.login('allow',secret_value_0)\n",
    "# wandb.login(secret_value_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1f5c73f0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:57.538714Z",
     "iopub.status.busy": "2024-02-18T10:31:57.538411Z",
     "iopub.status.idle": "2024-02-18T10:31:59.560412Z",
     "shell.execute_reply": "2024-02-18T10:31:59.559635Z"
    },
    "papermill": {
     "duration": 2.034037,
     "end_time": "2024-02-18T10:31:59.562606",
     "exception": false,
     "start_time": "2024-02-18T10:31:57.528569",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import torch\n",
    "\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "\"\"\"\n",
    "Contains functions for training and testing a PyTorch model.\n",
    "\"\"\"\n",
    "\n",
    "from torchvision import datasets, models, transforms\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "import torch.optim as optim\n",
    "\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "89b278f8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:59.581854Z",
     "iopub.status.busy": "2024-02-18T10:31:59.581420Z",
     "iopub.status.idle": "2024-02-18T10:31:59.608036Z",
     "shell.execute_reply": "2024-02-18T10:31:59.607373Z"
    },
    "papermill": {
     "duration": 0.038156,
     "end_time": "2024-02-18T10:31:59.609924",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.571768",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from dataset_helper import ImageFolderCustom\n",
    "from model_engine import Engine\n",
    "from helper_plot import plot_torch_hist"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98b215b1",
   "metadata": {
    "papermill": {
     "duration": 0.008668,
     "end_time": "2024-02-18T10:31:59.627428",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.618760",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8f0d3047",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:59.645892Z",
     "iopub.status.busy": "2024-02-18T10:31:59.645630Z",
     "iopub.status.idle": "2024-02-18T10:31:59.649302Z",
     "shell.execute_reply": "2024-02-18T10:31:59.648499Z"
    },
    "papermill": {
     "duration": 0.015106,
     "end_time": "2024-02-18T10:31:59.651195",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.636089",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data_path = Path('/kaggle/input/oral-dataset/patches')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8de01f07",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:59.669953Z",
     "iopub.status.busy": "2024-02-18T10:31:59.669697Z",
     "iopub.status.idle": "2024-02-18T10:31:59.708337Z",
     "shell.execute_reply": "2024-02-18T10:31:59.707661Z"
    },
    "papermill": {
     "duration": 0.050135,
     "end_time": "2024-02-18T10:31:59.710328",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.660193",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "image_dir = data_path / 'images'\n",
    "train_df = pd.read_csv(data_path/'sabpatch_parsed_folders.csv')\n",
    "train_ds = train_df[['path','lesion']]\n",
    "test_df = pd.read_csv(data_path/'sabpatch_parsed_test.csv')\n",
    "test_df = test_df[['path','lesion']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f4771978",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:59.729932Z",
     "iopub.status.busy": "2024-02-18T10:31:59.729273Z",
     "iopub.status.idle": "2024-02-18T10:31:59.732951Z",
     "shell.execute_reply": "2024-02-18T10:31:59.732150Z"
    },
    "papermill": {
     "duration": 0.015112,
     "end_time": "2024-02-18T10:31:59.734731",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.719619",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_size = 320"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "268c1e22",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:59.753375Z",
     "iopub.status.busy": "2024-02-18T10:31:59.752931Z",
     "iopub.status.idle": "2024-02-18T10:31:59.756901Z",
     "shell.execute_reply": "2024-02-18T10:31:59.756099Z"
    },
    "papermill": {
     "duration": 0.015237,
     "end_time": "2024-02-18T10:31:59.758766",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.743529",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_ds = test_df.iloc[:test_size]\n",
    "eval_ds = test_df.iloc[test_size:]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06733591",
   "metadata": {
    "papermill": {
     "duration": 0.008616,
     "end_time": "2024-02-18T10:31:59.776249",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.767633",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Global Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0022db9b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:59.794979Z",
     "iopub.status.busy": "2024-02-18T10:31:59.794490Z",
     "iopub.status.idle": "2024-02-18T10:31:59.851783Z",
     "shell.execute_reply": "2024-02-18T10:31:59.850930Z"
    },
    "papermill": {
     "duration": 0.068604,
     "end_time": "2024-02-18T10:31:59.853572",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.784968",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "ALPHA = 0.0006 ## Learning Rate\n",
    "EPOCH = 50  ## Epochs\n",
    "BATCH_SIZE = 32\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "DROPOUT = 0.5\n",
    "PATIENCE = 10\n",
    "\n",
    "# MEAN = [0.485, 0.456, 0.406]\n",
    "# STD = [0.229, 0.224, 0.225]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4540c222",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:31:59.872209Z",
     "iopub.status.busy": "2024-02-18T10:31:59.871937Z",
     "iopub.status.idle": "2024-02-18T10:32:00.705687Z",
     "shell.execute_reply": "2024-02-18T10:32:00.704806Z"
    },
    "papermill": {
     "duration": 0.845374,
     "end_time": "2024-02-18T10:32:00.707749",
     "exception": false,
     "start_time": "2024-02-18T10:31:59.862375",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6ec15fe9da994fc8b7b44555a9bf79b4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "model.safetensors:   0%|          | 0.00/22.1M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = timm.create_model(\n",
    "    'mobilenetv3_large_100.ra_in1k',\n",
    "    pretrained=True,\n",
    "    num_classes=3,  # remove classifier nn.Linear\n",
    "    drop_rate = DROPOUT\n",
    ")\n",
    "\n",
    "data_config = timm.data.resolve_model_data_config(model)\n",
    "train_transforms = timm.data.create_transform(**data_config, \n",
    "                                        is_training=True,\n",
    "                                                                \n",
    ")\n",
    "test_transforms = timm.data.create_transform(**data_config, \n",
    "                                             is_training=False)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "398971b2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:32:00.729572Z",
     "iopub.status.busy": "2024-02-18T10:32:00.728844Z",
     "iopub.status.idle": "2024-02-18T10:32:00.747423Z",
     "shell.execute_reply": "2024-02-18T10:32:00.746560Z"
    },
    "papermill": {
     "duration": 0.030802,
     "end_time": "2024-02-18T10:32:00.749278",
     "exception": false,
     "start_time": "2024-02-18T10:32:00.718476",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/kaggle/usr/lib/dataset-helper/dataset_helper.py:33: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.img_df['path'] = self.check_path(targ_dir)\n"
     ]
    }
   ],
   "source": [
    "    train_data = ImageFolderCustom(targ_dir = image_dir,\n",
    "                                          path_df = train_ds,\n",
    "                                          transform= train_transforms)\n",
    "\n",
    "    test_data = ImageFolderCustom(targ_dir = image_dir,\n",
    "                                          path_df = test_ds,\n",
    "                                          transform= test_transforms)\n",
    "    \n",
    "    eval_data = ImageFolderCustom(targ_dir = image_dir,\n",
    "                                          path_df = eval_ds,\n",
    "                                          transform= test_transforms)\n",
    "    \n",
    "    classes, class_to_idx = train_data.find_classes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5a1088a2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:32:00.768289Z",
     "iopub.status.busy": "2024-02-18T10:32:00.768014Z",
     "iopub.status.idle": "2024-02-18T10:32:00.773265Z",
     "shell.execute_reply": "2024-02-18T10:32:00.772462Z"
    },
    "papermill": {
     "duration": 0.016791,
     "end_time": "2024-02-18T10:32:00.775027",
     "exception": false,
     "start_time": "2024-02-18T10:32:00.758236",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['OSCC', 'With dysplasia', 'Without dysplasia']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c70210f3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:32:00.794482Z",
     "iopub.status.busy": "2024-02-18T10:32:00.793758Z",
     "iopub.status.idle": "2024-02-18T10:32:00.799165Z",
     "shell.execute_reply": "2024-02-18T10:32:00.798491Z"
    },
    "papermill": {
     "duration": 0.017063,
     "end_time": "2024-02-18T10:32:00.801095",
     "exception": false,
     "start_time": "2024-02-18T10:32:00.784032",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_dataloader = DataLoader(dataset=train_data, # use custom created train Dataset\n",
    "                                        batch_size=BATCH_SIZE, # how many samples per batch?\n",
    "                                        num_workers=0, # how many subprocesses to use for data loading? (higher = more)\n",
    "                                        shuffle=True, # shuffle the data?\n",
    "                                        )\n",
    "\n",
    "test_dataloader = DataLoader(dataset=test_data, # use custom created test Dataset\n",
    "                                        batch_size=BATCH_SIZE,\n",
    "                                        num_workers=0,\n",
    "                                        shuffle=False) # don't usually need to shuffle testing data\n",
    "\n",
    "eval_dataloader = DataLoader(dataset=eval_data, # use custom created test Dataset\n",
    "                                        batch_size=BATCH_SIZE,\n",
    "                                        num_workers=0,\n",
    "                                        shuffle=False) # don't usually need to shuffle testing data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cda00e07",
   "metadata": {
    "papermill": {
     "duration": 0.00881,
     "end_time": "2024-02-18T10:32:00.819007",
     "exception": false,
     "start_time": "2024-02-18T10:32:00.810197",
     "status": "completed"
    },
    "tags": []
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dc14cbf1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:32:00.838155Z",
     "iopub.status.busy": "2024-02-18T10:32:00.837888Z",
     "iopub.status.idle": "2024-02-18T10:32:31.682929Z",
     "shell.execute_reply": "2024-02-18T10:32:31.682046Z"
    },
    "papermill": {
     "duration": 30.856975,
     "end_time": "2024-02-18T10:32:31.684959",
     "exception": false,
     "start_time": "2024-02-18T10:32:00.827984",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mjhashulabh\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: wandb version 0.16.3 is available!  To upgrade, please run:\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:  $ pip install wandb --upgrade\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Tracking run with wandb version 0.16.2\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Run data is saved locally in \u001b[35m\u001b[1m/kaggle/working/wandb/run-20240218_103200-qgv1lboj\u001b[0m\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Run \u001b[1m`wandb offline`\u001b[0m to turn off syncing.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Syncing run \u001b[33mvermilion-peony-12\u001b[0m\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: ⭐️ View project at \u001b[34m\u001b[4mhttps://wandb.ai/jhashulabh/mobilenet_v3_dropout_test_eval\u001b[0m\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: 🚀 View run at \u001b[34m\u001b[4mhttps://wandb.ai/jhashulabh/mobilenet_v3_dropout_test_eval/runs/qgv1lboj\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<button onClick=\"this.nextSibling.style.display='block';this.style.display='none';\">Display W&B run</button><iframe src='https://wandb.ai/jhashulabh/mobilenet_v3_dropout_test_eval/runs/qgv1lboj?jupyter=true' style='border:none;width:100%;height:420px;display:none;'></iframe>"
      ],
      "text/plain": [
       "<wandb.sdk.wandb_run.Run at 0x79af44f3f580>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "    wandb.init(\n",
    "    project=PROJECT_NAME,\n",
    "    config={\n",
    "            \"epochs\": EPOCH,\n",
    "            \"batch_size\": BATCH_SIZE,\n",
    "            \"lr\": ALPHA,\n",
    "            \"architecture\": \"CNN\",\n",
    "            \"dropout\": DROPOUT,\n",
    "            \"patience\":PATIENCE,\n",
    "            \"model\":'mobilenetv3_large_100.ra_in1k',\n",
    "            })\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "511e5ff3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:32:31.706652Z",
     "iopub.status.busy": "2024-02-18T10:32:31.706332Z",
     "iopub.status.idle": "2024-02-18T10:55:09.971583Z",
     "shell.execute_reply": "2024-02-18T10:55:09.970557Z"
    },
    "papermill": {
     "duration": 1358.278237,
     "end_time": "2024-02-18T10:55:09.973547",
     "exception": false,
     "start_time": "2024-02-18T10:32:31.695310",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3faaafdda3d42c4b305579a26f53225",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 1/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3e62b4ba9aa54c3bb1e774ba7666c245",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 1/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1 | train_loss: 92.1652 | train_acc: 0.5395 | test_loss: 26.2168 | test_acc: 0.7219\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6cd9a02f37d4e058f7b40fb9c0e4745",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 2/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1e7114213cc948379b04b1703b0a0736",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 2/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 2 | train_loss: 54.6891 | train_acc: 0.5733 | test_loss: 30.4962 | test_acc: 0.6906\n",
      "Early stopping counter: 1 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac8c913964894fea9beff612d50230cd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 3/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fcf06ff3430d4014b0e63a0dbd63361c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 3/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 3 | train_loss: 43.3515 | train_acc: 0.6122 | test_loss: 20.3705 | test_acc: 0.7750\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6cf1fcd7674f44158b34ef3b6d879655",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 4/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b34a2ca5b7f94ac7b29e748837f0ad8d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 4/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 4 | train_loss: 36.0615 | train_acc: 0.6464 | test_loss: 27.3106 | test_acc: 0.6531\n",
      "Early stopping counter: 1 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c24d414a842e461c807520ecd5a5b7b5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 5/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3b3480cf9f6a42439a3217df32c8ead4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 5/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 5 | train_loss: 32.1849 | train_acc: 0.6559 | test_loss: 17.8448 | test_acc: 0.7719\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fca4ac5080434b5b9468a7a899a0cf8a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 6/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1f822b0821e94a74b39be0b3de8ca729",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 6/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 6 | train_loss: 32.0926 | train_acc: 0.6814 | test_loss: 16.4820 | test_acc: 0.7844\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6b8fec0ea2cc4ae9b2ff10baaa50c15d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 7/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db28d2033464410588cafad85715fb26",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 7/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 7 | train_loss: 30.6729 | train_acc: 0.6789 | test_loss: 18.5330 | test_acc: 0.7719\n",
      "Early stopping counter: 1 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ddb8336505a94bf7afd843bb59498ba5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 8/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1206108f0f9949c4bc058af21fdcefdc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 8/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 8 | train_loss: 28.0251 | train_acc: 0.6999 | test_loss: 17.1029 | test_acc: 0.7812\n",
      "Early stopping counter: 2 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b9e7a76575e34faa8e8463c0d4100db3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 9/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dcb9d641bc434b5daf939316d3c5cf1e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 9/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 9 | train_loss: 24.7199 | train_acc: 0.7188 | test_loss: 35.8574 | test_acc: 0.5969\n",
      "Early stopping counter: 3 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7dbabfd9c7af4b38a544e540a2a3c4fc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 10/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "efbe9a4665ff4977aef03d776180187b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 10/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 10 | train_loss: 25.7732 | train_acc: 0.7149 | test_loss: 14.3689 | test_acc: 0.8281\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "edf3a84eae0d47d9b53d3662ef9bb6df",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 11/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1a9f5bde307f42a9be313fd163a7d70e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 11/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 11 | train_loss: 23.6644 | train_acc: 0.7277 | test_loss: 22.9580 | test_acc: 0.7375\n",
      "Early stopping counter: 1 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e74812a64fe8435298a546c6dbac3a36",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 12/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fd97478f0d4d4c59a19cbfd2c4052e8e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 12/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 12 | train_loss: 25.2094 | train_acc: 0.7334 | test_loss: 20.2055 | test_acc: 0.7781\n",
      "Early stopping counter: 2 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dc201bc021fa47be8513d05a4bc401ec",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 13/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "efd0c37766144a7eb9f009261fb678fe",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 13/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 13 | train_loss: 22.4877 | train_acc: 0.7401 | test_loss: 10.2245 | test_acc: 0.8781\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "67ff98f77fba407a85ba07226391c584",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 14/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8715d60e344a4b7eb2d5adf1a87bb71d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 14/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 14 | train_loss: 21.6423 | train_acc: 0.7672 | test_loss: 12.5725 | test_acc: 0.8656\n",
      "Early stopping counter: 1 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ed676836a66b40f999100970cca2a168",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 15/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2b5f19a85341497d8cb83e31b0996b4b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 15/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 15 | train_loss: 20.4946 | train_acc: 0.7663 | test_loss: 25.8186 | test_acc: 0.6969\n",
      "Early stopping counter: 2 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c747d573ffb1412594dbf26e2e0a7547",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 16/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1c8f8908e405450991bb2a45a17f89ca",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 16/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 16 | train_loss: 20.3348 | train_acc: 0.7768 | test_loss: 13.1818 | test_acc: 0.8500\n",
      "Early stopping counter: 3 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6edbf1516ca045cab993a05958a9864c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 17/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3e286c1504af4c7cadd67ea2fc366488",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 17/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 17 | train_loss: 19.5971 | train_acc: 0.7899 | test_loss: 13.1515 | test_acc: 0.8469\n",
      "Early stopping counter: 4 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "26a123df353b42059828f3c8d09f9766",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 18/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e25b7964d6b34fb2a2a4f2e052d3d953",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 18/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 18 | train_loss: 18.2798 | train_acc: 0.7899 | test_loss: 15.3808 | test_acc: 0.8500\n",
      "Early stopping counter: 5 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dee8d7e870cd49b9bb51871c568f17a6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 19/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "07833f4321704f04a010e1493f85dc71",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 19/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 19 | train_loss: 17.6478 | train_acc: 0.7991 | test_loss: 13.6026 | test_acc: 0.8187\n",
      "Early stopping counter: 6 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "957e87fe50a644ba93d3f51f502290e2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 20/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "34c6501dfafd4fcb80cab3748cfae7d2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 20/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 20 | train_loss: 17.0334 | train_acc: 0.8026 | test_loss: 16.4957 | test_acc: 0.8187\n",
      "Early stopping counter: 7 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e51075464af4475ab297d143b5af711b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 21/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c5594ee4a7ad420b975e002431c590df",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 21/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 21 | train_loss: 17.6851 | train_acc: 0.8080 | test_loss: 17.1550 | test_acc: 0.8313\n",
      "Early stopping counter: 8 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eaac8fdbf035409cb09abb561702b872",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 22/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3a5632af9bca49e09bb50df6f9b98afb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 22/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 22 | train_loss: 16.9882 | train_acc: 0.8144 | test_loss: 20.3690 | test_acc: 0.7781\n",
      "Early stopping counter: 9 out of 10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "816676981091437f9eb90bbd90efff5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 23/50:   0%|          | 0/98 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6f2398d463a348ea8e2906bf5677bded",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Epoch 23/50:   0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 23 | train_loss: 15.9231 | train_acc: 0.8192 | test_loss: 13.0994 | test_acc: 0.8625\n",
      "Early stopping counter: 10 out of 10\n",
      "Early Stopping\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m:                                                                                \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: W&B sync reduced upload amount by 95.2%             \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Run history:\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:    test/test_acc ▄▃▅▂▅▆▅▆▁▇▅▆██▃▇▇▇▇▇▇▆█\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:   test/test_loss ▅▇▄▆▃▃▃▃█▂▄▄▁▂▅▂▂▂▂▃▃▄▂\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:      train/epoch ▁▁▂▂▂▃▃▃▄▄▄▅▅▅▅▆▆▆▇▇▇██\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:  train/train_acc ▁▂▃▄▄▅▄▅▅▅▆▆▆▇▇▇▇▇▇████\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: train/train_loss █▅▄▃▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Run summary:\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:    test/test_acc 0.8625\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:   test/test_loss 13.09936\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:      train/epoch 46.5\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m:  train/train_acc 0.8192\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: train/train_loss 15.92306\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: 🚀 View run \u001b[33mvermilion-peony-12\u001b[0m at: \u001b[34m\u001b[4mhttps://wandb.ai/jhashulabh/mobilenet_v3_dropout_test_eval/runs/qgv1lboj\u001b[0m\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Synced 6 W&B file(s), 23 media file(s), 7383 artifact file(s) and 0 other file(s)\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Find logs at: \u001b[35m\u001b[1m./wandb/run-20240218_103200-qgv1lboj/logs\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] Total training time: 1358.255 seconds\n"
     ]
    }
   ],
   "source": [
    "loss_fn = nn.CrossEntropyLoss(reduction='sum') # computes the cross entropy loss between input logits and target.\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr = ALPHA)\n",
    "\n",
    "# Start the timer\n",
    "from timeit import default_timer as timer\n",
    "start_time = timer()\n",
    "\n",
    "# Setup training and save the results\n",
    "Engine = Engine(model=model, loss_fn=loss_fn, optimizer=optimizer, device=device, early_stopping=True , config = wandb.config, dirpath = '/kaggle/working/model_weights')\n",
    "result = Engine.train(train_dataloader=train_dataloader, test_dataloader=test_dataloader, epochs=EPOCH, verbose=True, patience=PATIENCE)\n",
    "\n",
    "# End the timer and print out how long it took\n",
    "end_time = timer()\n",
    "print(f\"[INFO] Total training time: {end_time-start_time:.3f} seconds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f78ec6fc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:10.015908Z",
     "iopub.status.busy": "2024-02-18T10:55:10.015086Z",
     "iopub.status.idle": "2024-02-18T10:55:18.075078Z",
     "shell.execute_reply": "2024-02-18T10:55:18.073977Z"
    },
    "papermill": {
     "duration": 8.082933,
     "end_time": "2024-02-18T10:55:18.077009",
     "exception": false,
     "start_time": "2024-02-18T10:55:09.994076",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ec70b74626e54e969450a3b38a2385e6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/10 [00:00<?, ?batch/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_loss, predictions = Engine.evaluate(eval_dataloader)\n",
    "y_ts_true, y_ts_pred = predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0ce5741c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:18.119678Z",
     "iopub.status.busy": "2024-02-18T10:55:18.119309Z",
     "iopub.status.idle": "2024-02-18T10:55:18.124236Z",
     "shell.execute_reply": "2024-02-18T10:55:18.123323Z"
    },
    "papermill": {
     "duration": 0.028042,
     "end_time": "2024-02-18T10:55:18.126180",
     "exception": false,
     "start_time": "2024-02-18T10:55:18.098138",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "result_df = pd.DataFrame(result)\n",
    "# result_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fee69847",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:18.167793Z",
     "iopub.status.busy": "2024-02-18T10:55:18.167510Z",
     "iopub.status.idle": "2024-02-18T10:55:19.400068Z",
     "shell.execute_reply": "2024-02-18T10:55:19.399165Z"
    },
    "papermill": {
     "duration": 1.256644,
     "end_time": "2024-02-18T10:55:19.403203",
     "exception": false,
     "start_time": "2024-02-18T10:55:18.146559",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_torch_hist(result_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cf9beda8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:19.450278Z",
     "iopub.status.busy": "2024-02-18T10:55:19.449974Z",
     "iopub.status.idle": "2024-02-18T10:55:32.821851Z",
     "shell.execute_reply": "2024-02-18T10:55:32.820752Z"
    },
    "papermill": {
     "duration": 13.397739,
     "end_time": "2024-02-18T10:55:32.824287",
     "exception": false,
     "start_time": "2024-02-18T10:55:19.426548",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting torchview\r\n",
      "  Downloading torchview-0.2.6-py3-none-any.whl.metadata (12 kB)\r\n",
      "Downloading torchview-0.2.6-py3-none-any.whl (25 kB)\r\n",
      "Installing collected packages: torchview\r\n",
      "Successfully installed torchview-0.2.6\r\n"
     ]
    }
   ],
   "source": [
    "!pip install torchview\n",
    "from torchview import draw_graph\n",
    "\n",
    "model_graph = draw_graph(model, input_size=(32,3,224,224))\n",
    "model_arc = model_graph.visual_graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fb60e393",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:32.871885Z",
     "iopub.status.busy": "2024-02-18T10:55:32.871570Z",
     "iopub.status.idle": "2024-02-18T10:55:45.037952Z",
     "shell.execute_reply": "2024-02-18T10:55:45.036904Z"
    },
    "papermill": {
     "duration": 12.192483,
     "end_time": "2024-02-18T10:55:45.040248",
     "exception": false,
     "start_time": "2024-02-18T10:55:32.847765",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: graphviz in /opt/conda/lib/python3.10/site-packages (0.20.1)\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/kaggle/working/graph.png'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!pip install graphviz\n",
    "from graphviz import Digraph\n",
    "\n",
    "# Create a Digraph object\n",
    "\n",
    "\n",
    "# Render the graph to a file (e.g., PNG, PDF, etc.)\n",
    "model_arc.render(filename='/kaggle/working/graph', format='png', cleanup=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e9894eac",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:45.090346Z",
     "iopub.status.busy": "2024-02-18T10:55:45.089504Z",
     "iopub.status.idle": "2024-02-18T10:55:45.094606Z",
     "shell.execute_reply": "2024-02-18T10:55:45.093706Z"
    },
    "papermill": {
     "duration": 0.031947,
     "end_time": "2024-02-18T10:55:45.096754",
     "exception": false,
     "start_time": "2024-02-18T10:55:45.064807",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "36951e71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:45.147351Z",
     "iopub.status.busy": "2024-02-18T10:55:45.147064Z",
     "iopub.status.idle": "2024-02-18T10:55:45.200165Z",
     "shell.execute_reply": "2024-02-18T10:55:45.199296Z"
    },
    "papermill": {
     "duration": 0.078949,
     "end_time": "2024-02-18T10:55:45.202153",
     "exception": false,
     "start_time": "2024-02-18T10:55:45.123204",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "accuracy = accuracy_score(y_ts_true, y_ts_pred) * 100\n",
    "cf_matrix  = confusion_matrix(y_ts_true, y_ts_pred)  \n",
    "f1_score = f1_score(y_ts_true, y_ts_pred, average='micro') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ffa1f0ab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:45.250122Z",
     "iopub.status.busy": "2024-02-18T10:55:45.249833Z",
     "iopub.status.idle": "2024-02-18T10:55:45.587706Z",
     "shell.execute_reply": "2024-02-18T10:55:45.586816Z"
    },
    "papermill": {
     "duration": 0.364543,
     "end_time": "2024-02-18T10:55:45.589877",
     "exception": false,
     "start_time": "2024-02-18T10:55:45.225334",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# constant for classes\n",
    "\n",
    "# Build confusion matrix\n",
    "# cf_matrix \n",
    "df_cm = pd.DataFrame(cf_matrix / np.sum(cf_matrix, axis=1)[:, None], index = [i for i in classes],\n",
    "                     columns = [i for i in classes])\n",
    "plt.figure(figsize = (12,7))\n",
    "sns.heatmap(df_cm, annot=True)\n",
    "plt.savefig('/kaggle/working/output.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "33976eb4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:45.638492Z",
     "iopub.status.busy": "2024-02-18T10:55:45.638175Z",
     "iopub.status.idle": "2024-02-18T10:55:45.643842Z",
     "shell.execute_reply": "2024-02-18T10:55:45.642999Z"
    },
    "papermill": {
     "duration": 0.031703,
     "end_time": "2024-02-18T10:55:45.645671",
     "exception": false,
     "start_time": "2024-02-18T10:55:45.613968",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87.94788273615634"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7a54dc2c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-18T10:55:45.693591Z",
     "iopub.status.busy": "2024-02-18T10:55:45.693302Z",
     "iopub.status.idle": "2024-02-18T10:55:45.698680Z",
     "shell.execute_reply": "2024-02-18T10:55:45.697825Z"
    },
    "papermill": {
     "duration": 0.031422,
     "end_time": "2024-02-18T10:55:45.700460",
     "exception": false,
     "start_time": "2024-02-18T10:55:45.669038",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8794788273615635"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a89a15f5",
   "metadata": {
    "papermill": {
     "duration": 0.023542,
     "end_time": "2024-02-18T10:55:45.747533",
     "exception": false,
     "start_time": "2024-02-18T10:55:45.723991",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "gpu",
   "dataSources": [
    {
     "datasetId": 4423968,
     "sourceId": 7599778,
     "sourceType": "datasetVersion"
    },
    {
     "datasetId": 4442538,
     "sourceId": 7625720,
     "sourceType": "datasetVersion"
    },
    {
     "datasetId": 4445548,
     "sourceId": 7629982,
     "sourceType": "datasetVersion"
    },
    {
     "sourceId": 162727174,
     "sourceType": "kernelVersion"
    },
    {
     "sourceId": 162736617,
     "sourceType": "kernelVersion"
    },
    {
     "sourceId": 163094488,
     "sourceType": "kernelVersion"
    },
    {
     "sourceId": 163094579,
     "sourceType": "kernelVersion"
    }
   ],
   "dockerImageVersionId": 30648,
   "isGpuEnabled": true,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 1444.721013,
   "end_time": "2024-02-18T10:55:49.248821",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2024-02-18T10:31:44.527808",
   "version": "2.5.0"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "004758378a024e43bdc55290673c71b9": {
      "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_71f6aa4ced7940bdb9b77df74d9e1712",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_91889e5a665e4ec68bb46dc13b80bc29",
       "value": 98.0
      }
     },
     "009a466a20d74b4587eb412d3f7811b7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "01f336ead0104c29947efec74e145139": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "038391fc26c14f0fb4d5b58582ed5314": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "03a0c93184614ad6a5ee02f2b01c2da1": {
      "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_99c4515de3184173ad2ee7b52ed6f479",
       "placeholder": "​",
       "style": "IPY_MODEL_2019ceba4c7c4e0094e381c3bc1ad79d",
       "value": " 98/98 [00:45&lt;00:00,  2.07batch/s]"
      }
     },
     "04f442e2f16c455f9cfbbeb2928f3ad0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "063fd8ca0bb4408fb134096c5fc6521c": {
      "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_009a466a20d74b4587eb412d3f7811b7",
       "placeholder": "​",
       "style": "IPY_MODEL_d5b166c2ac7d4ccab59e781f228a9796",
       "value": " 10/10 [00:14&lt;00:00,  1.52s/batch]"
      }
     },
     "0668d2077cb145b98f0e7d0e2ed60db4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "07833f4321704f04a010e1493f85dc71": {
      "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_3a311cb6903449a69b3030c09f2b3586",
        "IPY_MODEL_e694deb366064e318d57ffef1ac678c0",
        "IPY_MODEL_4ac7923eb215436484637479098570c7"
       ],
       "layout": "IPY_MODEL_aa1c0a64a880442e80a9b7160c541fe7"
      }
     },
     "0820e78f6a4c4474a4c291051630fb31": {
      "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_24cedcd253694a89a20f3817d3c2eb5b",
       "placeholder": "​",
       "style": "IPY_MODEL_636495c570184bfdb3f5e3977fc5d419",
       "value": " 10/10 [00:10&lt;00:00,  1.11s/batch]"
      }
     },
     "0893b30c826c4272a9efad6e342ca0a9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "09514a8caf9443d29496fe278d026d79": {
      "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": ""
      }
     },
     "0953847123184f82a299eb786a301d8f": {
      "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_4b3e8f8480f840328871915168ac8a3f",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_ee80915adc284fdea4fe2400e1d2e23f",
       "value": 10.0
      }
     },
     "09fd34e0a357477aaa24847ffd833cb4": {
      "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_7e6f542ad9c44c6ab78bb144889600c9",
       "placeholder": "​",
       "style": "IPY_MODEL_13e783aa4fe24f5d8bebc3c568f84c0d",
       "value": "Epoch 7/50: 100%"
      }
     },
     "0a418fd6decb47fca3f1decdd57855ac": {
      "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_66fa0f5beaf847e595a781eceab38a47",
       "placeholder": "​",
       "style": "IPY_MODEL_fa060ed539e34e0794f3aa8c658289c0",
       "value": " 98/98 [00:45&lt;00:00,  2.10batch/s]"
      }
     },
     "0a7c7a1c3ee34f5db6d9854bd29a2af5": {
      "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": ""
      }
     },
     "0a8960293221483a9f2c08f388e8ef03": {
      "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_d95141817bad46998cf450376e84f4b4",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_c4c4cb6529074e818de0b903dc573f6d",
       "value": 10.0
      }
     },
     "0ae735f01e434eb3937ffa0a76444dd7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0aff89e19d3a478e85873f8637e649f2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0c3335dc89054510a47288eac8ed4568": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0c412d03d9694b7792cb02264014a138": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0c8cc32e8b6949719a8039383abefc09": {
      "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_c2c4c0e648c84a88a7964048e3ace1cd",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_2d9d118152a54bee93dca7819238d32c",
       "value": 98.0
      }
     },
     "0ccea0e713b74cfea9c2197ead9a871f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0ce2c8a397a84dcb9545f71d06ebd37a": {
      "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": ""
      }
     },
     "0d26bf421c7a4cce9899057c993e5b27": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0d7a50289d0244c082eb259215156e3d": {
      "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": ""
      }
     },
     "0dbd2c18c7504868a7ea66f2ff54d1aa": {
      "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_0668d2077cb145b98f0e7d0e2ed60db4",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_5d60b4438d8a413bad5265d6d15b958e",
       "value": 10.0
      }
     },
     "0e0e5a6412ed4df8848847f8fdbd8919": {
      "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_30ed70003beb4286b8e796bda1ccc746",
       "placeholder": "​",
       "style": "IPY_MODEL_cc9156febbb64ed2bc03c7844e8fb3a9",
       "value": "model.safetensors: 100%"
      }
     },
     "0e87d8b65f7344f68bff05830e603574": {
      "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": ""
      }
     },
     "0eb5024f20104e25b6bf5bd03bc7f727": {
      "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_e04399d5983c41caba6839761225c16a",
       "placeholder": "​",
       "style": "IPY_MODEL_d22c9b0998244009954d09952d530a73",
       "value": " 10/10 [00:10&lt;00:00,  1.11s/batch]"
      }
     },
     "10c7c8efab544df8ba9ca6c263f231a8": {
      "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_dd7e6cecde4f4994bf890036aef222d2",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_857539c7afd24162a4eee3efe1ed2538",
       "value": 10.0
      }
     },
     "118d7961fb1f4d3ba6f8c5e9066bb78d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1191fc205aa641b99f77bedda200939a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "11a7f16b8298437b9ddac1120ec28db7": {
      "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": ""
      }
     },
     "11bc2f7db8f647f28f0ba0df57e7646c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "11c9a29b6cbb4c459a71f66b6f67aefa": {
      "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": ""
      }
     },
     "11e155451e8b4d1089ab83a3e8cd61cc": {
      "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_7b7527ed3a8d4fcabf3eec9e0eca4686",
       "placeholder": "​",
       "style": "IPY_MODEL_9e1e8ac60e9943fcaf4850258b0ff60f",
       "value": " 10/10 [00:10&lt;00:00,  1.09s/batch]"
      }
     },
     "1206108f0f9949c4bc058af21fdcefdc": {
      "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_fe21668733fe41c8b5c3c78773b42558",
        "IPY_MODEL_15fc4cac2fc148c781b9fb94efdee99b",
        "IPY_MODEL_f5525b2a85c5487cad0005d2a460d453"
       ],
       "layout": "IPY_MODEL_5e619a37807a487498cac422a05a00b3"
      }
     },
     "1292893606b242a3942b74c476c9b558": {
      "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_5e3f6f9fc802462f9f66a20969fede63",
       "placeholder": "​",
       "style": "IPY_MODEL_e1adb8e87b2c465e82601b87023ece96",
       "value": "Epoch 17/50: 100%"
      }
     },
     "13c9196e023b4eb4aab35d306db72a28": {
      "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": ""
      }
     },
     "13e783aa4fe24f5d8bebc3c568f84c0d": {
      "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": ""
      }
     },
     "14ab2f8905ea41539ae63c5613989680": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "14bd788284b0421c96b578fa6ad56449": {
      "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": ""
      }
     },
     "14d9ee53f4fb41e1adaf44e76b94fd4d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "15fc4cac2fc148c781b9fb94efdee99b": {
      "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_b64e3e39b38c468082d07d476e2417b7",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b4df1b5c3fe64b6f847b33c106f26cc1",
       "value": 10.0
      }
     },
     "1628544f08a24111af9b9d45c4fc4172": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1640263be546496b9464e3638de04bdf": {
      "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_efa4828a15db442b9c46152008935e10",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_0ce2c8a397a84dcb9545f71d06ebd37a",
       "value": 10.0
      }
     },
     "17ebb2d572d64f9a90e4575404a254de": {
      "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": ""
      }
     },
     "191cb89ddc01403b84dcd1326eec4d87": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1a6951316156465fb4350df9296036dd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1a9f5bde307f42a9be313fd163a7d70e": {
      "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_2a57b51a059a4c1f83ec33a6c8faafd0",
        "IPY_MODEL_67395cf1657947b9aa3fbbaade7ba676",
        "IPY_MODEL_a607737b04ee4987b9b43354b05d90a8"
       ],
       "layout": "IPY_MODEL_dee19f0f244c448a8ceb52b79d678fac"
      }
     },
     "1af4f52bea994b848411ecd8338d5c90": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1b6fe8213c0848cb810850e229437d65": {
      "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_6b64b638979e48e9908542e2feca0fe5",
       "placeholder": "​",
       "style": "IPY_MODEL_fe2979ae53ad4f01903c60462c7f0db8",
       "value": "Epoch 18/50: 100%"
      }
     },
     "1b75ea7cce1e49a2bc4d0e4e22abd686": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1ba66db963de448b82b4f459106d5911": {
      "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": ""
      }
     },
     "1c29a164da114c65a219dc1b96edef59": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1c8f8908e405450991bb2a45a17f89ca": {
      "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_c0ee28e060dc4600b9fbd16c4e23a9b0",
        "IPY_MODEL_209550add295432fb5b8b8085e98da69",
        "IPY_MODEL_cb087c3c58d74f07a61138ec8e574ac5"
       ],
       "layout": "IPY_MODEL_7240543eb1904de5af4acab2abb01c75"
      }
     },
     "1d5454cf0c33487b958978ffffe2f606": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1d839eb78fb0406d8d14e1658829c9b2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1df75930246a4720b8a11da9b96a789b": {
      "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_409bad427860410aa1e40c049482a479",
       "placeholder": "​",
       "style": "IPY_MODEL_a440c232bef7494a83976b5a70f3dcfd",
       "value": " 98/98 [00:44&lt;00:00,  2.21batch/s]"
      }
     },
     "1e7114213cc948379b04b1703b0a0736": {
      "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_a918d86d6dcb422b94e5e04cd22bddd5",
        "IPY_MODEL_5e498a9ede8f4cffa3ca3ed70af4fdd4",
        "IPY_MODEL_7e80eb90b5b048c38c390906f77bff43"
       ],
       "layout": "IPY_MODEL_ec0d75fd12164480b5d02694024b012b"
      }
     },
     "1e93e37b8f7d40a0a04c26b98440d05c": {
      "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": ""
      }
     },
     "1efa0fd588d64acb9105adfc204f4371": {
      "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_6fd007adde8b4f4facaf904bc1a7cff4",
       "placeholder": "​",
       "style": "IPY_MODEL_961bd7584d3840feb35c93e4194d2038",
       "value": " 98/98 [00:44&lt;00:00,  2.24batch/s]"
      }
     },
     "1f17eb50bf7443f7947c03343091a32e": {
      "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": ""
      }
     },
     "1f369be826b84df2bbd1e8582b40cb7d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1f430e57d71d424ca635c818bf4b1e57": {
      "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_39cc47383ed846eead7bb7007c85f29c",
       "placeholder": "​",
       "style": "IPY_MODEL_11a7f16b8298437b9ddac1120ec28db7",
       "value": "Epoch 20/50: 100%"
      }
     },
     "1f797276eb784e54ba7f0e4421e14ca0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1f822b0821e94a74b39be0b3de8ca729": {
      "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_d3550a7644a848cfa157e6da4df3ae01",
        "IPY_MODEL_dd10e8db22dd46fb9fd5ed152fe63ccc",
        "IPY_MODEL_0eb5024f20104e25b6bf5bd03bc7f727"
       ],
       "layout": "IPY_MODEL_6b524c07c1484c4785ec850a85c322fc"
      }
     },
     "1fe6ec9777b74b5992b93a7488c4736b": {
      "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_dcab2fd163054c0fb3c5ad45be45d13e",
       "placeholder": "​",
       "style": "IPY_MODEL_819654fff9fc4ba482714c9d71c7a25c",
       "value": "Epoch 8/50: 100%"
      }
     },
     "2019ceba4c7c4e0094e381c3bc1ad79d": {
      "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": ""
      }
     },
     "2055a3cd199f4f5babecca2ca993902a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "209550add295432fb5b8b8085e98da69": {
      "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_e9f20aeef9a248e2a7766ccdc8737ff9",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_9e88fb55b4814f6187afe3751c114ea5",
       "value": 10.0
      }
     },
     "2113c00ddcce4a74bc77251e8ba33ce8": {
      "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_7d109e7d34324016a9d08c04ef5411e3",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_7fda9f924f5b4e9fa96e19315735607f",
       "value": 98.0
      }
     },
     "2114d87d2a864bfa859479570633da9a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "21ef0af9d8b4445095d10eca245448bf": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "222b4ed6db344c08b898ed45e991bdc7": {
      "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_797d6c8ec3ce4be39e619cab0c67dca6",
       "placeholder": "​",
       "style": "IPY_MODEL_6ce11f79462449aba94176306ae089b3",
       "value": " 10/10 [00:10&lt;00:00,  1.09s/batch]"
      }
     },
     "2286c82080ad40d5a6ca136fb4eadfb1": {
      "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": ""
      }
     },
     "22b0daa9c76243a8bc0805e0734e06b9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "22d90080b48d4aa9bd060b214adbb9cc": {
      "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_feb02412f8324e3ebe2fb3beb78d8ac0",
       "placeholder": "​",
       "style": "IPY_MODEL_ae03aa8b17264ca7bd94031bb8b51dac",
       "value": "Epoch 12/50: 100%"
      }
     },
     "22f6b0f4481f432287f2c10533aea2e2": {
      "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": ""
      }
     },
     "231e111e4aba4199b5a59eff477f460e": {
      "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_d992282d020f48379b56f53c72fd0ed8",
       "placeholder": "​",
       "style": "IPY_MODEL_1e93e37b8f7d40a0a04c26b98440d05c",
       "value": " 10/10 [00:10&lt;00:00,  1.08s/batch]"
      }
     },
     "2372c6e722e54b7c9a6a6399ffb471a8": {
      "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_e5ff2906eecf4ae4b7140e0405e4eeb7",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_dce1057a18c14b16829d657af192ba70",
       "value": 10.0
      }
     },
     "241437fa286c4d889b248581aa47a65f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "247e4c02bad142229676205850f4e675": {
      "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_22b0daa9c76243a8bc0805e0734e06b9",
       "placeholder": "​",
       "style": "IPY_MODEL_a38ccba953314f2e9a15d7257f6a3431",
       "value": " 10/10 [00:10&lt;00:00,  1.12s/batch]"
      }
     },
     "24ce255885a74690afeb3d3f535a2c83": {
      "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_9071a2520e2b4ec2b6ad2c45a41f95b0",
       "placeholder": "​",
       "style": "IPY_MODEL_7cf4bb75045c4afeb26907848894556e",
       "value": "Epoch 20/50: 100%"
      }
     },
     "24cedcd253694a89a20f3817d3c2eb5b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "24da461f966d4c969de3a4329403afc8": {
      "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_d6cbc02d673c435394b8b5139cd3b319",
       "placeholder": "​",
       "style": "IPY_MODEL_d00633ffdd004dcc97760c3d94125a5b",
       "value": " 10/10 [00:10&lt;00:00,  1.10s/batch]"
      }
     },
     "24f797ed1a8648449ba8931425f96e41": {
      "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": ""
      }
     },
     "268dcf8457894f75a743483e771abac6": {
      "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_b6cabcf3d3fa40118a5bb2485a19f9dd",
       "placeholder": "​",
       "style": "IPY_MODEL_47075afeb4cf4393854d81eeb54ac703",
       "value": "Epoch 14/50: 100%"
      }
     },
     "26a123df353b42059828f3c8d09f9766": {
      "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_a66dc6ecb0f547f8a4755c561b84e2f7",
        "IPY_MODEL_a707c92bb7f04361b069db0be4780d90",
        "IPY_MODEL_96e6a93a2a544bd7840e9c40704ccfaf"
       ],
       "layout": "IPY_MODEL_b2a675ab23754395bd40913fdc93ad44"
      }
     },
     "26de8a2485314a019bbd033a3f875dea": {
      "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_aace4d442ad443439898e4a40f0280bd",
       "placeholder": "​",
       "style": "IPY_MODEL_e91813d1d8504295bc513c0135a806f0",
       "value": "Epoch 12/50: 100%"
      }
     },
     "2901585436434c2ead7499778817aa05": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "29b98eb9a7ed4a6baaf34d8aee8cfe89": {
      "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": ""
      }
     },
     "29ea9e3372b146d887ef90fa57af800d": {
      "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_ef551cbf6293454c95426b20ed347d72",
       "placeholder": "​",
       "style": "IPY_MODEL_e6e7ab49ccb34877b02eb5d7e1fc8e78",
       "value": "Epoch 1/50: 100%"
      }
     },
     "2a57b51a059a4c1f83ec33a6c8faafd0": {
      "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_2ced8e911a014b918d3cac3822a4a73d",
       "placeholder": "​",
       "style": "IPY_MODEL_22f6b0f4481f432287f2c10533aea2e2",
       "value": "Epoch 11/50: 100%"
      }
     },
     "2ae68bcdf310428483ccc261822db19e": {
      "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_8e9d36d8eb444916a6999f63f1746712",
       "placeholder": "​",
       "style": "IPY_MODEL_40e927af9cfc4599bc90025ad8067da5",
       "value": " 10/10 [00:11&lt;00:00,  1.13s/batch]"
      }
     },
     "2b5f19a85341497d8cb83e31b0996b4b": {
      "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_8932f53158884147b2484b515e9b6b0d",
        "IPY_MODEL_f962315ebe40461494cec9961b96d557",
        "IPY_MODEL_dc4c5006a60e4dd2822e5952fdc9bc71"
       ],
       "layout": "IPY_MODEL_e2583e1d060045198a9d9750bde313ec"
      }
     },
     "2b6680754dda4868946f2fe55c2f084e": {
      "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": ""
      }
     },
     "2c70b62b67a54595a13ac5c8440d5c00": {
      "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": ""
      }
     },
     "2ced8e911a014b918d3cac3822a4a73d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2d2817aeb6694a81a659684eb0e80723": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2d374df9fb504d9192370cfec70a0cda": {
      "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_118d7961fb1f4d3ba6f8c5e9066bb78d",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_914ac97d50af43839cccb321974a8a5e",
       "value": 98.0
      }
     },
     "2d9d118152a54bee93dca7819238d32c": {
      "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": ""
      }
     },
     "2dbb544f64da4edfa680455b734dfe8b": {
      "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_825850996d7c407e8c64cda522960bac",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_0e87d8b65f7344f68bff05830e603574",
       "value": 98.0
      }
     },
     "2e1eadd95959413fb11215814bb5035a": {
      "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": ""
      }
     },
     "2e2adf2eeccb42c280b5b3ad45fb1d34": {
      "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": ""
      }
     },
     "2eee8f37fd0e4d7791f679755f905e3e": {
      "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": ""
      }
     },
     "2f53ec3140a842b7a5283399354c3ed1": {
      "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": ""
      }
     },
     "30ed70003beb4286b8e796bda1ccc746": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3128a51f40e044e7a67532eb2388fab7": {
      "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": ""
      }
     },
     "312a82a2ed624f04902f370ced323ada": {
      "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_54efb5b70a994f688a56e759e2ef264d",
       "placeholder": "​",
       "style": "IPY_MODEL_f2cf8e1ec3ee4851bac74b93771908ce",
       "value": " 10/10 [00:08&lt;00:00,  1.34batch/s]"
      }
     },
     "3267053ba5fa4b328d8747263626d82e": {
      "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_2901585436434c2ead7499778817aa05",
       "placeholder": "​",
       "style": "IPY_MODEL_aa486ae46a9e422b9af7edb153b06f79",
       "value": " 10/10 [00:10&lt;00:00,  1.09s/batch]"
      }
     },
     "3274c2251a364269b65c487af71edcd9": {
      "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_b1b646fd672446cfba3724bc40ce6e3a",
       "placeholder": "​",
       "style": "IPY_MODEL_85b2880a55234aa3b9aae4eee9b110e3",
       "value": "Epoch 10/50: 100%"
      }
     },
     "33eabf4857fa42ecaa1389463207353e": {
      "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_9a8d0683b2834329a33086df554ac26d",
       "placeholder": "​",
       "style": "IPY_MODEL_7c51a0a8983245a6b18b63d8b71c97e9",
       "value": " 10/10 [00:10&lt;00:00,  1.12s/batch]"
      }
     },
     "344221794ef447218da41f6b82785bc8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "34b0505c19154dc0ac074c2e5bb9efc1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "34c6501dfafd4fcb80cab3748cfae7d2": {
      "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_24ce255885a74690afeb3d3f535a2c83",
        "IPY_MODEL_0a8960293221483a9f2c08f388e8ef03",
        "IPY_MODEL_24da461f966d4c969de3a4329403afc8"
       ],
       "layout": "IPY_MODEL_8558df6d45604dcfbb7c9586fb29b1c0"
      }
     },
     "34d1f50b3dc04a5a8a063263f05b555b": {
      "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_3c77ce8dec82496b82fdf8b9dbd7aacd",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_c7f280b70b7f4482a4a618a2f258b5bf",
       "value": 98.0
      }
     },
     "34d46d5d1da840069bca4efa005f544b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3536e8bf4d2241f081174a7d8f918f44": {
      "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_191cb89ddc01403b84dcd1326eec4d87",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_77f2768a5448442886679f483282e5e9",
       "value": 98.0
      }
     },
     "35ece712259d45eda34d2004d32f7f26": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "361b5e58dc394cd893fbfcc28621c29a": {
      "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_d34ef58d65064404956411de6b5cf47c",
       "placeholder": "​",
       "style": "IPY_MODEL_5b69486448d841ae93a0c70449f5bd33",
       "value": "Epoch 22/50: 100%"
      }
     },
     "365a6f23e9a14e3db307aa5d2b57b1de": {
      "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_5ae1b195b38541f2a4c7c1dc3e7fc076",
       "max": 22058321.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_4ed765526e3045f8a87c4335ffd50ab9",
       "value": 22058321.0
      }
     },
     "36d91ff2b73f4ba391cf8416375da06e": {
      "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": ""
      }
     },
     "37990ed6aca54e08be245cde132faafb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "393e5cc5eb9d42dca16e28435e7efad4": {
      "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_3fbce8512a704027985bd3fd926b9b18",
       "placeholder": "​",
       "style": "IPY_MODEL_11c9a29b6cbb4c459a71f66b6f67aefa",
       "value": "Epoch 4/50: 100%"
      }
     },
     "39c2e5b92653430a93cc185b62656c2f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "39cc47383ed846eead7bb7007c85f29c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3a311cb6903449a69b3030c09f2b3586": {
      "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_14d9ee53f4fb41e1adaf44e76b94fd4d",
       "placeholder": "​",
       "style": "IPY_MODEL_e450efa9d24545aeb0e468cbd6224ad2",
       "value": "Epoch 19/50: 100%"
      }
     },
     "3a5632af9bca49e09bb50df6f9b98afb": {
      "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_361b5e58dc394cd893fbfcc28621c29a",
        "IPY_MODEL_10c7c8efab544df8ba9ca6c263f231a8",
        "IPY_MODEL_60034513e4724b67901e21cfed7b5376"
       ],
       "layout": "IPY_MODEL_64310c1369d74c57a75baa24699e1617"
      }
     },
     "3a888e1d305b4a0c97cbba7c8107a94f": {
      "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": ""
      }
     },
     "3b3480cf9f6a42439a3217df32c8ead4": {
      "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_f80fdc2c3d394f3cab41cf596ae31221",
        "IPY_MODEL_fb5162fbbdb84488853bbd40f156d986",
        "IPY_MODEL_a455fcd83fc94580b99a0ef1d8e404c3"
       ],
       "layout": "IPY_MODEL_35ece712259d45eda34d2004d32f7f26"
      }
     },
     "3c130bebe9304c4dade6ef7750ca74ad": {
      "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_c6ad11a2abaf482dacdf61b5e0fa4e5f",
       "placeholder": "​",
       "style": "IPY_MODEL_c65ae61fb5434d20a1ea648763f25c6d",
       "value": " 10/10 [00:10&lt;00:00,  1.09s/batch]"
      }
     },
     "3c33a4b7bb684da8b481fc00e4cf115c": {
      "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_37990ed6aca54e08be245cde132faafb",
       "placeholder": "​",
       "style": "IPY_MODEL_81829565eb354dd2a4bd0a145743930e",
       "value": "Epoch 22/50: 100%"
      }
     },
     "3c77ce8dec82496b82fdf8b9dbd7aacd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3cf5f318756d40cb9289f66f02db3c41": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3e286c1504af4c7cadd67ea2fc366488": {
      "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_9b7364fa90b94388a5d17b0911361332",
        "IPY_MODEL_741f9ed4f8fc4321890d3553030ac2fc",
        "IPY_MODEL_784605b12029421d8d41b0fac9df8d9f"
       ],
       "layout": "IPY_MODEL_4b607ae203884392a75684596ded6719"
      }
     },
     "3e62b4ba9aa54c3bb1e774ba7666c245": {
      "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_7c89bece45f74e409d0338ccb527106c",
        "IPY_MODEL_0dbd2c18c7504868a7ea66f2ff54d1aa",
        "IPY_MODEL_063fd8ca0bb4408fb134096c5fc6521c"
       ],
       "layout": "IPY_MODEL_a328d29a9412483ba1e8710512ed0cbc"
      }
     },
     "3e7754fcf1374b6b9f35b7a74fba4db8": {
      "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_889960fb26eb40978a33f1fd0210eac5",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_df4499bd94e94bd6a3be0233a1f8215e",
       "value": 98.0
      }
     },
     "3f14cb01e9844a6f98f3bae6a0eaaac3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3fbce8512a704027985bd3fd926b9b18": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3fcf2f508c6e44bb8b1675cdf9288010": {
      "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_1628544f08a24111af9b9d45c4fc4172",
       "placeholder": "​",
       "style": "IPY_MODEL_1f17eb50bf7443f7947c03343091a32e",
       "value": " 98/98 [00:44&lt;00:00,  2.22batch/s]"
      }
     },
     "3fff9978526a40339e84021111ef1082": {
      "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_d53e465f766e4499a9f51f1d5934cf5f",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_44cd3ef7439b4e308f38c26e7b28cd21",
       "value": 98.0
      }
     },
     "409bad427860410aa1e40c049482a479": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "40c1139900644357ad9bdec5d7230a6e": {
      "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": ""
      }
     },
     "40e927af9cfc4599bc90025ad8067da5": {
      "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": ""
      }
     },
     "433b221279b646338f337f9f83709763": {
      "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": ""
      }
     },
     "43f3f942c3d14b7a9aed33cd89be8f1b": {
      "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": ""
      }
     },
     "443770ba149a41279a721c5361bedd1b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "443c02153d3c417db9e0bdbad8765f76": {
      "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": ""
      }
     },
     "44cd3ef7439b4e308f38c26e7b28cd21": {
      "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": ""
      }
     },
     "45ca715e5afc4a8bb1d61279c52161a0": {
      "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_1d5454cf0c33487b958978ffffe2f606",
       "placeholder": "​",
       "style": "IPY_MODEL_acf487f223724a9d9f6dea1739d2bc29",
       "value": "Epoch 9/50: 100%"
      }
     },
     "467013e4ba8f40d9975e62c05c4b0586": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "46e698a01cc544849f45e5729daa26ab": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "46fa3f6318f54b9f97b27fa9dda4abd1": {
      "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": ""
      }
     },
     "47075afeb4cf4393854d81eeb54ac703": {
      "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": ""
      }
     },
     "48e29eaffb9b448bafbc4a4061971131": {
      "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": ""
      }
     },
     "490772cf8354409ea425931712d279c2": {
      "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_bb115d2f26b845d9958ebcb62445d39d",
       "placeholder": "​",
       "style": "IPY_MODEL_b9e08d2195e44c4f89967f1c37f4aa41",
       "value": "Epoch 14/50: 100%"
      }
     },
     "4a44220744434983b8fec04eaac9b9c9": {
      "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_3cf5f318756d40cb9289f66f02db3c41",
       "placeholder": "​",
       "style": "IPY_MODEL_57d2a433745f486bad8b3ac72805c6eb",
       "value": "Epoch 19/50: 100%"
      }
     },
     "4a54f318dfd94fddb5d187a390cf7ec7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4ac7923eb215436484637479098570c7": {
      "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_0ae735f01e434eb3937ffa0a76444dd7",
       "placeholder": "​",
       "style": "IPY_MODEL_46fa3f6318f54b9f97b27fa9dda4abd1",
       "value": " 10/10 [00:10&lt;00:00,  1.10s/batch]"
      }
     },
     "4b20e4722da1434c92f1fa319af1dfcd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4b3e8f8480f840328871915168ac8a3f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4b607ae203884392a75684596ded6719": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4c20a52b82e048a292c03120a92ab8e9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4c6baa5aedb74c4c8b694b903a57e588": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4e2a999dd02746d8af30cf922e184c52": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4ed765526e3045f8a87c4335ffd50ab9": {
      "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": ""
      }
     },
     "505fd67d31f64e79ae4fdfa87e1f7256": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "50f8f0ff5bda47b3beee5acf89ed7a3e": {
      "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_6fea3f88ba19468b8cb6df296dfa975e",
       "placeholder": "​",
       "style": "IPY_MODEL_fca6ccae7f68414b89116b33465adb0c",
       "value": " 98/98 [00:44&lt;00:00,  2.14batch/s]"
      }
     },
     "5103d104862b48c9bf09e596338f25d6": {
      "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": ""
      }
     },
     "52d9f7134cec49399b25bae2aba25631": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5307ad50f9ca4276a512249ddb830cee": {
      "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": ""
      }
     },
     "532e8e7f25e64ba99cdcfd52aea2d116": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "54d1820129794a3db6117878a8cde535": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "54efb5b70a994f688a56e759e2ef264d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "569b75e7ad7a499f88fa9fd0d5346809": {
      "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_4e2a999dd02746d8af30cf922e184c52",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_6e6ebf92632c4fbdb85a252d418378d1",
       "value": 10.0
      }
     },
     "573e6cb6990b4a69a8bb2a0fd27ff01e": {
      "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_b38e3e6389ef4c348e192ec9174e377e",
       "placeholder": "​",
       "style": "IPY_MODEL_ee29c8ab47c74c42a7bbb50151077e96",
       "value": " 22.1M/22.1M [00:00&lt;00:00, 69.1MB/s]"
      }
     },
     "57d2a433745f486bad8b3ac72805c6eb": {
      "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": ""
      }
     },
     "5854f8b1874c4266bcd1e950e2893e72": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5994511d817f450e87c997510ee9ed0f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "59ae4715cdce441caf5ac33918ffc743": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5ae1b195b38541f2a4c7c1dc3e7fc076": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5b69486448d841ae93a0c70449f5bd33": {
      "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": ""
      }
     },
     "5cd65f3a248b446cac1392408017d20d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5d60b4438d8a413bad5265d6d15b958e": {
      "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": ""
      }
     },
     "5d66bbb87a8a4bdaa613dca0d029c864": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5e3f6f9fc802462f9f66a20969fede63": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5e498a9ede8f4cffa3ca3ed70af4fdd4": {
      "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_bb45125843354de4b6bbbb37b8be51f7",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_8845fb4fcedb465eac9cb93726154ee0",
       "value": 10.0
      }
     },
     "5e619a37807a487498cac422a05a00b3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5e783337332543e7a70e8439d157b25e": {
      "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_8c054fea4ece47a4a6189e41c38c0046",
       "placeholder": "​",
       "style": "IPY_MODEL_ae770b4232994b3180761b51fb888f47",
       "value": " 98/98 [00:45&lt;00:00,  2.14batch/s]"
      }
     },
     "5ebd458220e845a3812e307be0bcac37": {
      "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": ""
      }
     },
     "5ee483a4d54245218691231cf715d74a": {
      "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": ""
      }
     },
     "5f2ce27426b7477fb038d3ac624974ab": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5fc87654140a46748cfd13031d26ac37": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "60034513e4724b67901e21cfed7b5376": {
      "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_0c412d03d9694b7792cb02264014a138",
       "placeholder": "​",
       "style": "IPY_MODEL_09514a8caf9443d29496fe278d026d79",
       "value": " 10/10 [00:10&lt;00:00,  1.10s/batch]"
      }
     },
     "61f01398793547738b72e818bf615ae8": {
      "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_1af4f52bea994b848411ecd8338d5c90",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b83a35309d224a6eb93a7ed25c2469c8",
       "value": 98.0
      }
     },
     "623e8cdaffe34f2d9c8367fbd9f736bc": {
      "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": ""
      }
     },
     "62914fb0e72f4fb89ce6df42e039629b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "629d67ad2ce140a4b9776825a338f80f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "62e4269687f14c3498a2794c96a209df": {
      "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": ""
      }
     },
     "636495c570184bfdb3f5e3977fc5d419": {
      "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": ""
      }
     },
     "63f024a322db482ea8981e1d032e5931": {
      "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_4c6baa5aedb74c4c8b694b903a57e588",
       "placeholder": "​",
       "style": "IPY_MODEL_8bcf6dc96c574be29818be7dd260e3b6",
       "value": " 98/98 [00:44&lt;00:00,  2.21batch/s]"
      }
     },
     "64310c1369d74c57a75baa24699e1617": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "64f370d3497840c680d6c156bb329154": {
      "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_629d67ad2ce140a4b9776825a338f80f",
       "placeholder": "​",
       "style": "IPY_MODEL_9d62099ff5324b07a56f5e14f538553e",
       "value": "Epoch 21/50: 100%"
      }
     },
     "65582c41a228496b9a6adfb89a48cd92": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "66fa0f5beaf847e595a781eceab38a47": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "672c97ae41784cb8a9c521192408e9a4": {
      "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_c6739531795742deb18d6eecfdaffded",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b12ede31d58249ff9fcc89f9daaad376",
       "value": 98.0
      }
     },
     "67395cf1657947b9aa3fbbaade7ba676": {
      "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_2055a3cd199f4f5babecca2ca993902a",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_5103d104862b48c9bf09e596338f25d6",
       "value": 10.0
      }
     },
     "67ff98f77fba407a85ba07226391c584": {
      "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_490772cf8354409ea425931712d279c2",
        "IPY_MODEL_c543199f498842f1aa1cb9f69142bc47",
        "IPY_MODEL_c4a40280ef1f496d887777d51dc0c6e6"
       ],
       "layout": "IPY_MODEL_5d66bbb87a8a4bdaa613dca0d029c864"
      }
     },
     "6919b7444a59464bbdb19caf91f25250": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "69655fd012554b44a4c1655ee8377b37": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6a8343ba96a647cfafdbef4d0676b8fc": {
      "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_5994511d817f450e87c997510ee9ed0f",
       "placeholder": "​",
       "style": "IPY_MODEL_6e13c02af2ab4e84b4eb8617381c734f",
       "value": " 10/10 [00:10&lt;00:00,  1.10s/batch]"
      }
     },
     "6b524c07c1484c4785ec850a85c322fc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6b64b638979e48e9908542e2feca0fe5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6b8fec0ea2cc4ae9b2ff10baaa50c15d": {
      "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_de2e2817e7704a458c742daa22c9d127",
        "IPY_MODEL_0c8cc32e8b6949719a8039383abefc09",
        "IPY_MODEL_3fcf2f508c6e44bb8b1675cdf9288010"
       ],
       "layout": "IPY_MODEL_4c20a52b82e048a292c03120a92ab8e9"
      }
     },
     "6c7c539024214a89a3b5deb88a90fea7": {
      "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": ""
      }
     },
     "6ce0e043405f4ca4a81dd1b36f0f64cf": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6ce11f79462449aba94176306ae089b3": {
      "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": ""
      }
     },
     "6cf1fcd7674f44158b34ef3b6d879655": {
      "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_393e5cc5eb9d42dca16e28435e7efad4",
        "IPY_MODEL_975949c5ee7c44a1966727222426696c",
        "IPY_MODEL_757884831c76407aafffba5c0f8a3471"
       ],
       "layout": "IPY_MODEL_ccb906e6391c446a841f9a9ec6100c30"
      }
     },
     "6d5b7125711942f19df15876f1634ac5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6db8e83a764b4782a5c76a23e8cf90da": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6e13c02af2ab4e84b4eb8617381c734f": {
      "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": ""
      }
     },
     "6e241ba946004becae1b7befd537dcc5": {
      "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_741f5338bade4f43848cc293eae6dfc4",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_9935dc8e56464898846fd8a8956d2451",
       "value": 10.0
      }
     },
     "6e6ebf92632c4fbdb85a252d418378d1": {
      "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": ""
      }
     },
     "6ec15fe9da994fc8b7b44555a9bf79b4": {
      "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_0e0e5a6412ed4df8848847f8fdbd8919",
        "IPY_MODEL_365a6f23e9a14e3db307aa5d2b57b1de",
        "IPY_MODEL_573e6cb6990b4a69a8bb2a0fd27ff01e"
       ],
       "layout": "IPY_MODEL_abc714e6168545f4b99f4a88f51f1a87"
      }
     },
     "6edbf1516ca045cab993a05958a9864c": {
      "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_1292893606b242a3942b74c476c9b558",
        "IPY_MODEL_2113c00ddcce4a74bc77251e8ba33ce8",
        "IPY_MODEL_e98f6a1ac16b44b9bdec220fdb63e00b"
       ],
       "layout": "IPY_MODEL_ca5fda1e8c354e06878349bb5bb1b972"
      }
     },
     "6f2398d463a348ea8e2906bf5677bded": {
      "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_91ac52052deb4bf9accef8fe9a9959f0",
        "IPY_MODEL_d9b538121495406cb64c21e693124110",
        "IPY_MODEL_7952efe255d34d9dbf78a2de84555ce0"
       ],
       "layout": "IPY_MODEL_b8e31473e66443d2a646b2f77c9cc2e9"
      }
     },
     "6f95f0d2684c4a13bfa2622adc2f0f8b": {
      "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": ""
      }
     },
     "6fd007adde8b4f4facaf904bc1a7cff4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "6fea3f88ba19468b8cb6df296dfa975e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "71ee5857f7ab4fc38a19b4955575e57c": {
      "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_467013e4ba8f40d9975e62c05c4b0586",
       "placeholder": "​",
       "style": "IPY_MODEL_9180b0a0665e483da927b64fa40fe984",
       "value": " 98/98 [00:44&lt;00:00,  2.18batch/s]"
      }
     },
     "71f6aa4ced7940bdb9b77df74d9e1712": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7240543eb1904de5af4acab2abb01c75": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "729a52207c7848c2a78756f19f0febd8": {
      "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": ""
      }
     },
     "741f5338bade4f43848cc293eae6dfc4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "741f9ed4f8fc4321890d3553030ac2fc": {
      "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_9ac7d83bd1df497a8c308c3759431647",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_7ce232b90c634a31987a0fdbf7e59fc7",
       "value": 10.0
      }
     },
     "746809a23e3c4fce800e7cbb658203c0": {
      "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": ""
      }
     },
     "750c04cd886d4dfda5b71aa015550998": {
      "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": ""
      }
     },
     "757884831c76407aafffba5c0f8a3471": {
      "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_62914fb0e72f4fb89ce6df42e039629b",
       "placeholder": "​",
       "style": "IPY_MODEL_0a7c7a1c3ee34f5db6d9854bd29a2af5",
       "value": " 98/98 [00:44&lt;00:00,  2.11batch/s]"
      }
     },
     "7604bcbf15834a0dab2d581058518a90": {
      "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": ""
      }
     },
     "77c93b0361464a2a89fab4707685c354": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "77f2768a5448442886679f483282e5e9": {
      "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": ""
      }
     },
     "784605b12029421d8d41b0fac9df8d9f": {
      "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_6db8e83a764b4782a5c76a23e8cf90da",
       "placeholder": "​",
       "style": "IPY_MODEL_b40eb9704d8c4f56b311cfb9d41c83b6",
       "value": " 10/10 [00:10&lt;00:00,  1.10s/batch]"
      }
     },
     "78622cf5a7ca4f3cb19b8386c612861d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "78fc4138abaf427f9afa4d597d89f683": {
      "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_39c2e5b92653430a93cc185b62656c2f",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_1ba66db963de448b82b4f459106d5911",
       "value": 10.0
      }
     },
     "79119833e711426da0ef231b2e547f03": {
      "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_889eda2979634d29860563b0f2aee4c4",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_9af78374c99247c29d63f6d61b167283",
       "value": 98.0
      }
     },
     "792edfec2d684e7aa1f28b653808cbe7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7952efe255d34d9dbf78a2de84555ce0": {
      "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_6d5b7125711942f19df15876f1634ac5",
       "placeholder": "​",
       "style": "IPY_MODEL_f6db7ff2e6384297afa611c025749794",
       "value": " 10/10 [00:10&lt;00:00,  1.09s/batch]"
      }
     },
     "797d6c8ec3ce4be39e619cab0c67dca6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7aeb9d8fe8964677a5c8503cbb81acf7": {
      "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_1f797276eb784e54ba7f0e4421e14ca0",
       "placeholder": "​",
       "style": "IPY_MODEL_433b221279b646338f337f9f83709763",
       "value": " 98/98 [00:44&lt;00:00,  2.15batch/s]"
      }
     },
     "7b2035a3918442d694ab218ce8d9f9a0": {
      "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": ""
      }
     },
     "7b7527ed3a8d4fcabf3eec9e0eca4686": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7c51a0a8983245a6b18b63d8b71c97e9": {
      "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": ""
      }
     },
     "7c89bece45f74e409d0338ccb527106c": {
      "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_ced789de02c14d1095edcc3b184fb091",
       "placeholder": "​",
       "style": "IPY_MODEL_fd77cba02c7b4fd7bb489ae31916f5d5",
       "value": "Epoch 1/50: 100%"
      }
     },
     "7c93a8dbf9aa497ea02e714fddaa809f": {
      "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": ""
      }
     },
     "7ce232b90c634a31987a0fdbf7e59fc7": {
      "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": ""
      }
     },
     "7cf4bb75045c4afeb26907848894556e": {
      "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": ""
      }
     },
     "7d109e7d34324016a9d08c04ef5411e3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7dbabfd9c7af4b38a544e540a2a3c4fc": {
      "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_b71befcb8af44d61980f8e398e3dfc3f",
        "IPY_MODEL_3fff9978526a40339e84021111ef1082",
        "IPY_MODEL_50f8f0ff5bda47b3beee5acf89ed7a3e"
       ],
       "layout": "IPY_MODEL_0d26bf421c7a4cce9899057c993e5b27"
      }
     },
     "7e6f542ad9c44c6ab78bb144889600c9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7e80eb90b5b048c38c390906f77bff43": {
      "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_90e1ce2fac284ded9d9d6dcd597f5eb6",
       "placeholder": "​",
       "style": "IPY_MODEL_443c02153d3c417db9e0bdbad8765f76",
       "value": " 10/10 [00:10&lt;00:00,  1.09s/batch]"
      }
     },
     "7ebfcd9d95a04b059ffa282b256c48b7": {
      "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_f0c51d53043e4e3fa6bc99b68c98d0a7",
       "placeholder": "​",
       "style": "IPY_MODEL_750c04cd886d4dfda5b71aa015550998",
       "value": " 98/98 [00:44&lt;00:00,  2.26batch/s]"
      }
     },
     "7ec4d82f5a7842b8a09195e2e15b60b8": {
      "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": ""
      }
     },
     "7fda9f924f5b4e9fa96e19315735607f": {
      "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": ""
      }
     },
     "802f564c75cb45eb8b649657ec613db4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "809516d1c10f4fd1b0b5c4a71b92be74": {
      "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_5fc87654140a46748cfd13031d26ac37",
       "placeholder": "​",
       "style": "IPY_MODEL_7b2035a3918442d694ab218ce8d9f9a0",
       "value": " 98/98 [00:45&lt;00:00,  2.23batch/s]"
      }
     },
     "816613bbdb0947b8bac9640815edd4da": {
      "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_ab8b780c3d544c6cacad640133afb53f",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_2b6680754dda4868946f2fe55c2f084e",
       "value": 98.0
      }
     },
     "816676981091437f9eb90bbd90efff5f": {
      "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_c2e9f03714704742a88992c020f5b23a",
        "IPY_MODEL_61f01398793547738b72e818bf615ae8",
        "IPY_MODEL_5e783337332543e7a70e8439d157b25e"
       ],
       "layout": "IPY_MODEL_78622cf5a7ca4f3cb19b8386c612861d"
      }
     },
     "81829565eb354dd2a4bd0a145743930e": {
      "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": ""
      }
     },
     "81856890a2cc435689fb3be1f3909cb9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "819654fff9fc4ba482714c9d71c7a25c": {
      "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": ""
      }
     },
     "81d6ae570adf4a5fa1d16c79371a7b3f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "825850996d7c407e8c64cda522960bac": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8274927945a44a6f86d4fd2f4a987543": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "83ec505aaa034bff9652118e4f7af5bb": {
      "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": ""
      }
     },
     "8558df6d45604dcfbb7c9586fb29b1c0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "857539c7afd24162a4eee3efe1ed2538": {
      "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": ""
      }
     },
     "85b2880a55234aa3b9aae4eee9b110e3": {
      "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": ""
      }
     },
     "867080e0c915401a869a375d3f44eef8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "86ee9521f92c4d799e087436fd81d1b3": {
      "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_fbc00cafa9cc4dffbb5fea5d43adee9c",
       "placeholder": "​",
       "style": "IPY_MODEL_48e29eaffb9b448bafbc4a4061971131",
       "value": " 98/98 [00:44&lt;00:00,  2.27batch/s]"
      }
     },
     "86fe8484a497479fa675920adb34a933": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8715d60e344a4b7eb2d5adf1a87bb71d": {
      "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_268dcf8457894f75a743483e771abac6",
        "IPY_MODEL_0953847123184f82a299eb786a301d8f",
        "IPY_MODEL_231e111e4aba4199b5a59eff477f460e"
       ],
       "layout": "IPY_MODEL_f71a899a6f8d48b39f1bc2732a70f6c6"
      }
     },
     "8845fb4fcedb465eac9cb93726154ee0": {
      "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": ""
      }
     },
     "888b116525214b90a5ab795cc4bdc622": {
      "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": ""
      }
     },
     "889960fb26eb40978a33f1fd0210eac5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "889eda2979634d29860563b0f2aee4c4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "88c7acbed49d4d33bdacecaa79f69d3c": {
      "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_04f442e2f16c455f9cfbbeb2928f3ad0",
       "placeholder": "​",
       "style": "IPY_MODEL_40c1139900644357ad9bdec5d7230a6e",
       "value": "Epoch 4/50: 100%"
      }
     },
     "8932f53158884147b2484b515e9b6b0d": {
      "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_d5c383f737f147c3810a77cb39a59bf1",
       "placeholder": "​",
       "style": "IPY_MODEL_2eee8f37fd0e4d7791f679755f905e3e",
       "value": "Epoch 15/50: 100%"
      }
     },
     "8ab60929c7b048ac95b54c860a1ab2a0": {
      "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_1d839eb78fb0406d8d14e1658829c9b2",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_934baf1be776414b8e17ec9668021508",
       "value": 98.0
      }
     },
     "8bbb578c167c493ebc255916aa06a41b": {
      "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_14ab2f8905ea41539ae63c5613989680",
       "placeholder": "​",
       "style": "IPY_MODEL_8e30c7d60c3c4db8bb2dcd96e02c8615",
       "value": "Epoch 15/50: 100%"
      }
     },
     "8bcf6dc96c574be29818be7dd260e3b6": {
      "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": ""
      }
     },
     "8c054fea4ece47a4a6189e41c38c0046": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8c16d8bc2d6d47e492f8f43cc19a4129": {
      "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": ""
      }
     },
     "8c76172f12c946e6b7ffbd8b66c1530c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8e30c7d60c3c4db8bb2dcd96e02c8615": {
      "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": ""
      }
     },
     "8e9d36d8eb444916a6999f63f1746712": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8f73ddf059fa44f08808f647cb7eb0d1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8fbabab25f4948d48eefa8a20e7558d5": {
      "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_cfe8ac4e89e74290bec67361b64c7cbc",
       "placeholder": "​",
       "style": "IPY_MODEL_623e8cdaffe34f2d9c8367fbd9f736bc",
       "value": " 98/98 [00:44&lt;00:00,  2.16batch/s]"
      }
     },
     "903246410f224a28b6d40d9721e0d6d7": {
      "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": ""
      }
     },
     "90513e72c6394a33b698a8f97c985c33": {
      "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": ""
      }
     },
     "9071a2520e2b4ec2b6ad2c45a41f95b0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "90e1ce2fac284ded9d9d6dcd597f5eb6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "914ac97d50af43839cccb321974a8a5e": {
      "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": ""
      }
     },
     "9180b0a0665e483da927b64fa40fe984": {
      "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": ""
      }
     },
     "91889e5a665e4ec68bb46dc13b80bc29": {
      "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": ""
      }
     },
     "91ac52052deb4bf9accef8fe9a9959f0": {
      "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_a8eabf126652444a95585244b6a26b42",
       "placeholder": "​",
       "style": "IPY_MODEL_df688873a9654e94b0be7e76d1bfcae4",
       "value": "Epoch 23/50: 100%"
      }
     },
     "92a62655b302489d95d7d35d2d8392c8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "93233d36674f45ac8a26b7cf77351ba0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9334767a0df140979a80fda845e46c5a": {
      "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_532e8e7f25e64ba99cdcfd52aea2d116",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_888b116525214b90a5ab795cc4bdc622",
       "value": 10.0
      }
     },
     "934baf1be776414b8e17ec9668021508": {
      "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": ""
      }
     },
     "937f82dd488043609ccf71c246ed5df6": {
      "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_f2cc37430c0244659878862170d9c601",
       "placeholder": "​",
       "style": "IPY_MODEL_db8810053130467594b9587ef8165268",
       "value": "Epoch 11/50: 100%"
      }
     },
     "949693788ea0442687061b1496bd0e62": {
      "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_c11d0288fb7544bea00b9e9f7a00b3e1",
       "placeholder": "​",
       "style": "IPY_MODEL_e043901c52ab46d0973c98a13553db4d",
       "value": " 98/98 [00:45&lt;00:00,  2.14batch/s]"
      }
     },
     "95163b93c8a24d2fa7cf8df0dd8498b4": {
      "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": ""
      }
     },
     "954650e17307463b87659ebb6c108846": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "957e87fe50a644ba93d3f51f502290e2": {
      "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_1f430e57d71d424ca635c818bf4b1e57",
        "IPY_MODEL_79119833e711426da0ef231b2e547f03",
        "IPY_MODEL_0a418fd6decb47fca3f1decdd57855ac"
       ],
       "layout": "IPY_MODEL_8f73ddf059fa44f08808f647cb7eb0d1"
      }
     },
     "961bd7584d3840feb35c93e4194d2038": {
      "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": ""
      }
     },
     "962a285c42494adab439fa607235e53d": {
      "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_54d1820129794a3db6117878a8cde535",
       "placeholder": "​",
       "style": "IPY_MODEL_6c7c539024214a89a3b5deb88a90fea7",
       "value": " 98/98 [00:44&lt;00:00,  2.23batch/s]"
      }
     },
     "96e6a93a2a544bd7840e9c40704ccfaf": {
      "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_e60b030ab35e4276b41906708a16df88",
       "placeholder": "​",
       "style": "IPY_MODEL_adf3571bff1c455f9d096848c5c0a851",
       "value": " 98/98 [00:45&lt;00:00,  2.06batch/s]"
      }
     },
     "975949c5ee7c44a1966727222426696c": {
      "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_e5d655cc4a6a46ec8aa8be5c58fa9da4",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_f41170123e6043c39533b3a21c1bb6a2",
       "value": 98.0
      }
     },
     "97db75de64d14b8685ad4dfa3155715c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "98c1cd98c42940e5bef7e72962820d22": {
      "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": ""
      }
     },
     "9935dc8e56464898846fd8a8956d2451": {
      "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": ""
      }
     },
     "9992337931cc4102bc3dcac7649c5cb3": {
      "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": ""
      }
     },
     "99c4515de3184173ad2ee7b52ed6f479": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "99cc6edda6824549bc1ae88c68d0d743": {
      "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": ""
      }
     },
     "99ef371e954949fc825035457d66a723": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9a8d0683b2834329a33086df554ac26d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9ac7d83bd1df497a8c308c3759431647": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9af78374c99247c29d63f6d61b167283": {
      "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": ""
      }
     },
     "9b7364fa90b94388a5d17b0911361332": {
      "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_9c95b2efbff94c07affe5170dc7ef2ea",
       "placeholder": "​",
       "style": "IPY_MODEL_e4f82d271b8d48ddb82394e9f51a0d6b",
       "value": "Epoch 17/50: 100%"
      }
     },
     "9c95b2efbff94c07affe5170dc7ef2ea": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9d17d04620554ebbafc5b905607cbddc": {
      "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_ba248f55582f45eabe78a255e80f4cd5",
       "placeholder": "​",
       "style": "IPY_MODEL_903246410f224a28b6d40d9721e0d6d7",
       "value": "Epoch 13/50: 100%"
      }
     },
     "9d62099ff5324b07a56f5e14f538553e": {
      "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": ""
      }
     },
     "9e1e8ac60e9943fcaf4850258b0ff60f": {
      "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": ""
      }
     },
     "9e88fb55b4814f6187afe3751c114ea5": {
      "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": ""
      }
     },
     "9f17bd1330b24132842f62e52a1844d0": {
      "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_1a6951316156465fb4350df9296036dd",
       "placeholder": "​",
       "style": "IPY_MODEL_14bd788284b0421c96b578fa6ad56449",
       "value": "Epoch 9/50: 100%"
      }
     },
     "a328d29a9412483ba1e8710512ed0cbc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a38ccba953314f2e9a15d7257f6a3431": {
      "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": ""
      }
     },
     "a3a6da548b074027b6f935055d38664f": {
      "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_ad6965d2c7494441a15c58e11a908b50",
       "placeholder": "​",
       "style": "IPY_MODEL_3a888e1d305b4a0c97cbba7c8107a94f",
       "value": "Epoch 21/50: 100%"
      }
     },
     "a440c232bef7494a83976b5a70f3dcfd": {
      "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": ""
      }
     },
     "a455fcd83fc94580b99a0ef1d8e404c3": {
      "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_6919b7444a59464bbdb19caf91f25250",
       "placeholder": "​",
       "style": "IPY_MODEL_dd3bc60c5d714b2d9e033a2d0733f7da",
       "value": " 10/10 [00:10&lt;00:00,  1.11s/batch]"
      }
     },
     "a607737b04ee4987b9b43354b05d90a8": {
      "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_8274927945a44a6f86d4fd2f4a987543",
       "placeholder": "​",
       "style": "IPY_MODEL_13c9196e023b4eb4aab35d306db72a28",
       "value": " 10/10 [00:10&lt;00:00,  1.11s/batch]"
      }
     },
     "a66dc6ecb0f547f8a4755c561b84e2f7": {
      "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_d0f3123d94b34ece9c79be69b64dd96d",
       "placeholder": "​",
       "style": "IPY_MODEL_99cc6edda6824549bc1ae88c68d0d743",
       "value": "Epoch 18/50: 100%"
      }
     },
     "a707c92bb7f04361b069db0be4780d90": {
      "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_e439db7f302d417a9a9df6d47356ec2a",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_0d7a50289d0244c082eb259215156e3d",
       "value": 98.0
      }
     },
     "a8e62d9ded3549639a458d0817c0bb39": {
      "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_86fe8484a497479fa675920adb34a933",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_17ebb2d572d64f9a90e4575404a254de",
       "value": 10.0
      }
     },
     "a8eabf126652444a95585244b6a26b42": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a918d86d6dcb422b94e5e04cd22bddd5": {
      "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_77c93b0361464a2a89fab4707685c354",
       "placeholder": "​",
       "style": "IPY_MODEL_83ec505aaa034bff9652118e4f7af5bb",
       "value": "Epoch 2/50: 100%"
      }
     },
     "aa1c0a64a880442e80a9b7160c541fe7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "aa486ae46a9e422b9af7edb153b06f79": {
      "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": ""
      }
     },
     "aace4d442ad443439898e4a40f0280bd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ab35be8b82594523a56150f835f75922": {
      "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_69655fd012554b44a4c1655ee8377b37",
       "placeholder": "​",
       "style": "IPY_MODEL_746809a23e3c4fce800e7cbb658203c0",
       "value": " 98/98 [00:46&lt;00:00,  2.18batch/s]"
      }
     },
     "ab8b780c3d544c6cacad640133afb53f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "abc714e6168545f4b99f4a88f51f1a87": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ac7a3b9b776e4f9faed6761643399443": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ac847853e5f546a2be716a8dfb76b381": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ac8c913964894fea9beff612d50230cd": {
      "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_b816e6befd8a45d88524b3b4c64c3e17",
        "IPY_MODEL_3e7754fcf1374b6b9f35b7a74fba4db8",
        "IPY_MODEL_7aeb9d8fe8964677a5c8503cbb81acf7"
       ],
       "layout": "IPY_MODEL_93233d36674f45ac8a26b7cf77351ba0"
      }
     },
     "ac9569ded4994d489fcd5ab894905815": {
      "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_802f564c75cb45eb8b649657ec613db4",
       "placeholder": "​",
       "style": "IPY_MODEL_43f3f942c3d14b7a9aed33cd89be8f1b",
       "value": " 98/98 [01:27&lt;00:00,  1.18batch/s]"
      }
     },
     "acf487f223724a9d9f6dea1739d2bc29": {
      "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": ""
      }
     },
     "ad6965d2c7494441a15c58e11a908b50": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "adf3571bff1c455f9d096848c5c0a851": {
      "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": ""
      }
     },
     "ae03aa8b17264ca7bd94031bb8b51dac": {
      "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": ""
      }
     },
     "ae770b4232994b3180761b51fb888f47": {
      "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": ""
      }
     },
     "b0d0a2d9d1db430ab5a8fe2cb22c2f63": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b12ede31d58249ff9fcc89f9daaad376": {
      "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": ""
      }
     },
     "b1b646fd672446cfba3724bc40ce6e3a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b2a675ab23754395bd40913fdc93ad44": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b34a2ca5b7f94ac7b29e748837f0ad8d": {
      "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_88c7acbed49d4d33bdacecaa79f69d3c",
        "IPY_MODEL_78fc4138abaf427f9afa4d597d89f683",
        "IPY_MODEL_3267053ba5fa4b328d8747263626d82e"
       ],
       "layout": "IPY_MODEL_bddad1d01cf7419a81126aadf3f3bbb7"
      }
     },
     "b36964426d6e4ef68aaef272e6323445": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b38e3e6389ef4c348e192ec9174e377e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b40eb9704d8c4f56b311cfb9d41c83b6": {
      "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": ""
      }
     },
     "b4729bbc6347491abe1e1a94f93536a9": {
      "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_2d2817aeb6694a81a659684eb0e80723",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_ddddb17f3edd4007bccd6751bfe42c7f",
       "value": 10.0
      }
     },
     "b4df1b5c3fe64b6f847b33c106f26cc1": {
      "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": ""
      }
     },
     "b553fc612b5d428e8cdf0f847765f29b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b64e3e39b38c468082d07d476e2417b7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b6cabcf3d3fa40118a5bb2485a19f9dd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b6cd9a02f37d4e058f7b40fb9c0e4745": {
      "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_fbe4da0dc09e444990f79ecfa620db56",
        "IPY_MODEL_34d1f50b3dc04a5a8a063263f05b555b",
        "IPY_MODEL_ab35be8b82594523a56150f835f75922"
       ],
       "layout": "IPY_MODEL_decb8cfefa9d4337a797a295265263e2"
      }
     },
     "b71befcb8af44d61980f8e398e3dfc3f": {
      "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_5854f8b1874c4266bcd1e950e2893e72",
       "placeholder": "​",
       "style": "IPY_MODEL_7ec4d82f5a7842b8a09195e2e15b60b8",
       "value": "Epoch 10/50: 100%"
      }
     },
     "b742bd5c1f67453494dd47941a006c14": {
      "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_c088ac7e87c04362b88d47ab5c43e091",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_29b98eb9a7ed4a6baaf34d8aee8cfe89",
       "value": 98.0
      }
     },
     "b8025fd5843f4c08bc078a53aeb3b612": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b816e6befd8a45d88524b3b4c64c3e17": {
      "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_cd7b76ca588b4be185e529e932797e5c",
       "placeholder": "​",
       "style": "IPY_MODEL_2f53ec3140a842b7a5283399354c3ed1",
       "value": "Epoch 3/50: 100%"
      }
     },
     "b83a35309d224a6eb93a7ed25c2469c8": {
      "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": ""
      }
     },
     "b8c688652c0e4e6dacd3793f7a598072": {
      "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_b8025fd5843f4c08bc078a53aeb3b612",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_36d91ff2b73f4ba391cf8416375da06e",
       "value": 98.0
      }
     },
     "b8e31473e66443d2a646b2f77c9cc2e9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b9e08d2195e44c4f89967f1c37f4aa41": {
      "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": ""
      }
     },
     "b9e7a76575e34faa8e8463c0d4100db3": {
      "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_45ca715e5afc4a8bb1d61279c52161a0",
        "IPY_MODEL_e2f369c1f2a5497bae348900566ab8c5",
        "IPY_MODEL_8fbabab25f4948d48eefa8a20e7558d5"
       ],
       "layout": "IPY_MODEL_5f2ce27426b7477fb038d3ac624974ab"
      }
     },
     "ba248f55582f45eabe78a255e80f4cd5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ba45d60c172847b5a76a869e6eacec60": {
      "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": ""
      }
     },
     "bb115d2f26b845d9958ebcb62445d39d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "bb45125843354de4b6bbbb37b8be51f7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "bbf628c2c10a47b689997528586a313c": {
      "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_505fd67d31f64e79ae4fdfa87e1f7256",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_62e4269687f14c3498a2794c96a209df",
       "value": 98.0
      }
     },
     "bddad1d01cf7419a81126aadf3f3bbb7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c0405be72c644be2b4da932bdf353815": {
      "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_c198c3e6f02b40cbbdd67caa269e9f97",
       "placeholder": "​",
       "style": "IPY_MODEL_95163b93c8a24d2fa7cf8df0dd8498b4",
       "value": "Epoch 13/50: 100%"
      }
     },
     "c088ac7e87c04362b88d47ab5c43e091": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c0ee28e060dc4600b9fbd16c4e23a9b0": {
      "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_2114d87d2a864bfa859479570633da9a",
       "placeholder": "​",
       "style": "IPY_MODEL_8c16d8bc2d6d47e492f8f43cc19a4129",
       "value": "Epoch 16/50: 100%"
      }
     },
     "c11d0288fb7544bea00b9e9f7a00b3e1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c198c3e6f02b40cbbdd67caa269e9f97": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c24d414a842e461c807520ecd5a5b7b5": {
      "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_e77a4d5d6a5048128417451ec0238621",
        "IPY_MODEL_bbf628c2c10a47b689997528586a313c",
        "IPY_MODEL_1df75930246a4720b8a11da9b96a789b"
       ],
       "layout": "IPY_MODEL_eb6819e6bded41689e198d046a10cd82"
      }
     },
     "c2c4c0e648c84a88a7964048e3ace1cd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c2e8aa79a93f4b0aa1dc9f507f8e91f3": {
      "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": ""
      }
     },
     "c2e9f03714704742a88992c020f5b23a": {
      "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_4b20e4722da1434c92f1fa319af1dfcd",
       "placeholder": "​",
       "style": "IPY_MODEL_2c70b62b67a54595a13ac5c8440d5c00",
       "value": "Epoch 23/50: 100%"
      }
     },
     "c4a3dcc23ae24e138bc949dc579efe80": {
      "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_1191fc205aa641b99f77bedda200939a",
       "placeholder": "​",
       "style": "IPY_MODEL_ba45d60c172847b5a76a869e6eacec60",
       "value": "Epoch 16/50: 100%"
      }
     },
     "c4a40280ef1f496d887777d51dc0c6e6": {
      "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_efd2348519cd4657ac9d9fa30ef0146d",
       "placeholder": "​",
       "style": "IPY_MODEL_c688c79971a944c3b068a2933682bc03",
       "value": " 98/98 [00:45&lt;00:00,  2.10batch/s]"
      }
     },
     "c4c4cb6529074e818de0b903dc573f6d": {
      "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": ""
      }
     },
     "c543199f498842f1aa1cb9f69142bc47": {
      "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_5cd65f3a248b446cac1392408017d20d",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_cc38f984c1254e3ca4dd622b3c0588a5",
       "value": 98.0
      }
     },
     "c5594ee4a7ad420b975e002431c590df": {
      "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_64f370d3497840c680d6c156bb329154",
        "IPY_MODEL_1640263be546496b9464e3638de04bdf",
        "IPY_MODEL_33eabf4857fa42ecaa1389463207353e"
       ],
       "layout": "IPY_MODEL_f6ab78e8dd964b4585c1ca7373c905f1"
      }
     },
     "c65ae61fb5434d20a1ea648763f25c6d": {
      "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": ""
      }
     },
     "c6739531795742deb18d6eecfdaffded": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c688c79971a944c3b068a2933682bc03": {
      "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": ""
      }
     },
     "c6ad11a2abaf482dacdf61b5e0fa4e5f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c747d573ffb1412594dbf26e2e0a7547": {
      "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_c4a3dcc23ae24e138bc949dc579efe80",
        "IPY_MODEL_b8c688652c0e4e6dacd3793f7a598072",
        "IPY_MODEL_71ee5857f7ab4fc38a19b4955575e57c"
       ],
       "layout": "IPY_MODEL_81d6ae570adf4a5fa1d16c79371a7b3f"
      }
     },
     "c7f280b70b7f4482a4a618a2f258b5bf": {
      "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": ""
      }
     },
     "c93934d8e2384ec490427679e798e8c7": {
      "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": ""
      }
     },
     "ca5fda1e8c354e06878349bb5bb1b972": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cb087c3c58d74f07a61138ec8e574ac5": {
      "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_867080e0c915401a869a375d3f44eef8",
       "placeholder": "​",
       "style": "IPY_MODEL_cecf914e601249af855a954d9f077827",
       "value": " 10/10 [00:10&lt;00:00,  1.09s/batch]"
      }
     },
     "cc38f984c1254e3ca4dd622b3c0588a5": {
      "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": ""
      }
     },
     "cc9156febbb64ed2bc03c7844e8fb3a9": {
      "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": ""
      }
     },
     "ccb906e6391c446a841f9a9ec6100c30": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cd7b76ca588b4be185e529e932797e5c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cecf914e601249af855a954d9f077827": {
      "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": ""
      }
     },
     "ced789de02c14d1095edcc3b184fb091": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cf09adae145249818794b5ebecbafd69": {
      "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_eee91bd6f31441f3acaa9646cc12e89d",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_729a52207c7848c2a78756f19f0febd8",
       "value": 98.0
      }
     },
     "cfe8ac4e89e74290bec67361b64c7cbc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d00633ffdd004dcc97760c3d94125a5b": {
      "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": ""
      }
     },
     "d0f3123d94b34ece9c79be69b64dd96d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d10267bbd4b14b7b8f35f895a0401521": {
      "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": ""
      }
     },
     "d102810590964d13939d3a3eecaf17d6": {
      "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_99ef371e954949fc825035457d66a723",
       "placeholder": "​",
       "style": "IPY_MODEL_3128a51f40e044e7a67532eb2388fab7",
       "value": "Epoch 3/50: 100%"
      }
     },
     "d114ce1ccbc4463e8c4f158893e02eb0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d22c9b0998244009954d09952d530a73": {
      "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": ""
      }
     },
     "d34ef58d65064404956411de6b5cf47c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d3550a7644a848cfa157e6da4df3ae01": {
      "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_52d9f7134cec49399b25bae2aba25631",
       "placeholder": "​",
       "style": "IPY_MODEL_ed105b51122d444fa6372005e77a45ed",
       "value": "Epoch 6/50: 100%"
      }
     },
     "d3a76f0f87b442e6a6964f6c56fc14fc": {
      "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": ""
      }
     },
     "d3faaafdda3d42c4b305579a26f53225": {
      "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_29ea9e3372b146d887ef90fa57af800d",
        "IPY_MODEL_8ab60929c7b048ac95b54c860a1ab2a0",
        "IPY_MODEL_ac9569ded4994d489fcd5ab894905815"
       ],
       "layout": "IPY_MODEL_fe808d9a1e864b7dacbfe84fd845a811"
      }
     },
     "d53e465f766e4499a9f51f1d5934cf5f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d5b166c2ac7d4ccab59e781f228a9796": {
      "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": ""
      }
     },
     "d5c383f737f147c3810a77cb39a59bf1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d6cbc02d673c435394b8b5139cd3b319": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d7365ec6c1d840bba31b42a99d7734b2": {
      "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_0893b30c826c4272a9efad6e342ca0a9",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_c93934d8e2384ec490427679e798e8c7",
       "value": 10.0
      }
     },
     "d75a6bfd57fa49a8a5bee4c8c9a5d9e3": {
      "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_d114ce1ccbc4463e8c4f158893e02eb0",
       "placeholder": "​",
       "style": "IPY_MODEL_7604bcbf15834a0dab2d581058518a90",
       "value": " 98/98 [00:44&lt;00:00,  2.19batch/s]"
      }
     },
     "d95141817bad46998cf450376e84f4b4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d992282d020f48379b56f53c72fd0ed8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "d9b538121495406cb64c21e693124110": {
      "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_59ae4715cdce441caf5ac33918ffc743",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_5307ad50f9ca4276a512249ddb830cee",
       "value": 10.0
      }
     },
     "db28d2033464410588cafad85715fb26": {
      "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_09fd34e0a357477aaa24847ffd833cb4",
        "IPY_MODEL_2372c6e722e54b7c9a6a6399ffb471a8",
        "IPY_MODEL_11e155451e8b4d1089ab83a3e8cd61cc"
       ],
       "layout": "IPY_MODEL_344221794ef447218da41f6b82785bc8"
      }
     },
     "db8810053130467594b9587ef8165268": {
      "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": ""
      }
     },
     "dc201bc021fa47be8513d05a4bc401ec": {
      "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_c0405be72c644be2b4da932bdf353815",
        "IPY_MODEL_004758378a024e43bdc55290673c71b9",
        "IPY_MODEL_03a0c93184614ad6a5ee02f2b01c2da1"
       ],
       "layout": "IPY_MODEL_97db75de64d14b8685ad4dfa3155715c"
      }
     },
     "dc4c5006a60e4dd2822e5952fdc9bc71": {
      "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_46e698a01cc544849f45e5729daa26ab",
       "placeholder": "​",
       "style": "IPY_MODEL_f4392446dfb447f5b2a4b98cfb20fc5e",
       "value": " 10/10 [00:11&lt;00:00,  1.11s/batch]"
      }
     },
     "dcab2fd163054c0fb3c5ad45be45d13e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "dcb9d641bc434b5daf939316d3c5cf1e": {
      "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_9f17bd1330b24132842f62e52a1844d0",
        "IPY_MODEL_569b75e7ad7a499f88fa9fd0d5346809",
        "IPY_MODEL_3c130bebe9304c4dade6ef7750ca74ad"
       ],
       "layout": "IPY_MODEL_fa9d074e4e424a999265700808ba8827"
      }
     },
     "dce1057a18c14b16829d657af192ba70": {
      "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": ""
      }
     },
     "dd10e8db22dd46fb9fd5ed152fe63ccc": {
      "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_8c76172f12c946e6b7ffbd8b66c1530c",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_df64627d78b74ec2a768130c775bb027",
       "value": 10.0
      }
     },
     "dd3bc60c5d714b2d9e033a2d0733f7da": {
      "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": ""
      }
     },
     "dd7e6cecde4f4994bf890036aef222d2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ddb8336505a94bf7afd843bb59498ba5": {
      "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_1fe6ec9777b74b5992b93a7488c4736b",
        "IPY_MODEL_cf09adae145249818794b5ebecbafd69",
        "IPY_MODEL_1efa0fd588d64acb9105adfc204f4371"
       ],
       "layout": "IPY_MODEL_92a62655b302489d95d7d35d2d8392c8"
      }
     },
     "ddddb17f3edd4007bccd6751bfe42c7f": {
      "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": ""
      }
     },
     "de2e2817e7704a458c742daa22c9d127": {
      "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_b553fc612b5d428e8cdf0f847765f29b",
       "placeholder": "​",
       "style": "IPY_MODEL_7c93a8dbf9aa497ea02e714fddaa809f",
       "value": "Epoch 7/50: 100%"
      }
     },
     "decb8cfefa9d4337a797a295265263e2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "dee19f0f244c448a8ceb52b79d678fac": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "dee8d7e870cd49b9bb51871c568f17a6": {
      "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_4a44220744434983b8fec04eaac9b9c9",
        "IPY_MODEL_b742bd5c1f67453494dd47941a006c14",
        "IPY_MODEL_949693788ea0442687061b1496bd0e62"
       ],
       "layout": "IPY_MODEL_6ce0e043405f4ca4a81dd1b36f0f64cf"
      }
     },
     "df4499bd94e94bd6a3be0233a1f8215e": {
      "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": ""
      }
     },
     "df64627d78b74ec2a768130c775bb027": {
      "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": ""
      }
     },
     "df688873a9654e94b0be7e76d1bfcae4": {
      "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": ""
      }
     },
     "e043901c52ab46d0973c98a13553db4d": {
      "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": ""
      }
     },
     "e04399d5983c41caba6839761225c16a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e090172fd73c49d08b7e2a9da06485e3": {
      "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_0aff89e19d3a478e85873f8637e649f2",
       "placeholder": "​",
       "style": "IPY_MODEL_ec7b3e9a4e7345edbe4c3391864a3bc0",
       "value": "100%"
      }
     },
     "e1adb8e87b2c465e82601b87023ece96": {
      "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": ""
      }
     },
     "e2583e1d060045198a9d9750bde313ec": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e25b7964d6b34fb2a2a4f2e052d3d953": {
      "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_1b6fe8213c0848cb810850e229437d65",
        "IPY_MODEL_a8e62d9ded3549639a458d0817c0bb39",
        "IPY_MODEL_247e4c02bad142229676205850f4e675"
       ],
       "layout": "IPY_MODEL_954650e17307463b87659ebb6c108846"
      }
     },
     "e2f369c1f2a5497bae348900566ab8c5": {
      "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_038391fc26c14f0fb4d5b58582ed5314",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_6f95f0d2684c4a13bfa2622adc2f0f8b",
       "value": 98.0
      }
     },
     "e439db7f302d417a9a9df6d47356ec2a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e450efa9d24545aeb0e468cbd6224ad2": {
      "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": ""
      }
     },
     "e495a69964924d3185b990f233f5f193": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e4f82d271b8d48ddb82394e9f51a0d6b": {
      "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": ""
      }
     },
     "e51075464af4475ab297d143b5af711b": {
      "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_a3a6da548b074027b6f935055d38664f",
        "IPY_MODEL_fa1e1d5281d64323ade0f4b0d5c4ab40",
        "IPY_MODEL_962a285c42494adab439fa607235e53d"
       ],
       "layout": "IPY_MODEL_1b75ea7cce1e49a2bc4d0e4e22abd686"
      }
     },
     "e51e934e2cf244bcae2b3d069014ce2d": {
      "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_1c29a164da114c65a219dc1b96edef59",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_2e2adf2eeccb42c280b5b3ad45fb1d34",
       "value": 10.0
      }
     },
     "e5d655cc4a6a46ec8aa8be5c58fa9da4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e5ff2906eecf4ae4b7140e0405e4eeb7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e60b030ab35e4276b41906708a16df88": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e694deb366064e318d57ffef1ac678c0": {
      "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_ac7a3b9b776e4f9faed6761643399443",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_5ebd458220e845a3812e307be0bcac37",
       "value": 10.0
      }
     },
     "e6e7ab49ccb34877b02eb5d7e1fc8e78": {
      "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": ""
      }
     },
     "e74812a64fe8435298a546c6dbac3a36": {
      "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_26de8a2485314a019bbd033a3f875dea",
        "IPY_MODEL_672c97ae41784cb8a9c521192408e9a4",
        "IPY_MODEL_7ebfcd9d95a04b059ffa282b256c48b7"
       ],
       "layout": "IPY_MODEL_e495a69964924d3185b990f233f5f193"
      }
     },
     "e77a4d5d6a5048128417451ec0238621": {
      "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_3f14cb01e9844a6f98f3bae6a0eaaac3",
       "placeholder": "​",
       "style": "IPY_MODEL_24f797ed1a8648449ba8931425f96e41",
       "value": "Epoch 5/50: 100%"
      }
     },
     "e91813d1d8504295bc513c0135a806f0": {
      "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": ""
      }
     },
     "e98f6a1ac16b44b9bdec220fdb63e00b": {
      "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_4a54f318dfd94fddb5d187a390cf7ec7",
       "placeholder": "​",
       "style": "IPY_MODEL_2e1eadd95959413fb11215814bb5035a",
       "value": " 98/98 [00:45&lt;00:00,  2.19batch/s]"
      }
     },
     "e9f20aeef9a248e2a7766ccdc8737ff9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "eaac8fdbf035409cb09abb561702b872": {
      "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_3c33a4b7bb684da8b481fc00e4cf115c",
        "IPY_MODEL_816613bbdb0947b8bac9640815edd4da",
        "IPY_MODEL_63f024a322db482ea8981e1d032e5931"
       ],
       "layout": "IPY_MODEL_b0d0a2d9d1db430ab5a8fe2cb22c2f63"
      }
     },
     "eb6819e6bded41689e198d046a10cd82": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ec0d75fd12164480b5d02694024b012b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ec70b74626e54e969450a3b38a2385e6": {
      "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_e090172fd73c49d08b7e2a9da06485e3",
        "IPY_MODEL_d7365ec6c1d840bba31b42a99d7734b2",
        "IPY_MODEL_312a82a2ed624f04902f370ced323ada"
       ],
       "layout": "IPY_MODEL_1f369be826b84df2bbd1e8582b40cb7d"
      }
     },
     "ec7b3e9a4e7345edbe4c3391864a3bc0": {
      "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": ""
      }
     },
     "ed105b51122d444fa6372005e77a45ed": {
      "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": ""
      }
     },
     "ed676836a66b40f999100970cca2a168": {
      "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_8bbb578c167c493ebc255916aa06a41b",
        "IPY_MODEL_2d374df9fb504d9192370cfec70a0cda",
        "IPY_MODEL_d75a6bfd57fa49a8a5bee4c8c9a5d9e3"
       ],
       "layout": "IPY_MODEL_21ef0af9d8b4445095d10eca245448bf"
      }
     },
     "edf3a84eae0d47d9b53d3662ef9bb6df": {
      "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_937f82dd488043609ccf71c246ed5df6",
        "IPY_MODEL_3536e8bf4d2241f081174a7d8f918f44",
        "IPY_MODEL_86ee9521f92c4d799e087436fd81d1b3"
       ],
       "layout": "IPY_MODEL_443770ba149a41279a721c5361bedd1b"
      }
     },
     "ee29c8ab47c74c42a7bbb50151077e96": {
      "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": ""
      }
     },
     "ee80915adc284fdea4fe2400e1d2e23f": {
      "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": ""
      }
     },
     "eee91bd6f31441f3acaa9646cc12e89d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ef551cbf6293454c95426b20ed347d72": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "efa4828a15db442b9c46152008935e10": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "efbe9a4665ff4977aef03d776180187b": {
      "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_3274c2251a364269b65c487af71edcd9",
        "IPY_MODEL_b4729bbc6347491abe1e1a94f93536a9",
        "IPY_MODEL_2ae68bcdf310428483ccc261822db19e"
       ],
       "layout": "IPY_MODEL_f1c2765c53ea40119a718660b6c5d640"
      }
     },
     "efd0c37766144a7eb9f009261fb678fe": {
      "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_9d17d04620554ebbafc5b905607cbddc",
        "IPY_MODEL_9334767a0df140979a80fda845e46c5a",
        "IPY_MODEL_222b4ed6db344c08b898ed45e991bdc7"
       ],
       "layout": "IPY_MODEL_11bc2f7db8f647f28f0ba0df57e7646c"
      }
     },
     "efd2348519cd4657ac9d9fa30ef0146d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f0664ca3d3c747969e215985d1d1ee51": {
      "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_34b0505c19154dc0ac074c2e5bb9efc1",
       "placeholder": "​",
       "style": "IPY_MODEL_c2e8aa79a93f4b0aa1dc9f507f8e91f3",
       "value": "Epoch 6/50: 100%"
      }
     },
     "f0c51d53043e4e3fa6bc99b68c98d0a7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f1c2765c53ea40119a718660b6c5d640": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f2cc37430c0244659878862170d9c601": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f2cf8e1ec3ee4851bac74b93771908ce": {
      "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": ""
      }
     },
     "f41170123e6043c39533b3a21c1bb6a2": {
      "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": ""
      }
     },
     "f4392446dfb447f5b2a4b98cfb20fc5e": {
      "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": ""
      }
     },
     "f5525b2a85c5487cad0005d2a460d453": {
      "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_65582c41a228496b9a6adfb89a48cd92",
       "placeholder": "​",
       "style": "IPY_MODEL_9992337931cc4102bc3dcac7649c5cb3",
       "value": " 10/10 [00:10&lt;00:00,  1.10s/batch]"
      }
     },
     "f6ab78e8dd964b4585c1ca7373c905f1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f6db7ff2e6384297afa611c025749794": {
      "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": ""
      }
     },
     "f71a899a6f8d48b39f1bc2732a70f6c6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f80fdc2c3d394f3cab41cf596ae31221": {
      "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_0ccea0e713b74cfea9c2197ead9a871f",
       "placeholder": "​",
       "style": "IPY_MODEL_90513e72c6394a33b698a8f97c985c33",
       "value": "Epoch 5/50: 100%"
      }
     },
     "f962315ebe40461494cec9961b96d557": {
      "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_792edfec2d684e7aa1f28b653808cbe7",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_98c1cd98c42940e5bef7e72962820d22",
       "value": 10.0
      }
     },
     "fa060ed539e34e0794f3aa8c658289c0": {
      "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": ""
      }
     },
     "fa1e1d5281d64323ade0f4b0d5c4ab40": {
      "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_241437fa286c4d889b248581aa47a65f",
       "max": 98.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_2286c82080ad40d5a6ca136fb4eadfb1",
       "value": 98.0
      }
     },
     "fa9d074e4e424a999265700808ba8827": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "fb5162fbbdb84488853bbd40f156d986": {
      "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_ac847853e5f546a2be716a8dfb76b381",
       "max": 10.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_d10267bbd4b14b7b8f35f895a0401521",
       "value": 10.0
      }
     },
     "fbc00cafa9cc4dffbb5fea5d43adee9c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "fbe4da0dc09e444990f79ecfa620db56": {
      "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_34d46d5d1da840069bca4efa005f544b",
       "placeholder": "​",
       "style": "IPY_MODEL_5ee483a4d54245218691231cf715d74a",
       "value": "Epoch 2/50: 100%"
      }
     },
     "fca4ac5080434b5b9468a7a899a0cf8a": {
      "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_f0664ca3d3c747969e215985d1d1ee51",
        "IPY_MODEL_2dbb544f64da4edfa680455b734dfe8b",
        "IPY_MODEL_809516d1c10f4fd1b0b5c4a71b92be74"
       ],
       "layout": "IPY_MODEL_01f336ead0104c29947efec74e145139"
      }
     },
     "fca6ccae7f68414b89116b33465adb0c": {
      "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": ""
      }
     },
     "fcf06ff3430d4014b0e63a0dbd63361c": {
      "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_d102810590964d13939d3a3eecaf17d6",
        "IPY_MODEL_6e241ba946004becae1b7befd537dcc5",
        "IPY_MODEL_0820e78f6a4c4474a4c291051630fb31"
       ],
       "layout": "IPY_MODEL_0c3335dc89054510a47288eac8ed4568"
      }
     },
     "fd77cba02c7b4fd7bb489ae31916f5d5": {
      "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": ""
      }
     },
     "fd97478f0d4d4c59a19cbfd2c4052e8e": {
      "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_22d90080b48d4aa9bd060b214adbb9cc",
        "IPY_MODEL_e51e934e2cf244bcae2b3d069014ce2d",
        "IPY_MODEL_6a8343ba96a647cfafdbef4d0676b8fc"
       ],
       "layout": "IPY_MODEL_b36964426d6e4ef68aaef272e6323445"
      }
     },
     "fe21668733fe41c8b5c3c78773b42558": {
      "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_81856890a2cc435689fb3be1f3909cb9",
       "placeholder": "​",
       "style": "IPY_MODEL_d3a76f0f87b442e6a6964f6c56fc14fc",
       "value": "Epoch 8/50: 100%"
      }
     },
     "fe2979ae53ad4f01903c60462c7f0db8": {
      "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": ""
      }
     },
     "fe808d9a1e864b7dacbfe84fd845a811": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "feb02412f8324e3ebe2fb3beb78d8ac0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": 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
}