classifying-tabular-data-with-lightning-mlp.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/ravaghi/classifying-tabular-data-with-lightning-mlp?scriptVersionId=169395150\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"4cbb9388","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.execute_input":"2024-03-30T06:18:25.735513Z","iopub.status.busy":"2024-03-30T06:18:25.734796Z","iopub.status.idle":"2024-03-30T06:18:42.319445Z","shell.execute_reply":"2024-03-30T06:18:42.318414Z"},"papermill":{"duration":16.595141,"end_time":"2024-03-30T06:18:42.32178","exception":false,"start_time":"2024-03-30T06:18:25.726639","status":"completed"},"tags":[]},"outputs":[],"source":["!pip install -q lightning"]},{"cell_type":"code","execution_count":2,"id":"ec8c58d8","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_kg_hide-output":true,"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-03-30T06:18:42.336099Z","iopub.status.busy":"2024-03-30T06:18:42.335808Z","iopub.status.idle":"2024-03-30T06:18:52.611617Z","shell.execute_reply":"2024-03-30T06:18:52.610736Z"},"papermill":{"duration":10.285512,"end_time":"2024-03-30T06:18:52.613839","exception":false,"start_time":"2024-03-30T06:18:42.328327","status":"completed"},"tags":[]},"outputs":[{"name":"stderr","output_type":"stream","text":["INFO: Seed set to 27\n"]}],"source":["import warnings\n","import matplotlib\n","import matplotlib.pyplot as plt\n","import torch.nn as nn\n","import pandas as pd\n","import numpy as np\n","import torch\n","import torch.optim as optim\n","import lightning as L\n","import seaborn as sns\n","from datetime import datetime\n","from torch.utils.data import DataLoader, TensorDataset\n","from lightning.pytorch.callbacks.early_stopping import EarlyStopping\n","from lightning.pytorch.callbacks.model_checkpoint import ModelCheckpoint\n","from lightning import seed_everything\n","from sklearn.metrics import roc_auc_score\n","from sklearn.preprocessing import StandardScaler\n","from sklearn.model_selection import train_test_split\n","\n","seed_everything(27)\n","matplotlib.style.use(\"ggplot\")\n","warnings.filterwarnings('ignore')"]},{"cell_type":"markdown","id":"3928e8c9","metadata":{"papermill":{"duration":0.006121,"end_time":"2024-03-30T06:18:52.626448","exception":false,"start_time":"2024-03-30T06:18:52.620327","status":"completed"},"tags":[]},"source":["# Loading and Visualizing data"]},{"cell_type":"code","execution_count":3,"id":"7267adec","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:52.640238Z","iopub.status.busy":"2024-03-30T06:18:52.639562Z","iopub.status.idle":"2024-03-30T06:18:52.850988Z","shell.execute_reply":"2024-03-30T06:18:52.850022Z"},"papermill":{"duration":0.220641,"end_time":"2024-03-30T06:18:52.853265","exception":false,"start_time":"2024-03-30T06:18:52.632624","status":"completed"},"tags":[]},"outputs":[],"source":["train = pd.read_csv(\"/kaggle/input/playground-series-s4e3/train.csv\")\n","test = pd.read_csv(\"/kaggle/input/playground-series-s4e3/test.csv\")"]},{"cell_type":"markdown","id":"c19251a3","metadata":{"papermill":{"duration":0.006055,"end_time":"2024-03-30T06:18:52.865948","exception":false,"start_time":"2024-03-30T06:18:52.859893","status":"completed"},"tags":[]},"source":["## No Missing values"]},{"cell_type":"code","execution_count":4,"id":"735bc625","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:52.880029Z","iopub.status.busy":"2024-03-30T06:18:52.8795Z","iopub.status.idle":"2024-03-30T06:18:52.892651Z","shell.execute_reply":"2024-03-30T06:18:52.891791Z"},"papermill":{"duration":0.022306,"end_time":"2024-03-30T06:18:52.894504","exception":false,"start_time":"2024-03-30T06:18:52.872198","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["id                       0\n","X_Minimum                0\n","X_Maximum                0\n","Y_Minimum                0\n","Y_Maximum                0\n","Pixels_Areas             0\n","X_Perimeter              0\n","Y_Perimeter              0\n","Sum_of_Luminosity        0\n","Minimum_of_Luminosity    0\n","Maximum_of_Luminosity    0\n","Length_of_Conveyer       0\n","TypeOfSteel_A300         0\n","TypeOfSteel_A400         0\n","Steel_Plate_Thickness    0\n","Edges_Index              0\n","Empty_Index              0\n","Square_Index             0\n","Outside_X_Index          0\n","Edges_X_Index            0\n","Edges_Y_Index            0\n","Outside_Global_Index     0\n","LogOfAreas               0\n","Log_X_Index              0\n","Log_Y_Index              0\n","Orientation_Index        0\n","Luminosity_Index         0\n","SigmoidOfAreas           0\n","Pastry                   0\n","Z_Scratch                0\n","K_Scatch                 0\n","Stains                   0\n","Dirtiness                0\n","Bumps                    0\n","Other_Faults             0\n","dtype: int64"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["train.isna().sum()"]},{"cell_type":"markdown","id":"4a61e5d9","metadata":{"papermill":{"duration":0.00613,"end_time":"2024-03-30T06:18:52.90694","exception":false,"start_time":"2024-03-30T06:18:52.90081","status":"completed"},"tags":[]},"source":["## Label Distribution"]},{"cell_type":"code","execution_count":5,"id":"5af64d71","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:52.920869Z","iopub.status.busy":"2024-03-30T06:18:52.920307Z","iopub.status.idle":"2024-03-30T06:18:52.935471Z","shell.execute_reply":"2024-03-30T06:18:52.934728Z"},"papermill":{"duration":0.024087,"end_time":"2024-03-30T06:18:52.937281","exception":false,"start_time":"2024-03-30T06:18:52.913194","status":"completed"},"tags":[]},"outputs":[],"source":["label_cols = [\n","    \"Pastry\",\n","    \"Z_Scratch\",\n","    \"K_Scatch\",\n","    \"Stains\",\n","    \"Dirtiness\",\n","    \"Bumps\",\n","    \"Other_Faults\"\n","]\n","\n","train[\"Defect_Type\"] = train[label_cols].idxmax(axis=1)"]},{"cell_type":"code","execution_count":6,"id":"1dc21c34","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:52.950786Z","iopub.status.busy":"2024-03-30T06:18:52.950454Z","iopub.status.idle":"2024-03-30T06:18:53.384352Z","shell.execute_reply":"2024-03-30T06:18:53.3834Z"},"papermill":{"duration":0.442855,"end_time":"2024-03-30T06:18:53.386332","exception":false,"start_time":"2024-03-30T06:18:52.943477","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.figure(figsize=(8, 4))\n","ax = sns.countplot(y=\"Defect_Type\", data=train)\n","plt.title('Distribution of labels in the training data')\n","\n","total = len(train)\n","for p in ax.patches:\n","    percentage = '{:.1f}%'.format(100 * p.get_width()/total)\n","    x = p.get_x() + p.get_width() + 0.02\n","    y = p.get_y() + p.get_height() / 2\n","    ax.annotate(percentage, (x, y))\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","id":"5fc9bdef","metadata":{"papermill":{"duration":0.006611,"end_time":"2024-03-30T06:18:53.401054","exception":false,"start_time":"2024-03-30T06:18:53.394443","status":"completed"},"tags":[]},"source":["# Scaling Features"]},{"cell_type":"code","execution_count":7,"id":"ed843269","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:53.415763Z","iopub.status.busy":"2024-03-30T06:18:53.41547Z","iopub.status.idle":"2024-03-30T06:18:53.450129Z","shell.execute_reply":"2024-03-30T06:18:53.449386Z"},"papermill":{"duration":0.044338,"end_time":"2024-03-30T06:18:53.452117","exception":false,"start_time":"2024-03-30T06:18:53.407779","status":"completed"},"tags":[]},"outputs":[],"source":["X = train.drop([\"Defect_Type\", \"id\"] + label_cols, axis=1)\n","y = train[label_cols]\n","X_test = test.drop(\"id\", axis=1)\n","\n","scaler = StandardScaler()\n","X = scaler.fit_transform(X)\n","X_test = scaler.transform(X_test)\n","\n","X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.15, random_state=27)"]},{"cell_type":"markdown","id":"9d1b306f","metadata":{"papermill":{"duration":0.006598,"end_time":"2024-03-30T06:18:53.465629","exception":false,"start_time":"2024-03-30T06:18:53.459031","status":"completed"},"tags":[]},"source":["# Creating Data Module"]},{"cell_type":"code","execution_count":8,"id":"b17f63da","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:53.480287Z","iopub.status.busy":"2024-03-30T06:18:53.47999Z","iopub.status.idle":"2024-03-30T06:18:53.488052Z","shell.execute_reply":"2024-03-30T06:18:53.487202Z"},"papermill":{"duration":0.017421,"end_time":"2024-03-30T06:18:53.489836","exception":false,"start_time":"2024-03-30T06:18:53.472415","status":"completed"},"tags":[]},"outputs":[],"source":["class SteelDataModule(L.LightningDataModule):\n","    def __init__(\n","        self,\n","        X_train: np.ndarray,\n","        y_train: pd.DataFrame,\n","        X_val: np.ndarray,\n","        y_val: pd.DataFrame,\n","        batch_size: int\n","    ):\n","        super(SteelDataModule, self).__init__()\n","        self.X_train = torch.tensor(X_train, dtype=torch.float32)\n","        self.y_train = torch.tensor(y_train.values, dtype=torch.float32)\n","        self.X_val = torch.tensor(X_val, dtype=torch.float32)\n","        self.y_val = torch.tensor(y_val.values, dtype=torch.float32)\n","        self.batch_size = batch_size\n","\n","    def train_dataloader(self) -> DataLoader:\n","        return DataLoader(\n","            dataset=TensorDataset(self.X_train, self.y_train),\n","            batch_size=self.batch_size,\n","            shuffle=True,\n","            num_workers=2\n","        )\n","\n","    def val_dataloader(self) -> DataLoader:\n","        return DataLoader(\n","            dataset=TensorDataset(self.X_val, self.y_val),\n","            batch_size=self.batch_size,\n","            shuffle=False,\n","            num_workers=2\n","        )"]},{"cell_type":"markdown","id":"23d2da6f","metadata":{"papermill":{"duration":0.006574,"end_time":"2024-03-30T06:18:53.503268","exception":false,"start_time":"2024-03-30T06:18:53.496694","status":"completed"},"tags":[]},"source":["# Defining MLP Model"]},{"cell_type":"code","execution_count":9,"id":"c60fe4c5","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:53.51818Z","iopub.status.busy":"2024-03-30T06:18:53.517917Z","iopub.status.idle":"2024-03-30T06:18:53.539736Z","shell.execute_reply":"2024-03-30T06:18:53.538969Z"},"papermill":{"duration":0.03153,"end_time":"2024-03-30T06:18:53.541506","exception":false,"start_time":"2024-03-30T06:18:53.509976","status":"completed"},"tags":[]},"outputs":[],"source":["class MLPModel(L.LightningModule):\n","    def __init__(self, input_dim, output_dim, batch_size, learning_rate):\n","        super(MLPModel, self).__init__()\n","        self.learning_rate = learning_rate\n","        self.batch_size = batch_size\n","\n","        self.classifier = nn.Sequential(\n","            # Layer 1\n","            nn.Linear(input_dim, 250),\n","            nn.BatchNorm1d(250),\n","            nn.Tanh(),\n","            nn.Dropout(0.05),\n","            # Layer 2\n","            nn.Linear(250, 700),\n","            nn.BatchNorm1d(700),\n","            nn.Tanh(),\n","            nn.Dropout(0.15),\n","            # Layer 3\n","            nn.Linear(700, 700),\n","            nn.BatchNorm1d(700),\n","            nn.Tanh(),\n","            nn.Dropout(0.45),\n","            # Output Layer\n","            nn.Linear(700, output_dim),\n","            nn.Sigmoid()\n","        )\n","\n","        self.histories = {\n","            \"train\": {\n","                \"epoch\": [],\n","                \"loss\": [],\n","                \"auc\": []\n","            },\n","            \"val\": {\n","                \"epoch\": [],\n","                \"loss\": [],\n","                \"auc\": []\n","            }\n","        }\n","\n","        self.criterion = nn.BCELoss()\n","        \n","        self.current_epoch_train_aucs = []\n","        self.current_epoch_train_losses = []\n","        self.current_epoch_val_aucs = []\n","        self.current_epoch_val_losses = []\n","\n","    def calcualte_auc(self, y, y_hat):\n","        y = y.cpu().numpy()\n","        y_hat = y_hat.cpu().detach().numpy().round()\n","        \n","        scores = []\n","        for i in range(y.shape[1]):\n","            try:\n","                scores.append(roc_auc_score(y[:, i], y_hat[:, i]))\n","            except:\n","                if np.all(y[:, i] == y_hat[:, i]):\n","                    scores.append(1.0)\n","                else:\n","                    scores.append(0.5)\n","                \n","        return np.mean(scores)\n","\n","    def forward(self, x):\n","        return self.classifier(x)\n","\n","    def shared_step(self, batch, batch_idx):\n","        x, y = batch\n","        y_hat = self(x)\n","        loss = self.criterion(y_hat, y)\n","        auc = self.calcualte_auc(y, y_hat)\n","        return loss, auc\n","\n","    def log_metrics(self, history_type, loss, auc):\n","        if history_type == \"train\":\n","            self.current_epoch_train_aucs.append(auc)\n","            self.current_epoch_train_losses.append(loss)\n","        else:\n","            self.current_epoch_val_aucs.append(auc)\n","            self.current_epoch_val_losses.append(loss)\n","        self.log_dict(\n","            {\n","                f\"{history_type}_loss\": loss,\n","                f\"{history_type}_auc\": auc\n","            },\n","            on_step=False,\n","            on_epoch=True,\n","            prog_bar=True\n","        )\n","\n","    def training_step(self, batch, batch_idx):\n","        loss, auc = self.shared_step(batch, batch_idx)\n","        self.log_metrics(\"train\", loss.item(), auc)\n","        return loss\n","\n","    def validation_step(self, batch, batch_idx):\n","        loss, auc = self.shared_step(batch, batch_idx)\n","        self.log_metrics(\"val\", loss.item(), auc)\n","        return loss\n","    \n","    def on_train_epoch_end(self):\n","        epoch_auc = np.mean(self.current_epoch_train_aucs)\n","        epoch_loss = np.mean(self.current_epoch_train_losses)\n","        self.histories[\"train\"][\"epoch\"].append(self.current_epoch)\n","        self.histories[\"train\"][\"auc\"].append(epoch_auc)\n","        self.histories[\"train\"][\"loss\"].append(epoch_loss)\n","        \n","        self.current_epoch_train_aucs = []\n","        self.current_epoch_train_losses = []\n","        \n","    def on_validation_epoch_end(self):        \n","        epoch_auc = np.mean(self.current_epoch_val_aucs)\n","        epoch_loss = np.mean(self.current_epoch_val_losses)\n","        self.histories[\"val\"][\"epoch\"].append(self.current_epoch)\n","        self.histories[\"val\"][\"auc\"].append(epoch_auc)\n","        self.histories[\"val\"][\"loss\"].append(epoch_loss)\n","        \n","        self.current_epoch_val_aucs = []\n","        self.current_epoch_val_losses = []       \n","        \n","    def predict(self, x):\n","        return self(x)\n","\n","    def configure_optimizers(self):\n","        optimizer = optim.Adam(self.parameters(), lr=self.learning_rate)\n","        scheduler = optim.lr_scheduler.ReduceLROnPlateau(\n","            optimizer, \n","            mode=\"max\", \n","            factor=0.3, \n","            patience=5, \n","            threshold=0.001,\n","            verbose=False\n","        )\n","\n","        return {\n","            \"optimizer\": optimizer,\n","            \"lr_scheduler\": {\n","                \"scheduler\": scheduler,\n","                \"monitor\": \"val_auc\"\n","            }\n","        }"]},{"cell_type":"markdown","id":"e90695bd","metadata":{"papermill":{"duration":0.006854,"end_time":"2024-03-30T06:18:53.555095","exception":false,"start_time":"2024-03-30T06:18:53.548241","status":"completed"},"tags":[]},"source":["# Training"]},{"cell_type":"code","execution_count":10,"id":"b49e9e5a","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:18:53.569514Z","iopub.status.busy":"2024-03-30T06:18:53.569251Z","iopub.status.idle":"2024-03-30T06:18:53.622735Z","shell.execute_reply":"2024-03-30T06:18:53.621941Z"},"papermill":{"duration":0.062862,"end_time":"2024-03-30T06:18:53.624672","exception":false,"start_time":"2024-03-30T06:18:53.56181","status":"completed"},"tags":[]},"outputs":[],"source":["BATCH_SIZE = 16\n","LEARNING_RATE = 0.000695\n","MAX_EPOCHS = 100\n","\n","data_module = SteelDataModule(X_train, y_train, X_val, y_val, BATCH_SIZE)\n","model = MLPModel(X_train.shape[1], y_train.shape[1], BATCH_SIZE, LEARNING_RATE)"]},{"cell_type":"code","execution_count":11,"id":"596c3324","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2024-03-30T06:18:53.639703Z","iopub.status.busy":"2024-03-30T06:18:53.639085Z","iopub.status.idle":"2024-03-30T06:18:54.283323Z","shell.execute_reply":"2024-03-30T06:18:54.282455Z"},"papermill":{"duration":0.653994,"end_time":"2024-03-30T06:18:54.285492","exception":false,"start_time":"2024-03-30T06:18:53.631498","status":"completed"},"tags":[]},"outputs":[{"name":"stderr","output_type":"stream","text":["INFO: GPU available: True (cuda), used: True\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n"]}],"source":["early_stopping = EarlyStopping(\n","    monitor=\"val_auc\", \n","    patience=11, \n","    mode=\"max\",                  \n","    verbose=False, \n","    check_on_train_epoch_end=True, \n","    min_delta=0.001\n",")\n","\n","checkpoint_callback = ModelCheckpoint(\n","    monitor='val_auc',\n","    dirpath=f'./checkpoints/{datetime.now().strftime(\"%Y%m%d-%H%M%S\")}',\n","    filename='{epoch}-{val_auc:.4f}-{val_loss:.4f}',\n","    auto_insert_metric_name=False,\n","    save_top_k=3,\n","    every_n_epochs=1,\n","    mode='max',\n","    save_on_train_epoch_end=True\n",")\n","\n","trainer = L.Trainer(\n","    max_epochs=MAX_EPOCHS,\n","    callbacks=[early_stopping, checkpoint_callback],\n",")"]},{"cell_type":"code","execution_count":12,"id":"dc85b968","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2024-03-30T06:18:54.302049Z","iopub.status.busy":"2024-03-30T06:18:54.301267Z","iopub.status.idle":"2024-03-30T06:24:20.229908Z","shell.execute_reply":"2024-03-30T06:24:20.228931Z"},"papermill":{"duration":325.938888,"end_time":"2024-03-30T06:24:20.231895","exception":false,"start_time":"2024-03-30T06:18:54.293007","status":"completed"},"tags":[]},"outputs":[{"name":"stderr","output_type":"stream","text":["WARNING: Missing logger folder: /kaggle/working/lightning_logs\n","2024-03-30 06:18:56.954659: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n","2024-03-30 06:18:56.954757: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n","2024-03-30 06:18:57.090809: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","INFO: LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","INFO: \n","  | Name       | Type       | Params\n","------------------------------------------\n","0 | classifier | Sequential | 681 K \n","1 | criterion  | BCELoss    | 0     \n","------------------------------------------\n","681 K     Trainable params\n","0         Non-trainable params\n","681 K     Total params\n","2.726     Total estimated model params size (MB)\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2493cffbdb7d4b2da4bf8bc65cd8d26f","version_major":2,"version_minor":0},"text/plain":["Sanity Checking: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f110e58f98c84d8b99fbe75b8972ea7d","version_major":2,"version_minor":0},"text/plain":["Training: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6436a13447344fe584f2aadac04a44b2","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"aab892fde0214c24b3a32b77266cc2f1","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"98ee26304b1948dcab041b5da73d7a9c","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3f2481fee4644f4183327a2463d66c2e","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"618966edcd7a40a0a5c722d5ace6acfb","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3fd49e1218814f769d1d6eb2e39f353a","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"621b0208f1ec465793db662008b57fbc","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5b80d36b60b44bd0a0fa22dc7f75d2d1","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8b25dfefa3794386966ac43c04b9b8ca","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1fc16d1d96d543ad93196b4391555ae0","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cc4a66d7cd694600adbfc85c597e1a65","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"efcb15f010404129ba7e0e7386f9b63d","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"48e9696f96204a71bb7ff71b1cea6a84","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"02173f7b92bd415a82abf41d15445803","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"51ec0d4ed8814a30bc83466a14833480","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a0f5ef1a02ba4699aec5c84ccadf25dc","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ceea7b07d3824e1781aca5b07452fee1","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"455bb9e2029f499198c2dd00c968a17a","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["INFO: LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"86bb836b54724e508ea2ab842d1b5fa2","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n","┃<span style=\"font-weight: bold\">      Validate metric      </span>┃<span style=\"font-weight: bold\">       DataLoader 0        </span>┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n","│<span style=\"color: #008080; text-decoration-color: #008080\">          val_auc          </span>│<span style=\"color: #800080; text-decoration-color: #800080\">    0.7499330043792725     </span>│\n","│<span style=\"color: #008080; text-decoration-color: #008080\">         val_loss          </span>│<span style=\"color: #800080; text-decoration-color: #800080\">    0.23092205822467804    </span>│\n","└───────────────────────────┴───────────────────────────┘\n","</pre>\n"],"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1m     Validate metric     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      DataLoader 0       \u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n","│\u001b[36m \u001b[0m\u001b[36m         val_auc         \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m   0.7499330043792725    \u001b[0m\u001b[35m \u001b[0m│\n","│\u001b[36m \u001b[0m\u001b[36m        val_loss         \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m   0.23092205822467804   \u001b[0m\u001b[35m \u001b[0m│\n","└───────────────────────────┴───────────────────────────┘\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["[{'val_loss': 0.23092205822467804, 'val_auc': 0.7499330043792725}]"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["trainer.fit(model, data_module)\n","trainer.validate(model, data_module)"]},{"cell_type":"markdown","id":"8080fe04","metadata":{"papermill":{"duration":0.011472,"end_time":"2024-03-30T06:24:20.256328","exception":false,"start_time":"2024-03-30T06:24:20.244856","status":"completed"},"tags":[]},"source":["# Visualizing the Result"]},{"cell_type":"code","execution_count":13,"id":"e706265a","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:24:20.280618Z","iopub.status.busy":"2024-03-30T06:24:20.280302Z","iopub.status.idle":"2024-03-30T06:24:21.223854Z","shell.execute_reply":"2024-03-30T06:24:21.222959Z"},"papermill":{"duration":0.958751,"end_time":"2024-03-30T06:24:21.226466","exception":false,"start_time":"2024-03-30T06:24:20.267715","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1000x600 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["histories = model.histories\n","\n","if histories[\"val\"][\"epoch\"][0] == histories[\"val\"][\"epoch\"][1]:\n","    histories[\"val\"][\"epoch\"] = histories[\"val\"][\"epoch\"][1:]\n","    histories[\"val\"][\"auc\"] = histories[\"val\"][\"auc\"][1:]\n","    histories[\"val\"][\"loss\"] = histories[\"val\"][\"loss\"][1:]\n","\n","def plot_metric(ax, history, metric, title, color):\n","    steps = history[\"epoch\"]\n","    values = pd.Series(history[metric])\n","    ax.plot(steps, values, color=color)\n","    ax.set_title(title, fontsize=10)\n","    ax.set_xlabel(\"Epoch\", fontsize=10)\n","    ax.set_ylabel(metric, fontsize=10)\n","\n","fig, ax = plt.subplots(2, 2, figsize=(10, 6))\n","\n","plot_metric(ax[0, 0], histories[\"train\"], \"loss\", \"Training Loss\", 'darkblue')\n","plot_metric(ax[0, 1], histories[\"train\"], \"auc\", \"Training AUC\", 'darkgreen')\n","plot_metric(ax[1, 0], histories[\"val\"], \"loss\", \"Validation Loss\", 'darkblue')\n","plot_metric(ax[1, 1], histories[\"val\"], \"auc\", \"Validation AUC\", 'darkgreen')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","id":"56be1855","metadata":{"papermill":{"duration":0.01244,"end_time":"2024-03-30T06:24:21.253431","exception":false,"start_time":"2024-03-30T06:24:21.240991","status":"completed"},"tags":[]},"source":["# Creating Submission"]},{"cell_type":"code","execution_count":14,"id":"efdd0e94","metadata":{"execution":{"iopub.execute_input":"2024-03-30T06:24:21.279418Z","iopub.status.busy":"2024-03-30T06:24:21.279095Z","iopub.status.idle":"2024-03-30T06:24:22.056486Z","shell.execute_reply":"2024-03-30T06:24:22.055532Z"},"papermill":{"duration":0.792814,"end_time":"2024-03-30T06:24:22.058589","exception":false,"start_time":"2024-03-30T06:24:21.265775","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>Pastry</th>\n","      <th>Z_Scratch</th>\n","      <th>K_Scatch</th>\n","      <th>Stains</th>\n","      <th>Dirtiness</th>\n","      <th>Bumps</th>\n","      <th>Other_Faults</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>19219</td>\n","      <td>0.455961</td>\n","      <td>0.000909</td>\n","      <td>0.002407</td>\n","      <td>0.000022</td>\n","      <td>0.014442</td>\n","      <td>0.104540</td>\n","      <td>0.527748</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>19220</td>\n","      <td>0.275380</td>\n","      <td>0.004273</td>\n","      <td>0.011269</td>\n","      <td>0.008292</td>\n","      <td>0.145414</td>\n","      <td>0.108405</td>\n","      <td>0.417687</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>19221</td>\n","      <td>0.003890</td>\n","      <td>0.008136</td>\n","      <td>0.072003</td>\n","      <td>0.001826</td>\n","      <td>0.008808</td>\n","      <td>0.196624</td>\n","      <td>0.555604</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>19222</td>\n","      <td>0.077390</td>\n","      <td>0.002049</td>\n","      <td>0.001073</td>\n","      <td>0.000496</td>\n","      <td>0.006890</td>\n","      <td>0.296992</td>\n","      <td>0.396221</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>19223</td>\n","      <td>0.003438</td>\n","      <td>0.001095</td>\n","      <td>0.001919</td>\n","      <td>0.000426</td>\n","      <td>0.009601</td>\n","      <td>0.647208</td>\n","      <td>0.582379</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      id    Pastry  Z_Scratch  K_Scatch    Stains  Dirtiness     Bumps  \\\n","0  19219  0.455961   0.000909  0.002407  0.000022   0.014442  0.104540   \n","1  19220  0.275380   0.004273  0.011269  0.008292   0.145414  0.108405   \n","2  19221  0.003890   0.008136  0.072003  0.001826   0.008808  0.196624   \n","3  19222  0.077390   0.002049  0.001073  0.000496   0.006890  0.296992   \n","4  19223  0.003438   0.001095  0.001919  0.000426   0.009601  0.647208   \n","\n","   Other_Faults  \n","0      0.527748  \n","1      0.417687  \n","2      0.555604  \n","3      0.396221  \n","4      0.582379  "]},"execution_count":14,"metadata":{},"output_type":"execute_result"}],"source":["model = MLPModel.load_from_checkpoint(\n","    checkpoint_callback.best_model_path, \n","    input_dim=X_train.shape[1], \n","    output_dim=y_train.shape[1], \n","    batch_size=BATCH_SIZE, \n","    learning_rate=LEARNING_RATE\n",")\n","\n","y_hat = model.predict(torch.tensor(X_test, dtype=torch.float32).to(\"cuda\")).cpu().detach().numpy()\n","\n","submission = pd.DataFrame(y_hat, columns=label_cols)\n","submission[\"id\"] = test[\"id\"]\n","submission = submission[[\"id\"] + label_cols]\n","submission.to_csv(\"submission.csv\", index=False)\n","submission.head()"]},{"cell_type":"code","execution_count":null,"id":"e331f2fb","metadata":{"papermill":{"duration":0.012751,"end_time":"2024-03-30T06:24:22.084544","exception":false,"start_time":"2024-03-30T06:24:22.071793","status":"completed"},"tags":[]},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"gpu","dataSources":[{"databundleVersionId":7659021,"sourceId":68699,"sourceType":"competition"}],"dockerImageVersionId":30665,"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":362.34749,"end_time":"2024-03-30T06:24:25.29486","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2024-03-30T06:18:22.94737","version":"2.5.0"},"widgets":{"application/vnd.jupyter.widget-state+json":{"state":{"02173f7b92bd415a82abf41d15445803":{"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_f50cadce93c9432d81aedac4a829a2b7","IPY_MODEL_c91194065b0f43e79f9d1b9f45d03111","IPY_MODEL_4055ba7c085d4de99de8c6304758c62a"],"layout":"IPY_MODEL_364e31f109dc49ac9a107864dd87e2dc"}},"02d5c5fa14b64dc1ae360979d5bc80ec":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0384e3dd0e33417cb25ee6fc1a260d30":{"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":""}},"0404fec1f0b648a3bbf25a75d71156e4":{"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":""}},"042b67e8f6d341bcba18b026c1599f2c":{"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":""}},"05b3eae42b31491a9ed583db1f21901a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"061231d7c7d446e6ae20d584d6c764da":{"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_ec64476efd4a489d817bd0fa05c42c23","placeholder":"​","style":"IPY_MODEL_baf46d09a2524ed695251b50808f1a63","value":" 1021/1021 [00:17&lt;00:00, 58.59it/s, v_num=0, val_loss=0.231, val_auc=0.750, train_loss=0.232, train_auc=0.756]"}},"074b0429baf04a24858a6ccd087bc5d4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"09b8689a410c45e09b569d9e5578fb40":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_52571c571d19454fb2c72070f58c35cc","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_9fd3737ad7044889b8ef3ec5fbbecc50","value":181.0}},"0ec0d2b79ddd4f97a9fcf54af9b7f059":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0ee6b30e69404139b353bbfa756ab1e0":{"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":""}},"0f7a28b0be884326a3dd31ed4c83b289":{"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_71eb5a59b306422f8459f46ea809ee11","placeholder":"​","style":"IPY_MODEL_522dc58b0b5746ae9f90eea2653bd71a","value":" 181/181 [00:02&lt;00:00, 83.62it/s]"}},"10d39dfb862a4a16851e442d7b2f00fd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"119102a0d09047b6884fc87dea6e4df3":{"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":""}},"1196c8765da64a18ae3f01c6a64ca486":{"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_7f7070e1416141769ed32aca11298fc7","placeholder":"​","style":"IPY_MODEL_8f5fd906ebb74ffe8283946687399175","value":"Validation DataLoader 0: 100%"}},"13dd6a607642490aa7a9d3fa5ec2e480":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1559fba052934a2ba3ba9f074c25ba5e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"16418746ff2a43909206eb87cbdce974":{"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_6c468a29f4e84833a2c1f80c12ca0ceb","placeholder":"​","style":"IPY_MODEL_4906c9d07cf74e5fbe37d67bcd3a78ee","value":"Validation DataLoader 0: 100%"}},"1c3a4def537d44c88a2b3568e0bb0127":{"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_05b3eae42b31491a9ed583db1f21901a","placeholder":"​","style":"IPY_MODEL_25b8ab00c37e491d98f9745b0a405228","value":" 181/181 [00:02&lt;00:00, 84.38it/s]"}},"1cff042b9b4b4b88aeda29cf1e9e74a8":{"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_5e1760bc64b848f782d611562edc3193","placeholder":"​","style":"IPY_MODEL_bb5af36adce54f2881768029942ba4fd","value":"Validation DataLoader 0: 100%"}},"1d5633d97da54242b1c714f46c0a1517":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1e5d3b7575b243ad82e8c48dd1f47c2a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1f575feb946143d78040ab51e62bf387":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1fc16d1d96d543ad93196b4391555ae0":{"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_b1913dbd0dac4254b2181a25671e19f3","IPY_MODEL_09b8689a410c45e09b569d9e5578fb40","IPY_MODEL_98f3300ec48b4e4284fa80ba2ec728c6"],"layout":"IPY_MODEL_3da770fb1cb8459781775347b8b99d9f"}},"23309c9e890a48c8bf08ffaf4609a10e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_1559fba052934a2ba3ba9f074c25ba5e","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_4cf88a9e9fa943e8bb16067aff175c89","value":181.0}},"2493cffbdb7d4b2da4bf8bc65cd8d26f":{"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_cd10b8ee2d1a4501a7ed70e78e4dd1fd","IPY_MODEL_44a4c502c6c74428a9266c81b0380abf","IPY_MODEL_a546296941514fe48a0b9ff34160017a"],"layout":"IPY_MODEL_982b152f482f4921a9b029aaac47b567"}},"25ac75969bab473ca251f256b3a719f9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"25b8ab00c37e491d98f9745b0a405228":{"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":""}},"28138320a73c4b519ffb702d9042507d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"2922f0f58b654b83bbf5a07da00b5ffe":{"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_e764016e4fb84086aab352a97089baf4","placeholder":"​","style":"IPY_MODEL_c71a75ab21184230b2f9174642c7f789","value":" 181/181 [00:02&lt;00:00, 84.97it/s]"}},"298de632ad4844498f5b31cc50d39d59":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2a4512d9b0424e50af0c97f7541dff5b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2a4627e2acab4a33ab75e19a54f58c30":{"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":""}},"2c88c7dd81a0472eb152848a26ecad07":{"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_be49fbbd8fb14f4bac722540be63cb87","placeholder":"​","style":"IPY_MODEL_6bc9e6fecfdf4265aff2684ee7394d6a","value":"Validation DataLoader 0: 100%"}},"2cf64cecc552414da32f30e0066f71bb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2e62c627e47942ff9bad42aa1cfc4c6d":{"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":""}},"2ebab3289cf9438d89240fb813ddb478":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3031d7798a214bc3af56ae04fcb99d33":{"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_556ff44eb0d44f588904c51781f9d51e","max":1021.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_2e62c627e47942ff9bad42aa1cfc4c6d","value":1021.0}},"31105cf582fb4f08b2b9b4377797e701":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3379f75c38de46a8b482eefe3deae7a2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"35787ea4163f4e838873bcd1a8d374eb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"361d090ff94a4fc3b9a8771ef29d3374":{"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":""}},"364e31f109dc49ac9a107864dd87e2dc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"3653cf4d5e0f4da489c2fb759d5214b2":{"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_e26009e8ca4f48ddaa5d812d302dcd0f","placeholder":"​","style":"IPY_MODEL_e190d5c5451c4707a7c443d792c4f550","value":"Validation DataLoader 0: 100%"}},"37298d355eff4a1cb68282ba38566b5c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_8efc11fcd18a4ebbaab0c81c706681e9","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_6cf3004c72354927a6f8eb5877455519","value":181.0}},"37f6f4b7518d4f02b071696290a6e146":{"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":""}},"389150264dd6496d9b72f7dedc842576":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3cf7248d78c942a98b0ae2d41c4a6d26":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_c3770ea51f4a4106be432315d83b3b12","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_e8dc5e177ea9415ab8548bfffca635df","value":181.0}},"3da770fb1cb8459781775347b8b99d9f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"3e90eadd506148dd9ac40c44975df685":{"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":""}},"3f2481fee4644f4183327a2463d66c2e":{"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_1196c8765da64a18ae3f01c6a64ca486","IPY_MODEL_b2078b2c59634e59b5cbf0e5db1585b9","IPY_MODEL_fed68771e0ca4bf18dc62176658b5d56"],"layout":"IPY_MODEL_4520ae555f8d42f28342e9784cfdf353"}},"3fadd4ea6b8d4a31b294753efe07f5db":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3fd49e1218814f769d1d6eb2e39f353a":{"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_3653cf4d5e0f4da489c2fb759d5214b2","IPY_MODEL_3cf7248d78c942a98b0ae2d41c4a6d26","IPY_MODEL_6ffb2f6284f54797a683f2be14a6e744"],"layout":"IPY_MODEL_deb14fb398be4533954dbf90caf5407a"}},"4055ba7c085d4de99de8c6304758c62a":{"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_31105cf582fb4f08b2b9b4377797e701","placeholder":"​","style":"IPY_MODEL_a44d3f0ba2da431eb8d2c4e492624455","value":" 181/181 [00:02&lt;00:00, 84.44it/s]"}},"43aa3d4e4f7445efa0d457f8078e0cf3":{"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_7c249b195c1247f297fd1c6e2d4de181","placeholder":"​","style":"IPY_MODEL_37f6f4b7518d4f02b071696290a6e146","value":"Validation DataLoader 0: 100%"}},"43c12b8d8e3b417c847a792357cabc3a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4435979f01214b80a15b0972b3225780":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"44a4c502c6c74428a9266c81b0380abf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_e2e481a2418c425ba2a5a5f0361827ca","max":2.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_7e0b6e8b495b40ef80d20168b63bbe36","value":2.0}},"4520ae555f8d42f28342e9784cfdf353":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"455bb9e2029f499198c2dd00c968a17a":{"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_1cff042b9b4b4b88aeda29cf1e9e74a8","IPY_MODEL_9e29fae316a44a898ab4847b74d073c0","IPY_MODEL_1c3a4def537d44c88a2b3568e0bb0127"],"layout":"IPY_MODEL_c1bb4eebd6304f54b1d175706cffa728"}},"48e9696f96204a71bb7ff71b1cea6a84":{"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_5d9ac7a9a6b74cccbeb8e5a90df4fd51","IPY_MODEL_73a5de758c004e44abc86d2cde410e8d","IPY_MODEL_c379da937efd4736823bb6ee09fb9275"],"layout":"IPY_MODEL_674035c71475427898cb31e220df3906"}},"4906c9d07cf74e5fbe37d67bcd3a78ee":{"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":""}},"49c7d27a8a98456f80c8be313260f376":{"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":""}},"4bc1bf00d9c2475f8b178ec69203bb40":{"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_da28d36dccba410d9e8a5afc0aac6806","placeholder":"​","style":"IPY_MODEL_d69242e0e94042849cc8836784c9bf4a","value":"Validation DataLoader 0: 100%"}},"4c540a76128e4b19bb751efcbf4ac94d":{"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_8cc6521b8bad4d729ecfcf1a3c8eb96d","placeholder":"​","style":"IPY_MODEL_d55e95ddecf343768c911ac64161688b","value":" 181/181 [00:02&lt;00:00, 84.81it/s]"}},"4cf88a9e9fa943e8bb16067aff175c89":{"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":""}},"4d460160a0d640e1bf236e654d44ba57":{"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":""}},"51ec0d4ed8814a30bc83466a14833480":{"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_6f27b996b2974926883144797a084cdd","IPY_MODEL_be48f060c038419c919250ef05537df7","IPY_MODEL_d2a329faea6942bdbf139ed01378ba7d"],"layout":"IPY_MODEL_3379f75c38de46a8b482eefe3deae7a2"}},"522dc58b0b5746ae9f90eea2653bd71a":{"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":""}},"52571c571d19454fb2c72070f58c35cc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54498bbed68a4ebe8f4fb364392b2212":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54e04a7015034e10a4870544ffcc7c93":{"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":""}},"556ff44eb0d44f588904c51781f9d51e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"574a7f7b21a3400cb8535d285bcf6371":{"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":""}},"58600ffe9ef24322836c911116f32abd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"58c3b79473cb4862aa04b63230c29a41":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"590572e24e004eb19bd28ca226213ef9":{"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":""}},"598ba638a2054cb0b750ed60754802a9":{"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":""}},"5b80d36b60b44bd0a0fa22dc7f75d2d1":{"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_a3f20575a79645609caf6a5b2fa74f36","IPY_MODEL_5e495f20d5554bea9b70cb5c10727fb1","IPY_MODEL_903e169dc80d4eaf88296bb178a85ef7"],"layout":"IPY_MODEL_c610673959cd4da7a9bb45b749e89d50"}},"5d215cf46ee54ff885cc54b16397edf4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5d9ac7a9a6b74cccbeb8e5a90df4fd51":{"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_614155a39a5c4c3d9d192933a3fcce0c","placeholder":"​","style":"IPY_MODEL_361d090ff94a4fc3b9a8771ef29d3374","value":"Validation DataLoader 0: 100%"}},"5e1760bc64b848f782d611562edc3193":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5e495f20d5554bea9b70cb5c10727fb1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_8703ab727e3d486390ffbaa0e2007589","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_98e4d115e61b4106aa6fdbab3d43f65c","value":181.0}},"5f38daf8183d415eb1a10198314eb082":{"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":""}},"614155a39a5c4c3d9d192933a3fcce0c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"618966edcd7a40a0a5c722d5ace6acfb":{"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_f843660927bb42918a3e9ce01f9b6ff7","IPY_MODEL_23309c9e890a48c8bf08ffaf4609a10e","IPY_MODEL_e91fbcfbaff7486aa65a6ec9b1b8e4e0"],"layout":"IPY_MODEL_28138320a73c4b519ffb702d9042507d"}},"621b0208f1ec465793db662008b57fbc":{"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_a1a863271c28462b86e87cba062b2ad9","IPY_MODEL_6badb7124abf4b6089a9d65d83e86526","IPY_MODEL_fa4958eefbf84030bc4789b1e70da8c1"],"layout":"IPY_MODEL_25ac75969bab473ca251f256b3a719f9"}},"6380656f42e649d9a3ff2780ff892f5c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6436a13447344fe584f2aadac04a44b2":{"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_4bc1bf00d9c2475f8b178ec69203bb40","IPY_MODEL_79d9db37144640b4b62c3821b9bec725","IPY_MODEL_861394ef8e5f41fabdc70560d0351329"],"layout":"IPY_MODEL_74b2404caec74b1db354d8ceabd8b163"}},"64d05d3a231c4d31b3ac427e7626f2ed":{"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":""}},"6542a81d724544d8a204543c00cf3611":{"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":""}},"667878a85f0b46c197c427e05ffe2b75":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"674035c71475427898cb31e220df3906":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"6a35b0da07b341cb8c1b8a24fd05cc3a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6a8932fb59c04afabfdbff39520b64fd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6b6f60f5259a4b329383e97dc4b23f01":{"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":""}},"6badb7124abf4b6089a9d65d83e86526":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_1d5633d97da54242b1c714f46c0a1517","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_590572e24e004eb19bd28ca226213ef9","value":181.0}},"6bc9e6fecfdf4265aff2684ee7394d6a":{"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":""}},"6c468a29f4e84833a2c1f80c12ca0ceb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6cf3004c72354927a6f8eb5877455519":{"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":""}},"6ea1efda6bcd4ce0a20a2c7fe0a3ae84":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6f27b996b2974926883144797a084cdd":{"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_5d215cf46ee54ff885cc54b16397edf4","placeholder":"​","style":"IPY_MODEL_fb41bcadc7634d75aa61f79a41c69f8e","value":"Validation DataLoader 0: 100%"}},"6ffb2f6284f54797a683f2be14a6e744":{"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_1f575feb946143d78040ab51e62bf387","placeholder":"​","style":"IPY_MODEL_2a4627e2acab4a33ab75e19a54f58c30","value":" 181/181 [00:02&lt;00:00, 86.42it/s]"}},"71669d476ea041a987bf6a5f7a311116":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"71eb5a59b306422f8459f46ea809ee11":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"73a5de758c004e44abc86d2cde410e8d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_e670defb84e1449bba2ae008f0e7be48","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_d7ee969218064511af94b00c94fbe009","value":181.0}},"74b2404caec74b1db354d8ceabd8b163":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"75a3e49b3c554d24915c5ed5f82f70d5":{"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":""}},"7825d0c1d73b4094bdbd2d8eaf07ed22":{"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":""}},"79d9db37144640b4b62c3821b9bec725":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_2a4512d9b0424e50af0c97f7541dff5b","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_7825d0c1d73b4094bdbd2d8eaf07ed22","value":181.0}},"7c249b195c1247f297fd1c6e2d4de181":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7cf6543d35554b3693d5533bf4d744f7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_d197b38910774ac4b69d8097146dbef2","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_574a7f7b21a3400cb8535d285bcf6371","value":181.0}},"7e0b6e8b495b40ef80d20168b63bbe36":{"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":""}},"7f0d983e2a034441afbdc16c3b0ba535":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_6ea1efda6bcd4ce0a20a2c7fe0a3ae84","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_b546b63cc18f48f29a46eea55a86e03d","value":181.0}},"7f7070e1416141769ed32aca11298fc7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7fc1549af527424ebd9baadf04f36222":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"80d576bd5fa04cf1a8639ae00e42ee4a":{"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":""}},"83baf62f643e46db92dce339462931c3":{"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":""}},"85f4b7cdeab44beb892e6413f855aecf":{"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_ed5d156630394ece9a5bcf46650aa5a8","placeholder":"​","style":"IPY_MODEL_83baf62f643e46db92dce339462931c3","value":" 181/181 [00:02&lt;00:00, 82.17it/s]"}},"861394ef8e5f41fabdc70560d0351329":{"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_98946a9837104699b576ace1cf67170f","placeholder":"​","style":"IPY_MODEL_3e90eadd506148dd9ac40c44975df685","value":" 181/181 [00:02&lt;00:00, 86.61it/s]"}},"86bb836b54724e508ea2ab842d1b5fa2":{"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_f905548a52034bfa832d24d569fe3ec5","IPY_MODEL_abacb55b5daa41978b3cdacfb85eb854","IPY_MODEL_0f7a28b0be884326a3dd31ed4c83b289"],"layout":"IPY_MODEL_a0f6378f20df477aa40043077d71b73b"}},"8703ab727e3d486390ffbaa0e2007589":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"896a3f0b435642d4a0ef066af58ed45e":{"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_3fadd4ea6b8d4a31b294753efe07f5db","placeholder":"​","style":"IPY_MODEL_a7474433ac2041ec921eafc5a26822e2","value":" 181/181 [00:02&lt;00:00, 86.95it/s]"}},"8b25dfefa3794386966ac43c04b9b8ca":{"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_baecdca49ea94d22932d7a5840e1775b","IPY_MODEL_7cf6543d35554b3693d5533bf4d744f7","IPY_MODEL_2922f0f58b654b83bbf5a07da00b5ffe"],"layout":"IPY_MODEL_9a43bb367e7741c799fae6e9e409a07b"}},"8c1f53b2f7da4a09818afbc32ac100db":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8cc6521b8bad4d729ecfcf1a3c8eb96d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8d4e416a95084538b59bd06a0cde874d":{"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":""}},"8e27956c843c4816b1b0e7dd74c4c20a":{"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":""}},"8efc11fcd18a4ebbaab0c81c706681e9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8f5fd906ebb74ffe8283946687399175":{"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":""}},"8fa3d1023cde4fed931f81e69ad6735a":{"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":""}},"903e169dc80d4eaf88296bb178a85ef7":{"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_6380656f42e649d9a3ff2780ff892f5c","placeholder":"​","style":"IPY_MODEL_a46a370d1a344456a50952c6003c22cf","value":" 181/181 [00:02&lt;00:00, 86.99it/s]"}},"93d0f8b56bac494596e08fa03243101f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"982b152f482f4921a9b029aaac47b567":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"98946a9837104699b576ace1cf67170f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"98e4d115e61b4106aa6fdbab3d43f65c":{"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":""}},"98e7bff077da4aabaebaa77090b33a1b":{"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":""}},"98ee26304b1948dcab041b5da73d7a9c":{"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_2c88c7dd81a0472eb152848a26ecad07","IPY_MODEL_d773913c8f134df2bc9a23fe7b3d903d","IPY_MODEL_4c540a76128e4b19bb751efcbf4ac94d"],"layout":"IPY_MODEL_7fc1549af527424ebd9baadf04f36222"}},"98f3300ec48b4e4284fa80ba2ec728c6":{"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_e1fd474a02ce4cdfba5d207171abd701","placeholder":"​","style":"IPY_MODEL_ae8a99efd8fe4da19bfd5d5ac742296f","value":" 181/181 [00:02&lt;00:00, 84.06it/s]"}},"9a43bb367e7741c799fae6e9e409a07b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"9acebbc93dca49fabdc7288a60def73a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_4435979f01214b80a15b0972b3225780","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_49c7d27a8a98456f80c8be313260f376","value":181.0}},"9ad8aa54a0be47079a39b499d0857ff1":{"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_af6d7060239549c0bd0d94ca097573a2","placeholder":"​","style":"IPY_MODEL_a236ddc936ff4852ae8e2d6f39285d01","value":" 181/181 [00:02&lt;00:00, 81.39it/s]"}},"9e29fae316a44a898ab4847b74d073c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_b6e7dc3165c54990be8f0af8854fa6a7","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_6b6f60f5259a4b329383e97dc4b23f01","value":181.0}},"9fd3737ad7044889b8ef3ec5fbbecc50":{"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":""}},"a0f5ef1a02ba4699aec5c84ccadf25dc":{"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_43aa3d4e4f7445efa0d457f8078e0cf3","IPY_MODEL_c14f294b4e06443abb60af1606f85f9c","IPY_MODEL_9ad8aa54a0be47079a39b499d0857ff1"],"layout":"IPY_MODEL_da48fcf3870649068ee8fbb7ba4369c1"}},"a0f6378f20df477aa40043077d71b73b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"a1a863271c28462b86e87cba062b2ad9":{"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_58600ffe9ef24322836c911116f32abd","placeholder":"​","style":"IPY_MODEL_d4c3195423d44a0ebee89485c8b9cfcb","value":"Validation DataLoader 0: 100%"}},"a236ddc936ff4852ae8e2d6f39285d01":{"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":""}},"a3f20575a79645609caf6a5b2fa74f36":{"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_a5547e0161ba42f98567d098102029e8","placeholder":"​","style":"IPY_MODEL_d2eefb764f024e63a1a89a62e1011b5e","value":"Validation DataLoader 0: 100%"}},"a44d3f0ba2da431eb8d2c4e492624455":{"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":""}},"a46a370d1a344456a50952c6003c22cf":{"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":""}},"a546296941514fe48a0b9ff34160017a":{"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_f40e7405cd9140e593647634e74807b6","placeholder":"​","style":"IPY_MODEL_75a3e49b3c554d24915c5ed5f82f70d5","value":" 2/2 [00:00&lt;00:00,  7.46it/s]"}},"a5547e0161ba42f98567d098102029e8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a5a0dce6e0e048e6a1f0200744e87f83":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_6a8932fb59c04afabfdbff39520b64fd","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_f9282af717dd426e82022d7b2c08dc84","value":181.0}},"a5d74e15e3044e46856c6d6150c1a9a9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a7474433ac2041ec921eafc5a26822e2":{"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":""}},"a91a73875dd742978216d46b6da28275":{"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_d65b51985e954d5c94b4d341cc1d0cf8","placeholder":"​","style":"IPY_MODEL_64d05d3a231c4d31b3ac427e7626f2ed","value":"Epoch 17: 100%"}},"aab892fde0214c24b3a32b77266cc2f1":{"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_ef0964803b444e6d935b162d6a9be6da","IPY_MODEL_9acebbc93dca49fabdc7288a60def73a","IPY_MODEL_896a3f0b435642d4a0ef066af58ed45e"],"layout":"IPY_MODEL_93d0f8b56bac494596e08fa03243101f"}},"abacb55b5daa41978b3cdacfb85eb854":{"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_2cf64cecc552414da32f30e0066f71bb","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_80d576bd5fa04cf1a8639ae00e42ee4a","value":181.0}},"ae8a99efd8fe4da19bfd5d5ac742296f":{"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":""}},"af6d7060239549c0bd0d94ca097573a2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b1913dbd0dac4254b2181a25671e19f3":{"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_1e5d3b7575b243ad82e8c48dd1f47c2a","placeholder":"​","style":"IPY_MODEL_f64a3af9d4d9418b97d7cf562f02e5e5","value":"Validation DataLoader 0: 100%"}},"b2078b2c59634e59b5cbf0e5db1585b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ebab3289cf9438d89240fb813ddb478","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_98e7bff077da4aabaebaa77090b33a1b","value":181.0}},"b283f9a2d57946d99c50db34da63c7a7":{"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":""}},"b546b63cc18f48f29a46eea55a86e03d":{"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":""}},"b6e7dc3165c54990be8f0af8854fa6a7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ba623196e15147849b37c4c5fecd2013":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"baecdca49ea94d22932d7a5840e1775b":{"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_ed43593eed9247279e1813b2b13e80bb","placeholder":"​","style":"IPY_MODEL_5f38daf8183d415eb1a10198314eb082","value":"Validation DataLoader 0: 100%"}},"baf46d09a2524ed695251b50808f1a63":{"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":""}},"bb5af36adce54f2881768029942ba4fd":{"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":""}},"bcad99b277a54f81acfb3110c7087863":{"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":""}},"be48f060c038419c919250ef05537df7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_074b0429baf04a24858a6ccd087bc5d4","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_042b67e8f6d341bcba18b026c1599f2c","value":181.0}},"be49fbbd8fb14f4bac722540be63cb87":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c14f294b4e06443abb60af1606f85f9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_35787ea4163f4e838873bcd1a8d374eb","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_0404fec1f0b648a3bbf25a75d71156e4","value":181.0}},"c1bb4eebd6304f54b1d175706cffa728":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"c3770ea51f4a4106be432315d83b3b12":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c379da937efd4736823bb6ee09fb9275":{"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_54498bbed68a4ebe8f4fb364392b2212","placeholder":"​","style":"IPY_MODEL_fa12a8110e1543e0b9f2bbad25a31905","value":" 181/181 [00:02&lt;00:00, 84.49it/s]"}},"c610673959cd4da7a9bb45b749e89d50":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"c71a75ab21184230b2f9174642c7f789":{"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":""}},"c91194065b0f43e79f9d1b9f45d03111":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_71669d476ea041a987bf6a5f7a311116","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_4d460160a0d640e1bf236e654d44ba57","value":181.0}},"c9e1600b203b43808d5242a6f6babc2e":{"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_58c3b79473cb4862aa04b63230c29a41","placeholder":"​","style":"IPY_MODEL_598ba638a2054cb0b750ed60754802a9","value":" 181/181 [00:02&lt;00:00, 87.16it/s]"}},"cafeb8dd4e2748dabed20f88c50f286d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cc4a66d7cd694600adbfc85c597e1a65":{"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_f94ee931e0e5416b8949f1410f68afa4","IPY_MODEL_7f0d983e2a034441afbdc16c3b0ba535","IPY_MODEL_e585a051d4a042e68ac112d54c32ec79"],"layout":"IPY_MODEL_e3b3541f911a44b5955b056bc4fa926d"}},"cd10b8ee2d1a4501a7ed70e78e4dd1fd":{"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_db23561fa3474c89ac4028e0f66b401b","placeholder":"​","style":"IPY_MODEL_54e04a7015034e10a4870544ffcc7c93","value":"Sanity Checking DataLoader 0: 100%"}},"ceea7b07d3824e1781aca5b07452fee1":{"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_16418746ff2a43909206eb87cbdce974","IPY_MODEL_37298d355eff4a1cb68282ba38566b5c","IPY_MODEL_85f4b7cdeab44beb892e6413f855aecf"],"layout":"IPY_MODEL_ba623196e15147849b37c4c5fecd2013"}},"d197b38910774ac4b69d8097146dbef2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d2a329faea6942bdbf139ed01378ba7d":{"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_43c12b8d8e3b417c847a792357cabc3a","placeholder":"​","style":"IPY_MODEL_0ee6b30e69404139b353bbfa756ab1e0","value":" 181/181 [00:02&lt;00:00, 84.69it/s]"}},"d2eefb764f024e63a1a89a62e1011b5e":{"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":""}},"d4c3195423d44a0ebee89485c8b9cfcb":{"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":""}},"d55e95ddecf343768c911ac64161688b":{"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":""}},"d65b51985e954d5c94b4d341cc1d0cf8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d69242e0e94042849cc8836784c9bf4a":{"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":""}},"d773913c8f134df2bc9a23fe7b3d903d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_02d5c5fa14b64dc1ae360979d5bc80ec","max":181.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_119102a0d09047b6884fc87dea6e4df3","value":181.0}},"d7ee969218064511af94b00c94fbe009":{"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":""}},"d9b61436370d4038a1464d195c968d71":{"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":""}},"da28d36dccba410d9e8a5afc0aac6806":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"da48fcf3870649068ee8fbb7ba4369c1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"db23561fa3474c89ac4028e0f66b401b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dbb1a83765a343139eb16dceb7008029":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"deb14fb398be4533954dbf90caf5407a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"e190d5c5451c4707a7c443d792c4f550":{"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":""}},"e1fd474a02ce4cdfba5d207171abd701":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e26009e8ca4f48ddaa5d812d302dcd0f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e2e481a2418c425ba2a5a5f0361827ca":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e3b3541f911a44b5955b056bc4fa926d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"e5543fd3d0f04332ac3483944fdbc35e":{"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":""}},"e585a051d4a042e68ac112d54c32ec79":{"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_389150264dd6496d9b72f7dedc842576","placeholder":"​","style":"IPY_MODEL_6542a81d724544d8a204543c00cf3611","value":" 181/181 [00:02&lt;00:00, 86.04it/s]"}},"e670defb84e1449bba2ae008f0e7be48":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e764016e4fb84086aab352a97089baf4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e8dc5e177ea9415ab8548bfffca635df":{"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":""}},"e91fbcfbaff7486aa65a6ec9b1b8e4e0":{"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_0ec0d2b79ddd4f97a9fcf54af9b7f059","placeholder":"​","style":"IPY_MODEL_d9b61436370d4038a1464d195c968d71","value":" 181/181 [00:02&lt;00:00, 81.36it/s]"}},"ec64476efd4a489d817bd0fa05c42c23":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ed43593eed9247279e1813b2b13e80bb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ed5d156630394ece9a5bcf46650aa5a8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ef0964803b444e6d935b162d6a9be6da":{"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_8c1f53b2f7da4a09818afbc32ac100db","placeholder":"​","style":"IPY_MODEL_0384e3dd0e33417cb25ee6fc1a260d30","value":"Validation DataLoader 0: 100%"}},"efcb15f010404129ba7e0e7386f9b63d":{"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_f68bb6361ed040cf9a148698192f39dd","IPY_MODEL_a5a0dce6e0e048e6a1f0200744e87f83","IPY_MODEL_c9e1600b203b43808d5242a6f6babc2e"],"layout":"IPY_MODEL_f9a605d853174cb3b082f9ff1aeebc82"}},"f110e58f98c84d8b99fbe75b8972ea7d":{"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_a91a73875dd742978216d46b6da28275","IPY_MODEL_3031d7798a214bc3af56ae04fcb99d33","IPY_MODEL_061231d7c7d446e6ae20d584d6c764da"],"layout":"IPY_MODEL_6a35b0da07b341cb8c1b8a24fd05cc3a"}},"f40e7405cd9140e593647634e74807b6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f4f0eb4afd9c44b3a108cb247158da2c":{"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":""}},"f50cadce93c9432d81aedac4a829a2b7":{"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_cafeb8dd4e2748dabed20f88c50f286d","placeholder":"​","style":"IPY_MODEL_8fa3d1023cde4fed931f81e69ad6735a","value":"Validation DataLoader 0: 100%"}},"f64a3af9d4d9418b97d7cf562f02e5e5":{"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":""}},"f68bb6361ed040cf9a148698192f39dd":{"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_dbb1a83765a343139eb16dceb7008029","placeholder":"​","style":"IPY_MODEL_8e27956c843c4816b1b0e7dd74c4c20a","value":"Validation DataLoader 0: 100%"}},"f843660927bb42918a3e9ce01f9b6ff7":{"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_a5d74e15e3044e46856c6d6150c1a9a9","placeholder":"​","style":"IPY_MODEL_8d4e416a95084538b59bd06a0cde874d","value":"Validation DataLoader 0: 100%"}},"f905548a52034bfa832d24d569fe3ec5":{"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_298de632ad4844498f5b31cc50d39d59","placeholder":"​","style":"IPY_MODEL_e5543fd3d0f04332ac3483944fdbc35e","value":"Validation DataLoader 0: 100%"}},"f9282af717dd426e82022d7b2c08dc84":{"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":""}},"f94ee931e0e5416b8949f1410f68afa4":{"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_13dd6a607642490aa7a9d3fa5ec2e480","placeholder":"​","style":"IPY_MODEL_bcad99b277a54f81acfb3110c7087863","value":"Validation DataLoader 0: 100%"}},"f9a605d853174cb3b082f9ff1aeebc82":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"fa12a8110e1543e0b9f2bbad25a31905":{"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":""}},"fa4958eefbf84030bc4789b1e70da8c1":{"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_667878a85f0b46c197c427e05ffe2b75","placeholder":"​","style":"IPY_MODEL_f4f0eb4afd9c44b3a108cb247158da2c","value":" 181/181 [00:02&lt;00:00, 84.86it/s]"}},"fb41bcadc7634d75aa61f79a41c69f8e":{"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":""}},"fed68771e0ca4bf18dc62176658b5d56":{"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_10d39dfb862a4a16851e442d7b2f00fd","placeholder":"​","style":"IPY_MODEL_b283f9a2d57946d99c50db34da63c7a7","value":" 181/181 [00:02&lt;00:00, 83.11it/s]"}}},"version_major":2,"version_minor":0}}},"nbformat":4,"nbformat_minor":5}