text: # AUTOGENERATED BY NBDEV! DO NOT EDIT!
  
  __all__ = ["index", "modules", "custom_doc_links", "git_url"]
  
  index = {"totensor": "000_utils.ipynb",
           "toarray": "000_utils.ipynb",
           "toL": "000_utils.ipynb",
           "to3dtensor": "000_utils.ipynb",
           "to2dtensor": "000_utils.ipynb",
           "to1dtensor": "000_utils.ipynb",
           "to3darray": "000_utils.ipynb",
           "to2darray": "000_utils.ipynb",
           "to1darray": "000_utils.ipynb",
           "to3d": "000_utils.ipynb",
           "to2d": "000_utils.ipynb",
           "to1d": "000_utils.ipynb",
           "to2dPlus": "000_utils.ipynb",
           "to3dPlus": "000_utils.ipynb",
           "to2dPlusTensor": "000_utils.ipynb",
           "to2dPlusArray": "000_utils.ipynb",
           "to3dPlusTensor": "000_utils.ipynb",
           "to3dPlusArray": "000_utils.ipynb",
           "todtype": "000_utils.ipynb",
           "bytes2size": "000_utils.ipynb",
           "bytes2GB": "000_utils.ipynb",
           "get_size": "000_utils.ipynb",
           "delete_all_in_dir": "000_utils.ipynb",
           "reverse_dict": "000_utils.ipynb",
           "is_tuple": "000_utils.ipynb",
           "itemify": "000_utils.ipynb",
           "isnone": "000_utils.ipynb",
           "exists": "000_utils.ipynb",
           "ifelse": "000_utils.ipynb",
           "is_not_close": "000_utils.ipynb",
           "test_not_close": "000_utils.ipynb",
           "test_type": "000_utils.ipynb",
           "test_ok": "000_utils.ipynb",
           "test_not_ok": "000_utils.ipynb",
           "test_error": "000_utils.ipynb",
           "assert_fn": "000_utils.ipynb",
           "test_gt": "000_utils.ipynb",
           "test_ge": "000_utils.ipynb",
           "test_lt": "000_utils.ipynb",
           "test_le": "000_utils.ipynb",
           "stack": "000_utils.ipynb",
           "stack_pad": "000_utils.ipynb",
           "match_seq_len": "000_utils.ipynb",
           "random_shuffle": "000_utils.ipynb",
           "cat2int": "000_utils.ipynb",
           "cycle_dl": "000_utils.ipynb",
           "cycle_dl_to_device": "000_utils.ipynb",
           "cache_memmap": "000_utils.ipynb",
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           "ttest": "000_utils.ipynb",
           "tscore": "000_utils.ipynb",
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           "a": "000_utils.ipynb",
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           "UCR_list": "001_data.external.ipynb",
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           "get_regression_data": "001_data.external.ipynb",
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           "forecasting_list": "001_data.external.ipynb",
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           "ToTSTensor": "002_data.core.ipynb",
           "TSLabelTensor": "002_data.core.ipynb",
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           "TSForecasting": "002_data.core.ipynb",
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           "NumpyDatasets": "002_data.core.ipynb",
           "TSDatasets": "002_data.core.ipynb",
           "add_ds": "002_data.core.ipynb",
           "NumpyDatasets.add_dataset": "002_data.core.ipynb",
           "NumpyDatasets.add_test": "002_data.core.ipynb",
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           "TSUnwindowedDatasets": "002b_data.unwindowed.ipynb",
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           "TSMetaDatasets": "002c_data.metadatasets.ipynb",
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           "TSTensor.mul_min": "003_data.preprocessing.ipynb",
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           "TSTensor.mul_max": "003_data.preprocessing.ipynb",
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           "TSClip": "003_data.preprocessing.ipynb",
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           "TSDiff": "003_data.preprocessing.ipynb",
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           "TSLogReturn": "003_data.preprocessing.ipynb",
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           "TSIdentity": "003b_data.transforms.ipynb",
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           "TSShuffleSteps": "003b_data.transforms.ipynb",
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           "TSMagMulNoise": "003b_data.transforms.ipynb",
           "random_curve_generator": "003b_data.transforms.ipynb",
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           "random_cum_linear_generator": "003b_data.transforms.ipynb",
           "TSTimeNoise": "003b_data.transforms.ipynb",
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           "TSTimeWarp": "003b_data.transforms.ipynb",
           "TSWindowWarp": "003b_data.transforms.ipynb",
           "TSMagScale": "003b_data.transforms.ipynb",
           "TSMagScalePerVar": "003b_data.transforms.ipynb",
           "TSMagScaleByVar": "003b_data.transforms.ipynb",
           "TSRandomResizedCrop": "003b_data.transforms.ipynb",
           "TSRandomZoomIn": "003b_data.transforms.ipynb",
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           "TSRandomZoomOut": "003b_data.transforms.ipynb",
           "TSRandomTimeScale": "003b_data.transforms.ipynb",
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           "TSBlur": "003b_data.transforms.ipynb",
           "TSSmooth": "003b_data.transforms.ipynb",
           "maddest": "003b_data.transforms.ipynb",
           "TSFreqDenoise": "003b_data.transforms.ipynb",
           "TSRandomFreqNoise": "003b_data.transforms.ipynb",
           "TSRandomResizedLookBack": "003b_data.transforms.ipynb",
           "TSRandomLookBackOut": "003b_data.transforms.ipynb",
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           "TSTimeStepOut": "003b_data.transforms.ipynb",
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           "TSRandomShift": "003b_data.transforms.ipynb",
           "TSHorizontalFlip": "003b_data.transforms.ipynb",
           "TSRandomTrend": "003b_data.transforms.ipynb",
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           "TestTfm": "003b_data.transforms.ipynb",
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           "TSToPlot": "003d_data.image.ipynb",
           "TSToMat": "003d_data.image.ipynb",
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           "TSToMTF": "003d_data.image.ipynb",
           "TSToRP": "003d_data.image.ipynb",
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           "GAttP1d": "100_models.layers.ipynb",
           "attentional_pool_head": "100_models.layers.ipynb",
           "create_pool_head": "100_models.layers.ipynb",
           "pool_head": "100_models.layers.ipynb",
           "average_pool_head": "100_models.layers.ipynb",
           "concat_pool_head": "100_models.layers.ipynb",
           "max_pool_head": "100_models.layers.ipynb",
           "create_pool_plus_head": "100_models.layers.ipynb",
           "pool_plus_head": "100_models.layers.ipynb",
           "create_conv_head": "100_models.layers.ipynb",
           "conv_head": "100_models.layers.ipynb",
           "create_mlp_head": "100_models.layers.ipynb",
           "mlp_head": "100_models.layers.ipynb",
           "create_fc_head": "100_models.layers.ipynb",
           "fc_head": "100_models.layers.ipynb",
           "create_rnn_head": "100_models.layers.ipynb",
           "rnn_head": "100_models.layers.ipynb",
           "create_conv_lin_3d_head": "100_models.layers.ipynb",
           "conv_lin_3d_head": "100_models.layers.ipynb",
           "create_lin_3d_head": "100_models.layers.ipynb",
           "lin_3d_head": "100_models.layers.ipynb",
           "create_conv_3d_head": "100_models.layers.ipynb",
           "conv_3d_head": "100_models.layers.ipynb",
           "universal_pool_head": "100_models.layers.ipynb",
           "heads": "100_models.layers.ipynb",
           "SqueezeExciteBlock": "100_models.layers.ipynb",
           "GaussianNoise": "100_models.layers.ipynb",
           "gambler_loss": "100_models.layers.ipynb",
           "CrossEntropyLossOneHot": "100_models.layers.ipynb",
           "ttest_bin_loss": "100_models.layers.ipynb",
           "ttest_reg_loss": "100_models.layers.ipynb",
           "CenterLoss": "100_models.layers.ipynb",
           "CenterPlusLoss": "100_models.layers.ipynb",
           "FocalLoss": "100_models.layers.ipynb",
           "TweedieLoss": "100_models.layers.ipynb",
           "get_layers": "100b_models.utils.ipynb",
           "is_layer": "100b_models.utils.ipynb",
           "is_linear": "100b_models.utils.ipynb",
           "is_bn": "100b_models.utils.ipynb",
           "is_conv_linear": "100b_models.utils.ipynb",
           "is_affine_layer": "100b_models.utils.ipynb",
           "is_conv": "100b_models.utils.ipynb",
           "has_bias": "100b_models.utils.ipynb",
           "has_weight": "100b_models.utils.ipynb",
           "has_weight_or_bias": "100b_models.utils.ipynb",
           "check_bias": "100b_models.utils.ipynb",
           "check_weight": "100b_models.utils.ipynb",
           "get_nf": "100b_models.utils.ipynb",
           "ts_splitter": "100b_models.utils.ipynb",
           "transfer_weights": "100b_models.utils.ipynb",
           "build_ts_model": "100b_models.utils.ipynb",
           "build_tabular_model": "100b_models.utils.ipynb",
           "build_tsimage_model": "100b_models.utils.ipynb",
           "count_parameters": "100b_models.utils.ipynb",
           "build_model": "100b_models.utils.ipynb",
           "create_model": "100b_models.utils.ipynb",
           "create_tabular_model": "100b_models.utils.ipynb",
           "get_clones": "100b_models.utils.ipynb",
           "split_model": "100b_models.utils.ipynb",
           "seq_len_calculator": "100b_models.utils.ipynb",
           "change_model_head": "100b_models.utils.ipynb",
           "naive_forecaster": "100b_models.utils.ipynb",
           "true_forecaster": "100b_models.utils.ipynb",
           "get_acts_and_grads": "100c_models.explainability.ipynb",
           "get_attribution_map": "100c_models.explainability.ipynb",
           "ResBlock": "101_models.ResNet.ipynb",
           "ResNet": "101_models.ResNet.ipynb",
           "ResBlockPlus": "101b_models.ResNetPlus.ipynb",
           "ResNetPlus": "101b_models.ResNetPlus.ipynb",
           "InceptionModule": "102_models.InceptionTime.ipynb",
           "InceptionBlock": "102_models.InceptionTime.ipynb",
           "InceptionTime": "102_models.InceptionTime.ipynb",
           "InceptionModulePlus": "102b_models.InceptionTimePlus.ipynb",
           "InceptionBlockPlus": "102b_models.InceptionTimePlus.ipynb",
           "InceptionTimePlus": "102b_models.InceptionTimePlus.ipynb",
           "InCoordTime": "102b_models.InceptionTimePlus.ipynb",
           "XCoordTime": "102b_models.InceptionTimePlus.ipynb",
           "InceptionTimePlus17x17": "102b_models.InceptionTimePlus.ipynb",
           "InceptionTimePlus32x32": "102b_models.InceptionTimePlus.ipynb",
           "InceptionTimePlus47x47": "102b_models.InceptionTimePlus.ipynb",
           "InceptionTimePlus62x62": "102b_models.InceptionTimePlus.ipynb",
           "InceptionTimeXLPlus": "102b_models.InceptionTimePlus.ipynb",
           "MultiInceptionTimePlus": "102b_models.InceptionTimePlus.ipynb",
           "MLP": "103_models.MLP.ipynb",
           "FCN": "103b_models.FCN.ipynb",
           "FCNPlus": "103c_models.FCNPlus.ipynb",
           "ResCNNBlock": "104_models.ResCNN.ipynb",
           "ResCNN": "104_models.ResCNN.ipynb",
           "RNN": "105_models.RNN.ipynb",
           "LSTM": "105_models.RNN.ipynb",
           "GRU": "105_models.RNN.ipynb",
           "RNNPlus": "105_models.RNNPlus.ipynb",
           "LSTMPlus": "105_models.RNNPlus.ipynb",
           "GRUPlus": "105_models.RNNPlus.ipynb",
           "XceptionModule": "106_models.XceptionTime.ipynb",
           "XceptionBlock": "106_models.XceptionTime.ipynb",
           "XceptionTime": "106_models.XceptionTime.ipynb",
           "XceptionModulePlus": "106b_models.XceptionTimePlus.ipynb",
           "XceptionBlockPlus": "106b_models.XceptionTimePlus.ipynb",
           "XceptionTimePlus": "106b_models.XceptionTimePlus.ipynb",
           "RNN_FCN": "107_models.RNN_FCN.ipynb",
           "LSTM_FCN": "107_models.RNN_FCN.ipynb",
           "GRU_FCN": "107_models.RNN_FCN.ipynb",
           "MRNN_FCN": "107_models.RNN_FCN.ipynb",
           "MLSTM_FCN": "107_models.RNN_FCN.ipynb",
           "MGRU_FCN": "107_models.RNN_FCN.ipynb",
           "RNN_FCNPlus": "107b_models.RNN_FCNPlus.ipynb",
           "LSTM_FCNPlus": "107b_models.RNN_FCNPlus.ipynb",
           "GRU_FCNPlus": "107b_models.RNN_FCNPlus.ipynb",
           "MRNN_FCNPlus": "107b_models.RNN_FCNPlus.ipynb",
           "MLSTM_FCNPlus": "107b_models.RNN_FCNPlus.ipynb",
           "MGRU_FCNPlus": "107b_models.RNN_FCNPlus.ipynb",
           "TransformerModel": "108_models.TransformerModel.ipynb",
           "TST": "108b_models.TST.ipynb",
           "PositionalEncoding": "108c_models.TSTPlus.ipynb",
           "SinCosPosEncoding": "108c_models.TSTPlus.ipynb",
           "Coord2dPosEncoding": "108c_models.TSTPlus.ipynb",
           "Coord1dPosEncoding": "108c_models.TSTPlus.ipynb",
           "ScaledDotProductAttention": "123_models.TSPerceiver.ipynb",
           "MultiHeadAttention": "122_models.TabFusionTransformer.ipynb",
           "TSTPlus": "108c_models.TSTPlus.ipynb",
           "MultiTSTPlus": "108c_models.TSTPlus.ipynb",
           "SampaddingConv1D_BN": "109_models.OmniScaleCNN.ipynb",
           "build_layer_with_layer_parameter": "109_models.OmniScaleCNN.ipynb",
           "OmniScaleCNN": "109_models.OmniScaleCNN.ipynb",
           "get_Prime_number_in_a_range": "109_models.OmniScaleCNN.ipynb",
           "get_out_channel_number": "109_models.OmniScaleCNN.ipynb",
           "generate_layer_parameter_list": "109_models.OmniScaleCNN.ipynb",
           "WaveBlock": "110_models.mWDN.ipynb",
           "mWDN": "110_models.mWDN.ipynb",
           "generate_kernels": "111_models.ROCKET.ipynb",
           "apply_kernel": "111_models.ROCKET.ipynb",
           "apply_kernels": "111_models.ROCKET.ipynb",
           "ROCKET": "111_models.ROCKET.ipynb",
           "create_rocket_features": "111_models.ROCKET.ipynb",
           "get_rocket_features": "111_models.ROCKET.ipynb",
           "RocketClassifier": "111_models.ROCKET.ipynb",
           "load_rocket": "111_models.ROCKET.ipynb",
           "RocketRegressor": "111_models.ROCKET.ipynb",
           "MiniRocketClassifier": "111b_models.MINIROCKET.ipynb",
           "load_minirocket": "111b_models.MINIROCKET.ipynb",
           "MiniRocketRegressor": "111b_models.MINIROCKET.ipynb",
           "MiniRocketVotingClassifier": "111b_models.MINIROCKET.ipynb",
           "get_minirocket_preds": "111b_models.MINIROCKET.ipynb",
           "MiniRocketVotingRegressor": "111b_models.MINIROCKET.ipynb",
           "MiniRocketFeatures": "111c_models.MINIROCKET_Pytorch.ipynb",
           "MRF": "111c_models.MINIROCKET_Pytorch.ipynb",
           "get_minirocket_features": "111c_models.MINIROCKET_Pytorch.ipynb",
           "MiniRocketHead": "111c_models.MINIROCKET_Pytorch.ipynb",
           "MiniRocket": "111c_models.MINIROCKET_Pytorch.ipynb",
           "xresnet1d18": "112_models.XResNet1d.ipynb",
           "xresnet1d34": "112_models.XResNet1d.ipynb",
           "xresnet1d50": "112_models.XResNet1d.ipynb",
           "xresnet1d101": "112_models.XResNet1d.ipynb",
           "xresnet1d152": "112_models.XResNet1d.ipynb",
           "xresnet1d18_deep": "112_models.XResNet1d.ipynb",
           "xresnet1d34_deep": "112_models.XResNet1d.ipynb",
           "xresnet1d50_deep": "112_models.XResNet1d.ipynb",
           "xresnet1d18_deeper": "112_models.XResNet1d.ipynb",
           "xresnet1d34_deeper": "112_models.XResNet1d.ipynb",
           "xresnet1d50_deeper": "112_models.XResNet1d.ipynb",
           "XResNet1dPlus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d18plus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d34plus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d50plus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d101plus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d152plus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d18_deepplus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d34_deepplus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d50_deepplus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d18_deeperplus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d34_deeperplus": "112b_models.XResNet1dPlus.ipynb",
           "xresnet1d50_deeperplus": "112b_models.XResNet1dPlus.ipynb",
           "TemporalBlock": "113_models.TCN.ipynb",
           "TemporalConvNet": "113_models.TCN.ipynb",
           "TCN": "113_models.TCN.ipynb",
           "XCM": "114_models.XCM.ipynb",
           "XCMPlus": "114b_models.XCMPlus.ipynb",
           "TabModel": "120_models.TabModel.ipynb",
           "TabBackbone": "120_models.TabModel.ipynb",
           "TabHead": "120_models.TabModel.ipynb",
           "ifnone": "122_models.TabFusionTransformer.ipynb",
           "trunc_normal_": "121_models.TabTransformer.ipynb",
           "Embedding": "121_models.TabTransformer.ipynb",
           "SharedEmbedding": "121_models.TabTransformer.ipynb",
           "FullEmbeddingDropout": "121_models.TabTransformer.ipynb",
           "TabTransformer": "121_models.TabTransformer.ipynb",
           "TabFusionBackbone": "122_models.TabFusionTransformer.ipynb",
           "TabFusionTransformer": "122_models.TabFusionTransformer.ipynb",
           "TSTabFusionTransformer": "122_models.TabFusionTransformer.ipynb",
           "Attention": "123_models.TSPerceiver.ipynb",
           "GEGLU": "123_models.TSPerceiver.ipynb",
           "FeedForward": "123_models.TSPerceiver.ipynb",
           "CrossAttention": "123_models.TSPerceiver.ipynb",
           "LatentTransformer": "123_models.TSPerceiver.ipynb",
           "TSPerceiver": "123_models.TSPerceiver.ipynb",
           "MultiInputNet": "130_models.MultiInputNet.ipynb",
           "InputWrapper": "140_models.misc.ipynb",
           "ResidualWrapper": "140_models.misc.ipynb",
           "RecursiveWrapper": "140_models.misc.ipynb"}
  
  modules = ["utils.py",
             "data/validation.py",
             "data/preparation.py",
             "data/external.py",
             "data/core.py",
             "data/unwindowed.py",
             "data/metadatasets.py",
             "data/preprocessing.py",
             "data/transforms.py",
             "data/mixed_augmentation.py",
             "data/image.py",
             "data/features.py",
             "data/tabular.py",
             "data/mixed.py",
             "losses.py",
             "metrics.py",
             "learner.py",
             "tslearner.py",
             "optimizer.py",
             "callback/core.py",
             "callback/noisy_student.py",
             "callback/gblend.py",
             "callback/MVP.py",
             "callback/PredictionDynamics.py",
             "models/layers.py",
             "models/utils.py",
             "models/explainability.py",
             "models/ResNet.py",
             "models/ResNetPlus.py",
             "models/InceptionTime.py",
             "models/InceptionTimePlus.py",
             "models/MLP.py",
             "models/FCN.py",
             "models/FCNPlus.py",
             "models/ResCNN.py",
             "models/RNN.py",
             "models/RNNPlus.py",
             "models/XceptionTime.py",
             "models/XceptionTimePlus.py",
             "models/RNN_FCN.py",
             "models/RNN_FCNPlus.py",
             "models/TransformerModel.py",
             "models/TST.py",
             "models/TSTPlus.py",
             "models/OmniScaleCNN.py",
             "models/mWDN.py",
             "models/ROCKET.py",
             "models/MINIROCKET.py",
             "models/MINIROCKET_Pytorch.py",
             "models/XResNet1d.py",
             "models/XResNet1dPlus.py",
             "models/TCN.py",
             "models/XCM.py",
             "models/XCMPlus.py",
             "models/TabModel.py",
             "models/TabTransformer.py",
             "models/TabFusionTransformer.py",
             "models/TSPerceiver.py",
             "models/MultiInputNet.py",
             "models/misc.py"]
  
  doc_url = "https://timeseriesAI.github.io/"
  
  git_url = "https://github.com/timeseriesAI/tsai/tree/main/"
  
  def custom_doc_links(name): return None
  