_nbdev.py

#AUTOGENERATED BY NBDEV! DO NOT EDIT!

__all__ = ["index", "modules"]

index = {"get_master": "18_callback_fp16.ipynb",
         "to_master_grads": "18_callback_fp16.ipynb",
         "to_model_params": "18_callback_fp16.ipynb",
         "test_overflow": "18_callback_fp16.ipynb",
         "grad_overflow": "18_callback_fp16.ipynb",
         "copy_clone": "18_callback_fp16.ipynb",
         "ModelToHalf": "18_callback_fp16.ipynb",
         "MixedPrecision": "18_callback_fp16.ipynb",
         "Learner.to_fp16": "18_callback_fp16.ipynb",
         "Tensor.__array_eq__": "03_torchcore.ipynb",
         "tensor": "03_torchcore.ipynb",
         "set_seed": "03_torchcore.ipynb",
         "unsqueeze": "03_torchcore.ipynb",
         "unsqueeze_": "03_torchcore.ipynb",
         "apply": "03_torchcore.ipynb",
         "maybe_gather": "03_torchcore.ipynb",
         "to_detach": "03_torchcore.ipynb",
         "to_half": "03_torchcore.ipynb",
         "to_float": "03_torchcore.ipynb",
         "defaults.use_cuda": "03_torchcore.ipynb",
         "default_device": "03_torchcore.ipynb",
         "to_device": "03_torchcore.ipynb",
         "to_cpu": "03_torchcore.ipynb",
         "to_np": "03_torchcore.ipynb",
         "to_concat": "03_torchcore.ipynb",
         "TensorBase": "03_torchcore.ipynb",
         "TensorCategory": "03_torchcore.ipynb",
         "TensorMultiCategory": "03_torchcore.ipynb",
         "TensorImageBase": "03_torchcore.ipynb",
         "TensorImage": "03_torchcore.ipynb",
         "TensorImageBW": "03_torchcore.ipynb",
         "TensorMask": "03_torchcore.ipynb",
         "L.tensored": "03_torchcore.ipynb",
         "L.stack": "03_torchcore.ipynb",
         "L.cat": "03_torchcore.ipynb",
         "concat": "03_torchcore.ipynb",
         "Chunks": "03_torchcore.ipynb",
         "one_param": "03_torchcore.ipynb",
         "item_find": "03_torchcore.ipynb",
         "find_device": "03_torchcore.ipynb",
         "find_bs": "03_torchcore.ipynb",
         "Module": "03_torchcore.ipynb",
         "get_model": "03_torchcore.ipynb",
         "one_hot": "03_torchcore.ipynb",
         "one_hot_decode": "03_torchcore.ipynb",
         "params": "03_torchcore.ipynb",
         "trainable_params": "03_torchcore.ipynb",
         "bn_types": "03_torchcore.ipynb",
         "bn_bias_params": "03_torchcore.ipynb",
         "batch_to_samples": "03_torchcore.ipynb",
         "Tensor.interp_1d": "03_torchcore.ipynb",
         "logit": "03_torchcore.ipynb",
         "num_distrib": "03_torchcore.ipynb",
         "rank_distrib": "03_torchcore.ipynb",
         "distrib_barrier": "03_torchcore.ipynb",
         "Path.save_array": "03_torchcore.ipynb",
         "Path.load_array": "03_torchcore.ipynb",
         "make_cross_image": "03_torchcore.ipynb",
         "show_image_batch": "03_torchcore.ipynb",
         "requires_grad": "03_torchcore.ipynb",
         "init_default": "03a_layers.ipynb",
         "cond_init": "03_torchcore.ipynb",
         "apply_leaf": "03_torchcore.ipynb",
         "apply_init": "03_torchcore.ipynb",
         "set_num_threads": "03_torchcore.ipynb",
         "ProcessPoolExecutor": "03_torchcore.ipynb",
         "parallel": "03_torchcore.ipynb",
         "run_procs": "03_torchcore.ipynb",
         "parallel_gen": "03_torchcore.ipynb",
         "script_use_ctx": "03_torchcore.ipynb",
         "script_save_ctx": "03_torchcore.ipynb",
         "script_fwd": "03_torchcore.ipynb",
         "script_bwd": "03_torchcore.ipynb",
         "grad_module": "03_torchcore.ipynb",
         "dropout_mask": "32_text_models_awdlstm.ipynb",
         "RNNDropout": "32_text_models_awdlstm.ipynb",
         "WeightDropout": "32_text_models_awdlstm.ipynb",
         "EmbeddingDropout": "32_text_models_awdlstm.ipynb",
         "AWD_LSTM": "32_text_models_awdlstm.ipynb",
         "awd_lstm_lm_split": "32_text_models_awdlstm.ipynb",
         "awd_lstm_lm_config": "32_text_models_awdlstm.ipynb",
         "awd_lstm_clas_split": "32_text_models_awdlstm.ipynb",
         "awd_lstm_clas_config": "32_text_models_awdlstm.ipynb",
         "AWD_QRNN": "32_text_models_awdlstm.ipynb",
         "awd_qrnn_lm_config": "32_text_models_awdlstm.ipynb",
         "awd_qrnn_clas_config": "32_text_models_awdlstm.ipynb",
         "Identity": "03a_layers.ipynb",
         "Lambda": "03a_layers.ipynb",
         "PartialLambda": "03a_layers.ipynb",
         "View": "03a_layers.ipynb",
         "ResizeBatch": "03a_layers.ipynb",
         "Flatten": "03a_layers.ipynb",
         "Debugger": "03a_layers.ipynb",
         "sigmoid_range": "03a_layers.ipynb",
         "SigmoidRange": "03a_layers.ipynb",
         "AdaptiveConcatPool2d": "03a_layers.ipynb",
         "pool_layer": "03a_layers.ipynb",
         "PoolFlatten": "03a_layers.ipynb",
         "NormType": "03a_layers.ipynb",
         "BatchNorm": "03a_layers.ipynb",
         "BatchNorm1dFlat": "03a_layers.ipynb",
         "LinBnDrop": "03a_layers.ipynb",
         "defaults.activation": "03a_layers.ipynb",
         "ConvLayer": "03a_layers.ipynb",
         "AdaptiveAvgPool": "03a_layers.ipynb",
         "MaxPool": "03a_layers.ipynb",
         "AvgPool": "03a_layers.ipynb",
         "BaseLoss": "03a_layers.ipynb",
         "CrossEntropyLossFlat": "03a_layers.ipynb",
         "BCEWithLogitsLossFlat": "03a_layers.ipynb",
         "BCELossFlat": "03a_layers.ipynb",
         "MSELossFlat": "03a_layers.ipynb",
         "LabelSmoothingCrossEntropy": "03a_layers.ipynb",
         "trunc_normal_": "03a_layers.ipynb",
         "Embedding": "03a_layers.ipynb",
         "SelfAttention": "03a_layers.ipynb",
         "PooledSelfAttention2d": "03a_layers.ipynb",
         "SimpleSelfAttention": "03a_layers.ipynb",
         "icnr_init": "03a_layers.ipynb",
         "PixelShuffle_ICNR": "03a_layers.ipynb",
         "SequentialEx": "03a_layers.ipynb",
         "MergeLayer": "03a_layers.ipynb",
         "Cat": "03a_layers.ipynb",
         "SimpleCNN": "03a_layers.ipynb",
         "ResBlock": "03a_layers.ipynb",
         "swish": "03a_layers.ipynb",
         "Swish": "03a_layers.ipynb",
         "MishJitAutoFn": "03a_layers.ipynb",
         "mish": "03a_layers.ipynb",
         "MishJit": "03a_layers.ipynb",
         "ParameterModule": "03a_layers.ipynb",
         "children_and_parameters": "03a_layers.ipynb",
         "TstModule": "03a_layers.ipynb",
         "tst": "03a_layers.ipynb",
         "children": "03a_layers.ipynb",
         "nn.Module.has_children": "03a_layers.ipynb",
         "flatten_model": "03a_layers.ipynb",
         "NoneReduce": "03a_layers.ipynb",
         "in_channels": "03a_layers.ipynb",
         "CollectDataCallback": "14a_callback_data.ipynb",
         "WeightedDL": "14a_callback_data.ipynb",
         "weighted_databunch": "14a_callback_data.ipynb",
         "TransformBlock": "07_data_block.ipynb",
         "CategoryBlock": "07_data_block.ipynb",
         "MultiCategoryBlock": "07_data_block.ipynb",
         "DataBlock": "07_data_block.ipynb",
         "Optimizer": "12_optimizer.ipynb",
         "sgd_step": "12_optimizer.ipynb",
         "weight_decay": "12_optimizer.ipynb",
         "weight_decay.defaults": "12_optimizer.ipynb",
         "l2_reg": "12_optimizer.ipynb",
         "l2_reg.defaults": "12_optimizer.ipynb",
         "average_grad": "12_optimizer.ipynb",
         "average_grad.defaults": "12_optimizer.ipynb",
         "average_sqr_grad": "12_optimizer.ipynb",
         "average_sqr_grad.defaults": "12_optimizer.ipynb",
         "momentum_step": "12_optimizer.ipynb",
         "SGD": "12_optimizer.ipynb",
         "rms_prop_step": "12_optimizer.ipynb",
         "rms_prop_step.defaults": "12_optimizer.ipynb",
         "RMSProp": "12_optimizer.ipynb",
         "step_stat": "12_optimizer.ipynb",
         "debias": "12_optimizer.ipynb",
         "adam_step": "12_optimizer.ipynb",
         "Adam": "12_optimizer.ipynb",
         "radam_step": "12_optimizer.ipynb",
         "RAdam": "12_optimizer.ipynb",
         "qhadam_step": "12_optimizer.ipynb",
         "QHAdam": "12_optimizer.ipynb",
         "larc_layer_lr": "12_optimizer.ipynb",
         "larc_layer_lr.defaults": "12_optimizer.ipynb",
         "larc_step": "12_optimizer.ipynb",
         "Larc": "12_optimizer.ipynb",
         "lamb_step": "12_optimizer.ipynb",
         "Lamb": "12_optimizer.ipynb",
         "Lookahead": "12_optimizer.ipynb",
         "detuplify_pg": "12_optimizer.ipynb",
         "set_item_pg": "12_optimizer.ipynb",
         "pytorch_hp_map": "12_optimizer.ipynb",
         "OptimWrapper": "12_optimizer.ipynb",
         "ShortEpochCallback": "17_callback_tracker.ipynb",
         "TerminateOnNaNCallback": "17_callback_tracker.ipynb",
         "TrackerCallback": "17_callback_tracker.ipynb",
         "EarlyStoppingCallback": "17_callback_tracker.ipynb",
         "SaveModelCallback": "17_callback_tracker.ipynb",
         "ReduceLROnPlateau": "17_callback_tracker.ipynb",
         "ProdLayer": "90_xse_resnext.ipynb",
         "inplace_relu": "90_xse_resnext.ipynb",
         "SEModule": "90_xse_resnext.ipynb",
         "SEResNetBlock": "90_xse_resnext.ipynb",
         "SEBlock": "90_xse_resnext.ipynb",
         "SEResNeXtBlock": "90_xse_resnext.ipynb",
         "XSENet": "90_xse_resnext.ipynb",
         "xse_resnet18": "90_xse_resnext.ipynb",
         "xse_resnext18_32x4d": "90_xse_resnext.ipynb",
         "xse_resnet34": "90_xse_resnext.ipynb",
         "xse_resnext34_32x4d": "90_xse_resnext.ipynb",
         "xse_resnet50": "90_xse_resnext.ipynb",
         "xse_resnext50_32x4d": "90_xse_resnext.ipynb",
         "xse_resnet101": "90_xse_resnext.ipynb",
         "xse_resnext101_32x4d": "90_xse_resnext.ipynb",
         "xse_resnet152": "90_xse_resnext.ipynb",
         "xsenet154": "90_xse_resnext.ipynb",
         "xse_resnext18_deep": "90_xse_resnext.ipynb",
         "xse_resnext34_deep": "90_xse_resnext.ipynb",
         "xse_resnext50_deep": "90_xse_resnext.ipynb",
         "xse_resnext18_deeper": "90_xse_resnext.ipynb",
         "xse_resnext34_deeper": "90_xse_resnext.ipynb",
         "xse_resnext50_deeper": "90_xse_resnext.ipynb",
         "se_kwargs1": "90_xse_resnext.ipynb",
         "se_kwargs2": "90_xse_resnext.ipynb",
         "g0": "90_xse_resnext.ipynb",
         "g1": "90_xse_resnext.ipynb",
         "g2": "90_xse_resnext.ipynb",
         "g3": "90_xse_resnext.ipynb",
         "TensorBoardCallback": "71_callback_tensorboard.ipynb",
         "Path.dcmread": "60_medical_imaging.ipynb",
         "pixels": "60_medical_imaging.ipynb",
         "scaled_px": "60_medical_imaging.ipynb",
         "array_freqhist_bins": "60_medical_imaging.ipynb",
         "Tensor.freqhist_bins": "60_medical_imaging.ipynb",
         "Tensor.hist_scaled_pt": "60_medical_imaging.ipynb",
         "Tensor.hist_scaled": "60_medical_imaging.ipynb",
         "DcmDataset.hist_scaled": "60_medical_imaging.ipynb",
         "Tensor.windowed": "60_medical_imaging.ipynb",
         "DcmDataset.windowed": "60_medical_imaging.ipynb",
         "dicom_windows": "60_medical_imaging.ipynb",
         "TensorCTScan": "60_medical_imaging.ipynb",
         "PILCTScan": "60_medical_imaging.ipynb",
         "show": "60_medical_imaging.ipynb",
         "DcmDataset.pct_in_window": "60_medical_imaging.ipynb",
         "uniform_blur2d": "60_medical_imaging.ipynb",
         "gauss_blur2d": "60_medical_imaging.ipynb",
         "Tensor.mask_from_blur": "60_medical_imaging.ipynb",
         "DcmDataset.mask_from_blur": "60_medical_imaging.ipynb",
         "mask2bbox": "60_medical_imaging.ipynb",
         "crop_resize": "60_medical_imaging.ipynb",
         "Tensor.to_nchan": "60_medical_imaging.ipynb",
         "DcmDataset.to_nchan": "60_medical_imaging.ipynb",
         "Tensor.to_3chan": "60_medical_imaging.ipynb",
         "DcmDataset.to_3chan": "60_medical_imaging.ipynb",
         "Tensor.save_jpg": "60_medical_imaging.ipynb",
         "DcmDataset.save_jpg": "60_medical_imaging.ipynb",
         "Tensor.to_uint16": "60_medical_imaging.ipynb",
         "DcmDataset.to_uint16": "60_medical_imaging.ipynb",
         "Tensor.save_tif16": "60_medical_imaging.ipynb",
         "DcmDataset.save_tif16": "60_medical_imaging.ipynb",
         "DcmDataset.set_pixels": "60_medical_imaging.ipynb",
         "DcmDataset.pixel_array": "60_medical_imaging.ipynb",
         "DcmDataset.zoom": "60_medical_imaging.ipynb",
         "DcmDataset.zoom_to": "60_medical_imaging.ipynb",
         "shape": "08_vision_core.ipynb",
         "DcmDataset.as_dict": "60_medical_imaging.ipynb",
         "pd.DataFrame.from_dicoms": "60_medical_imaging.ipynb",
         "TfmdDL": "05_data_core.ipynb",
         "DataBunch": "05_data_core.ipynb",
         "FilteredBase": "05_data_core.ipynb",
         "FilteredBase.train,FilteredBase.valid": "05_data_core.ipynb",
         "TfmdList": "05_data_core.ipynb",
         "decode_at": "05_data_core.ipynb",
         "show_at": "05_data_core.ipynb",
         "DataSource": "05_data_core.ipynb",
         "test_set": "05_data_core.ipynb",
         "test_dl": "05_data_core.ipynb",
         "get_files": "06_data_transforms.ipynb",
         "FileGetter": "06_data_transforms.ipynb",
         "image_extensions": "06_data_transforms.ipynb",
         "get_image_files": "06_data_transforms.ipynb",
         "ImageGetter": "06_data_transforms.ipynb",
         "get_text_files": "06_data_transforms.ipynb",
         "RandomSplitter": "06_data_transforms.ipynb",
         "IndexSplitter": "06_data_transforms.ipynb",
         "GrandparentSplitter": "06_data_transforms.ipynb",
         "FuncSplitter": "06_data_transforms.ipynb",
         "MaskSplitter": "06_data_transforms.ipynb",
         "FileSplitter": "06_data_transforms.ipynb",
         "parent_label": "06_data_transforms.ipynb",
         "RegexLabeller": "06_data_transforms.ipynb",
         "ColReader": "06_data_transforms.ipynb",
         "CategoryMap": "06_data_transforms.ipynb",
         "Categorize": "06_data_transforms.ipynb",
         "Category": "06_data_transforms.ipynb",
         "MultiCategorize": "06_data_transforms.ipynb",
         "MultiCategory": "06_data_transforms.ipynb",
         "OneHotEncode": "06_data_transforms.ipynb",
         "EncodedMultiCategorize": "06_data_transforms.ipynb",
         "get_c": "06_data_transforms.ipynb",
         "ToTensor": "06_data_transforms.ipynb",
         "Cuda": "06_data_transforms.ipynb",
         "IntToFloatTensor": "06_data_transforms.ipynb",
         "broadcast_vec": "06_data_transforms.ipynb",
         "Normalize": "40_tabular_core.ipynb",
         "imagenet_stats": "08_vision_core.ipynb",
         "cifar_stats": "08_vision_core.ipynb",
         "mnist_stats": "08_vision_core.ipynb",
         "n_px": "08_vision_core.ipynb",
         "aspect": "08_vision_core.ipynb",
         "Image.Image.reshape": "08_vision_core.ipynb",
         "Image.Image.resize_max": "08_vision_core.ipynb",
         "load_image": "08_vision_core.ipynb",
         "PILBase": "08_vision_core.ipynb",
         "PILImage": "08_vision_core.ipynb",
         "PILImageBW": "08_vision_core.ipynb",
         "PILMask": "08_vision_core.ipynb",
         "OpenMask": "08_vision_core.ipynb",
         "OpenMask.loss_func": "08_vision_core.ipynb",
         "PILMask.create": "08_vision_core.ipynb",
         "TensorPoint": "08_vision_core.ipynb",
         "TensorPointCreate": "08_vision_core.ipynb",
         "TensorPointCreate.loss_func": "08_vision_core.ipynb",
         "TensorPoint.create": "08_vision_core.ipynb",
         "get_annotations": "08_vision_core.ipynb",
         "TensorBBox": "08_vision_core.ipynb",
         "LabeledBBox": "08_vision_core.ipynb",
         "image2tensor": "08_vision_core.ipynb",
         "encodes": "40_tabular_core.ipynb",
         "PointScaler": "08_vision_core.ipynb",
         "BBoxLabeler": "08_vision_core.ipynb",
         "decodes": "40_tabular_core.ipynb",
         "test_fail": "00_test.ipynb",
         "test": "00_test.ipynb",
         "nequals": "00_test.ipynb",
         "test_eq": "00_test.ipynb",
         "test_eq_type": "00_test.ipynb",
         "test_ne": "00_test.ipynb",
         "is_close": "00_test.ipynb",
         "test_close": "00_test.ipynb",
         "test_is": "00_test.ipynb",
         "test_shuffled": "00_test.ipynb",
         "test_stdout": "00_test.ipynb",
         "test_warns": "00_test.ipynb",
         "TEST_IMAGE": "00_test.ipynb",
         "TEST_IMAGE_BW": "00_test.ipynb",
         "test_fig_exists": "00_test.ipynb",
         "type_hints": "01b_core_dispatch.ipynb",
         "anno_ret": "01b_core_dispatch.ipynb",
         "cmp_instance": "01b_core_dispatch.ipynb",
         "TypeDispatch": "01b_core_dispatch.ipynb",
         "DispatchReg": "01b_core_dispatch.ipynb",
         "typedispatch": "01b_core_dispatch.ipynb",
         "Config": "96_data_external.ipynb",
         "URLs": "96_data_external.ipynb",
         "download_url": "96_data_external.ipynb",
         "download_data": "96_data_external.ipynb",
         "tar_extract": "96_data_external.ipynb",
         "untar_data": "96_data_external.ipynb",
         "UnetBlock": "15a_vision_models_unet.ipynb",
         "DynamicUnet": "15a_vision_models_unet.ipynb",
         "ArrayBase": "01a_core_utils.ipynb",
         "ArrayImageBase": "01a_core_utils.ipynb",
         "ArrayImage": "01a_core_utils.ipynb",
         "ArrayImageBW": "01a_core_utils.ipynb",
         "ArrayMask": "01a_core_utils.ipynb",
         "Transform": "01c_core_transform.ipynb",
         "InplaceTransform": "01c_core_transform.ipynb",
         "TupleTransform": "01c_core_transform.ipynb",
         "ItemTransform": "01c_core_transform.ipynb",
         "get_func": "01c_core_transform.ipynb",
         "Func": "01c_core_transform.ipynb",
         "Sig": "01c_core_transform.ipynb",
         "compose_tfms": "01c_core_transform.ipynb",
         "mk_transform": "01c_core_transform.ipynb",
         "gather_attrs": "01c_core_transform.ipynb",
         "gather_attr_names": "01c_core_transform.ipynb",
         "Pipeline": "01c_core_transform.ipynb",
         "Callback": "13_learner.ipynb",
         "TrainEvalCallback": "13_learner.ipynb",
         "GatherPredsCallback": "13_learner.ipynb",
         "defaults.lr": "13_learner.ipynb",
         "defaults.wd": "13_learner.ipynb",
         "defaults.callbacks": "16_callback_progress.ipynb",
         "replacing_yield": "13_learner.ipynb",
         "mk_metric": "13_learner.ipynb",
         "save_model": "13_learner.ipynb",
         "load_model": "13_learner.ipynb",
         "Learner": "13_learner.ipynb",
         "Learner.x,Learner.y": "13_learner.ipynb",
         "VerboseCallback": "13_learner.ipynb",
         "Metric": "13_learner.ipynb",
         "AvgMetric": "13_learner.ipynb",
         "AvgLoss": "13_learner.ipynb",
         "AvgSmoothLoss": "13_learner.ipynb",
         "Recorder": "13_learner.ipynb",
         "Learner.freeze_to": "13_learner.ipynb",
         "Learner.freeze": "13_learner.ipynb",
         "Learner.unfreeze": "13_learner.ipynb",
         "Learner.export": "13_learner.ipynb",
         "Learner.tta": "13_learner.ipynb",
         "load_cpp": "36_text_models_qrnn.ipynb",
         "dispatch_cuda": "36_text_models_qrnn.ipynb",
         "forget_mult_CPU": "36_text_models_qrnn.ipynb",
         "ForgetMultGPU": "36_text_models_qrnn.ipynb",
         "QRNNLayer": "36_text_models_qrnn.ipynb",
         "QRNN": "36_text_models_qrnn.ipynb",
         "synth_dbunch": "97_utils_test.ipynb",
         "RegModel": "97_utils_test.ipynb",
         "synth_learner": "97_utils_test.ipynb",
         "RNNTrainer": "34_callback_rnn.ipynb",
         "cudf.DataFrame.__array__": "42_tabular_rapids.ipynb",
         "TabularGPU": "42_tabular_rapids.ipynb",
         "setups": "40_tabular_core.ipynb",
         "cudf.Series.median": "42_tabular_rapids.ipynb",
         "cudf.Series.idxmax": "42_tabular_rapids.ipynb",
         "ProgressCallback": "16_callback_progress.ipynb",
         "no_bar": "16_callback_progress.ipynb",
         "ShowGraphCallback": "16_callback_progress.ipynb",
         "CSVLogger": "16_callback_progress.ipynb",
         "WandbCallback": "70_callback_wandb.ipynb",
         "wandb_process": "70_callback_wandb.ipynb",
         "ImageDataBunch": "09a_vision_data.ipynb",
         "ImageDataBunch.from_csv": "09a_vision_data.ipynb",
         "ImageDataBunch.from_name_re": "09a_vision_data.ipynb",
         "get_grid": "09a_vision_data.ipynb",
         "clip_remove_empty": "09a_vision_data.ipynb",
         "bb_pad": "09a_vision_data.ipynb",
         "ImageBlock": "09a_vision_data.ipynb",
         "MaskBlock": "09a_vision_data.ipynb",
         "PointBlock": "09a_vision_data.ipynb",
         "BBoxBlock": "09a_vision_data.ipynb",
         "BBoxLblBlock": "09a_vision_data.ipynb",
         "Interpretation": "20_interpret.ipynb",
         "ClassificationInterpretation": "20_interpret.ipynb",
         "emb_sz_rule": "41_tabular_model.ipynb",
         "get_emb_sz": "41_tabular_model.ipynb",
         "TabularModel": "41_tabular_model.ipynb",
         "download_images": "09b_vision_utils.ipynb",
         "resize_to": "09b_vision_utils.ipynb",
         "verify_image": "09b_vision_utils.ipynb",
         "verify_images": "09b_vision_utils.ipynb",
         "has_pool_type": "21_vision_learner.ipynb",
         "create_body": "21_vision_learner.ipynb",
         "create_head": "21_vision_learner.ipynb",
         "create_cnn_model": "21_vision_learner.ipynb",
         "cnn_config": "21_vision_learner.ipynb",
         "default_split": "21_vision_learner.ipynb",
         "model_meta": "21_vision_learner.ipynb",
         "cnn_learner": "21_vision_learner.ipynb",
         "unet_config": "21_vision_learner.ipynb",
         "unet_learner": "21_vision_learner.ipynb",
         "show_results": "21_vision_learner.ipynb",
         "match_embeds": "37_text_learner.ipynb",
         "RNNLearner": "37_text_learner.ipynb",
         "language_model_learner": "37_text_learner.ipynb",
         "text_classifier_learner": "37_text_learner.ipynb",
         "DataParallel.reset": "20a_distributed.ipynb",
         "ParallelTrainer": "20a_distributed.ipynb",
         "Learner.to_parallel": "20a_distributed.ipynb",
         "DistributedDataParallel.reset": "20a_distributed.ipynb",
         "setup_distrib": "20a_distributed.ipynb",
         "DistributedDL": "20a_distributed.ipynb",
         "DistributedTrainer": "20a_distributed.ipynb",
         "Learner.to_distributed": "20a_distributed.ipynb",
         "spec_add_spaces": "30_text_core.ipynb",
         "rm_useless_spaces": "30_text_core.ipynb",
         "replace_rep": "30_text_core.ipynb",
         "replace_wrep": "30_text_core.ipynb",
         "fix_html": "30_text_core.ipynb",
         "replace_all_caps": "30_text_core.ipynb",
         "replace_maj": "30_text_core.ipynb",
         "lowercase": "30_text_core.ipynb",
         "replace_space": "30_text_core.ipynb",
         "defaults.text_spec_tok": "30_text_core.ipynb",
         "defaults.text_proc_rules": "30_text_core.ipynb",
         "defaults.text_postproc_rules": "30_text_core.ipynb",
         "BaseTokenizer": "30_text_core.ipynb",
         "SpacyTokenizer": "30_text_core.ipynb",
         "TokenizeBatch": "30_text_core.ipynb",
         "tokenize1": "30_text_core.ipynb",
         "parallel_tokenize": "30_text_core.ipynb",
         "fn_counter_pkl": "30_text_core.ipynb",
         "tokenize_folder": "30_text_core.ipynb",
         "read_tokenized_file": "30_text_core.ipynb",
         "tokenize_df": "30_text_core.ipynb",
         "tokenize_csv": "30_text_core.ipynb",
         "load_tokenized_csv": "30_text_core.ipynb",
         "SentencePieceTokenizer": "30_text_core.ipynb",
         "anno_parser": "02_core_script.ipynb",
         "call_parse": "02_core_script.ipynb",
         "RandTransform": "09_vision_augment.ipynb",
         "TensorTypes": "09_vision_augment.ipynb",
         "Image.Image.flip_lr": "09_vision_augment.ipynb",
         "TensorImageBase.flip_lr": "09_vision_augment.ipynb",
         "TensorPoint.flip_lr": "09_vision_augment.ipynb",
         "TensorBBox.flip_lr": "09_vision_augment.ipynb",
         "FlipItem": "09_vision_augment.ipynb",
         "PILImage.dihedral": "09_vision_augment.ipynb",
         "TensorImage.dihedral": "09_vision_augment.ipynb",
         "TensorPoint.dihedral": "09_vision_augment.ipynb",
         "TensorBBox.dihedral": "09_vision_augment.ipynb",
         "DihedralItem": "09_vision_augment.ipynb",
         "TensorBBox.crop_pad": "09_vision_augment.ipynb",
         "TensorPoint.crop_pad": "09_vision_augment.ipynb",
         "Image.Image.crop_pad": "09_vision_augment.ipynb",
         "CropPad": "09_vision_augment.ipynb",
         "RandomCrop": "09_vision_augment.ipynb",
         "Resize": "09_vision_augment.ipynb",
         "RandomResizedCrop": "09_vision_augment.ipynb",
         "TensorImage.affine_coord": "09_vision_augment.ipynb",
         "TensorMask.affine_coord": "09_vision_augment.ipynb",
         "TensorPoint.affine_coord": "09_vision_augment.ipynb",
         "TensorBBox.affine_coord": "09_vision_augment.ipynb",
         "AffineCoordTfm": "09_vision_augment.ipynb",
         "RandomResizedCropGPU": "09_vision_augment.ipynb",
         "affine_mat": "09_vision_augment.ipynb",
         "mask_tensor": "09_vision_augment.ipynb",
         "flip_mat": "09_vision_augment.ipynb",
         "TensorImage.flip_batch": "09_vision_augment.ipynb",
         "TensorMask.flip_batch": "09_vision_augment.ipynb",
         "TensorPoint.flip_batch": "09_vision_augment.ipynb",
         "TensorBBox.flip_batch": "09_vision_augment.ipynb",
         "Flip": "09_vision_augment.ipynb",
         "DeterministicDraw": "09_vision_augment.ipynb",
         "DeterministicFlip": "09_vision_augment.ipynb",
         "dihedral_mat": "09_vision_augment.ipynb",
         "TensorImage.dihedral_batch": "09_vision_augment.ipynb",
         "TensorMask.dihedral_batch": "09_vision_augment.ipynb",
         "TensorPoint.dihedral_batch": "09_vision_augment.ipynb",
         "TensorBBox.dihedral_batch": "09_vision_augment.ipynb",
         "Dihedral": "09_vision_augment.ipynb",
         "DeterministicDihedral": "09_vision_augment.ipynb",
         "rotate_mat": "09_vision_augment.ipynb",
         "TensorImage.rotate": "09_vision_augment.ipynb",
         "TensorMask.rotate": "09_vision_augment.ipynb",
         "TensorPoint.rotate": "09_vision_augment.ipynb",
         "TensorBBox.rotate": "09_vision_augment.ipynb",
         "Rotate": "09_vision_augment.ipynb",
         "zoom_mat": "09_vision_augment.ipynb",
         "TensorImage.zoom": "09_vision_augment.ipynb",
         "TensorMask.zoom": "09_vision_augment.ipynb",
         "TensorPoint.zoom": "09_vision_augment.ipynb",
         "TensorBBox.zoom": "09_vision_augment.ipynb",
         "Zoom": "09_vision_augment.ipynb",
         "find_coeffs": "09_vision_augment.ipynb",
         "apply_perspective": "09_vision_augment.ipynb",
         "TensorImage.warp": "09_vision_augment.ipynb",
         "TensorMask.warp": "09_vision_augment.ipynb",
         "TensorPoint.warp": "09_vision_augment.ipynb",
         "TensorBBox.warp": "09_vision_augment.ipynb",
         "Warp": "09_vision_augment.ipynb",
         "TensorImage.lighting": "09_vision_augment.ipynb",
         "LightingTfm": "09_vision_augment.ipynb",
         "TensorImage.brightness": "09_vision_augment.ipynb",
         "Brightness": "09_vision_augment.ipynb",
         "TensorImage.contrast": "09_vision_augment.ipynb",
         "Contrast": "09_vision_augment.ipynb",
         "setup_aug_tfms": "09_vision_augment.ipynb",
         "aug_transforms": "09_vision_augment.ipynb",
         "defaults": "01_core_foundation.ipynb",
         "FixSigMeta": "01_core_foundation.ipynb",
         "PrePostInitMeta": "01_core_foundation.ipynb",
         "NewChkMeta": "01_core_foundation.ipynb",
         "BypassNewMeta": "01_core_foundation.ipynb",
         "copy_func": "01_core_foundation.ipynb",
         "patch_to": "01_core_foundation.ipynb",
         "patch": "01_core_foundation.ipynb",
         "patch_property": "01_core_foundation.ipynb",
         "use_kwargs_dict": "01_core_foundation.ipynb",
         "use_kwargs": "01_core_foundation.ipynb",
         "delegates": "01_core_foundation.ipynb",
         "funcs_kwargs": "01_core_foundation.ipynb",
         "method": "01_core_foundation.ipynb",
         "add_docs": "01_core_foundation.ipynb",
         "docs": "01_core_foundation.ipynb",
         "custom_dir": "01_core_foundation.ipynb",
         "arg0": "01_core_foundation.ipynb",
         "arg1": "01_core_foundation.ipynb",
         "arg2": "01_core_foundation.ipynb",
         "arg3": "01_core_foundation.ipynb",
         "arg4": "01_core_foundation.ipynb",
         "bind": "01_core_foundation.ipynb",
         "GetAttr": "01_core_foundation.ipynb",
         "delegate_attr": "01_core_foundation.ipynb",
         "coll_repr": "01_core_foundation.ipynb",
         "mask2idxs": "01_core_foundation.ipynb",
         "listable_types": "01_core_foundation.ipynb",
         "CollBase": "01_core_foundation.ipynb",
         "cycle": "01_core_foundation.ipynb",
         "zip_cycle": "01_core_foundation.ipynb",
         "is_indexer": "01_core_foundation.ipynb",
         "negate_func": "01_core_foundation.ipynb",
         "L": "01_core_foundation.ipynb",
         "Hook": "15_callback_hook.ipynb",
         "hook_output": "15_callback_hook.ipynb",
         "Hooks": "15_callback_hook.ipynb",
         "hook_outputs": "15_callback_hook.ipynb",
         "dummy_eval": "15_callback_hook.ipynb",
         "model_sizes": "15_callback_hook.ipynb",
         "num_features_model": "15_callback_hook.ipynb",
         "has_params": "15_callback_hook.ipynb",
         "HookCallback": "15_callback_hook.ipynb",
         "total_params": "15_callback_hook.ipynb",
         "layer_info": "15_callback_hook.ipynb",
         "Learner.summary": "15_callback_hook.ipynb",
         "ActivationStats": "15_callback_hook.ipynb",
         "make_vocab": "31_text_data.ipynb",
         "TensorText": "31_text_data.ipynb",
         "LMTensorText": "31_text_data.ipynb",
         "Numericalize": "31_text_data.ipynb",
         "LMDataLoader": "31_text_data.ipynb",
         "pad_input": "31_text_data.ipynb",
         "SortedDL": "31_text_data.ipynb",
         "TextBlock": "31_text_data.ipynb",
         "TextDataBunch": "31_text_data.ipynb",
         "TextDataBunch.from_csv": "31_text_data.ipynb",
         "flatten_check": "13a_metrics.ipynb",
         "AccumMetric": "13a_metrics.ipynb",
         "skm_to_fastai": "13a_metrics.ipynb",
         "optim_metric": "13a_metrics.ipynb",
         "accuracy": "13a_metrics.ipynb",
         "error_rate": "13a_metrics.ipynb",
         "top_k_accuracy": "13a_metrics.ipynb",
         "APScore": "13a_metrics.ipynb",
         "BalancedAccuracy": "13a_metrics.ipynb",
         "BrierScore": "13a_metrics.ipynb",
         "CohenKappa": "13a_metrics.ipynb",
         "F1Score": "13a_metrics.ipynb",
         "FBeta": "13a_metrics.ipynb",
         "HammingLoss": "13a_metrics.ipynb",
         "Jaccard": "13a_metrics.ipynb",
         "MatthewsCorrCoef": "13a_metrics.ipynb",
         "Precision": "13a_metrics.ipynb",
         "Recall": "13a_metrics.ipynb",
         "RocAuc": "13a_metrics.ipynb",
         "Perplexity": "13a_metrics.ipynb",
         "perplexity": "13a_metrics.ipynb",
         "accuracy_multi": "13a_metrics.ipynb",
         "APScoreMulti": "13a_metrics.ipynb",
         "BrierScoreMulti": "13a_metrics.ipynb",
         "F1ScoreMulti": "13a_metrics.ipynb",
         "FBetaMulti": "13a_metrics.ipynb",
         "HammingLossMulti": "13a_metrics.ipynb",
         "JaccardMulti": "13a_metrics.ipynb",
         "MatthewsCorrCoefMulti": "13a_metrics.ipynb",
         "PrecisionMulti": "13a_metrics.ipynb",
         "RecallMulti": "13a_metrics.ipynb",
         "RocAucMulti": "13a_metrics.ipynb",
         "mse": "13a_metrics.ipynb",
         "rmse": "13a_metrics.ipynb",
         "rmse.__doc__": "13a_metrics.ipynb",
         "mae": "13a_metrics.ipynb",
         "msle": "13a_metrics.ipynb",
         "exp_rmspe": "13a_metrics.ipynb",
         "exp_rmspe.__doc__": "13a_metrics.ipynb",
         "ExplainedVariance": "13a_metrics.ipynb",
         "R2Score": "13a_metrics.ipynb",
         "foreground_acc": "13a_metrics.ipynb",
         "Dice": "13a_metrics.ipynb",
         "JaccardCoeff": "13a_metrics.ipynb",
         "init_cnn": "11_vision_models_xresnet.ipynb",
         "XResNet": "11_vision_models_xresnet.ipynb",
         "xresnet18": "11_vision_models_xresnet.ipynb",
         "xresnet34": "11_vision_models_xresnet.ipynb",
         "xresnet50": "11_vision_models_xresnet.ipynb",
         "xresnet101": "11_vision_models_xresnet.ipynb",
         "xresnet152": "11_vision_models_xresnet.ipynb",
         "xresnet18_deep": "11_vision_models_xresnet.ipynb",
         "xresnet34_deep": "11_vision_models_xresnet.ipynb",
         "xresnet50_deep": "11_vision_models_xresnet.ipynb",
         "xresnet18_deeper": "11_vision_models_xresnet.ipynb",
         "xresnet34_deeper": "11_vision_models_xresnet.ipynb",
         "xresnet50_deeper": "11_vision_models_xresnet.ipynb",
         "Tabular": "40_tabular_core.ipynb",
         "TabularPandas": "40_tabular_core.ipynb",
         "TabularProc": "40_tabular_core.ipynb",
         "Categorify": "40_tabular_core.ipynb",
         "FillStrategy": "40_tabular_core.ipynb",
         "FillMissing": "40_tabular_core.ipynb",
         "ReadTabBatch": "40_tabular_core.ipynb",
         "TabDataLoader": "40_tabular_core.ipynb",
         "LinearDecoder": "33_text_models_core.ipynb",
         "SequentialRNN": "33_text_models_core.ipynb",
         "get_language_model": "33_text_models_core.ipynb",
         "SentenceEncoder": "33_text_models_core.ipynb",
         "masked_concat_pool": "33_text_models_core.ipynb",
         "PoolingLinearClassifier": "33_text_models_core.ipynb",
         "get_text_classifier": "33_text_models_core.ipynb",
         "annealer": "14_callback_schedule.ipynb",
         "SchedLin": "14_callback_schedule.ipynb",
         "SchedCos": "14_callback_schedule.ipynb",
         "SchedNo": "14_callback_schedule.ipynb",
         "SchedExp": "14_callback_schedule.ipynb",
         "SchedLin.__doc__": "14_callback_schedule.ipynb",
         "SchedCos.__doc__": "14_callback_schedule.ipynb",
         "SchedExp.__doc__": "14_callback_schedule.ipynb",
         "SchedPoly": "14_callback_schedule.ipynb",
         "combine_scheds": "14_callback_schedule.ipynb",
         "combined_cos": "14_callback_schedule.ipynb",
         "ParamScheduler": "14_callback_schedule.ipynb",
         "Learner.fit_one_cycle": "14_callback_schedule.ipynb",
         "Recorder.plot_sched": "14_callback_schedule.ipynb",
         "Learner.fit_flat_cos": "14_callback_schedule.ipynb",
         "Learner.fit_sgdr": "14_callback_schedule.ipynb",
         "LRFinder": "14_callback_schedule.ipynb",
         "Recorder.plot_lr_find": "14_callback_schedule.ipynb",
         "Learner.lr_find": "14_callback_schedule.ipynb",
         "reduce_loss": "19_callback_mixup.ipynb",
         "MixUp": "19_callback_mixup.ipynb",
         "ifnone": "01a_core_utils.ipynb",
         "get_class": "01a_core_utils.ipynb",
         "mk_class": "01a_core_utils.ipynb",
         "wrap_class": "01a_core_utils.ipynb",
         "store_attr": "01a_core_utils.ipynb",
         "attrdict": "01a_core_utils.ipynb",
         "properties": "01a_core_utils.ipynb",
         "camel2snake": "01a_core_utils.ipynb",
         "snake2camel": "01a_core_utils.ipynb",
         "class2attr": "01a_core_utils.ipynb",
         "hasattrs": "01a_core_utils.ipynb",
         "tuplify": "01a_core_utils.ipynb",
         "detuplify": "01a_core_utils.ipynb",
         "replicate": "01a_core_utils.ipynb",
         "uniqueify": "01a_core_utils.ipynb",
         "setify": "01a_core_utils.ipynb",
         "merge": "01a_core_utils.ipynb",
         "is_listy": "01a_core_utils.ipynb",
         "range_of": "01a_core_utils.ipynb",
         "groupby": "01a_core_utils.ipynb",
         "first": "01a_core_utils.ipynb",
         "shufflish": "01a_core_utils.ipynb",
         "IterLen": "01a_core_utils.ipynb",
         "ReindexCollection": "01a_core_utils.ipynb",
         "Inf": "01a_core_utils.ipynb",
         "true": "01a_core_utils.ipynb",
         "stop": "01a_core_utils.ipynb",
         "gen": "01a_core_utils.ipynb",
         "chunked": "01a_core_utils.ipynb",
         "retain_type": "01a_core_utils.ipynb",
         "retain_types": "01a_core_utils.ipynb",
         "pd.DataFrame.split_arr": "01a_core_utils.ipynb",
         "show_title": "01a_core_utils.ipynb",
         "ShowTitle": "01a_core_utils.ipynb",
         "Int": "01a_core_utils.ipynb",
         "Float": "01a_core_utils.ipynb",
         "Str": "01a_core_utils.ipynb",
         "num_methods": "01a_core_utils.ipynb",
         "rnum_methods": "01a_core_utils.ipynb",
         "inum_methods": "01a_core_utils.ipynb",
         "Tuple": "01a_core_utils.ipynb",
         "TupleTitled": "01a_core_utils.ipynb",
         "trace": "01a_core_utils.ipynb",
         "compose": "01a_core_utils.ipynb",
         "maps": "01a_core_utils.ipynb",
         "partialler": "01a_core_utils.ipynb",
         "mapped": "01a_core_utils.ipynb",
         "instantiate": "01a_core_utils.ipynb",
         "Self": "01a_core_utils.ipynb",
         "Path.readlines": "01a_core_utils.ipynb",
         "Path.read": "01a_core_utils.ipynb",
         "Path.write": "01a_core_utils.ipynb",
         "Path.save": "01a_core_utils.ipynb",
         "Path.load": "01a_core_utils.ipynb",
         "Path.ls": "01a_core_utils.ipynb",
         "bunzip": "01a_core_utils.ipynb",
         "join_path_file": "01a_core_utils.ipynb",
         "sort_by_run": "01a_core_utils.ipynb",
         "subplots": "01a_core_utils.ipynb",
         "show_image": "01a_core_utils.ipynb",
         "show_titled_image": "01a_core_utils.ipynb",
         "show_images": "01a_core_utils.ipynb",
         "PrettyString": "01a_core_utils.ipynb",
         "get_empty_df": "01a_core_utils.ipynb",
         "display_df": "01a_core_utils.ipynb",
         "round_multiple": "01a_core_utils.ipynb",
         "even_mults": "01a_core_utils.ipynb",
         "num_cpus": "01a_core_utils.ipynb",
         "defaults.cpus": "01a_core_utils.ipynb",
         "add_props": "01a_core_utils.ipynb",
         "change_attr": "01a_core_utils.ipynb",
         "change_attrs": "01a_core_utils.ipynb",
         "fa_collate": "04_data_load.ipynb",
         "fa_convert": "04_data_load.ipynb",
         "SkipItemException": "04_data_load.ipynb",
         "DataLoader": "04_data_load.ipynb"}

modules = ["callback/fp16.py",
           "torch_core.py",
           "text/models/awdlstm.py",
           "layers.py",
           "callback/data.py",
           "data/block.py",
           "optimizer.py",
           "callback/tracker.py",
           "vision/models/xsenet.py",
           "callback/tensorboard.py",
           "medical/imaging.py",
           "data/core.py",
           "data/transforms.py",
           "vision/core.py",
           "test.py",
           "core/dispatch.py",
           "data/external.py",
           "vision/models/unet.py",
           "core/transform.py",
           "learner.py",
           "text/models/qrnn.py",
           "test_utils.py",
           "callback/rnn.py",
           "tabular/rapids.py",
           "callback/progress.py",
           "callback/wandb.py",
           "vision/data.py",
           "interpret.py",
           "tabular/model.py",
           "vision/utils.py",
           "vision/learner.py",
           "text/learner.py",
           "distributed.py",
           "text/core.py",
           "core/script.py",
           "vision/augment.py",
           "core/foundation.py",
           "callback/hook.py",
           "text/data.py",
           "metrics.py",
           "vision/models/xresnet.py",
           "medical/text.py",
           "tabular/core.py",
           "text/models/core.py",
           "callback/schedule.py",
           "callback/mixup.py",
           "core/utils.py",
           "data/load.py"]