{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":70367,"databundleVersionId":9188054,"sourceType":"competition"},{"sourceId":9110664,"sourceType":"datasetVersion","datasetId":5498833},{"sourceId":9177563,"sourceType":"datasetVersion","datasetId":5546655}],"dockerImageVersionId":30761,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.image as mpimg\nimport matplotlib.pyplot as plt\n","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:28:03.385387Z","iopub.execute_input":"2024-09-07T06:28:03.385912Z","iopub.status.idle":"2024-09-07T06:28:03.391149Z","shell.execute_reply.started":"2024-09-07T06:28:03.38587Z","shell.execute_reply":"2024-09-07T06:28:03.389924Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"img = mpimg.imread('/kaggle/input/baseline-img/2nd_baseline.png')\nplt.figure(figsize=(10, 15))\nplt.imshow(img)\nplt.axis('off') \nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:28:04.134544Z","iopub.execute_input":"2024-09-07T06:28:04.134973Z","iopub.status.idle":"2024-09-07T06:28:04.847365Z","shell.execute_reply.started":"2024-09-07T06:28:04.134918Z","shell.execute_reply":"2024-09-07T06:28:04.845939Z"},"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1500 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport random \nimport os\nfrom matplotlib.ticker import ScalarFormatter\nimport pandas as pd","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:28:04.849259Z","iopub.execute_input":"2024-09-07T06:28:04.849626Z","iopub.status.idle":"2024-09-07T06:28:04.854834Z","shell.execute_reply.started":"2024-09-07T06:28:04.849579Z","shell.execute_reply":"2024-09-07T06:28:04.853665Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"data_folder = '/kaggle/input/binned-dataset-v3/' # path to the folder containing the data\nauxiliary_folder = '/kaggle/input/ariel-data-challenge-2024/' # path to the folder containing the train targets and wavelengths informations\ndata_train = np.load(f'{data_folder}/data_train.npy')\ndata_train_FGS = np.load(f'{data_folder}/data_train_FGS.npy')","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:28:05.19291Z","iopub.execute_input":"2024-09-07T06:28:05.193322Z","iopub.status.idle":"2024-09-07T06:29:28.875383Z","shell.execute_reply.started":"2024-09-07T06:28:05.193282Z","shell.execute_reply":"2024-09-07T06:29:28.873842Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"output_dir = './output'\n\nSEED = 42\n\ndo_the_mcdropout_wc = True\ndo_the_mcdropout = True\n\nif not os.path.exists(output_dir):\n    os.makedirs(output_dir)\n    print(f\"Directory {output_dir} created.\")\nelse:\n    print(f\"Directory {output_dir} already exists.\")","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:29:28.87724Z","iopub.execute_input":"2024-09-07T06:29:28.877612Z","iopub.status.idle":"2024-09-07T06:29:28.884024Z","shell.execute_reply.started":"2024-09-07T06:29:28.877567Z","shell.execute_reply":"2024-09-07T06:29:28.882762Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"Directory ./output created.\n","output_type":"stream"}]},{"cell_type":"code","source":"train_solution=np.loadtxt(f'{auxiliary_folder}/train_labels.csv',delimiter = ',', skiprows = 1)\ntargets = train_solution[:,1:]\ntargets_mean = targets[:,1:].mean(axis = 1)\nN = targets.shape[0]","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:30:07.298032Z","iopub.execute_input":"2024-09-07T06:30:07.298834Z","iopub.status.idle":"2024-09-07T06:30:07.339277Z","shell.execute_reply.started":"2024-09-07T06:30:07.298778Z","shell.execute_reply":"2024-09-07T06:30:07.337935Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"signal_AIRS_diff_transposed_binned, signal_FGS_diff_transposed_binned  = data_train, data_train_FGS\nFGS_column = signal_FGS_diff_transposed_binned.sum(axis = 2)\ndataset = np.concatenate([signal_AIRS_diff_transposed_binned, FGS_column[:,:, np.newaxis,:]], axis = 2)","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:30:08.017506Z","iopub.execute_input":"2024-09-07T06:30:08.017888Z","iopub.status.idle":"2024-09-07T06:30:11.352086Z","shell.execute_reply.started":"2024-09-07T06:30:08.017852Z","shell.execute_reply":"2024-09-07T06:30:11.350878Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"dataset = dataset.sum(axis=3)","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:30:13.616807Z","iopub.execute_input":"2024-09-07T06:30:13.617222Z","iopub.status.idle":"2024-09-07T06:30:15.171894Z","shell.execute_reply.started":"2024-09-07T06:30:13.617182Z","shell.execute_reply":"2024-09-07T06:30:15.170953Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"dataset.shape","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:30:17.915802Z","iopub.execute_input":"2024-09-07T06:30:17.916797Z","iopub.status.idle":"2024-09-07T06:30:17.923793Z","shell.execute_reply.started":"2024-09-07T06:30:17.916754Z","shell.execute_reply":"2024-09-07T06:30:17.922499Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"(673, 187, 283)"},"metadata":{}}]},{"cell_type":"code","source":"def create_dataset_norm(dataset1, dataset2) :\n    dataset_norm1 = np.zeros(dataset1.shape)\n    dataset_norm2 = np.zeros(dataset1.shape)\n    dataset_min = dataset1.min()\n    dataset_max = dataset1.max()\n    dataset_norm1 = (dataset1 - dataset_min) / (dataset_max - dataset_min)\n    dataset_norm2 = (dataset2 - dataset_min) / (dataset_max - dataset_min)\n    return dataset_norm1, dataset_norm2\n\n\ndef norm_star_spectrum (signal) : \n    img_star = signal[:,:50].mean(axis = 1) + signal[:,-50:].mean(axis = 1)\n    return signal/img_star[:,np.newaxis,:]\n\ndataset_norm = norm_star_spectrum(dataset)\ndataset_norm = np.transpose(dataset_norm,(0,2,1))","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:30:21.048324Z","iopub.execute_input":"2024-09-07T06:30:21.049324Z","iopub.status.idle":"2024-09-07T06:30:21.181165Z","shell.execute_reply.started":"2024-09-07T06:30:21.04928Z","shell.execute_reply":"2024-09-07T06:30:21.180209Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"cut_inf, cut_sup = 39, 321 \nl = cut_sup - cut_inf + 1 \nwls = np.arange(l)\n\n\ndef split (data, N) : \n    list_planets = random.sample(range(0, data.shape[0]), N_train)\n    list_index_1 = np.zeros(data.shape[0], dtype = bool)\n    for planet in list_planets : \n        list_index_1[planet] = True\n    data_1 = data[list_index_1]\n    data_2 = data[~list_index_1]\n    return data_1, data_2, list_index_1\n\nN_train = 8*N//10\n\n# Validation and train data split\ntrain_obs, valid_obs, list_index_train = split(dataset_norm, N_train)\ntrain_targets, valid_targets = targets[list_index_train], targets[~list_index_train]","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:31:00.830795Z","iopub.execute_input":"2024-09-07T06:31:00.831234Z","iopub.status.idle":"2024-09-07T06:31:00.928557Z","shell.execute_reply.started":"2024-09-07T06:31:00.831193Z","shell.execute_reply":"2024-09-07T06:31:00.927507Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"signal_AIRS_diff_transposed_binned = signal_AIRS_diff_transposed_binned.sum(axis=3)\nwc_mean = signal_AIRS_diff_transposed_binned.mean(axis=1).mean(axis=1)\nwhite_curve = signal_AIRS_diff_transposed_binned.sum(axis=2)/ wc_mean[:, np.newaxis]\n\ndef normalise_wlc(train, valid) :\n\n    wlc_train_min = train.min()\n    wlc_train_max = train.max()\n    train_norm = (train - wlc_train_min) / (wlc_train_max - wlc_train_min)\n    valid_norm = (valid - wlc_train_min) / (wlc_train_max - wlc_train_min)\n    \n    return train_norm, valid_norm\n\ndef normalize (train, valid) : \n    max_train = train.max()\n    min_train = train.min()\n    train_norm = (train - min_train) / (max_train - min_train)\n    valid_norm = (valid - min_train) / (max_train - min_train)\n    return train_norm, valid_norm, min_train, max_train\n\n# Split the light curves and targets \ntrain_wc, valid_wc = white_curve[list_index_train], white_curve[~list_index_train]\ntrain_targets_wc, valid_targets_wc = targets_mean[list_index_train], targets_mean[~list_index_train]\n\n# Normalize the wlc\ntrain_wc, valid_wc = normalise_wlc(train_wc, valid_wc)\n\n# Normalize the targets \ntrain_targets_wc_norm, valid_targets_wc_norm, min_train_valid_wc, max_train_valid_wc = normalize(train_targets_wc, valid_targets_wc)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:31:01.783359Z","iopub.execute_input":"2024-09-07T06:31:01.78375Z","iopub.status.idle":"2024-09-07T06:31:03.393666Z","shell.execute_reply.started":"2024-09-07T06:31:01.783713Z","shell.execute_reply":"2024-09-07T06:31:03.392603Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"valid_targets_wc_norm.size","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:31:03.395567Z","iopub.execute_input":"2024-09-07T06:31:03.396075Z","iopub.status.idle":"2024-09-07T06:31:03.403359Z","shell.execute_reply.started":"2024-09-07T06:31:03.396027Z","shell.execute_reply":"2024-09-07T06:31:03.402176Z"},"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"135"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure()\nfor i in range (200) : \n    plt.plot(train_wc[-i], '-', alpha = 0.5)\nplt.title('Light-curves from the train set') \nplt.xlabel('Time')\nplt.ylabel('Normalized flux')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:31:06.390976Z","iopub.execute_input":"2024-09-07T06:31:06.391435Z","iopub.status.idle":"2024-09-07T06:31:06.912777Z","shell.execute_reply.started":"2024-09-07T06:31:06.391386Z","shell.execute_reply":"2024-09-07T06:31:06.911666Z"},"trusted":true},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"import torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport pytorch_lightning as pl\nfrom torch.utils.data import Dataset\n","metadata":{"execution":{"iopub.status.busy":"2024-09-06T21:08:41.331731Z","iopub.execute_input":"2024-09-06T21:08:41.332308Z","iopub.status.idle":"2024-09-06T21:08:50.322436Z","shell.execute_reply.started":"2024-09-06T21:08:41.332259Z","shell.execute_reply":"2024-09-06T21:08:50.321224Z"},"trusted":true},"execution_count":39,"outputs":[]},{"cell_type":"code","source":"\nclass CustomDataset(Dataset):\n    def __init__(self, x, y):\n        self.x = x.astype(np.float32)   # résoud une erreur, mais run en 32bit plutôt que 64 ?\n        self.x = self.x[:, np.newaxis ,:]  # dimensions: nb d'exoplanètes, nb variables, nb pas de temps)\n        self.y = y.astype(np.float32)\n\n    def __len__(self):\n        return len(self.x)\n\n    def __getitem__(self, idx):\n        return self.x[idx], self.y[idx]\n\ntrain_dataloader = torch.utils.data.DataLoader(CustomDataset(train_wc, train_targets_wc_norm), num_workers=8, batch_size=32)\nvalid_dataloader = torch.utils.data.DataLoader(CustomDataset(valid_wc, valid_targets_wc_norm), num_workers=8, batch_size=32)","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:51:39.362523Z","iopub.execute_input":"2024-09-07T06:51:39.362969Z","iopub.status.idle":"2024-09-07T06:51:39.375428Z","shell.execute_reply.started":"2024-09-07T06:51:39.362916Z","shell.execute_reply":"2024-09-07T06:51:39.374297Z"},"trusted":true},"execution_count":43,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/torch/utils/data/dataloader.py:557: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n  warnings.warn(_create_warning_msg(\n","output_type":"stream"}]},{"cell_type":"code","source":"train_dataloader","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:51:40.634934Z","iopub.execute_input":"2024-09-07T06:51:40.635359Z","iopub.status.idle":"2024-09-07T06:51:40.642785Z","shell.execute_reply.started":"2024-09-07T06:51:40.635323Z","shell.execute_reply":"2024-09-07T06:51:40.641559Z"},"trusted":true},"execution_count":44,"outputs":[{"execution_count":44,"output_type":"execute_result","data":{"text/plain":"<torch.utils.data.dataloader.DataLoader at 0x7aa821d2efb0>"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport pytorch_lightning as pl\nfrom torch.utils.data import Dataset","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:45:20.504077Z","iopub.execute_input":"2024-09-07T06:45:20.504483Z","iopub.status.idle":"2024-09-07T06:45:24.649825Z","shell.execute_reply.started":"2024-09-07T06:45:20.504446Z","shell.execute_reply":"2024-09-07T06:45:24.648732Z"},"trusted":true},"execution_count":31,"outputs":[]},{"cell_type":"code","source":"import torch\nimport torch.nn as nn\nimport torch.nn.functional as F\n","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:46:04.114558Z","iopub.execute_input":"2024-09-07T06:46:04.115009Z","iopub.status.idle":"2024-09-07T06:46:04.120557Z","shell.execute_reply.started":"2024-09-07T06:46:04.114961Z","shell.execute_reply":"2024-09-07T06:46:04.119435Z"},"trusted":true},"execution_count":35,"outputs":[]},{"cell_type":"code","source":"class Conv1DModel(pl.LightningModule):\n    def __init__(self):\n        super(Conv1DModel, self).__init__()\n        self.print = False\n        \n        \n        self.conv1 = nn.Conv1d(1, 32, kernel_size=3)  \n        self.conv2 = nn.Conv1d(32, 64, kernel_size=3)\n        self.conv3 = nn.Conv1d(64, 128, kernel_size=3)\n        self.conv4 = nn.Conv1d(128, 256, kernel_size=3)\n        \n        \n        self.pool = nn.MaxPool1d(kernel_size=2)\n        \n        \n        self.bn1 = nn.BatchNorm1d(32)\n        \n        \n        self.fc1 = nn.Linear(256 * 9, 500)  \n        self.fc2 = nn.Linear(500, 100)\n        self.fc3 = nn.Linear(100, 1)\n        \n        \n        self.dropout1 = nn.Dropout(0.2)\n        self.dropout2 = nn.Dropout(0.1)\n        \n        \n        self.criterion = nn.MSELoss()\n        \n    def forward(self, x):\n        \n        x = F.relu(self.conv1(x))\n        x = self.pool(x)             \n        x = self.bn1(x)              \n\n        x = F.relu(self.conv2(x))\n        x = self.pool(x)            \n\n        x = F.relu(self.conv3(x))   \n        x = self.pool(x)  \n\n        x = F.relu(self.conv4(x))\n        x = self.pool(x)       \n\n       \n        x = torch.flatten(x, 1)    \n\n       \n        x = F.relu(self.fc1(x))\n        x = self.dropout1(x)\n\n        x = F.relu(self.fc2(x))\n        \n    def training_step(self, batch, batch_idx):\n        x, y = batch\n        y_hat = self(x)\n        loss = self.criterion(y_hat.flatten(), y)\n        self.log('train_loss', loss)\n        return loss\n\n    def validation_step(self, batch, batch_idx):\n        x, y = batch\n        y_hat = self(x)\n        loss = self.criterion(y_hat.flatten(), y)\n        self.log('val_loss', loss)\n        return loss\n\n    def configure_optimizers(self):\n        optimizer = torch.optim.Adam(self.parameters(), lr=0.001)\n        return optimizer\n       \n","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:50:28.671086Z","iopub.execute_input":"2024-09-07T06:50:28.67147Z","iopub.status.idle":"2024-09-07T06:50:28.687123Z","shell.execute_reply.started":"2024-09-07T06:50:28.671435Z","shell.execute_reply":"2024-09-07T06:50:28.685956Z"},"trusted":true},"execution_count":41,"outputs":[]},{"cell_type":"code","source":"model_wc = Conv1DModel()\nprint(model_wc)","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:49:59.159096Z","iopub.execute_input":"2024-09-07T06:49:59.159509Z","iopub.status.idle":"2024-09-07T06:49:59.183303Z","shell.execute_reply.started":"2024-09-07T06:49:59.159471Z","shell.execute_reply":"2024-09-07T06:49:59.182161Z"},"trusted":true},"execution_count":40,"outputs":[{"name":"stdout","text":"Conv1DModel(\n  (conv1): Conv1d(1, 32, kernel_size=(3,), stride=(1,))\n  (conv2): Conv1d(32, 64, kernel_size=(3,), stride=(1,))\n  (conv3): Conv1d(64, 128, kernel_size=(3,), stride=(1,))\n  (conv4): Conv1d(128, 256, kernel_size=(3,), stride=(1,))\n  (pool): MaxPool1d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n  (bn1): BatchNorm1d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n  (fc1): Linear(in_features=2304, out_features=500, bias=True)\n  (fc2): Linear(in_features=500, out_features=100, bias=True)\n  (fc3): Linear(in_features=100, out_features=1, bias=True)\n  (dropout1): Dropout(p=0.2, inplace=False)\n  (dropout2): Dropout(p=0.1, inplace=False)\n  (criterion): MSELoss()\n)\n","output_type":"stream"}]},{"cell_type":"code","source":"checkpoint_callback = pl.callbacks.ModelCheckpoint(\n    monitor='val_loss',\n    dirpath='output/',\n    filename='model_1dcnn-{epoch:02d}-{val_loss:.2f}',\n    save_top_k=1,\n    mode='min'\n)\n\ntrainer = pl.Trainer(\n    max_epochs=100,\n    callbacks=[checkpoint_callback],\n)\n\ntrainer.fit(model, train_dataloader, valid_dataloader)","metadata":{"execution":{"iopub.status.busy":"2024-09-07T06:51:44.897635Z","iopub.execute_input":"2024-09-07T06:51:44.898086Z","iopub.status.idle":"2024-09-07T06:54:44.184262Z","shell.execute_reply.started":"2024-09-07T06:51:44.898045Z","shell.execute_reply":"2024-09-07T06:54:44.183114Z"},"trusted":true},"execution_count":45,"outputs":[{"output_type":"display_data","data":{"text/plain":"Sanity Checking: |          | 0/? [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":""}},"metadata":{}},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/torch/utils/data/dataloader.py:557: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n  warnings.warn(_create_warning_msg(\n/opt/conda/lib/python3.10/site-packages/pytorch_lightning/loops/fit_loop.py:298: The number of training batches (17) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"Training: |          | 0/? [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"76ce9b77a45546deb918ad0897981e22"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Validation: |          | 0/? [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":""}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Validation: |          | 0/? [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":""}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Validation: |          | 0/? 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