Index

_

__author__ (in module trw) (in module trw.metadata) __call__() (trw.datasets.utils.named_dataset method) (trw.train.Callback method) (trw.train.callback.Callback method) (trw.train.callback_activation_statistics.CallbackActivationStatistics method) (trw.train.callback_data_summary.CallbackDataSummary method) (trw.train.callback_embedding_statistics.CallbackTensorboardEmbedding method) (trw.train.callback_embedding_statistics.CollectBatchAndProcessStats method) (trw.train.callback_epoch_summary.CallbackEpochSummary method) (trw.train.callback_explain_decision.CallbackExplainDecision method) (trw.train.callback_export_augmentations.CallbackExportAugmentations method) (trw.train.callback_export_best_history.CallbackExportBestHistory method) (trw.train.callback_export_classification_errors.CallbackExportClassificationErrors method) (trw.train.callback_export_classification_report.CallbackExportClassificationReport method) (trw.train.callback_export_convolution_kernel.CallbackExportConvolutionKernel method) (trw.train.callback_export_history.CallbackExportHistory method) (trw.train.callback_export_samples.CallbackExportSamples method) (trw.train.callback_learning_rate_finder.CallbackLearningRateFinder method) (trw.train.callback_learning_rate_finder.CallbackStopEpoch method) (trw.train.callback_learning_rate_recorder.CallbackLearningRateRecorder method) (trw.train.callback_model_summary.CallbackModelSummary method) (trw.train.callback_save_last_model.CallbackSaveLastModel method) (trw.train.callback_skip_epoch.CallbackSkipEpoch method) (trw.train.callback_tensorboard.CallbackClearTensorboardLog method) (trw.train.callback_tensorboard_embedding.CallbackTensorboardEmbedding method) (trw.train.callback_tensorboard_record_history.CallbackTensorboardRecordHistory method) (trw.train.callback_tensorboard_record_model.CallbackTensorboardRecordModel method) (trw.train.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch method) (trw.train.callback_zip_sources.CallbackZipSources method) (trw.train.CallbackActivationStatistics method) (trw.train.CallbackClearTensorboardLog method) (trw.train.CallbackDataSummary method) (trw.train.CallbackEpochSummary method) (trw.train.CallbackExplainDecision method) (trw.train.CallbackExportAugmentations method) (trw.train.CallbackExportBestHistory method) (trw.train.CallbackExportClassificationErrors method) (trw.train.CallbackExportClassificationReport method) (trw.train.CallbackExportConvolutionKernel method) (trw.train.CallbackExportHistory method) (trw.train.CallbackExportSamples method) (trw.train.CallbackLearningRateFinder method) (trw.train.CallbackLearningRateRecorder method) (trw.train.CallbackModelSummary method) (trw.train.CallbackSaveLastModel method) (trw.train.CallbackSkipEpoch method) (trw.train.CallbackTensorboardEmbedding method) (trw.train.CallbackTensorboardRecordHistory method) (trw.train.CallbackTensorboardRecordModel method) (trw.train.CallbackWorstSamplesByEpoch method) (trw.train.CallbackZipSources method) (trw.train.filter_gaussian.FilterFixed method) (trw.train.FilterFixed method) (trw.train.grad_cam.GradCam method) (trw.train.GradCam method) (trw.train.graph_reflection._CaptureLastModuleType method) (trw.train.guided_back_propagation.GuidedBackprop method) (trw.train.GuidedBackprop method) (trw.train.integrated_gradients.IntegratedGradients method) (trw.train.IntegratedGradients method) (trw.train.meaningful_perturbation.MeaningfulPerturbation method) (trw.train.MeaningfulPerturbation method) (trw.train.metrics.Metric method) (trw.train.metrics.MetricClassificationError method) (trw.train.metrics.MetricClassificationSensitivitySpecificity method) (trw.train.metrics.MetricLoss method) (trw.train.time_it method) (trw.train.utilities.time_it method) (trw.train.utils.time_it method) (trw.transforms.Transform method) (trw.transforms.TransformBatchWithCriteria method) (trw.transforms.TransformCompose method) (trw.transforms.transforms.Transform method) (trw.transforms.transforms.TransformBatchJointWithCriteria method) (trw.transforms.transforms.TransformBatchWithCriteria method) (trw.transforms.transforms_compose.TransformCompose method) __contains__() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) __del__() (trw.train.callback_learning_rate_recorder.CallbackLearningRateRecorder method) (trw.train.CallbackLearningRateRecorder method) (trw.train.JobExecutor method) (trw.train.sequence_map.JobExecutor method) __description__ (in module trw) (in module trw.metadata) __email__ (in module trw) (in module trw.metadata) __enter__() (trw.train.CleanAddedHooks method) (trw.train.JobExecutor method) (trw.train.sequence_map.JobExecutor method) (trw.train.utilities.CleanAddedHooks method) (trw.train.utils.CleanAddedHooks method) __eq__() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) __exit__() (trw.train.CleanAddedHooks method) (trw.train.JobExecutor method) (trw.train.sequence_map.JobExecutor method) (trw.train.utilities.CleanAddedHooks method) (trw.train.utils.CleanAddedHooks method) __getitem__() (trw.datasets.chunked_dataset.DatasetChunked method) (trw.datasets.DatasetChunked method) __getstate__() (trw.simple_layers.compiled_net.CompiledNet method) __iter__() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) (trw.train.Sampler method) (trw.train.sampler.Sampler method) (trw.train.sampler.SamplerClassResampling method) (trw.train.sampler.SamplerRandom method) (trw.train.sampler.SamplerSequential method) (trw.train.sampler.SamplerSubsetRandom method) (trw.train.SamplerClassResampling method) (trw.train.SamplerRandom method) (trw.train.SamplerSequential method) (trw.train.SamplerSubsetRandom method) (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence_adaptor.SequenceAdaptorTorch method) (trw.train.sequence_array.SequenceArray method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_batch.SequenceBatch method) (trw.train.sequence_collate.SequenceCollate method) (trw.train.sequence_map.SequenceMap method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.SequenceAdaptorTorch method) (trw.train.SequenceArray method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceBatch method) (trw.train.SequenceCollate method) (trw.train.SequenceMap method) (trw.train.SequenceReBatch method)

__len__() (trw.datasets.chunked_dataset.DatasetChunked method) (trw.datasets.DatasetChunked method) (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) (trw.train.Sampler method) (trw.train.sampler.Sampler method) (trw.train.sampler.SamplerClassResampling method) (trw.train.sampler.SamplerRandom method) (trw.train.sampler.SamplerSequential method) (trw.train.sampler.SamplerSubsetRandom method) (trw.train.SamplerClassResampling method) (trw.train.SamplerRandom method) (trw.train.SamplerSequential method) (trw.train.SamplerSubsetRandom method) (trw.train.sequence_adaptor.SequenceAdaptorTorch method) (trw.train.SequenceAdaptorTorch method) __license__ (in module trw) (in module trw.metadata) __name__ (in module trw) (in module trw.metadata) __next__() (trw.train.sampler._SamplerSequentialIter method) (trw.train.sampler.SamplerClassResampling method) (trw.train.sampler.SamplerRandom method) (trw.train.SamplerClassResampling method) (trw.train.SamplerRandom method) (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence_adaptor.SequenceAdaptorTorch method) (trw.train.sequence_array.SequenceArray method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_batch.SequenceBatch method) (trw.train.sequence_collate.SequenceCollate method) (trw.train.sequence_map.SequenceMap method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.SequenceAdaptorTorch method) (trw.train.SequenceArray method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceBatch method) (trw.train.SequenceCollate method) (trw.train.SequenceMap method) (trw.train.SequenceReBatch method) __next_local() (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceMap method) __repr__() (trw.hparams.ContinuousPower method) (trw.hparams.ContinuousUniform method) (trw.hparams.DiscreteBoolean method) (trw.hparams.DiscreteIntegrer method) (trw.hparams.DiscreteMapping method) (trw.hparams.DiscreteValue method) (trw.hparams.params.ContinuousPower method) (trw.hparams.params.ContinuousUniform method) (trw.hparams.params.DiscreteBoolean method) (trw.hparams.params.DiscreteIntegrer method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.DiscreteValue method) (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) __reversed__() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) __setstate__() (trw.simple_layers.compiled_net.CompiledNet method) __str__() (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) __url__ (in module trw) (in module trw.metadata) __version__ (in module trw) (in module trw.metadata) _add_circle() (in module trw.datasets.dataset_fake_symbols_2d) _add_cross() (in module trw.datasets.dataset_fake_symbols_2d) _add_rectangle() (in module trw.datasets.dataset_fake_symbols_2d) _add_rectangle_3d() (in module trw.datasets.dataset_fake_symbols_3d) _add_shape() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols) _add_square() (in module trw.datasets.dataset_fake_symbols_2d) _add_square_3d() (in module trw.datasets.dataset_fake_symbols_3d) _add_triangle() (in module trw.datasets.dataset_fake_symbols_2d) _CaptureLastModuleType (class in trw.train.graph_reflection) _conv_2d_shape_fn() (in module trw.simple_layers.simple_layers_implementations) _conv_3d_shape_fn() (in module trw.simple_layers.simple_layers_implementations) _create_image() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols) _create_weights() (trw.arch.Cell method) (trw.arch.darts_cell.Cell method) _crop_1d() (in module trw.transforms.crop) _crop_2d() (in module trw.transforms.crop) _crop_3d() (in module trw.transforms.crop) _crop_4d() (in module trw.transforms.crop) _crop_5d() (in module trw.transforms.crop) _fit() (trw.train.sampler.SamplerClassResampling method) (trw.train.SamplerClassResampling method) _get_next() (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.SequenceAsyncReservoir method) _get_output() (trw.train.meaningful_perturbation.MeaningfulPerturbation static method) (trw.train.MeaningfulPerturbation static method) _get_parameters() (in module trw.arch.darts_optimizer) _identity() (in module trw.arch.darts_cell) _load_image_and_mask() (in module trw.datasets.voc2012) _noisy() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols) _plot_importance() (in module trw.hparams.interpret_params) _plot_param_covariance() (in module trw.hparams.interpret_params) _plot_scatter() (in module trw.hparams.interpret_params) _random_color() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols) _random_location() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols) _read_whole_chunk_sequence() (in module trw.datasets) (in module trw.datasets.chunked_dataset) _repeat_one() (trw.hparams.HyperParametersOptimizerHyperband method) (trw.hparams.params_optimizer_hyperband.HyperParametersOptimizerHyperband method) _reset_iter_reservoir() (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.SequenceAsyncReservoir method) _retrieve_results_and_fill_queue() (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.SequenceAsyncReservoir method) _SamplerSequentialIter (class in trw.train.sampler) _tensorboard_logger (trw.train.callback_tensorboard.CallbackTensorboardBased attribute) _transform_normalize() (in module trw.transforms.transforms_normalize) _transform_random_crop() (in module trw.transforms.transforms_random_crop) _transform_random_cutout() (in module trw.transforms.transforms_random_cutout) _transform_random_flip() (in module trw.transforms.transforms_random_flip) _transform_resize() (in module trw.transforms.transforms_resize) _upsample_int_1d() (in module trw.train.upsample) _upsample_int_2d() (in module trw.train.upsample) _upsample_int_3d() (in module trw.train.upsample) _wait_for_job_completion() (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.SequenceAsyncReservoir method)

A

add() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) (trw.train.sequence_async_reservoir.Performance method) add_classification_strings_from_output() (in module trw.train.callback_tensorboard_embedding) analyse_hyperparameters() (in module trw.hparams) (in module trw.hparams.interpret_params) as_image_ui8() (in module trw.train) (in module trw.train.sample_export)

as_rgb_image() (in module trw.train) (in module trw.train.sample_export) async_reservoir() (trw.train.Sequence method) (trw.train.sequence.Sequence method) auroc() (in module trw.train) (in module trw.train.analysis_plots)

B

batch() (trw.train.Sequence method) (trw.train.sequence.Sequence method)

boxplots() (in module trw.train) (in module trw.train.analysis_plots)

C

calculate_shape() (trw.simple_layers.ConcatChannels static method) (trw.simple_layers.simple_layers.SimpleModule static method) (trw.simple_layers.simple_layers_implementations.ConcatChannels static method) (trw.simple_layers.SimpleModule static method) calculate_weight_by_class() (in module trw.train.utils_dataset) Callback (class in trw.train) (class in trw.train.callback) CallbackActivationStatistics (class in trw.train) (class in trw.train.callback_activation_statistics) CallbackClearTensorboardLog (class in trw.train) (class in trw.train.callback_tensorboard) CallbackDataSummary (class in trw.train) (class in trw.train.callback_data_summary) CallbackEpochSummary (class in trw.train) (class in trw.train.callback_epoch_summary) CallbackExplainDecision (class in trw.train) (class in trw.train.callback_explain_decision) CallbackExportAugmentations (class in trw.train) (class in trw.train.callback_export_augmentations) CallbackExportBestHistory (class in trw.train) (class in trw.train.callback_export_best_history) CallbackExportClassificationErrors (class in trw.train) (class in trw.train.callback_export_classification_errors) CallbackExportClassificationReport (class in trw.train) (class in trw.train.callback_export_classification_report) CallbackExportConvolutionKernel (class in trw.train) (class in trw.train.callback_export_convolution_kernel) CallbackExportHistory (class in trw.train) (class in trw.train.callback_export_history) CallbackExportSamples (class in trw.train) (class in trw.train.callback_export_samples) CallbackLearningRateFinder (class in trw.train) (class in trw.train.callback_learning_rate_finder) CallbackLearningRateRecorder (class in trw.train) (class in trw.train.callback_learning_rate_recorder) CallbackModelSummary (class in trw.train) (class in trw.train.callback_model_summary) callbacks_per_loss_term() (in module trw.train.callback_export_samples) CallbackSaveLastModel (class in trw.train) (class in trw.train.callback_save_last_model) CallbackSkipEpoch (class in trw.train) (class in trw.train.callback_skip_epoch) CallbackStopEpoch (class in trw.train.callback_learning_rate_finder) CallbackTensorboardBased (class in trw.train.callback_tensorboard) CallbackTensorboardEmbedding (class in trw.train) (class in trw.train.callback_embedding_statistics) (class in trw.train.callback_tensorboard_embedding) CallbackTensorboardRecordHistory (class in trw.train) (class in trw.train.callback_tensorboard_record_history) CallbackTensorboardRecordModel (class in trw.train) (class in trw.train.callback_tensorboard_record_model) CallbackWorstSamplesByEpoch (class in trw.train) (class in trw.train.callback_worst_samples_by_epoch) CallbackZipSources (class in trw.train) (class in trw.train.callback_zip_sources) Cell (class in trw.arch) (class in trw.arch.darts_cell) center_crop() (trw.layers.unet_2d.UNetUpBlock method) chunk_name() (in module trw.datasets) (in module trw.datasets.chunked_dataset) chunk_samples() (in module trw.datasets) (in module trw.datasets.chunked_dataset) classification_report() (in module trw.train) (in module trw.train.analysis_plots) clean_mapping_name() (in module trw.train.sample_export) CleanAddedHooks (class in trw.train) (class in trw.train.utilities) (class in trw.train.utils) close() (trw.train.JobExecutor method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_map.JobExecutor method) (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceMap method) collate() (trw.train.Sequence method) (trw.train.sequence.Sequence method) collate_dicts() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) collate_dicts_pytorch() (in module trw.train.sequence)

collate_list_of_dicts() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) collate_tensors() (in module trw.train.utilities) (in module trw.train.utils) collect_parameters() (trw.simple_layers.compiled_net.CompiledNet method) CollectBatchAndProcessStats (class in trw.train.callback_embedding_statistics) compile_nn() (in module trw.simple_layers.compiled_net) CompiledNet (class in trw.simple_layers.compiled_net) ConcatChannels (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) confusion_matrix() (in module trw.train) (in module trw.train.analysis_plots) ContinuousPower (class in trw.hparams) (class in trw.hparams.params) ContinuousUniform (class in trw.hparams) (class in trw.hparams.params) Conv2d (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) Conv3d (class in trw.simple_layers.simple_layers_implementations) convs_2d() (in module trw.layers) (in module trw.layers.convs_2d) (in module trw.simple_layers) (in module trw.simple_layers.convs) convs_3d() (in module trw.layers) (in module trw.layers.convs_3d) (in module trw.simple_layers) (in module trw.simple_layers.convs) copy() (in module trw.transforms) (in module trw.transforms.copy) create() (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) create_adam_optimizers_fn() (in module trw.train) (in module trw.train.optimizers) create_adam_optimizers_scheduler_step_lr_fn() (in module trw.train) (in module trw.train.optimizers) create_chunk_reservoir() (in module trw.datasets) (in module trw.datasets.chunked_dataset) create_chunk_sequence() (in module trw.datasets) (in module trw.datasets.chunked_dataset) create_cifar10_dataset() (in module trw.datasets) (in module trw.datasets.cifar10) create_darts_adam_optimizers_fn() (in module trw.arch) (in module trw.arch.darts_optimizer) create_darts_optimizers_fn() (in module trw.arch) (in module trw.arch.darts_optimizer) create_default_options() (in module trw.train) (in module trw.train.options) create_fake_symbols_2d_datasset() (in module trw.datasets.dataset_fake_symbols_2d) create_fake_symbols_3d_datasset() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols_3d) create_fake_symbols_datasset() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols) create_inputs() (in module trw.train.meaningful_perturbation) create_logger() (trw.train.callback_tensorboard.CallbackTensorboardBased static method) create_losses_fn() (in module trw.train) (in module trw.train.trainer) create_mnist_datasset() (in module trw.datasets) (in module trw.datasets.mnist) create_optimizers_fn() (in module trw.train) (in module trw.train.optimizers) create_or_recreate_folder() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) create_scheduler_step_lr() (in module trw.train) (in module trw.train.optimizers) create_segmentation_voc2012_dataset() (in module trw.datasets) (in module trw.datasets.voc2012) create_sgd_optimizers_fn() (in module trw.train) (in module trw.train.optimizers) create_sgd_optimizers_scheduler_step_lr_fn() (in module trw.train) (in module trw.train.optimizers) create_weak_ref() (in module trw.simple_layers.compiled_net) criteria_feature_name() (in module trw.transforms) (in module trw.transforms.transforms) criteria_is_array_3_or_above() (in module trw.transforms) (in module trw.transforms.transforms) cutout() (in module trw.transforms) (in module trw.transforms.cutout_function) cutout_value_fn_constant() (in module trw.transforms.cutout_function)

D

DARTS_PRIMITIVES_2D (in module trw.arch) (in module trw.arch.darts_ops) DataParallelExtended (class in trw.train.data_parallel_extented) DatasetChunked (class in trw.datasets) (class in trw.datasets.chunked_dataset) default_algorithm_args() (in module trw.train.callback_explain_decision) default_cell_output() (in module trw.arch) (in module trw.arch.darts_cell) default_classification_metrics() (in module trw.train.metrics) default_collate_fn() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) default_collate_list_of_dicts (in module trw.train.sequence) default_export_filter() (in module trw.train.callback_export_convolution_kernel) default_extensions() (in module trw.train.callback_zip_sources) default_identify_learning_rate_section() (in module trw.train.callback_learning_rate_finder) default_information_removal_smoothing() (in module trw.train) (in module trw.train.meaningful_perturbation) default_logger (in module trw.train.trainer) default_metrics() (in module trw.train.callback_export_history) default_optimizer() (in module trw.train.meaningful_perturbation) default_per_epoch_callbacks() (in module trw.train) (in module trw.train.trainer) default_post_training_callbacks() (in module trw.train) (in module trw.train.trainer) default_pre_training_callbacks() (in module trw.train) (in module trw.train.trainer) default_queue_timeout (in module trw.train.sequence_map)

default_regression_metrics() (in module trw.train.metrics) default_sample_uid_name (in module trw.train) default_segmentation_metrics() (in module trw.train.metrics) default_shapes_2d() (in module trw.datasets.dataset_fake_symbols_2d) default_shapes_3d() (in module trw.datasets.dataset_fake_symbols_3d) default_statistics() (in module trw.train.callback_embedding_statistics) default_sum_all_losses() (in module trw.train) (in module trw.train.trainer) default_voc_transforms() (in module trw.datasets.voc2012) denses() (in module trw.layers) (in module trw.layers.denses) (in module trw.simple_layers) (in module trw.simple_layers.denses) DilConv2d (class in trw.arch) (class in trw.arch.darts_ops) discard() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) DiscreteBoolean (class in trw.hparams) (class in trw.hparams.params) DiscreteIntegrer (class in trw.hparams) (class in trw.hparams.params) DiscreteMapping (class in trw.hparams) (class in trw.hparams.params) DiscreteValue (class in trw.hparams) (class in trw.hparams.params) discretize() (in module trw.hparams.interpret_params) div_shape() (in module trw.layers) (in module trw.layers.utils)

E

epoch_train_eval() (in module trw.train) (in module trw.train.trainer) eval_loop() (in module trw.train) (in module trw.train.trainer) evaluate_batch() (trw.train.Output method) (trw.train.OutputClassification method) (trw.train.OutputEmbedding method) (trw.train.OutputRecord method) (trw.train.OutputRegression method) (trw.train.outputs.Output method) (trw.train.outputs.OutputClassification method) (trw.train.outputs.OutputEmbedding method) (trw.train.outputs.OutputRecord method) (trw.train.outputs.OutputRegression method) (trw.train.outputs.OutputSegmentation method) (trw.train.OutputSegmentation method) EVALUATE_STATE (trw.simple_layers.compiled_net.RuntimeAction attribute) EXECUTE_NODE (trw.simple_layers.compiled_net.RuntimeAction attribute) ExplainableAlgorithm (class in trw.train) (class in trw.train.callback_explain_decision) export_as_image() (in module trw.train.sample_export)

export_as_npy() (in module trw.train.sample_export) export_as_string() (in module trw.train.sample_export) export_figure() (in module trw.train) (in module trw.train.analysis_plots) export_functions() (in module trw.train.sample_export) export_image() (in module trw.train) (in module trw.train.sample_export) export_sample() (in module trw.train.sample_export) export_samples_v2() (in module trw.train.callback_worst_samples_by_epoch) export_stats() (trw.train.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch method) (trw.train.CallbackWorstSamplesByEpoch method) extract_from_history() (in module trw.train.callback_export_history) extract_history() (trw.train.Output method) (trw.train.OutputClassification method) (trw.train.OutputRegression method) (trw.train.outputs.Output method) (trw.train.outputs.OutputClassification method) (trw.train.outputs.OutputRegression method) (trw.train.outputs.OutputSegmentation method) (trw.train.OutputSegmentation method) extract_history_from_outputs_and_metrics() (in module trw.train.outputs)

F

fig_tight_layout() (in module trw.train.analysis_plots) fill_class_name() (in module trw.train.callback_explain_decision) fill_queue() (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceMap method) fill_queue_all_sequences() (trw.train.Sequence method) (trw.train.sequence.Sequence method) FilterFixed (class in trw.train) (class in trw.train.filter_gaussian) FilterGaussian (class in trw.train) (class in trw.train.filter_gaussian) find_default_dataset_and_split_names() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) find_first_forward_convolution() (in module trw.train) (in module trw.train.graph_reflection) find_last_forward_convolution() (in module trw.train) (in module trw.train.graph_reflection) find_last_forward_types() (in module trw.train) (in module trw.train.graph_reflection) find_layer_type() (in module trw.simple_layers.compiled_net) find_output_name() (trw.train.callback_explain_decision.CallbackExplainDecision static method) (trw.train.CallbackExplainDecision static method) find_tensor_leaves_with_grad() (in module trw.train) (in module trw.train.graph_reflection) first_time() (trw.train.callback_activation_statistics.CallbackActivationStatistics method) (trw.train.callback_embedding_statistics.CallbackTensorboardEmbedding method) (trw.train.callback_explain_decision.CallbackExplainDecision method) (trw.train.callback_export_convolution_kernel.CallbackExportConvolutionKernel method) (trw.train.callback_tensorboard_embedding.CallbackTensorboardEmbedding method) (trw.train.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch method) (trw.train.CallbackActivationStatistics method) (trw.train.CallbackExplainDecision method) (trw.train.CallbackExportConvolutionKernel method) (trw.train.CallbackTensorboardEmbedding method) (trw.train.CallbackWorstSamplesByEpoch method) fit() (trw.train.Trainer method) (trw.train.trainer.Trainer method) Flatten (class in trw.layers) (class in trw.layers.flatten) (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations)

flatten() (in module trw.layers) (in module trw.layers.flatten) flip() (in module trw.transforms) (in module trw.transforms.flip) formatTime() (trw.train.utilities.RuntimeFormatter method) (trw.train.utils.RuntimeFormatter method) forward() (trw.arch.Cell method) (trw.arch.darts_cell.Cell method) (trw.arch.darts_cell.MixedLayer method) (trw.arch.darts_ops.DilConv2d method) (trw.arch.darts_ops.Identity method) (trw.arch.darts_ops.ReduceChannels2d method) (trw.arch.darts_ops.ReLUConvBN2d method) (trw.arch.darts_ops.SepConv2d method) (trw.arch.darts_ops.Zero2d method) (trw.arch.DilConv2d method) (trw.arch.Identity method) (trw.arch.ReduceChannels2d method) (trw.arch.ReLUConvBN2d method) (trw.arch.SepConv2d method) (trw.arch.Zero2d method) (trw.layers.Flatten method) (trw.layers.flatten.Flatten method) (trw.layers.shift_scale.ShiftScale method) (trw.layers.ShiftScale method) (trw.layers.UNet_2d method) (trw.layers.unet_2d.UNet_2d method) (trw.layers.unet_2d.UNetConvBlock method) (trw.layers.unet_2d.UNetUpBlock method) (trw.simple_layers.compiled_net.CompiledNet method) (trw.simple_layers.OutputClassification method) (trw.simple_layers.OutputEmbedding method) (trw.simple_layers.OutputRecord method) (trw.simple_layers.simple_layers.SimpleOutputBase method) (trw.simple_layers.simple_layers_implementations.OutputClassification method) (trw.simple_layers.simple_layers_implementations.OutputEmbedding method) (trw.simple_layers.simple_layers_implementations.OutputRecord method) (trw.simple_layers.SimpleOutputBase method) (trw.train.LossDiceMulticlass method) (trw.train.losses.LossDiceMulticlass method)

G

gather() (trw.train.data_parallel_extented.DataParallelExtended method) gather_extended() (in module trw.train.data_parallel_extented) generate_random_hparams() (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) generic_aggregate_loss_terms() (in module trw.train.trainer) get() (trw.train.sequence_array.SequenceArray static method) (trw.train.SequenceArray static method) get_as_image() (in module trw.train.callback_tensorboard_embedding) get_average_time() (trw.train.sequence_async_reservoir.Performance method) get_batch_size() (trw.train.Sampler method) (trw.train.sampler.Sampler method) (trw.train.sampler.SamplerClassResampling method) (trw.train.sampler.SamplerRandom method) (trw.train.sampler.SamplerSequential method) (trw.train.sampler.SamplerSubsetRandom method) (trw.train.SamplerClassResampling method) (trw.train.SamplerRandom method) (trw.train.SamplerSequential method) (trw.train.SamplerSubsetRandom method) get_class_name() (in module trw.train.utilities) (in module trw.train.utils) get_classification_mapping() (in module trw.train.utilities) (in module trw.train.utils) get_classification_mappings() (in module trw.train.utilities) (in module trw.train.utils) get_device() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) get_first_output_of_interest() (in module trw.train.callback_worst_samples_by_epoch) get_floating_inputs_with_gradients() (trw.train.guided_back_propagation.GuidedBackprop static method) (trw.train.GuidedBackprop static method) get_genotype() (trw.arch.Cell method) (trw.arch.darts_cell.Cell method) get_mappinginv() (in module trw.train.callback_export_classification_report) get_module() (trw.simple_layers.ConcatChannels method) (trw.simple_layers.Input method) (trw.simple_layers.OutputClassification method) (trw.simple_layers.OutputEmbedding method) (trw.simple_layers.OutputRecord method) (trw.simple_layers.simple_layers.SimpleLayerBase method) (trw.simple_layers.simple_layers.SimpleModule method) (trw.simple_layers.simple_layers_implementations.ConcatChannels method) (trw.simple_layers.simple_layers_implementations.Input method) (trw.simple_layers.simple_layers_implementations.OutputClassification method) (trw.simple_layers.simple_layers_implementations.OutputEmbedding method) (trw.simple_layers.simple_layers_implementations.OutputRecord method) (trw.simple_layers.SimpleLayerBase method) (trw.simple_layers.SimpleModule method) (trw.train.graph_reflection._CaptureLastModuleType method)

get_next() (trw.train.sequence_array.SequenceArray method) (trw.train.SequenceArray method) get_positive_negative_saliency() (trw.train.guided_back_propagation.GuidedBackprop static method) (trw.train.GuidedBackprop static method) get_stats() (trw.train.callback_embedding_statistics.CollectBatchAndProcessStats method) get_tensorboard_logger() (trw.train.callback_tensorboard.CallbackTensorboardBased static method) get_value() (trw.hparams.ContinuousPower method) (trw.hparams.ContinuousUniform method) (trw.hparams.DiscreteBoolean method) (trw.hparams.DiscreteIntegrer method) (trw.hparams.DiscreteMapping method) (trw.hparams.DiscreteValue method) (trw.hparams.HyperParameters method) (trw.hparams.params.ContinuousPower method) (trw.hparams.params.ContinuousUniform method) (trw.hparams.params.DiscreteBoolean method) (trw.hparams.params.DiscreteIntegrer method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.DiscreteValue method) (trw.hparams.params.HyperParameters method) get_weights() (trw.arch.Cell method) (trw.arch.darts_cell.Cell method) global_average_pooling_2d() (in module trw.simple_layers) (in module trw.simple_layers.global_pooling) global_average_pooling_3d() (in module trw.simple_layers) (in module trw.simple_layers.global_pooling) global_max_pooling_2d() (in module trw.simple_layers) (in module trw.simple_layers.global_pooling) global_max_pooling_3d() (in module trw.simple_layers) (in module trw.simple_layers.global_pooling) GradCam (class in trw.train) (class in trw.train.grad_cam) GradCAM (trw.train.callback_explain_decision.ExplainableAlgorithm attribute) (trw.train.ExplainableAlgorithm attribute) Gradient (trw.train.callback_explain_decision.ExplainableAlgorithm attribute) (trw.train.ExplainableAlgorithm attribute) GuidedBackprop (class in trw.train) (class in trw.train.guided_back_propagation) GuidedBackPropagation (trw.train.callback_explain_decision.ExplainableAlgorithm attribute) (trw.train.ExplainableAlgorithm attribute)

H

has_background_jobs() (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceMap method) has_background_jobs_previous_sequences() (trw.train.Sequence method) (trw.train.sequence.Sequence method) HyperParam (class in trw.hparams) (class in trw.hparams.params)

HyperParameters (class in trw.hparams) (class in trw.hparams.params) HyperParametersOptimizerHyperband (class in trw.hparams) (class in trw.hparams.params_optimizer_hyperband) HyperParametersOptimizerRandomSearchLocal (class in trw.hparams) (class in trw.hparams.params_optimizer_random_search)

I

Identity (class in trw.arch) (class in trw.arch.darts_ops) identity() (in module trw.datasets.mnist) initializer() (trw.train.Sampler method) (trw.train.sampler.Sampler method) (trw.train.sampler.SamplerClassResampling method) (trw.train.sampler.SamplerRandom method) (trw.train.sampler.SamplerSequential method) (trw.train.sampler.SamplerSubsetRandom method) (trw.train.SamplerClassResampling method) (trw.train.SamplerRandom method) (trw.train.SamplerSequential method) (trw.train.SamplerSubsetRandom method) (trw.train.sequence_array.SequenceArray method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceArray method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceMap method)

Input (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) IntegratedGradients (class in trw.train) (class in trw.train.integrated_gradients) (trw.train.callback_explain_decision.ExplainableAlgorithm attribute) (trw.train.ExplainableAlgorithm attribute) is_batch_vector() (in module trw.train.callback_tensorboard_embedding) is_discrete() (in module trw.hparams.interpret_params) is_feature_metadata() (in module trw.train.integrated_gradients) is_windows_platform (in module trw.train.sequence)

J

JobExecutor (class in trw.train) (class in trw.train.sequence_map)

K

keep_small_features() (in module trw.train.callback_tensorboard_embedding)

L

len_batch() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) Linear (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) list_classes_from_mapping() (in module trw.train) (in module trw.train.analysis_plots) load_loss_params() (in module trw.hparams) (in module trw.hparams.params_optimizer_random_search) load_model() (trw.train.Trainer static method) (trw.train.trainer.Trainer static method) log_and_print() (in module trw.train.utilities) (in module trw.train.utils) log_console() (in module trw.train.utilities) (in module trw.train.utils) log_hyperband() (in module trw.hparams.params_optimizer_hyperband) log_info() (in module trw.train.utilities) (in module trw.train.utils) log_random() (in module trw.hparams.params_optimizer_random_search) logger (in module trw.hparams.interpret_params) (in module trw.hparams.params_optimizer_hyperband) (in module trw.hparams.params_optimizer_random_search) (in module trw.train.analysis_plots) (in module trw.train.callback_activation_statistics) (in module trw.train.callback_data_summary) (in module trw.train.callback_embedding_statistics) (in module trw.train.callback_explain_decision) (in module trw.train.callback_export_augmentations) (in module trw.train.callback_export_best_history) (in module trw.train.callback_export_classification_errors) (in module trw.train.callback_export_classification_report) (in module trw.train.callback_export_convolution_kernel) (in module trw.train.callback_export_history) (in module trw.train.callback_export_samples) (in module trw.train.callback_learning_rate_finder) (in module trw.train.callback_learning_rate_recorder) (in module trw.train.callback_model_summary) (in module trw.train.callback_save_last_model) (in module trw.train.callback_tensorboard) (in module trw.train.callback_tensorboard_embedding) (in module trw.train.callback_tensorboard_record_history) (in module trw.train.callback_tensorboard_record_model) (in module trw.train.callback_worst_samples_by_epoch) (in module trw.train.callback_zip_sources) (in module trw.train.grad_cam) (in module trw.train.graph_reflection) (in module trw.train.guided_back_propagation) (in module trw.train.integrated_gradients) (in module trw.train.meaningful_perturbation) (in module trw.train.sequence) (in module trw.train.sequence_map) (in module trw.train.trainer) (in module trw.train.utilities) (in module trw.train.utils)

loss_term_cleanup() (in module trw.train.trainer) (trw.train.Output method) (trw.train.OutputEmbedding method) (trw.train.outputs.Output method) (trw.train.outputs.OutputEmbedding method) LossDiceMulticlass (class in trw.train) (class in trw.train.losses)

M

make_unique_colors() (in module trw.train.utilities) (in module trw.train.utils) make_unique_colors_f() (in module trw.train.utilities) (in module trw.train.utils) map() (trw.train.Sequence method) (trw.train.sequence.Sequence method) max_class_names (trw.train.callback_export_classification_report.CallbackExportClassificationReport attribute) (trw.train.CallbackExportClassificationReport attribute) MaxPool2d (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) mean_all() (in module trw.train.outputs) MeaningfulPerturbation (class in trw.train) (class in trw.train.meaningful_perturbation) MeaningfulPerturbations (trw.train.callback_explain_decision.ExplainableAlgorithm attribute) (trw.train.ExplainableAlgorithm attribute) median_by_category() (in module trw.hparams.interpret_params) merge_history_values() (in module trw.train.callback_export_history) Metric (class in trw.train.metrics) MetricClassificationError (class in trw.train.metrics) MetricClassificationSensitivitySpecificity (class in trw.train.metrics) MetricLoss (class in trw.train.metrics) MixedLayer (class in trw.arch.darts_cell) model_summary() (in module trw.train) (in module trw.train.callback_activation_statistics) (in module trw.train.callback_model_summary) module trw trw.arch trw.arch.darts_cell trw.arch.darts_ops trw.arch.darts_optimizer trw.datasets trw.datasets.chunked_dataset trw.datasets.cifar10 trw.datasets.dataset_fake_symbols trw.datasets.dataset_fake_symbols_2d trw.datasets.dataset_fake_symbols_3d trw.datasets.mnist trw.datasets.utils trw.datasets.voc2012 trw.hparams trw.hparams.interpret_params trw.hparams.params trw.hparams.params_optimizer_hyperband trw.hparams.params_optimizer_random_search trw.layers trw.layers.convs_2d trw.layers.convs_3d trw.layers.denses trw.layers.flatten trw.layers.shift_scale trw.layers.unet_2d trw.layers.utils trw.metadata trw.simple_layers trw.simple_layers.compiled_net trw.simple_layers.convs trw.simple_layers.denses trw.simple_layers.global_pooling trw.simple_layers.ordered_set trw.simple_layers.shift_scale trw.simple_layers.simple_layers trw.simple_layers.simple_layers_implementations trw.train trw.train.analysis_plots trw.train.callback trw.train.callback_activation_statistics trw.train.callback_data_summary trw.train.callback_embedding_statistics trw.train.callback_epoch_summary trw.train.callback_explain_decision trw.train.callback_export_augmentations trw.train.callback_export_best_history trw.train.callback_export_classification_errors trw.train.callback_export_classification_report trw.train.callback_export_convolution_kernel trw.train.callback_export_history trw.train.callback_export_samples trw.train.callback_learning_rate_finder trw.train.callback_learning_rate_recorder trw.train.callback_model_summary trw.train.callback_save_last_model trw.train.callback_skip_epoch trw.train.callback_tensorboard trw.train.callback_tensorboard_embedding trw.train.callback_tensorboard_record_history trw.train.callback_tensorboard_record_model trw.train.callback_worst_samples_by_epoch trw.train.callback_zip_sources trw.train.data_parallel_extented trw.train.filter_gaussian trw.train.grad_cam trw.train.graph_reflection trw.train.guided_back_propagation trw.train.integrated_gradients trw.train.losses trw.train.meaningful_perturbation trw.train.metrics trw.train.optimizers trw.train.options trw.train.outputs trw.train.sample_export trw.train.sampler trw.train.sequence trw.train.sequence_adaptor trw.train.sequence_array trw.train.sequence_async_reservoir trw.train.sequence_batch trw.train.sequence_collate trw.train.sequence_map trw.train.sequence_rebatch trw.train.trainer trw.train.upsample trw.train.utilities trw.train.utils trw.train.utils_dataset trw.transforms trw.transforms.copy trw.transforms.crop trw.transforms.cutout_function trw.transforms.flip trw.transforms.normalize trw.transforms.pad trw.transforms.renormalize trw.transforms.resize trw.transforms.stack trw.transforms.transforms trw.transforms.transforms_compose trw.transforms.transforms_normalize trw.transforms.transforms_random_crop trw.transforms.transforms_random_cutout trw.transforms.transforms_random_flip trw.transforms.transforms_resize

N

named_dataset (class in trw.datasets.utils) next_item() (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceMap method)

nodes_mark_output_dependencies() (in module trw.simple_layers.compiled_net) normalize() (in module trw.transforms) (in module trw.transforms.normalize) normalize_numpy() (in module trw.transforms.normalize) normalize_torch() (in module trw.transforms.normalize)

O

optimize() (trw.hparams.HyperParametersOptimizerHyperband method) (trw.hparams.HyperParametersOptimizerRandomSearchLocal method) (trw.hparams.params_optimizer_hyperband.HyperParametersOptimizerHyperband method) (trw.hparams.params_optimizer_random_search.HyperParametersOptimizerRandomSearchLocal method) OrderedSet (class in trw.simple_layers) (class in trw.simple_layers.ordered_set) Output (class in trw.train) (class in trw.train.outputs) output_ref_tag (trw.train.Output attribute) (trw.train.outputs.Output attribute) OutputClassification (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) (class in trw.train) (class in trw.train.outputs)

OutputEmbedding (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) (class in trw.train) (class in trw.train.outputs) OutputRecord (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) (class in trw.train) (class in trw.train.outputs) OutputRegression (class in trw.train) (class in trw.train.outputs) OutputSegmentation (class in trw.train) (class in trw.train.outputs)

P

Performance (class in trw.train.sequence_async_reservoir) pic_to_numpy() (in module trw.datasets.utils) pic_to_tensor() (in module trw.datasets.utils) plot_group_histories() (in module trw.train) (in module trw.train.analysis_plots) plot_roc() (in module trw.train) (in module trw.train.analysis_plots)

plot_trend() (in module trw.train.callback_learning_rate_finder) pop() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) post_process_output_for_gradient_attribution() (in module trw.train) (in module trw.train.guided_back_propagation) post_process_output_id() (in module trw.train.guided_back_propagation) postprocess_batch() (in module trw.train.trainer) prepare_loss_terms() (in module trw.train.trainer)

R

random_value() (trw.hparams.ContinuousPower method) (trw.hparams.ContinuousUniform method) (trw.hparams.DiscreteBoolean method) (trw.hparams.DiscreteIntegrer method) (trw.hparams.DiscreteMapping method) (trw.hparams.DiscreteValue method) (trw.hparams.params.ContinuousPower method) (trw.hparams.params.ContinuousUniform method) (trw.hparams.params.DiscreteBoolean method) (trw.hparams.params.DiscreteIntegrer method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.DiscreteValue method) read_pickle_simple_one() (in module trw.datasets) (in module trw.datasets.chunked_dataset) read_whole_chunk() (in module trw.datasets) (in module trw.datasets.chunked_dataset) rebatch() (trw.train.Sequence method) (trw.train.sequence.Sequence method) record_hooks() (trw.train.CleanAddedHooks static method) (trw.train.utilities.CleanAddedHooks static method) (trw.train.utils.CleanAddedHooks static method) ReduceChannels2d (class in trw.arch) (class in trw.arch.darts_ops) ReLU (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations)

ReLUConvBN2d (class in trw.arch) (class in trw.arch.darts_ops) remove_nested_list() (in module trw.train.sequence) REMOVE_STATE (trw.simple_layers.compiled_net.RuntimeAction attribute) remove_tensorboard_logger() (trw.train.callback_tensorboard.CallbackTensorboardBased static method) remove_weak_ref() (in module trw.simple_layers.compiled_net) renormalize() (in module trw.transforms) (in module trw.transforms.renormalize) renormalize_numpy() (in module trw.transforms.renormalize) renormalize_torch() (in module trw.transforms.renormalize) reservoir_size() (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.SequenceAsyncReservoir method) reset() (trw.train.callback_learning_rate_finder.CallbackStopEpoch method) (trw.train.JobExecutor method) (trw.train.sequence_map.JobExecutor method) resize() (in module trw.transforms) (in module trw.transforms.resize) resize_numpy() (in module trw.transforms.resize) resize_torch() (in module trw.transforms.resize) return_output() (in module trw.simple_layers.simple_layers_implementations) run_classification_explanation() (in module trw.train.callback_explain_decision) run_trainer_repeat() (in module trw.train) (in module trw.train.trainer) RuntimeAction (class in trw.simple_layers.compiled_net) RuntimeFormatter (class in trw.train.utilities) (class in trw.train.utils)

S

safe_filename() (in module trw.train) (in module trw.train.utilities), [1] (in module trw.train.utils) sample_uid_name (in module trw.train.sequence_array) Sampler (class in trw.train) (class in trw.train.sampler) SamplerClassResampling (class in trw.train) (class in trw.train.sampler) SamplerRandom (class in trw.train) (class in trw.train.sampler) SamplerSequential (class in trw.train) (class in trw.train.sampler) SamplerSubsetRandom (class in trw.train) (class in trw.train.sampler) save_model() (trw.train.Trainer static method) (trw.train.trainer.Trainer static method) segmentation_criteria_ce_dice() (in module trw.train.outputs) segmentation_output_postprocessing() (in module trw.train.outputs) SepConv2d (class in trw.arch) (class in trw.arch.darts_ops) Sequence (class in trw.train) (class in trw.train.sequence) SequenceAdaptorTorch (class in trw.train) (class in trw.train.sequence_adaptor) SequenceArray (class in trw.train) (class in trw.train.sequence_array) SequenceAsyncReservoir (class in trw.train) (class in trw.train.sequence_async_reservoir) SequenceBatch (class in trw.train) (class in trw.train.sequence_batch) SequenceCollate (class in trw.train) (class in trw.train.sequence_collate) SequenceMap (class in trw.train) (class in trw.train.sequence_map) SequenceReBatch (class in trw.train) (class in trw.train.sequence_rebatch) set_optimizer_learning_rate() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) set_value() (trw.hparams.ContinuousPower method) (trw.hparams.ContinuousUniform method) (trw.hparams.DiscreteBoolean method) (trw.hparams.DiscreteIntegrer method) (trw.hparams.DiscreteMapping method) (trw.hparams.DiscreteValue method) (trw.hparams.params.ContinuousPower method) (trw.hparams.params.ContinuousUniform method) (trw.hparams.params.DiscreteBoolean method) (trw.hparams.params.DiscreteIntegrer method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.DiscreteValue method) set_weight_scaled_by_inverse_class_frequency() (in module trw.train.utils_dataset)

ShiftScale (class in trw.layers) (class in trw.layers.shift_scale) (class in trw.simple_layers) (class in trw.simple_layers.shift_scale) SimpleLayerBase (class in trw.simple_layers) (class in trw.simple_layers.simple_layers) SimpleMergeBase (class in trw.simple_layers) (class in trw.simple_layers.simple_layers) SimpleModule (class in trw.simple_layers) (class in trw.simple_layers.simple_layers) SimpleOutputBase (class in trw.simple_layers) (class in trw.simple_layers.simple_layers) single_function_to_run() (in module trw.train.sequence_map) sort_split_data() (trw.train.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch static method) (trw.train.CallbackWorstSamplesByEpoch static method) SpecialParameter (class in trw.arch) (class in trw.arch.darts_cell) split_in_2_batches() (in module trw.train.sequence_rebatch) stack() (in module trw.transforms) (in module trw.transforms.stack) store_loss_params() (in module trw.hparams) (in module trw.hparams.params_optimizer_random_search) strip_unpickable() (in module trw.train.trainer) subsample() (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence_adaptor.SequenceAdaptorTorch method) (trw.train.sequence_array.SequenceArray method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_batch.SequenceBatch method) (trw.train.sequence_collate.SequenceCollate method) (trw.train.sequence_map.SequenceMap method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.SequenceAdaptorTorch method) (trw.train.SequenceArray method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceBatch method) (trw.train.SequenceCollate method) (trw.train.SequenceMap method) (trw.train.SequenceReBatch method) subsample_uids() (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence_array.SequenceArray method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_batch.SequenceBatch method) (trw.train.sequence_collate.SequenceCollate method) (trw.train.sequence_map.SequenceMap method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.SequenceArray method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceBatch method) (trw.train.SequenceCollate method) (trw.train.SequenceMap method) (trw.train.SequenceReBatch method)

T

time_it (class in trw.train) (class in trw.train.utilities) (class in trw.train.utils) to_value() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) total_variation_norm() (in module trw.train.meaningful_perturbation) total_variation_norm_2d() (in module trw.train.meaningful_perturbation) total_variation_norm_3d() (in module trw.train.meaningful_perturbation) train_loop() (in module trw.train) (in module trw.train.trainer) Trainer (class in trw.train) (class in trw.train.trainer) trainer_callbacks_per_batch() (in module trw.train.trainer) transfer_batch_to_device() (in module trw.train) (in module trw.train.utilities) (in module trw.train.utils) Transform (class in trw.transforms) (class in trw.transforms.transforms) transform_batch_pad() (in module trw.transforms) (in module trw.transforms.pad) transform_batch_pad_joint() (in module trw.transforms.pad) transform_batch_pad_numpy() (in module trw.transforms) (in module trw.transforms.pad) transform_batch_pad_torch() (in module trw.transforms) (in module trw.transforms.pad) transform_batch_random_crop() (in module trw.transforms) (in module trw.transforms.crop) transform_batch_random_crop_joint() (in module trw.transforms.crop) transform_batch_random_crop_offset() (in module trw.transforms.crop) transform_batch_random_flip() (in module trw.transforms.flip) transform_batch_random_flip_joint() (in module trw.transforms.flip) TransformBatchJointWithCriteria (class in trw.transforms.transforms) TransformBatchWithCriteria (class in trw.transforms) (class in trw.transforms.transforms) TransformCompose (class in trw.transforms) (class in trw.transforms.transforms_compose) TransformNormalize (class in trw.transforms) (class in trw.transforms.transforms_normalize) TransformRandomCrop (class in trw.transforms) (class in trw.transforms.transforms_random_crop) TransformRandomCropJoint (class in trw.transforms) (class in trw.transforms.transforms_random_crop) TransformRandomCutout (class in trw.transforms) (class in trw.transforms.transforms_random_cutout) TransformRandomFlip (class in trw.transforms) (class in trw.transforms.transforms_random_flip) TransformRandomFlipJoint (class in trw.transforms) (class in trw.transforms.transforms_random_flip) TransformResize (class in trw.transforms) (class in trw.transforms.transforms_resize) trw module trw.arch module trw.arch.darts_cell module trw.arch.darts_ops module trw.arch.darts_optimizer module trw.datasets module trw.datasets.chunked_dataset module trw.datasets.cifar10 module trw.datasets.dataset_fake_symbols module trw.datasets.dataset_fake_symbols_2d module trw.datasets.dataset_fake_symbols_3d module trw.datasets.mnist module trw.datasets.utils module trw.datasets.voc2012 module trw.hparams module trw.hparams.interpret_params module trw.hparams.params module trw.hparams.params_optimizer_hyperband module trw.hparams.params_optimizer_random_search module trw.layers module trw.layers.convs_2d module trw.layers.convs_3d module trw.layers.denses module trw.layers.flatten module trw.layers.shift_scale module trw.layers.unet_2d module trw.layers.utils module trw.metadata module trw.simple_layers module trw.simple_layers.compiled_net module trw.simple_layers.convs module trw.simple_layers.denses module trw.simple_layers.global_pooling module trw.simple_layers.ordered_set module trw.simple_layers.shift_scale module trw.simple_layers.simple_layers module trw.simple_layers.simple_layers_implementations module trw.train module trw.train.analysis_plots module trw.train.callback module trw.train.callback_activation_statistics module

trw.train.callback_data_summary module trw.train.callback_embedding_statistics module trw.train.callback_epoch_summary module trw.train.callback_explain_decision module trw.train.callback_export_augmentations module trw.train.callback_export_best_history module trw.train.callback_export_classification_errors module trw.train.callback_export_classification_report module trw.train.callback_export_convolution_kernel module trw.train.callback_export_history module trw.train.callback_export_samples module trw.train.callback_learning_rate_finder module trw.train.callback_learning_rate_recorder module trw.train.callback_model_summary module trw.train.callback_save_last_model module trw.train.callback_skip_epoch module trw.train.callback_tensorboard module trw.train.callback_tensorboard_embedding module trw.train.callback_tensorboard_record_history module trw.train.callback_tensorboard_record_model module trw.train.callback_worst_samples_by_epoch module trw.train.callback_zip_sources module trw.train.data_parallel_extented module trw.train.filter_gaussian module trw.train.grad_cam module trw.train.graph_reflection module trw.train.guided_back_propagation module trw.train.integrated_gradients module trw.train.losses module trw.train.meaningful_perturbation module trw.train.metrics module trw.train.optimizers module trw.train.options module trw.train.outputs module trw.train.sample_export module trw.train.sampler module trw.train.sequence module trw.train.sequence_adaptor module trw.train.sequence_array module trw.train.sequence_async_reservoir module trw.train.sequence_batch module trw.train.sequence_collate module trw.train.sequence_map module trw.train.sequence_rebatch module trw.train.trainer module trw.train.upsample module trw.train.utilities module trw.train.utils module trw.train.utils_dataset module trw.transforms module trw.transforms.copy module trw.transforms.crop module trw.transforms.cutout_function module trw.transforms.flip module trw.transforms.normalize module trw.transforms.pad module trw.transforms.renormalize module trw.transforms.resize module trw.transforms.stack module trw.transforms.transforms module trw.transforms.transforms_compose module trw.transforms.transforms_normalize module trw.transforms.transforms_random_crop module trw.transforms.transforms_random_cutout module trw.transforms.transforms_random_flip module trw.transforms.transforms_resize module

U

UNet_2d (class in trw.layers) (class in trw.layers.unet_2d) UNetConvBlock (class in trw.layers.unet_2d) UNetUpBlock (class in trw.layers.unet_2d)

update_best_so_far() (in module trw.train.callback_epoch_summary) update_relus() (trw.train.guided_back_propagation.GuidedBackprop method) (trw.train.GuidedBackprop method) upsample() (in module trw.train) (in module trw.train.upsample)

W

with_tensorboardX (in module trw.train.callback_tensorboard), [1] worker() (trw.train.JobExecutor static method) (trw.train.sequence_map.JobExecutor static method)

write_pickle_simple() (in module trw.datasets) (in module trw.datasets.chunked_dataset)

Z

Zero2d (class in trw.arch) (class in trw.arch.darts_ops)

zip_sources() (in module trw.train.callback_zip_sources)