Index

_

__author__ (in module trw) (in module trw.metadata) __call__() (trw.basic_typing.ModuleCreator method) (trw.callbacks.Callback method) (trw.callbacks.callback.Callback method) (trw.callbacks.callback_debug_processes.CallbackDebugProcesses method) (trw.callbacks.callback_early_stopping.CallbackEarlyStopping method) (trw.callbacks.callback_epoch_summary.CallbackEpochSummary method) (trw.callbacks.callback_explain_decision.CallbackExplainDecision method) (trw.callbacks.callback_export_classification_report.CallbackExportClassificationReport method) (trw.callbacks.callback_export_convolution_kernel.CallbackExportConvolutionKernel method) (trw.callbacks.callback_export_history.CallbackExportHistory method) (trw.callbacks.callback_learning_rate_finder.CallbackLearningRateFinder method) (trw.callbacks.callback_learning_rate_finder.CallbackStopEpoch method) (trw.callbacks.callback_learning_rate_recorder.CallbackLearningRateRecorder method) (trw.callbacks.callback_profiler.CallbackProfiler method) (trw.callbacks.callback_profiler.PerBatchProfilerStep method) (trw.callbacks.callback_reporting_augmentations.CallbackReportingAugmentations method) (trw.callbacks.callback_reporting_best_metrics.CallbackReportingBestMetrics method) (trw.callbacks.callback_reporting_classification_errors.CallbackReportingClassificationErrors method) (trw.callbacks.callback_reporting_dataset_summary.CallbackReportingDatasetSummary method) (trw.callbacks.callback_reporting_epoch_summary.CallbackReportingRecordHistory method) (trw.callbacks.callback_reporting_export_samples.CallbackReportingExportSamples method) (trw.callbacks.callback_reporting_layer_statistics.CallbackReportingLayerStatistics method) (trw.callbacks.callback_reporting_layer_weights.CallbackReportingLayerWeights method) (trw.callbacks.callback_reporting_learning_rate_recorder.CallbackReportingLearningRateRecorder method) (trw.callbacks.callback_reporting_model_summary.CallbackReportingModelSummary method) (trw.callbacks.callback_reporting_start_server.CallbackReportingStartServer method) (trw.callbacks.callback_save_last_model.CallbackSaveLastModel method) (trw.callbacks.callback_skip_epoch.CallbackSkipEpoch method) (trw.callbacks.callback_tensorboard.CallbackClearTensorboardLog method) (trw.callbacks.callback_tensorboard_embedding.CallbackTensorboardEmbedding method) (trw.callbacks.callback_tensorboard_record_history.CallbackTensorboardRecordHistory method) (trw.callbacks.callback_tensorboard_record_model.CallbackTensorboardRecordModel method) (trw.callbacks.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch method) (trw.callbacks.callback_zip_sources.CallbackZipSources method) (trw.callbacks.CallbackClearTensorboardLog method) (trw.callbacks.CallbackDebugProcesses method) (trw.callbacks.CallbackEarlyStopping method) (trw.callbacks.CallbackEpochSummary method) (trw.callbacks.CallbackExplainDecision method) (trw.callbacks.CallbackExportClassificationReport method) (trw.callbacks.CallbackExportConvolutionKernel method) (trw.callbacks.CallbackExportHistory method) (trw.callbacks.CallbackLearningRateFinder method) (trw.callbacks.CallbackLearningRateRecorder method) (trw.callbacks.CallbackProfiler method) (trw.callbacks.CallbackReportingAugmentations method) (trw.callbacks.CallbackReportingBestMetrics method) (trw.callbacks.CallbackReportingClassificationErrors method) (trw.callbacks.CallbackReportingDatasetSummary method) (trw.callbacks.CallbackReportingExportSamples method) (trw.callbacks.CallbackReportingLayerStatistics method) (trw.callbacks.CallbackReportingLayerWeights method) (trw.callbacks.CallbackReportingLearningRateRecorder method) (trw.callbacks.CallbackReportingModelSummary method) (trw.callbacks.CallbackReportingRecordHistory method) (trw.callbacks.CallbackReportingStartServer method) (trw.callbacks.CallbackSaveLastModel method) (trw.callbacks.CallbackSkipEpoch method) (trw.callbacks.CallbackStopEpoch method) (trw.callbacks.CallbackTensorboardEmbedding method) (trw.callbacks.CallbackTensorboardRecordHistory method) (trw.callbacks.CallbackTensorboardRecordModel method) (trw.callbacks.CallbackWorstSamplesByEpoch method) (trw.callbacks.CallbackZipSources method) (trw.datasets.dataset_fake_symbols.ShapeCreator method) (trw.datasets.medical_decathlon.MedicalDecathlonDataset method) (trw.layers.blocks.ConvBlockType method) (trw.layers.blocks.ConvTransposeBlockType method) (trw.layers.ConvBlockType method) (trw.layers.deep_supervision.OutputCreator method) (trw.layers.unet_base.BlockConvType method) (trw.layers.unet_base.BlockTypeConvSkip method) (trw.layers.unet_base.DownType method) (trw.layers.unet_base.MiddleType method) (trw.layers.unet_base.UpType method) (trw.reporting.reporting_bokeh_tabs_dynamic_data.TableChangedDectector 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.Metric method) (trw.train.MetricClassificationBinaryAUC method) (trw.train.MetricClassificationBinarySensitivitySpecificity method) (trw.train.MetricClassificationError method) (trw.train.MetricClassificationF1 method) (trw.train.MetricLoss method) (trw.train.metrics.Metric method) (trw.train.metrics.MetricClassificationBinaryAUC method) (trw.train.metrics.MetricClassificationBinarySensitivitySpecificity method) (trw.train.metrics.MetricClassificationError method) (trw.train.metrics.MetricClassificationF1 method) (trw.train.metrics.MetricLoss method) (trw.train.metrics.MetricSegmentationDice method) (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) (trw.transforms.cutout_function.CutOutType method) (trw.transforms.Transform method) (trw.transforms.TransformBatchWithCriteria method) (trw.transforms.TransformCompose method) (trw.transforms.TransformOneOf method) (trw.transforms.transforms.Transform method) (trw.transforms.transforms.TransformBatchWithCriteria method) (trw.transforms.transforms_compose.TransformCompose method) (trw.transforms.transforms_one_of.TransformOneOf method) (trw.utils.optional_import._LazyRaise method) __contains__() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) __del__() (trw.callbacks.callback_debug_processes.CallbackDebugProcesses method) (trw.callbacks.callback_early_stopping.CallbackEarlyStopping method) (trw.callbacks.callback_learning_rate_recorder.CallbackLearningRateRecorder method) (trw.callbacks.callback_reporting_start_server.CallbackReportingStartServer method) (trw.callbacks.CallbackDebugProcesses method) (trw.callbacks.CallbackEarlyStopping method) (trw.callbacks.CallbackLearningRateRecorder method) (trw.callbacks.CallbackReportingStartServer method) (trw.train.job_executor2.JobExecutor2 method) __description__ (in module trw) (in module trw.metadata) __email__ (in module trw) (in module trw.metadata) __enter__() (trw.hparams.RunStore method) (trw.hparams.store.RunStore method) (trw.train.CleanAddedHooks method) (trw.train.utilities.CleanAddedHooks method) (trw.train.utilities.NullableContextManager method) __eq__() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) __exit__() (trw.hparams.RunStore method) (trw.hparams.store.RunStore method) (trw.train.CleanAddedHooks method) (trw.train.utilities.CleanAddedHooks method) (trw.train.utilities.NullableContextManager method) __getattr__() (trw.utils.optional_import._LazyRaise method) __getitem__() (trw.callbacks.callback_profiler.MyIterableDataset method) (trw.datasets.tiny_imagenet.TinyImageNet method) (trw.datasets.TinyImageNet method) (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) __getstate__() (trw.simple_layers.compiled_net.CompiledNet method) (trw.simple_layers.CompiledNet method) __iter__() (trw.callbacks.callback_profiler.IterableDataset method) (trw.callbacks.callback_profiler.MyIterableDataset 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.sampler.SamplerSubsetRandomByListInterleaved method) (trw.train.SamplerClassResampling method) (trw.train.SamplerRandom method) (trw.train.SamplerSequential method) (trw.train.SamplerSubsetRandom method) (trw.train.SamplerSubsetRandomByListInterleaved 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_max_samples.SequenceMaxSamples method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.sequence_sub_batch.SequenceSubBatch 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) (trw.train.SequenceSubBatch method)

__len__() (trw.datasets.medical_decathlon.MedicalDecathlonDataset method) (trw.datasets.tiny_imagenet.TinyImageNet method) (trw.datasets.TinyImageNet method) (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet 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.SequenceIterator method) (trw.train.sequence_adaptor.SequenceAdaptorTorch method) (trw.train.sequence_array.SequenceIteratorArray method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoirIterator method) (trw.train.sequence_batch.SequenceBatch method) (trw.train.sequence_collate.SequenceCollate method) (trw.train.sequence_map.SequenceMap method) (trw.train.sequence_max_samples.SequenceMaxSamples method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.sequence_sub_batch.SequenceSubBatch method) (trw.train.SequenceAdaptorTorch method) (trw.train.SequenceBatch method) (trw.train.SequenceCollate method) (trw.train.SequenceMap method) (trw.train.SequenceReBatch method) (trw.train.SequenceSubBatch 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.DiscreteInteger 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.DiscreteInteger method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.DiscreteValue method) (trw.hparams.params.HyperParameters method) (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) (trw.train.Options method) (trw.train.options.Options method) (trw.train.options.Runtime method) (trw.train.options.TrainingParameters method) (trw.train.options.WorkflowOptions method) __reversed__() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) __setstate__() (trw.simple_layers.compiled_net.CompiledNet method) (trw.simple_layers.CompiledNet method) __str__() (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) (trw.utils.ExceptionAbortRun 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) _aggregate_dices() (trw.train.metrics.MetricSegmentationDice static method) _aggregate_dices_by_uid() (trw.train.metrics.MetricSegmentationDice static method) _build() (trw.layers.unet_base.UNetBase method) (trw.layers.UNetBase method) _CaptureLastModuleType (class in trw.train.graph_reflection) _check_process_killed_and_restart() (trw.train.job_executor2.JobExecutor2 method) _clutter() (in module trw.datasets.mnist_cluttered) _collect_data() (in module trw.callbacks.callback_debug_processes) _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() (trw.reporting.table_sqlite.TableStream method) (trw.reporting.TableStream method) _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) _data_summary() (in module trw.callbacks.callback_reporting_dataset_summary) _do_nothing() (trw.callbacks.callback_reporting_start_server.ReportingLifeCycleHandler static method) _fit() (trw.train.sampler.SamplerClassResampling method) (trw.train.SamplerClassResampling method) _generate_latent() (trw.layers.Gan method) (trw.layers.gan.Gan 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) _init() (trw.callbacks.callback_debug_processes.CallbackDebugProcesses method) (trw.callbacks.CallbackDebugProcesses method) _initialize() (trw.callbacks.callback_early_stopping.CallbackEarlyStopping method) (trw.callbacks.CallbackEarlyStopping method) _insert() (trw.reporting.table_sqlite.TableStream method) (trw.reporting.TableStream method) _LazyRaise (class in trw.utils.optional_import) _load_case_adaptor() (in module trw.datasets.medical_decathlon) _load_image_and_bb() (in module trw.datasets.voc) _load_image_and_mask() (in module trw.datasets.voc) _make_layer() (trw.layers.PreActResNet method) (trw.layers.resnet_preact.PreActResNet method) _merge_generator_discriminator_outputs() (trw.layers.Gan static method) (trw.layers.gan.Gan static method) _noisy() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols) _parse_voc_xml() (in module trw.datasets.voc) _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) _posprocess_padding() (in module trw.layers.blocks) _prepare_inputs() (in module trw.simple_layers.compiled_net) _random_affine_2d() (in module trw.transforms.transforms_affine) _random_affine_3d() (in module trw.transforms.transforms_affine) _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) _repeat_one() (trw.hparams.HyperParametersOptimizerHyperband method) (trw.hparams.params_optimizer_hyperband.HyperParametersOptimizerHyperband method) _reset_iter_reservoir() (trw.train.sequence_async_reservoir.SequenceAsyncReservoirIterator method) _Reshape (class in trw.simple_layers.simple_layers_implementations) _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.callbacks.callback_tensorboard.CallbackTensorboardBased attribute) (trw.callbacks.CallbackTensorboardBased attribute) _total_variation_norm_2d() (in module trw.train.losses) _total_variation_norm_3d() (in module trw.train.losses) _transform() (trw.transforms.TransformAffine method) (trw.transforms.TransformRandomDeformation method) (trw.transforms.transforms_affine.TransformAffine method) (trw.transforms.transforms_random_deformation.TransformRandomDeformation method) _transform_normalize() (in module trw.transforms.transforms_normalize_intensity) _transform_random_crop_pad() (in module trw.transforms.transforms_random_crop_pad) _transform_random_crop_resize() (in module trw.transforms.transforms_random_crop_resize) _transform_random_cutout() (in module trw.transforms.transforms_random_cutout) _transform_random_flip() (in module trw.transforms.transforms_random_flip) _transform_resample_fn() (in module trw.transforms.transforms_resample) _transform_resize() (in module trw.transforms.transforms_resize) _transform_resize_modulo_crop_pad() (in module trw.transforms.transforms_resize_modulo_pad_crop) _update() (trw.reporting.reporting_bokeh_graph.PanelDataGraph method) (trw.reporting.reporting_bokeh_samples.PanelDataSamplesScatter method) _update_and_clear_plots() (trw.reporting.reporting_bokeh_graph.PanelDataGraph method) _upsample_int_1d() (in module trw.utils.upsample) _upsample_int_2d() (in module trw.utils.upsample) _upsample_int_3d() (in module trw.utils.upsample) _wait_for_job_completion() (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.SequenceAsyncReservoir method)

A

abort_event (trw.utils.graceful_killer.GracefulKiller attribute) Activation (in module trw.basic_typing) adaptative_weighting() (in module trw.layers.deep_supervision) AdaptiveAvgPool (trw.layers.layer_config.PoolType attribute) AdaptiveMaxPool (trw.layers.layer_config.PoolType attribute) 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.callbacks.callback_tensorboard_embedding) affine_grid() (in module trw.train.compatibility) affine_grid_fixed_to_moving() (in module trw.transforms) (in module trw.transforms.resample) affine_transform() (in module trw.transforms) (in module trw.transforms.affine) affine_transformation_get_origin() (in module trw.transforms.affine) affine_transformation_get_spacing() (in module trw.transforms.affine) affine_transformation_rotation2d() (in module trw.transforms) (in module trw.transforms.affine) affine_transformation_rotation_3d_x() (in module trw.transforms.affine) affine_transformation_rotation_3d_y() (in module trw.transforms.affine) affine_transformation_rotation_3d_z() (in module trw.transforms.affine) affine_transformation_scale() (in module trw.transforms) (in module trw.transforms.affine) affine_transformation_translation() (in module trw.transforms) (in module trw.transforms.affine) aggregate_list_of_dicts() (in module trw.train.trainer) aggregate_list_of_metrics() (in module trw.train.trainer) aggregate_metrics() (trw.train.Metric method) (trw.train.MetricClassificationBinaryAUC method) (trw.train.MetricClassificationBinarySensitivitySpecificity method) (trw.train.MetricClassificationError method) (trw.train.MetricClassificationF1 method) (trw.train.MetricLoss method) (trw.train.metrics.Metric method) (trw.train.metrics.MetricClassificationBinaryAUC method) (trw.train.metrics.MetricClassificationBinarySensitivitySpecificity method) (trw.train.metrics.MetricClassificationError method) (trw.train.metrics.MetricClassificationF1 method) (trw.train.metrics.MetricLoss method) (trw.train.metrics.MetricSegmentationDice method)

aggregate_stats() (in module trw.callbacks.callback_reporting_layer_statistics) aggregate_stats_end() (in module trw.callbacks.callback_reporting_layer_statistics) aggregate_values() (in module trw.train.trainer) AlphaDropout (trw.layers.layer_config.DropoutType attribute) analyse_hyperparameters() (in module trw.hparams) (in module trw.hparams.interpret_params) apply_gradient_clipping() (in module trw.train) (in module trw.train.utilities) apply_homogeneous_affine_transform() (in module trw.transforms) (in module trw.transforms.affine) apply_homogeneous_affine_transform_zyx() (in module trw.transforms) (in module trw.transforms.affine) apply_spectral_norm() (in module trw.train) (in module trw.train.utilities) approximate_batch_size_from_loss_terms() (in module trw.train.trainer) as_image_ui8() (in module trw.reporting) (in module trw.reporting.export) as_rgb_image() (in module trw.reporting) (in module trw.reporting.export) async_reservoir() (trw.train.Sequence method) (trw.train.sequence.Sequence method) auroc() (in module trw.train) (in module trw.train.analysis_plots) autocast (in module trw.train.trainer) AutoencoderConvolutional (class in trw.layers) (class in trw.layers.autoencoder_convolutional) AutoencoderConvolutionalVariational (class in trw.layers) (class in trw.layers.autoencoder_convolutional_variational) AutoencoderConvolutionalVariationalConditional (class in trw.layers) (class in trw.layers.autoencoder_convolutional_variational_conditional) AvgPool (trw.layers.layer_config.PoolType attribute)

B

BackboneDecoder (class in trw.layers) (class in trw.layers.backbone_decoder) Batch (in module trw.basic_typing) batch() (trw.train.Sequence method) (trw.train.sequence.Sequence method) batch_crop() (in module trw.transforms) (in module trw.transforms.crop) batch_pad() (in module trw.utils) (in module trw.utils.batch_pad) batch_pad_joint() (in module trw.utils) (in module trw.utils.batch_pad) batch_pad_minmax() (in module trw.utils) (in module trw.utils.batch_pad_minmax) batch_pad_minmax_joint() (in module trw.utils) (in module trw.utils.batch_pad_minmax) batch_pad_minmax_numpy() (in module trw.utils) (in module trw.utils.batch_pad_minmax) batch_pad_minmax_torch() (in module trw.utils) (in module trw.utils.batch_pad_minmax) batch_pad_numpy() (in module trw.transforms) (in module trw.utils) (in module trw.utils.batch_pad) batch_pad_torch() (in module trw.transforms) (in module trw.utils) (in module trw.utils.batch_pad) BatchNorm (trw.layers.layer_config.NormType attribute) (trw.layers.NormType attribute) BatchNorm2d (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) BatchNorm3d (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations)

bce_logits_loss (in module trw.train.outputs_trw) BlockAttention (class in trw.layers.unet_attention) BlockConv (class in trw.layers) (class in trw.layers.blocks) BlockConvNormActivation (class in trw.layers) (class in trw.layers.blocks) BlockConvType (class in trw.layers.unet_base) BlockDeconvNormActivation (class in trw.layers) (class in trw.layers.blocks) BlockMerge (class in trw.layers) (class in trw.layers.blocks) BlockNonLocal (class in trw.layers) (class in trw.layers.non_local) BlockPool (class in trw.layers) (class in trw.layers.blocks) BlockPoolClassifier (class in trw.layers.blocks) BlockRes (class in trw.layers) (class in trw.layers.blocks) BlockResPreAct (class in trw.layers.blocks) BlockSqueezeExcite (class in trw.layers) (class in trw.layers.blocks) BlockTypeConvSkip (class in trw.layers.unet_base) BlockUpDeconvSkipConv (class in trw.layers) (class in trw.layers.blocks) BlockUpResizeDeconvSkipConv (class in trw.layers.backbone_decoder) BlockUpsampleNnConvNormActivation (class in trw.layers.blocks) BokehUi (class in trw.reporting.bokeh_ui) boxplots() (in module trw.train) (in module trw.train.analysis_plots) bytes2human() (in module trw.utils) (in module trw.utils.number_formatting)

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_stats_gradient() (in module trw.callbacks.callback_reporting_layer_statistics) Callback (class in trw.callbacks) (class in trw.callbacks.callback) CallbackClearTensorboardLog (class in trw.callbacks) (class in trw.callbacks.callback_tensorboard) CallbackDebugProcesses (class in trw.callbacks) (class in trw.callbacks.callback_debug_processes) CallbackEarlyStopping (class in trw.callbacks) (class in trw.callbacks.callback_early_stopping) CallbackEpochSummary (class in trw.callbacks) (class in trw.callbacks.callback_epoch_summary) CallbackExplainDecision (class in trw.callbacks) (class in trw.callbacks.callback_explain_decision) CallbackExportClassificationReport (class in trw.callbacks) (class in trw.callbacks.callback_export_classification_report) CallbackExportConvolutionKernel (class in trw.callbacks) (class in trw.callbacks.callback_export_convolution_kernel) CallbackExportHistory (class in trw.callbacks) (class in trw.callbacks.callback_export_history) CallbackLearningRateFinder (class in trw.callbacks) (class in trw.callbacks.callback_learning_rate_finder) CallbackLearningRateRecorder (class in trw.callbacks) (class in trw.callbacks.callback_learning_rate_recorder) CallbackProfiler (class in trw.callbacks) (class in trw.callbacks.callback_profiler) CallbackReportingAugmentations (class in trw.callbacks) (class in trw.callbacks.callback_reporting_augmentations) CallbackReportingBestMetrics (class in trw.callbacks) (class in trw.callbacks.callback_reporting_best_metrics) CallbackReportingClassificationErrors (class in trw.callbacks) (class in trw.callbacks.callback_reporting_classification_errors) CallbackReportingDatasetSummary (class in trw.callbacks) (class in trw.callbacks.callback_reporting_dataset_summary) CallbackReportingExportSamples (class in trw.callbacks) (class in trw.callbacks.callback_reporting_export_samples) CallbackReportingLayerStatistics (class in trw.callbacks) (class in trw.callbacks.callback_reporting_layer_statistics) CallbackReportingLayerWeights (class in trw.callbacks) (class in trw.callbacks.callback_reporting_layer_weights) CallbackReportingLearningRateRecorder (class in trw.callbacks) (class in trw.callbacks.callback_reporting_learning_rate_recorder) CallbackReportingModelSummary (class in trw.callbacks) (class in trw.callbacks.callback_reporting_model_summary) CallbackReportingRecordHistory (class in trw.callbacks) (class in trw.callbacks.callback_reporting_epoch_summary) CallbackReportingStartServer (class in trw.callbacks) (class in trw.callbacks.callback_reporting_start_server) callbacks_per_loss_term() (in module trw.callbacks.callback_reporting_export_samples) CallbackSaveLastModel (class in trw.callbacks) (class in trw.callbacks.callback_save_last_model) CallbackSkipEpoch (class in trw.callbacks) (class in trw.callbacks.callback_skip_epoch) CallbackStopEpoch (class in trw.callbacks) (class in trw.callbacks.callback_learning_rate_finder) CallbackTensorboardBased (class in trw.callbacks) (class in trw.callbacks.callback_tensorboard) CallbackTensorboardEmbedding (class in trw.callbacks) (class in trw.callbacks.callback_tensorboard_embedding) CallbackTensorboardRecordHistory (class in trw.callbacks) (class in trw.callbacks.callback_tensorboard_record_history) CallbackTensorboardRecordModel (class in trw.callbacks) (class in trw.callbacks.callback_tensorboard_record_model) CallbackWorstSamplesByEpoch (class in trw.callbacks) (class in trw.callbacks.callback_worst_samples_by_epoch) CallbackZipSources (class in trw.callbacks) (class in trw.callbacks.callback_zip_sources) cast() (in module trw.transforms.transforms_cast) cast_np() (in module trw.transforms.transforms_cast) cast_torch() (in module trw.transforms.transforms_cast) Cell (class in trw.arch) (class in trw.arch.darts_cell) center (trw.transforms.spatial_info.SpatialInfo property) (trw.transforms.SpatialInfo property) clamp_n() (in module trw.utils) (in module trw.utils.clamp_n) 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) clear_graphs() (trw.reporting.reporting_bokeh_graph.PanelDataGraph method) clip_gradient_norm() (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) ClippingGradientNorm (class in trw.train) (class in trw.train.optimizer_clipping) close() (trw.callbacks.callback_debug_processes.CallbackDebugProcesses method) (trw.callbacks.CallbackDebugProcesses method) (trw.hparams.RunStore method) (trw.hparams.RunStoreFile method) (trw.hparams.store.RunStore method) (trw.hparams.store.RunStoreFile method) (trw.train.job_executor2.JobExecutor2 method) (trw.train.Sequence method) (trw.train.sequence.Sequence method) (trw.train.sequence.SequenceIterator method) (trw.train.sequence_adaptor.SequenceAdaptorTorch method) (trw.train.sequence_array.SequenceArray method) (trw.train.sequence_array.SequenceIteratorArray method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoirIterator method) (trw.train.sequence_batch.SequenceBatch method) (trw.train.sequence_collate.SequenceCollate method) (trw.train.sequence_map.SequenceMap method) (trw.train.sequence_max_samples.SequenceMaxSamples method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.sequence_sub_batch.SequenceSubBatch 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) (trw.train.SequenceSubBatch method) collate() (trw.train.Sequence method) (trw.train.sequence.Sequence method) collate_dicts() (in module trw.train.collate) collate_list_of_dicts() (in module trw.train.collate) collate_tensors() (in module trw.train.collate) collect_best_metrics() (in module trw.callbacks.callback_reporting_best_metrics) collect_gradient() (in module trw.callbacks.callback_reporting_layer_statistics) collect_hierarchical_module_name() (in module trw.utils) collect_hierarchical_parameter_name() (in module trw.utils) collect_results_to_main_process() (in module trw.train.job_executor2) compile_nn() (in module trw.simple_layers) (in module trw.simple_layers.compiled_net) CompiledNet (class in trw.simple_layers) (class in trw.simple_layers.compiled_net) ConcatChannels (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) config (in module trw.reporting.reporting_bokeh) confusion_matrix() (in module trw.train) (in module trw.train.analysis_plots) constant_background_value_type (in module trw.transforms.transforms_resample) Continuous (trw.reporting.data_category.DataCategory attribute) 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) (class in trw.simple_layers.simple_layers_implementations) ConvBlockType (class in trw.layers) (class in trw.layers.blocks) convert_tuple_to_list() (in module trw.reporting.export) ConvKernels (in module trw.basic_typing) 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) ConvsBase (class in trw.layers) (class in trw.layers.convs) ConvsTransposeBase (class in trw.layers) (class in trw.layers.convs_transpose) ConvStrides (in module trw.basic_typing) ConvTransposeBlockType (class in trw.layers.blocks) copy() (in module trw.transforms) (in module trw.transforms.copy) CosineAnnealingWarmRestartsDecayed (class in trw.train.optimizers_v2) create() (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method) create_activation() (in module trw.hparams) (in module trw.hparams.creators) create_adam_optimizers_fn() (in module trw.train) (in module trw.train.optimizers) create_adam_optimizers_scheduler_one_cycle_lr_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_aliased_table() (in module trw.reporting.reporting_bokeh_tabs_dynamic_data) create_boolean() (in module trw.hparams) (in module trw.hparams.params) create_cifar10_dataset() (in module trw.datasets) (in module trw.datasets.cifar10) create_cityscapes_dataset() (in module trw.datasets) (in module trw.datasets.cityscapes) create_continuous_power() (in module trw.hparams) (in module trw.hparams.params) create_continuous_uniform() (in module trw.hparams) (in module trw.hparams.params) create_cycle_gan_dataset() (in module trw.datasets) (in module trw.datasets.cyclegan) 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_dataset_from_archive_url() (in module trw.datasets.facades) create_decathlon_dataset() (in module trw.datasets) (in module trw.datasets.medical_decathlon) create_default_reporting_options() (in module trw.reporting) (in module trw.reporting.reporting_bokeh) create_discrete_integer() (in module trw.hparams) (in module trw.hparams.params) create_discrete_mapping() (in module trw.hparams) (in module trw.hparams.params) create_discrete_value() (in module trw.hparams) (in module trw.hparams.params) create_dropout_fn() (in module trw.layers.layer_config) create_facades_dataset() (in module trw.datasets) (in module trw.datasets.facades) create_fake_symbols_2d_dataset() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols_2d) create_fake_symbols_3d_dataset() (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_graph() (trw.reporting.reporting_bokeh_graph.PanelDataGraph static method) create_inputs() (in module trw.train.meaningful_perturbation) create_logger() (trw.callbacks.callback_tensorboard.CallbackTensorboardBased static method) (trw.callbacks.CallbackTensorboardBased static method) create_losses_fn() (in module trw.train) (in module trw.train.trainer) create_mnist_cluttered_datasset() (in module trw.datasets) (in module trw.datasets.mnist_cluttered) create_mnist_dataset() (in module trw.datasets) (in module trw.datasets.mnist) create_name_nationality_dataset() (in module trw.datasets) (in module trw.datasets.name_nationality) create_norm_fn() (in module trw.layers.layer_config) create_norm_type() (in module trw.hparams) (in module trw.hparams.creators) create_optimizers_fn() (in module trw.hparams) (in module trw.hparams.creators) (in module trw.train) (in module trw.train.optimizers) create_or_recreate_folder() (in module trw.train) (in module trw.train.utilities) create_or_recreate_table() (trw.callbacks.callback_reporting_augmentations.CallbackReportingAugmentations method) (trw.callbacks.CallbackReportingAugmentations method) create_pool_fn() (in module trw.layers.layer_config) create_pool_type() (in module trw.hparams) (in module trw.hparams.creators) create_scheduler_step_lr() (in module trw.train) (in module trw.train.optimizers) create_sgd_optimizers_fn() (in module trw.train) (in module trw.train.optimizers) create_sgd_optimizers_scheduler_one_cycle_lr_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_stage() (in module trw.layers.efficient_net) create_tables() (in module trw.reporting.reporting_bokeh) create_tiny_imagenet_dataset() (in module trw.datasets) (in module trw.datasets.tiny_imagenet) create_voc_detection_dataset() (in module trw.datasets) (in module trw.datasets.voc) create_voc_segmentation_dataset() (in module trw.datasets) (in module trw.datasets.voc) 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_4_or_above() (in module trw.transforms) (in module trw.transforms.transforms) criteria_is_array_n_or_above() (in module trw.transforms) (in module trw.transforms.transforms) criteria_is_tensor() (in module trw.transforms) (in module trw.transforms.transforms) CriteriaFn (in module trw.transforms.transforms) criterion_softmax_cross_entropy() (in module trw.train.outputs_trw) crop_or_pad_fun() (in module trw.layers) (in module trw.layers.crop_or_pad) current_hparams (trw.hparams.HyperParameterRepository attribute) (trw.hparams.params.HyperParameterRepository attribute) cutout() (in module trw.transforms) (in module trw.transforms.cutout_function) cutout_random_size() (in module trw.transforms) (in module trw.transforms.cutout_function) cutout_random_ui8_torch() (in module trw.transforms) (in module trw.transforms.cutout_function) cutout_value_fn_constant() (in module trw.transforms) (in module trw.transforms.cutout_function) CutOutType (class in trw.transforms.cutout_function) cycle_gan_dataset (in module trw.datasets.cyclegan)

D

DARTS_PRIMITIVES_2D (in module trw.arch) (in module trw.arch.darts_ops) DataCategory (class in trw.reporting.data_category) DataParallelExtended (class in trw.train) (class in trw.train.data_parallel_extented) Dataset (in module trw.basic_typing) dataset_name (trw.datasets.medical_decathlon.MedicalDecathlonDataset attribute) DatasetInfo (in module trw.basic_typing) Datasets (in module trw.basic_typing) DatasetsInfo (in module trw.basic_typing) decode() (trw.layers.autoencoder_convolutional_variational_conditional.AutoencoderConvolutionalVariationalConditional method) (trw.layers.AutoencoderConvolutionalVariationalConditional method) DeepSupervision (class in trw.layers) (class in trw.layers.deep_supervision) default_algorithm_args() (in module trw.callbacks.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.collate) default_collate_list_of_dicts (in module trw.train.sequence) default_dicarded_metrics() (in module trw.callbacks.callback_export_history) default_export_filter() (in module trw.callbacks.callback_export_convolution_kernel) default_generic_metrics() (in module trw.train.metrics) default_identify_learning_rate_section() (in module trw.callbacks) (in module trw.callbacks.callback_learning_rate_finder) default_information_removal_smoothing() (in module trw.train) (in module trw.train.meaningful_perturbation) default_layer_config() (in module trw.layers) (in module trw.layers.layer_config) default_logger (in module trw.train.trainer) 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.job_executor2) 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) (in module trw.datasets.dataset_fake_symbols_2d) default_shapes_3d() (in module trw.datasets) (in module trw.datasets.dataset_fake_symbols_3d) default_sum_all_losses() (in module trw.train) (in module trw.train.utilities) default_voc_transforms() (in module trw.datasets.voc) deform_image_random() (in module trw.transforms) (in module trw.transforms.deform) denses() (in module trw.layers) (in module trw.layers.denses) (in module trw.simple_layers) (in module trw.simple_layers.denses) dict_torch_values_to_numpy() (in module trw.train.outputs_trw) 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) DiscreteInteger (class in trw.hparams) (class in trw.hparams.params) DiscreteMapping (class in trw.hparams) (class in trw.hparams.params) DiscreteOrdered (trw.reporting.data_category.DataCategory attribute) DiscreteUnordered (trw.reporting.data_category.DataCategory attribute) 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) Down (class in trw.layers.unet_base) download_and_extract_archive() (in module trw.datasets.utils) DownType (class in trw.layers.unet_base) Dropout (trw.layers.layer_config.DropoutType attribute) Dropout1d (trw.layers.layer_config.DropoutType attribute) DropoutType (class in trw.layers.layer_config) DropSample (class in trw.layers.efficient_net)

E

EfficientNet (class in trw.layers) (class in trw.layers.efficient_net) EfficientNetB0 (in module trw.layers.efficient_net) EfficientNetB1 (in module trw.layers.efficient_net) EfficientNetB2 (in module trw.layers.efficient_net) EfficientNetB3 (in module trw.layers.efficient_net) EfficientNetB5 (in module trw.layers.efficient_net) EfficientNetB6 (in module trw.layers.efficient_net) EfficientNetB7 (in module trw.layers.efficient_net) EmptyModule (class in trw.simple_layers.compiled_net) encode() (trw.layers.autoencoder_convolutional_variational.AutoencoderConvolutionalVariational method) (trw.layers.autoencoder_convolutional_variational_conditional.AutoencoderConvolutionalVariationalConditional method) (trw.layers.AutoencoderConvolutionalVariational method) (trw.layers.AutoencoderConvolutionalVariationalConditional method) EncoderDecoderResnet (class in trw.layers) (class in trw.layers.encoder_decoder_resnet) 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.OutputLoss method) (trw.train.OutputRegression method) (trw.train.outputs_trw.Output method) (trw.train.outputs_trw.OutputClassification method) (trw.train.outputs_trw.OutputEmbedding method) (trw.train.outputs_trw.OutputLoss method) (trw.train.outputs_trw.OutputRegression method) (trw.train.outputs_trw.OutputTriplets method) (trw.train.OutputTriplets method)

EVALUATE_STATE (trw.simple_layers.compiled_net.RuntimeAction attribute) ExceptionAbortRun exclude_large_embeddings() (in module trw.callbacks.callback_save_last_model) EXECUTE_NODE (trw.simple_layers.compiled_net.RuntimeAction attribute) exit_gracefully() (trw.utils.graceful_killer.GracefulKiller method) expand_classification_mapping() (in module trw.callbacks.callback_reporting_export_samples) ExplainableAlgorithm (class in trw.callbacks) (class in trw.callbacks.callback_explain_decision) export_as_image() (in module trw.reporting) (in module trw.reporting.export) (in module trw.train.sample_export) export_as_npy() (in module trw.reporting.export) (in module trw.train.sample_export) export_as_string() (in module trw.train.sample_export) export_as_text() (in module trw.reporting.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.reporting) (in module trw.reporting.export) export_sample() (in module trw.reporting) (in module trw.reporting.export) (in module trw.train.sample_export) export_samples_v2() (in module trw.callbacks.callback_worst_samples_by_epoch) export_stats() (trw.callbacks.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch method) (trw.callbacks.CallbackWorstSamplesByEpoch method) export_table() (in module trw.callbacks.callback_reporting_model_summary) extract_from_history() (in module trw.callbacks.callback_export_history) extract_metrics() (in module trw.callbacks.callback_reporting_layer_weights) (in module trw.train.outputs_trw)

F

factorize_names() (in module trw.reporting.reporting_bokeh_graph) fast_confusion_matrix() (in module trw.train.metrics) feature_extractor() (trw.layers.efficient_net.EfficientNet method) (trw.layers.EfficientNet method) fig_tight_layout() (in module trw.train.analysis_plots) fill_class_name() (in module trw.callbacks.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) filter_large_data() (in module trw.reporting.reporting_bokeh_samples) 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) find_files() (in module trw.datasets.name_nationality) find_first_forward_convolution() (in module trw.train) (in module trw.train.graph_reflection) find_global_name() (in module trw.utils) (in module trw.utils.load_module) find_largest_geometry() (in module trw.transforms) (in module trw.transforms.transforms_resample) 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) (in module trw.simple_layers.compiled_net) find_output_name() (trw.callbacks.callback_explain_decision.CallbackExplainDecision static method) (trw.callbacks.CallbackExplainDecision static method) find_tensor_leaves_with_grad() (in module trw.train) (in module trw.train.graph_reflection) first_epoch() (trw.callbacks.callback_reporting_augmentations.CallbackReportingAugmentations method) (trw.callbacks.callback_reporting_best_metrics.CallbackReportingBestMetrics method) (trw.callbacks.callback_reporting_dataset_summary.CallbackReportingDatasetSummary method) (trw.callbacks.callback_reporting_epoch_summary.CallbackReportingRecordHistory method) (trw.callbacks.CallbackReportingAugmentations method) (trw.callbacks.CallbackReportingBestMetrics method) (trw.callbacks.CallbackReportingDatasetSummary method) (trw.callbacks.CallbackReportingRecordHistory method) first_time() (trw.callbacks.callback_explain_decision.CallbackExplainDecision method) (trw.callbacks.callback_export_convolution_kernel.CallbackExportConvolutionKernel method) (trw.callbacks.callback_profiler.CallbackProfiler method) (trw.callbacks.callback_reporting_layer_statistics.CallbackReportingLayerStatistics method) (trw.callbacks.callback_reporting_layer_weights.CallbackReportingLayerWeights method) (trw.callbacks.callback_reporting_learning_rate_recorder.CallbackReportingLearningRateRecorder method) (trw.callbacks.callback_tensorboard_embedding.CallbackTensorboardEmbedding method) (trw.callbacks.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch method) (trw.callbacks.CallbackExplainDecision method) (trw.callbacks.CallbackExportConvolutionKernel method) (trw.callbacks.CallbackProfiler method) (trw.callbacks.CallbackReportingLayerStatistics method) (trw.callbacks.CallbackReportingLayerWeights method) (trw.callbacks.CallbackReportingLearningRateRecorder method) (trw.callbacks.CallbackTensorboardEmbedding method) (trw.callbacks.CallbackWorstSamplesByEpoch method) fit() (trw.train.trainer_v2.TrainerV2 method) (trw.train.TrainerV2 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.utils) (in module trw.utils.flatten) flatten_nested_dictionaries() (in module trw.utils) flip() (in module trw.transforms) (in module trw.transforms.flip) flush_queue() (in module trw.train.job_executor2) formatTime() (trw.train.utilities.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.autoencoder_convolutional.AutoencoderConvolutional method) (trw.layers.autoencoder_convolutional_variational.AutoencoderConvolutionalVariational method) (trw.layers.autoencoder_convolutional_variational_conditional.AutoencoderConvolutionalVariationalConditional method) (trw.layers.AutoencoderConvolutional method) (trw.layers.AutoencoderConvolutionalVariational method) (trw.layers.AutoencoderConvolutionalVariationalConditional method) (trw.layers.backbone_decoder.BackboneDecoder method) (trw.layers.backbone_decoder.BlockUpResizeDeconvSkipConv method) (trw.layers.BackboneDecoder method) (trw.layers.BlockConv method) (trw.layers.BlockConvNormActivation method) (trw.layers.BlockDeconvNormActivation method) (trw.layers.BlockMerge method) (trw.layers.BlockNonLocal method) (trw.layers.BlockPool method) (trw.layers.BlockRes method) (trw.layers.blocks.BlockConv method) (trw.layers.blocks.BlockConvNormActivation method) (trw.layers.blocks.BlockDeconvNormActivation method) (trw.layers.blocks.BlockMerge method) (trw.layers.blocks.BlockPool method) (trw.layers.blocks.BlockPoolClassifier method) (trw.layers.blocks.BlockRes method) (trw.layers.blocks.BlockResPreAct method) (trw.layers.blocks.BlockSqueezeExcite method) (trw.layers.blocks.BlockUpDeconvSkipConv method) (trw.layers.blocks.BlockUpsampleNnConvNormActivation method) (trw.layers.BlockSqueezeExcite method) (trw.layers.BlockUpDeconvSkipConv method) (trw.layers.convs.ConvsBase method) (trw.layers.convs_transpose.ConvsTransposeBase method) (trw.layers.ConvsBase method) (trw.layers.ConvsTransposeBase method) (trw.layers.deep_supervision.DeepSupervision method) (trw.layers.DeepSupervision method) (trw.layers.efficient_net.DropSample method) (trw.layers.efficient_net.EfficientNet method) (trw.layers.efficient_net.MBConvN method) (trw.layers.EfficientNet method) (trw.layers.encoder_decoder_resnet.EncoderDecoderResnet method) (trw.layers.EncoderDecoderResnet method) (trw.layers.fcnn.FullyConvolutional method) (trw.layers.Flatten method) (trw.layers.flatten.Flatten method) (trw.layers.FullyConvolutional method) (trw.layers.Gan method) (trw.layers.gan.Gan method) (trw.layers.MBConvN method) (trw.layers.non_local.BlockNonLocal method) (trw.layers.PreActResNet method) (trw.layers.resnet_preact.PreActResNet method) (trw.layers.shift_scale.ShiftScale method) (trw.layers.ShiftScale method) (trw.layers.sub_tensor.SubTensor method) (trw.layers.SubTensor method) (trw.layers.unet_attention.BlockAttention method) (trw.layers.unet_attention.MergeBlockAttention_Gating_Input method) (trw.layers.unet_base.Down method) (trw.layers.unet_base.LatentConv method) (trw.layers.unet_base.UNetBase method) (trw.layers.unet_base.Up method) (trw.layers.UNetBase method) (trw.simple_layers.compiled_net.CompiledNet method) (trw.simple_layers.compiled_net.WrapperModule method) (trw.simple_layers.CompiledNet method) (trw.simple_layers.OutputClassification method) (trw.simple_layers.OutputEmbedding method) (trw.simple_layers.simple_layers.SimpleOutputBase method) (trw.simple_layers.simple_layers_implementations._Reshape method) (trw.simple_layers.simple_layers_implementations.OutputClassification method) (trw.simple_layers.simple_layers_implementations.OutputEmbedding method) (trw.simple_layers.SimpleOutputBase method) (trw.train.compatibility.SwishCompat method) (trw.train.LossBinaryF1 method) (trw.train.LossCenter method) (trw.train.LossContrastive method) (trw.train.LossCrossEntropyCsiMulticlass method) (trw.train.LossDiceMulticlass method) (trw.train.losses.LossBinaryF1 method) (trw.train.losses.LossCenter method) (trw.train.losses.LossContrastive method) (trw.train.losses.LossCrossEntropyCsiMulticlass method) (trw.train.losses.LossDiceMulticlass method) (trw.train.losses.LossFocalMulticlass method) (trw.train.losses.LossMsePacked method) (trw.train.losses.LossTriplets method) (trw.train.LossFocalMulticlass method) (trw.train.LossMsePacked method) (trw.train.LossTriplets method)

forward_simple() (trw.layers.autoencoder_convolutional.AutoencoderConvolutional method) (trw.layers.AutoencoderConvolutional method) (trw.layers.convs.ConvsBase method) (trw.layers.convs_transpose.ConvsTransposeBase method) (trw.layers.ConvsBase method) (trw.layers.ConvsTransposeBase method) forward_with_intermediate() (trw.layers.autoencoder_convolutional.AutoencoderConvolutional method) (trw.layers.AutoencoderConvolutional method) (trw.layers.backbone_decoder.BackboneDecoder method) (trw.layers.BackboneDecoder method) (trw.layers.convs.ConvsBase method) (trw.layers.convs.ModuleWithIntermediate method) (trw.layers.convs_transpose.ConvsTransposeBase method) (trw.layers.ConvsBase method) (trw.layers.ConvsTransposeBase method) (trw.layers.efficient_net.EfficientNet method) (trw.layers.EfficientNet method) (trw.layers.encoder_decoder_resnet.EncoderDecoderResnet method) (trw.layers.EncoderDecoderResnet method) (trw.layers.fcnn.FullyConvolutional method) (trw.layers.FullyConvolutional method) (trw.layers.ModuleWithIntermediate method) (trw.layers.PreActResNet method) (trw.layers.resnet_preact.PreActResNet method) (trw.layers.unet_base.UNetBase method) (trw.layers.UNetBase method) FractionalMaxPool (trw.layers.layer_config.PoolType attribute) from_numpy_array() (trw.reporting.data_category.DataCategory static method) FullyConvolutional (class in trw.layers) (class in trw.layers.fcnn)

G

gallery() (in module trw.train.analysis_plots) Gan (class in trw.layers) (class in trw.layers.gan) GanDataPool (class in trw.layers) (class in trw.layers.gan) gather() (trw.train.data_parallel_extented.DataParallelExtended method) (trw.train.DataParallelExtended method) gather_extended() (in module trw.train.data_parallel_extented) generic_aggregate_loss_terms() (in module trw.train.trainer) generic_tracing() (in module trw.callbacks.callback_reporting_layer_statistics) get_as_image() (in module trw.callbacks.callback_tensorboard_embedding) get_average_time() (trw.train.sequence_async_reservoir.Performance method) get_batch_n() (in module trw.utils) get_class_name() (in module trw.train) (in module trw.train.utilities) get_classification_mapping() (in module trw.train) (in module trw.train.utilities) get_classification_mappings() (in module trw.train) (in module trw.train.utilities) get_column_names() (trw.reporting.table_sqlite.TableStream method) (trw.reporting.TableStream method) get_data() (trw.layers.gan.GanDataPool method) (trw.layers.GanDataPool method) get_data_normalize_and_alias() (in module trw.reporting.reporting_bokeh_tabs_dynamic_data) get_data_root() (in module trw.datasets.utils) get_data_types_and_clean_data() (in module trw.reporting.table_sqlite) get_device() (in module trw.train) (in module trw.train.utilities) get_first_output_of_interest() (in module trw.callbacks.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_logging_root() (in module trw.train) (in module trw.train.options) get_mappinginv() (in module trw.callbacks.callback_export_classification_report) get_metadata_name() (in module trw.reporting.table_sqlite) 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.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.SimpleLayerBase method) (trw.simple_layers.SimpleModule method) (trw.train.graph_reflection._CaptureLastModuleType method) get_output_channels() (trw.layers.BlockMerge method) (trw.layers.blocks.BlockMerge method) (trw.layers.unet_attention.MergeBlockAttention_Gating_Input method)

get_positive_negative_saliency() (trw.train.guided_back_propagation.GuidedBackprop static method) (trw.train.GuidedBackprop static method) get_spatial_info_type (in module trw.transforms.transforms_resample) get_table_data() (in module trw.reporting.table_sqlite) get_table_number_of_rows() (in module trw.reporting) (in module trw.reporting.table_sqlite) get_tables_name_and_role() (in module trw.reporting.table_sqlite) get_tensorboard_logger() (trw.callbacks.callback_tensorboard.CallbackTensorboardBased static method) (trw.callbacks.CallbackTensorboardBased static method) get_ui() (trw.reporting.bokeh_ui.BokehUi method) get_value() (trw.hparams.DiscreteMapping method) (trw.hparams.HyperParam method) (trw.hparams.HyperParameters method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.HyperParam 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) (in module trw.utils) (in module trw.utils.global_pooling) global_average_pooling_3d() (in module trw.simple_layers) (in module trw.simple_layers.global_pooling) (in module trw.utils) (in module trw.utils.global_pooling) global_max_pooling_2d() (in module trw.simple_layers) (in module trw.simple_layers.global_pooling) (in module trw.utils) (in module trw.utils.global_pooling) global_max_pooling_3d() (in module trw.simple_layers) (in module trw.simple_layers.global_pooling) (in module trw.utils) (in module trw.utils.global_pooling) GracefulKiller (class in trw.utils.graceful_killer) GradCam (class in trw.train) (class in trw.train.grad_cam) GradCAM (trw.callbacks.callback_explain_decision.ExplainableAlgorithm attribute) (trw.callbacks.ExplainableAlgorithm attribute) Gradient (trw.callbacks.callback_explain_decision.ExplainableAlgorithm attribute) (trw.callbacks.ExplainableAlgorithm attribute) grid_sample() (in module trw.train) (in module trw.train.compatibility) group_coordinate() (in module trw.reporting.reporting_bokeh_samples) GroupNorm (trw.layers.layer_config.NormType attribute) (trw.layers.NormType attribute) GuidedBackprop (class in trw.train) (class in trw.train.guided_back_propagation) GuidedBackPropagation (trw.callbacks.callback_explain_decision.ExplainableAlgorithm attribute) (trw.callbacks.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) hash_data_attributes() (in module trw.reporting.reporting_bokeh_graph) History (in module trw.basic_typing) HistoryStep (in module trw.basic_typing) hparam_to_be_randomized() (trw.hparams.HyperParameters method) (trw.hparams.params.HyperParameters method)

html_list() (in module trw.callbacks.callback_reporting_model_summary) HyperParam (class in trw.hparams) (class in trw.hparams.params) HyperParameterRepository (class in trw.hparams) (class in trw.hparams.params) HyperParameters (class in trw.hparams) (class in trw.hparams.params) HyperParametersOptimizer (class in trw.hparams.params_optimizer) 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) (in module trw.train.compatibility) identity() (in module trw.datasets.mnist) (in module trw.layers.non_local) image_directory_facades() (in module trw.datasets.facades) image_to_torch() (in module trw.datasets.cityscapes) (in module trw.datasets.cyclegan) index_to_position() (trw.transforms.spatial_info.SpatialInfo method) (trw.transforms.SpatialInfo method) 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.sampler.SamplerSubsetRandomByListInterleaved method) (trw.train.SamplerClassResampling method) (trw.train.SamplerRandom method) (trw.train.SamplerSequential method) (trw.train.SamplerSubsetRandom method) (trw.train.SamplerSubsetRandomByListInterleaved method) (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceAsyncReservoir method) (trw.train.SequenceMap method)

Input (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) input_shape() (in module trw.callbacks.callback_reporting_model_summary) insert() (trw.reporting.table_sqlite.TableStream method) (trw.reporting.TableStream method) InstanceNorm (trw.layers.layer_config.NormType attribute) (trw.layers.NormType attribute) IntegratedGradients (class in trw.train) (class in trw.train.integrated_gradients) (trw.callbacks.callback_explain_decision.ExplainableAlgorithm attribute) (trw.callbacks.ExplainableAlgorithm attribute) IntListList (in module trw.basic_typing) IntTupleList (in module trw.basic_typing) inv (in module trw.train.compatibility) is_batch_vector() (in module trw.callbacks.callback_tensorboard_embedding) is_discrete() (in module trw.hparams.interpret_params) is_feature_metadata() (in module trw.train.integrated_gradients) is_full() (trw.train.job_executor2.JobExecutor2 method) is_idle() (trw.train.job_executor2.JobExecutor2 method) IterableDataset (class in trw.callbacks.callback_profiler)

J

job_report() (trw.train.job_executor2.JobExecutor2 method)

JobExecutor2 (class in trw.train.job_executor2) JobMetadata (class in trw.train.job_executor2)

K

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

KernelSize (in module trw.basic_typing)

L

LatentConv (class in trw.layers.unet_base) LayerConfig (class in trw.layers) (class in trw.layers.layer_config) len_batch() (in module trw.utils) Length (in module trw.basic_typing) letter_to_index() (in module trw.datasets.name_nationality) letter_to_tensor() (in module trw.datasets.name_nationality) line_to_tensor() (in module trw.datasets.name_nationality) Linear (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) linear_embedding() (in module trw.layers) (in module trw.layers.non_local) list_classes_from_mapping() (in module trw.train) (in module trw.train.analysis_plots) load_all_runs() (trw.hparams.RunStore method) (trw.hparams.RunStoreFile method) (trw.hparams.store.RunStore method) (trw.hparams.store.RunStoreFile method) load_case() (in module trw.datasets.cityscapes) (in module trw.datasets.cyclegan) load_model() (trw.train.trainer_v2.TrainerV2 static method) (trw.train.TrainerV2 static method) load_nifti() (in module trw.datasets.medical_decathlon) load_state() (trw.train.trainer_v2.TrainerV2 static method) (trw.train.TrainerV2 static method) LocalResponseNorm (trw.layers.layer_config.NormType attribute) (trw.layers.NormType attribute) log_all_tree() (in module trw.callbacks.callback_debug_processes) log_and_print() (in module trw.train.utilities) log_console() (in module trw.train.utilities) log_hyperband() (in module trw.hparams.params_optimizer_hyperband) log_info() (in module trw.train.utilities) log_process() (in module trw.callbacks.callback_debug_processes) log_with_logger() (in module trw.hparams.params_optimizer_random_search) logger (in module trw.callbacks.callback_debug_processes) (in module trw.callbacks.callback_early_stopping) (in module trw.callbacks.callback_explain_decision) (in module trw.callbacks.callback_export_classification_report) (in module trw.callbacks.callback_export_convolution_kernel) (in module trw.callbacks.callback_export_history) (in module trw.callbacks.callback_learning_rate_finder) (in module trw.callbacks.callback_learning_rate_recorder) (in module trw.callbacks.callback_profiler) (in module trw.callbacks.callback_reporting_augmentations) (in module trw.callbacks.callback_reporting_best_metrics) (in module trw.callbacks.callback_reporting_classification_errors) (in module trw.callbacks.callback_reporting_dataset_summary) (in module trw.callbacks.callback_reporting_epoch_summary) (in module trw.callbacks.callback_reporting_export_samples) (in module trw.callbacks.callback_reporting_layer_statistics) (in module trw.callbacks.callback_reporting_layer_weights) (in module trw.callbacks.callback_reporting_learning_rate_recorder) (in module trw.callbacks.callback_reporting_model_summary) (in module trw.callbacks.callback_reporting_start_server) (in module trw.callbacks.callback_save_last_model) (in module trw.callbacks.callback_tensorboard) (in module trw.callbacks.callback_tensorboard_embedding) (in module trw.callbacks.callback_tensorboard_record_history) (in module trw.callbacks.callback_tensorboard_record_model) (in module trw.callbacks.callback_worst_samples_by_epoch) (in module trw.callbacks.callback_zip_sources) (in module trw.hparams.creators) (in module trw.hparams.interpret_params) (in module trw.hparams.params) (in module trw.hparams.params_optimizer_hyperband) (in module trw.hparams.params_optimizer_random_search) (in module trw.reporting.reporting_bokeh_tabs_dynamic_data) (in module trw.reporting.table_sqlite) (in module trw.train.analysis_plots) (in module trw.train.collate) (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.options) (in module trw.train.sequence) (in module trw.train.sequence_map) (in module trw.train.trainer) (in module trw.train.trainer_v2) (in module trw.train.utilities)

loss_function() (trw.layers.autoencoder_convolutional_variational.AutoencoderConvolutionalVariational static method) (trw.layers.AutoencoderConvolutionalVariational static method) loss_term_cleanup() (in module trw.train.trainer) (trw.train.Output method) (trw.train.OutputClassification method) (trw.train.OutputEmbedding method) (trw.train.OutputLoss method) (trw.train.outputs_trw.Output method) (trw.train.outputs_trw.OutputClassification method) (trw.train.outputs_trw.OutputEmbedding method) (trw.train.outputs_trw.OutputLoss method) LossBinaryF1 (class in trw.train) (class in trw.train.losses) LossCenter (class in trw.train) (class in trw.train.losses) LossContrastive (class in trw.train) (class in trw.train.losses) LossCrossEntropyCsiMulticlass (class in trw.train) (class in trw.train.losses) LossDiceMulticlass (class in trw.train) (class in trw.train.losses) LossFocalMulticlass (class in trw.train) (class in trw.train.losses) LossMsePacked (class in trw.train) (class in trw.train.losses) LossTriplets (class in trw.train) (class in trw.train.losses)

M

make_aligned_patient_scale_transform() (in module trw.transforms.spatial_info) make_custom_tooltip() (in module trw.reporting.reporting_bokeh_samples) make_pair_indices() (in module trw.train) (in module trw.train.utilities) make_triplet_indices() (in module trw.train) (in module trw.train.utilities) make_unique_colors() (in module trw.train) (in module trw.train.utilities) make_unique_colors_f() (in module trw.train) (in module trw.train.utilities) map() (trw.train.Sequence method) (trw.train.sequence.Sequence method) max_class_names (trw.callbacks.callback_export_classification_report.CallbackExportClassificationReport attribute) (trw.callbacks.CallbackExportClassificationReport attribute) max_samples() (trw.train.Sequence method) (trw.train.sequence.Sequence method) MaxPool (trw.layers.layer_config.PoolType attribute) MaxPool2d (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) MaxPool3d (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) MBConv1 (in module trw.layers.efficient_net) MBConv6 (in module trw.layers.efficient_net) MBConvN (class in trw.layers) (class in trw.layers.efficient_net) mean_all() (in module trw.train.outputs_trw) MeaningfulPerturbation (class in trw.train) (class in trw.train.meaningful_perturbation) MeaningfulPerturbations (trw.callbacks.callback_explain_decision.ExplainableAlgorithm attribute) (trw.callbacks.ExplainableAlgorithm attribute) median_by_category() (in module trw.hparams.interpret_params) MedicalDecathlonDataset (class in trw.datasets.medical_decathlon) merge_history_values() (in module trw.callbacks.callback_export_history) MergeBlockAttention_Gating_Input (class in trw.layers.unet_attention) Metadata (class in trw.train.sequence_map) Metric (class in trw.train) (class in trw.train.metrics) MetricClassificationBinaryAUC (class in trw.train) (class in trw.train.metrics) MetricClassificationBinarySensitivitySpecificity (class in trw.train) (class in trw.train.metrics) MetricClassificationError (class in trw.train) (class in trw.train.metrics) MetricClassificationF1 (class in trw.train) (class in trw.train.metrics) MetricLoss (class in trw.train) (class in trw.train.metrics) Metrics (in module trw.hparams.store) MetricSegmentationDice (class in trw.train.metrics) MiddleType (class in trw.layers.unet_base) MixedLayer (class in trw.arch.darts_cell) mm_list() (in module trw.transforms.resample) model_summary_base() (in module trw.callbacks.callback_reporting_model_summary) ModelWithLowestMetric (class in trw.callbacks) (class in trw.callbacks.callback_save_last_model) ModelWithLowestMetricBase (class in trw.callbacks.callback_save_last_model) module trw trw.arch trw.arch.darts_cell trw.arch.darts_ops trw.arch.darts_optimizer trw.basic_typing trw.callbacks trw.callbacks.callback trw.callbacks.callback_debug_processes trw.callbacks.callback_early_stopping trw.callbacks.callback_epoch_summary trw.callbacks.callback_explain_decision trw.callbacks.callback_export_classification_report trw.callbacks.callback_export_convolution_kernel trw.callbacks.callback_export_history trw.callbacks.callback_learning_rate_finder trw.callbacks.callback_learning_rate_recorder trw.callbacks.callback_profiler trw.callbacks.callback_reporting_augmentations trw.callbacks.callback_reporting_best_metrics trw.callbacks.callback_reporting_classification_errors trw.callbacks.callback_reporting_dataset_summary trw.callbacks.callback_reporting_epoch_summary trw.callbacks.callback_reporting_export_samples trw.callbacks.callback_reporting_layer_statistics trw.callbacks.callback_reporting_layer_weights trw.callbacks.callback_reporting_learning_rate_recorder trw.callbacks.callback_reporting_model_summary trw.callbacks.callback_reporting_start_server trw.callbacks.callback_save_last_model trw.callbacks.callback_skip_epoch trw.callbacks.callback_tensorboard trw.callbacks.callback_tensorboard_embedding trw.callbacks.callback_tensorboard_record_history trw.callbacks.callback_tensorboard_record_model trw.callbacks.callback_worst_samples_by_epoch trw.callbacks.callback_zip_sources trw.datasets trw.datasets.cifar10 trw.datasets.cityscapes trw.datasets.cyclegan trw.datasets.dataset_fake_symbols trw.datasets.dataset_fake_symbols_2d trw.datasets.dataset_fake_symbols_3d trw.datasets.facades trw.datasets.medical_decathlon trw.datasets.mnist trw.datasets.mnist_cluttered trw.datasets.name_nationality trw.datasets.tiny_imagenet trw.datasets.utils trw.datasets.voc trw.hparams trw.hparams.creators trw.hparams.interpret_params trw.hparams.params trw.hparams.params_optimizer trw.hparams.params_optimizer_hyperband trw.hparams.params_optimizer_random_search trw.hparams.store trw.layers trw.layers.autoencoder_convolutional trw.layers.autoencoder_convolutional_variational trw.layers.autoencoder_convolutional_variational_conditional trw.layers.backbone_decoder trw.layers.blocks trw.layers.convs trw.layers.convs_2d trw.layers.convs_3d trw.layers.convs_transpose trw.layers.crop_or_pad trw.layers.deep_supervision trw.layers.denses trw.layers.efficient_net trw.layers.encoder_decoder_resnet trw.layers.fcnn trw.layers.flatten trw.layers.gan trw.layers.layer_config trw.layers.non_local trw.layers.ops_conversion trw.layers.resnet_preact trw.layers.shift_scale trw.layers.sub_tensor trw.layers.unet_attention trw.layers.unet_base trw.layers.utils trw.metadata trw.reporting trw.reporting.bokeh_ui trw.reporting.data_category trw.reporting.export trw.reporting.main trw.reporting.normalize_data trw.reporting.reporting_bokeh trw.reporting.reporting_bokeh_graph trw.reporting.reporting_bokeh_samples trw.reporting.reporting_bokeh_tabs_dynamic_data trw.reporting.reporting_bokeh_tabs_dynamic_header trw.reporting.table_sqlite 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.simple_layers.sub_tensor trw.train trw.train.analysis_plots trw.train.collate trw.train.compatibility 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.job_executor2 trw.train.losses trw.train.meaningful_perturbation trw.train.metrics trw.train.optimizer_clipping trw.train.optimizers trw.train.optimizers_v2 trw.train.options trw.train.outputs_trw 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_max_samples trw.train.sequence_rebatch trw.train.sequence_sub_batch trw.train.trainer trw.train.trainer_v2 trw.train.utilities trw.transforms trw.transforms.affine trw.transforms.copy trw.transforms.crop trw.transforms.cutout_function trw.transforms.deform trw.transforms.flip trw.transforms.normalize trw.transforms.renormalize trw.transforms.resample trw.transforms.resize trw.transforms.spatial_info trw.transforms.stack trw.transforms.transform_move_to_device trw.transforms.transforms trw.transforms.transforms_affine trw.transforms.transforms_cast trw.transforms.transforms_compose trw.transforms.transforms_normalize_intensity trw.transforms.transforms_one_of trw.transforms.transforms_random_crop_pad trw.transforms.transforms_random_crop_resize trw.transforms.transforms_random_cutout trw.transforms.transforms_random_deformation trw.transforms.transforms_random_flip trw.transforms.transforms_resample trw.transforms.transforms_resize trw.transforms.transforms_resize_modulo_pad_crop trw.transforms.transforms_squeeze trw.transforms.transforms_unsqueeze trw.utils trw.utils.batch_pad trw.utils.batch_pad_minmax trw.utils.clamp_n trw.utils.flatten trw.utils.global_pooling trw.utils.graceful_killer trw.utils.load_module trw.utils.number_formatting trw.utils.optional_import trw.utils.requires trw.utils.safe_filename trw.utils.sub_tensor trw.utils.upsample

ModuleCreator (class in trw.basic_typing) ModuleWithIntermediate (class in trw.layers) (class in trw.layers.convs) move_to_device() (in module trw.transforms.transform_move_to_device) multiprocessing (in module trw.train.job_executor2) MyIterableDataset (class in trw.callbacks.callback_profiler)

N

next_item() (trw.train.sequence.SequenceIterator method) (trw.train.sequence_map.SequenceMap method) (trw.train.SequenceMap method) nib (in module trw.datasets.medical_decathlon) nodes_mark_output_dependencies() (in module trw.simple_layers) (in module trw.simple_layers.compiled_net) normalize() (in module trw.transforms) (in module trw.transforms.normalize) normalize_data() (in module trw.reporting.normalize_data) normalize_numpy() (in module trw.transforms.normalize)

normalize_torch() (in module trw.transforms.normalize) NormType (class in trw.layers) (class in trw.layers.layer_config) NullableContextManager (class in trw.train.utilities) number2human() (in module trw.utils) (in module trw.utils.number_formatting) Numeric (in module trw.basic_typing) NUMPY_CONVERSION (in module trw.transforms.transforms_cast) NumpyTensorNCX (in module trw.basic_typing) NumpyTensorNX (in module trw.basic_typing) NumpyTensorX (in module trw.basic_typing)

O

Object (class in trw.reporting.reporting_bokeh) OBJECT_CLASS_MAPPING (in module trw.datasets.voc) on_session_created() (trw.callbacks.callback_reporting_start_server.ReportingLifeCycleHandler method) on_session_destroyed() (trw.callbacks.callback_reporting_start_server.ReportingLifeCycleHandler method) one_hot() (in module trw.train) (in module trw.train.losses) OpsConversion (class in trw.layers) (class in trw.layers.ops_conversion) optimize() (trw.hparams.HyperParametersOptimizerHyperband method) (trw.hparams.HyperParametersOptimizerRandomSearchLocal method) (trw.hparams.params_optimizer.HyperParametersOptimizer method) (trw.hparams.params_optimizer_hyperband.HyperParametersOptimizerHyperband method) (trw.hparams.params_optimizer_random_search.HyperParametersOptimizerRandomSearchLocal method) Optimizer (class in trw.train) (class in trw.train.optimizers_v2) OptimizerAdam (class in trw.train) (class in trw.train.optimizers_v2) OptimizerAdamW (class in trw.train) (class in trw.train.optimizers_v2) OptimizerSGD (class in trw.train) (class in trw.train.optimizers_v2) optional_import() (in module trw.utils) (in module trw.utils.optional_import) Options (class in trw.train) (class in trw.train.options) OrderedSet (class in trw.simple_layers) (class in trw.simple_layers.ordered_set)

origin (trw.transforms.spatial_info.SpatialInfo property) (trw.transforms.SpatialInfo property) Other (trw.reporting.data_category.DataCategory attribute) Output (class in trw.train) (class in trw.train.outputs_trw) output_ref_tag (trw.train.Output attribute) (trw.train.outputs_trw.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_trw) OutputClassificationBinary (class in trw.train) (class in trw.train.outputs_trw) OutputCreator (class in trw.layers.deep_supervision) OutputEmbedding (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) (class in trw.train) (class in trw.train.outputs_trw) OutputLoss (class in trw.train) (class in trw.train.outputs_trw) OutputRegression (class in trw.train) (class in trw.train.outputs_trw) OutputSegmentation (class in trw.train) (class in trw.train.outputs_trw) OutputSegmentationBinary (class in trw.train) (class in trw.train.outputs_trw) OutputTriplets (class in trw.train) (class in trw.train.outputs_trw)

P

Padding (in module trw.basic_typing) Paddings (in module trw.basic_typing) PanelDataGraph (class in trw.reporting.reporting_bokeh_graph) PanelDataSamplesScatter (class in trw.reporting.reporting_bokeh_samples) PanelDataSamplesTabular (class in trw.reporting) (class in trw.reporting.reporting_bokeh_samples) patient_scale_transform_get_origin() (in module trw.transforms.spatial_info) patient_scale_transform_get_spacing() (in module trw.transforms.spatial_info) PerBatchProfilerStep (class in trw.callbacks.callback_profiler) 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.callbacks.callback_learning_rate_finder) PoolingSizes (in module trw.basic_typing) PoolType (class in trw.layers.layer_config) pop() (trw.simple_layers.ordered_set.OrderedSet method) (trw.simple_layers.OrderedSet method) position_to_index() (trw.transforms.spatial_info.SpatialInfo method) (trw.transforms.SpatialInfo 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.utilities) PreActResNet (class in trw.layers) (class in trw.layers.resnet_preact) PreActResNet18 (in module trw.layers) (in module trw.layers.resnet_preact) PreActResNet34 (in module trw.layers) (in module trw.layers.resnet_preact) prepare_loss_terms() (in module trw.train.utilities) prepare_new_figure() (in module trw.reporting.reporting_bokeh_graph) (in module trw.reporting.reporting_bokeh_samples) process_data_graph() (in module trw.reporting.reporting_bokeh_graph) process_data_samples() (in module trw.reporting.reporting_bokeh_samples) process_data_samples__tabular() (in module trw.reporting.reporting_bokeh_samples) process_data_tabular() (in module trw.reporting.reporting_bokeh_samples) process_outputs_and_extract_loss() (in module trw.layers.gan) psutil (in module trw.callbacks.callback_debug_processes) (in module trw.utils.graceful_killer) put() (trw.train.job_executor2.JobExecutor2 method)

R

rand_n_2() (in module trw.transforms.transforms_affine) random_fixed_geometry_within_geometries() (in module trw.transforms) (in module trw.transforms.transforms_resample) random_grid_using_control_points() (in module trw.transforms) (in module trw.transforms.deform) randomize() (trw.hparams.ContinuousPower method) (trw.hparams.ContinuousUniform method) (trw.hparams.DiscreteBoolean method) (trw.hparams.DiscreteInteger method) (trw.hparams.DiscreteMapping method) (trw.hparams.DiscreteValue method) (trw.hparams.HyperParam method) (trw.hparams.HyperParameters method) (trw.hparams.params.ContinuousPower method) (trw.hparams.params.ContinuousUniform method) (trw.hparams.params.DiscreteBoolean method) (trw.hparams.params.DiscreteInteger method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.DiscreteValue method) (trw.hparams.params.HyperParam method) (trw.hparams.params.HyperParameters method) read_file() (in module trw.datasets.name_nationality) read_image() (trw.datasets.tiny_imagenet.TinyImageNet static method) (trw.datasets.TinyImageNet static method) rebatch() (trw.train.Sequence method) (trw.train.sequence.Sequence method) RebatchStatistics (class in trw.train.sequence_rebatch) record_hooks() (trw.train.CleanAddedHooks static method) (trw.train.utilities.CleanAddedHooks static method) recursive_dict_update() (in module trw.utils) ReduceChannels2d (class in trw.arch) (class in trw.arch.darts_ops) register_hparam() (in module trw.hparams.params) 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.callbacks.callback_tensorboard.CallbackTensorboardBased static method) (trw.callbacks.CallbackTensorboardBased static method) remove_weak_ref() (in module trw.simple_layers.compiled_net) render_data() (in module trw.reporting.reporting_bokeh_samples) (trw.reporting.reporting_bokeh_graph.PanelDataGraph method)

render_data_frame() (in module trw.reporting.reporting_bokeh_samples) renormalize() (in module trw.transforms) (in module trw.transforms.renormalize) renormalize_numpy() (in module trw.transforms.renormalize) renormalize_torch() (in module trw.transforms.renormalize) reparameterize() (trw.layers.autoencoder_convolutional_variational.AutoencoderConvolutionalVariational static method) (trw.layers.AutoencoderConvolutionalVariational static method) report() (in module trw.reporting) (in module trw.reporting.reporting_bokeh) ReportingLifeCycleHandler (class in trw.callbacks.callback_reporting_start_server) resample_3d() (in module trw.transforms) (in module trw.transforms.resample) resample_np_volume_3d() (in module trw.transforms.resample) resample_spatial_info() (in module trw.transforms) (in module trw.transforms.resample) reservoir_size() (trw.train.sequence_async_reservoir.SequenceAsyncReservoir method) (trw.train.SequenceAsyncReservoir method) reset() (trw.callbacks.callback_learning_rate_finder.CallbackStopEpoch method) (trw.callbacks.CallbackStopEpoch method) (trw.hparams.HyperParameterRepository static method) (trw.hparams.params.HyperParameterRepository static method) (trw.train.job_executor2.JobExecutor2 method) (trw.train.sequence_rebatch.RebatchStatistics method) Reshape (class in trw.simple_layers) (class in trw.simple_layers.simple_layers_implementations) resize() (in module trw.transforms) (in module trw.transforms.resize) resize_arrays() (in module trw.reporting.normalize_data) resize_numpy() (in module trw.transforms.resize) resize_torch() (in module trw.transforms.resize) resource (trw.datasets.medical_decathlon.MedicalDecathlonDataset attribute) return_output() (in module trw.simple_layers.simple_layers_implementations) run_classification_explanation() (in module trw.callbacks.callback_explain_decision) run_server() (in module trw.reporting.reporting_bokeh) RunMetadata (class in trw.train.utilities) RunResult (class in trw.hparams) (class in trw.hparams.store) RunStore (class in trw.hparams) (class in trw.hparams.store) RunStoreFile (class in trw.hparams) (class in trw.hparams.store) Runtime (class in trw.train.options) RuntimeAction (class in trw.simple_layers.compiled_net) RuntimeFormatter (class in trw.train.utilities)

S

safe_filename() (in module trw.train) (in module trw.train.utilities) (in module trw.utils) (in module trw.utils.safe_filename) safe_lookup() (in module trw.utils) sample() (trw.layers.autoencoder_convolutional_variational.AutoencoderConvolutionalVariational method) (trw.layers.AutoencoderConvolutionalVariational method) sample_given_y() (trw.layers.autoencoder_convolutional_variational_conditional.AutoencoderConvolutionalVariationalConditional method) (trw.layers.AutoencoderConvolutionalVariationalConditional method) 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) SamplerSubsetRandomByListInterleaved (class in trw.train) (class in trw.train.sampler) save_model() (trw.train.trainer_v2.TrainerV2 static method) (trw.train.TrainerV2 static method) save_run() (trw.hparams.RunStore method) (trw.hparams.RunStoreFile method) (trw.hparams.store.RunStore method) (trw.hparams.store.RunStoreFile method) scale_width() (in module trw.layers.efficient_net) scatter() (in module trw.reporting.reporting_bokeh_samples) scheduler_cosine_annealing_warm_restart() (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) scheduler_cosine_annealing_warm_restart_decayed() (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) scheduler_one_cycle() (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) scheduler_step_lr() (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) SchedulerType (in module trw.train.optimizers_v2) segmentation_criteria_ce_dice() (in module trw.train) (in module trw.train.outputs_trw) segmentation_to_torch() (in module trw.datasets.cityscapes) select_all() (in module trw.callbacks.callback_reporting_export_samples) select_classification_errors() (in module trw.callbacks) (in module trw.callbacks.callback_reporting_classification_errors) select_third_to_last_skip_before_last() (in module trw.layers.deep_supervision) 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) SequenceAsyncReservoirIterator (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) SequenceIterator (class in trw.train.sequence) SequenceIteratorArray (class in trw.train.sequence_array) SequenceMap (class in trw.train) (class in trw.train.sequence_map) SequenceMaxSamples (class in trw.train.sequence_max_samples) SequenceReBatch (class in trw.train) (class in trw.train.sequence_rebatch) SequenceSubBatch (class in trw.train) (class in trw.train.sequence_sub_batch) set_dim() (trw.layers.layer_config.LayerConfig method) (trw.layers.LayerConfig method) (trw.layers.ops_conversion.OpsConversion method) (trw.layers.OpsConversion method) set_optimizer_learning_rate() (in module trw.train) (in module trw.train.utilities) set_patient_scale_transform() (trw.transforms.spatial_info.SpatialInfo method) (trw.transforms.SpatialInfo method) set_scheduler_fn() (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) set_step_scheduler_fn() (trw.train.Optimizer method) (trw.train.optimizers_v2.Optimizer method) set_value() (trw.hparams.DiscreteMapping method) (trw.hparams.DiscreteValue method) (trw.hparams.HyperParam method) (trw.hparams.params.DiscreteMapping method) (trw.hparams.params.DiscreteValue method) (trw.hparams.params.HyperParam method) Shape (in module trw.basic_typing) ShapeCreator (class in trw.datasets.dataset_fake_symbols)

ShapeCX (in module trw.basic_typing) ShapeNCX (in module trw.basic_typing) ShapeNX (in module trw.basic_typing) ShapeX (in module trw.basic_typing) ShiftScale (class in trw.layers) (class in trw.layers.shift_scale) (class in trw.simple_layers) (class in trw.simple_layers.shift_scale) should_not_export_model() (in module trw.callbacks.callback_save_last_model) 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.callbacks.callback_worst_samples_by_epoch.CallbackWorstSamplesByEpoch static method) (trw.callbacks.CallbackWorstSamplesByEpoch static method) spacing (trw.transforms.spatial_info.SpatialInfo property) (trw.transforms.SpatialInfo property) SpatialInfo (class in trw.transforms) (class in trw.transforms.spatial_info) SpecialParameter (class in trw.arch) (class in trw.arch.darts_cell) Split (in module trw.basic_typing) split_in_2_batches() (in module trw.train.sequence_rebatch) SQLITE_TYPE_PATTERN (in module trw.reporting) (in module trw.reporting.table_sqlite) squeeze_fn() (in module trw.transforms.transforms_squeeze) stack() (in module trw.transforms) (in module trw.transforms.stack) start() (trw.train.job_executor2.JobExecutor2 method) step() (trw.train.ClippingGradientNorm method) (trw.train.optimizer_clipping.ClippingGradientNorm method) (trw.train.optimizers_v2.CosineAnnealingWarmRestartsDecayed method) StepSchedulerType (in module trw.train.optimizers_v2) Stride (in module trw.basic_typing) strip_unpickable() (in module trw.train.trainer) sub_batch() (trw.train.Sequence method) (trw.train.sequence.Sequence method) sub_geometry() (trw.transforms.spatial_info.SpatialInfo method) (trw.transforms.SpatialInfo method) sub_tensor() (in module trw.utils) (in module trw.utils.sub_tensor) 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_max_samples.SequenceMaxSamples method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.sequence_sub_batch.SequenceSubBatch 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) (trw.train.SequenceSubBatch 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_max_samples.SequenceMaxSamples method) (trw.train.sequence_rebatch.SequenceReBatch method) (trw.train.sequence_sub_batch.SequenceSubBatch 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) (trw.train.SequenceSubBatch method) SubTensor (class in trw.layers) (class in trw.layers.sub_tensor) (class in trw.simple_layers) (class in trw.simple_layers.sub_tensor) Swish (in module trw.train.compatibility) SwishCompat (class in trw.train.compatibility) sync_groups_coordinates() (in module trw.reporting.reporting_bokeh_samples) SyncBatchNorm (trw.layers.layer_config.NormType attribute) (trw.layers.NormType attribute)

T

table_add_columns() (in module trw.reporting.table_sqlite) table_create() (in module trw.reporting.table_sqlite) table_drop() (in module trw.reporting.table_sqlite) table_insert() (in module trw.reporting.table_sqlite) table_truncate() (in module trw.reporting.table_sqlite) TableChangedDectector (class in trw.reporting.reporting_bokeh_tabs_dynamic_data) TableStream (class in trw.reporting) (class in trw.reporting.table_sqlite) TabsDynamicData (class in trw.reporting.reporting_bokeh_tabs_dynamic_data) TabsDynamicHeader (class in trw.reporting.reporting_bokeh_tabs_dynamic_header) Tensor (in module trw.basic_typing) TensorCX (in module trw.basic_typing) TensorN (in module trw.basic_typing) TensorNCX (in module trw.basic_typing) TensorNX (in module trw.basic_typing) TensorX (in module trw.basic_typing) TinyImageNet (class in trw.datasets) (class in trw.datasets.tiny_imagenet) to_value() (in module trw.utils) to_voxel_space_transform() (in module trw.transforms) (in module trw.transforms.affine) TORCH_CONVERSION (in module trw.transforms.transforms_cast) torch_linalg_norm (in module trw.train.compatibility) torch_requires() (in module trw.utils) (in module trw.utils.requires) torch_version (in module trw.train.compatibility) TorchTensorN (in module trw.basic_typing) TorchTensorNCX (in module trw.basic_typing) TorchTensorNX (in module trw.basic_typing) TorchTensorX (in module trw.basic_typing) total_variation_norm() (in module trw.train) (in module trw.train.losses) train_loop() (in module trw.train) (in module trw.train.trainer) train_transform() (in module trw.datasets.cyclegan) trainer_callbacks_per_batch() (in module trw.train.trainer) TrainerV2 (class in trw.train) (class in trw.train.trainer_v2) TrainingParameters (class in trw.train.options) transfer_batch_to_device() (in module trw.train) (in module trw.train.utilities) transfer_to_device() (in module trw.layers.shift_scale) Transform (class in trw.transforms) (class in trw.transforms.transforms) 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) TransformAffine (class in trw.transforms) (class in trw.transforms.transforms_affine) TransformBatchWithCriteria (class in trw.transforms) (class in trw.transforms.transforms) TransformCast (class in trw.transforms) (class in trw.transforms.transforms_cast) TransformCompose (class in trw.transforms) (class in trw.transforms.transforms_compose) TransformMoveToDevice (class in trw.transforms) (class in trw.transforms.transform_move_to_device) TransformNormalizeIntensity (class in trw.transforms) (class in trw.transforms.transforms_normalize_intensity) TransformOneOf (class in trw.transforms) (class in trw.transforms.transforms_one_of) TransformRandomCropPad (class in trw.transforms) (class in trw.transforms.transforms_random_crop_pad) TransformRandomCropResize (class in trw.transforms) (class in trw.transforms.transforms_random_crop_resize) TransformRandomCutout (class in trw.transforms) (class in trw.transforms.transforms_random_cutout) TransformRandomDeformation (class in trw.transforms) (class in trw.transforms.transforms_random_deformation) TransformRandomFlip (class in trw.transforms) (class in trw.transforms.transforms_random_flip) TransformResample (class in trw.transforms) (class in trw.transforms.transforms_resample) TransformResize (class in trw.transforms) (class in trw.transforms.transforms_resize) TransformResizeModuloCropPad (class in trw.transforms) (class in trw.transforms.transforms_resize_modulo_pad_crop) TransformSqueeze (class in trw.transforms) (class in trw.transforms.transforms_squeeze) TransformUnsqueeze (class in trw.transforms) (class in trw.transforms.transforms_unsqueeze) trw module trw.arch module trw.arch.darts_cell module trw.arch.darts_ops module trw.arch.darts_optimizer module trw.basic_typing module trw.callbacks module trw.callbacks.callback module trw.callbacks.callback_debug_processes module trw.callbacks.callback_early_stopping module trw.callbacks.callback_epoch_summary module trw.callbacks.callback_explain_decision module trw.callbacks.callback_export_classification_report module trw.callbacks.callback_export_convolution_kernel module trw.callbacks.callback_export_history module trw.callbacks.callback_learning_rate_finder module trw.callbacks.callback_learning_rate_recorder module trw.callbacks.callback_profiler module trw.callbacks.callback_reporting_augmentations module trw.callbacks.callback_reporting_best_metrics module trw.callbacks.callback_reporting_classification_errors module trw.callbacks.callback_reporting_dataset_summary module trw.callbacks.callback_reporting_epoch_summary module trw.callbacks.callback_reporting_export_samples module trw.callbacks.callback_reporting_layer_statistics module trw.callbacks.callback_reporting_layer_weights module trw.callbacks.callback_reporting_learning_rate_recorder module trw.callbacks.callback_reporting_model_summary module trw.callbacks.callback_reporting_start_server module trw.callbacks.callback_save_last_model module trw.callbacks.callback_skip_epoch module trw.callbacks.callback_tensorboard module trw.callbacks.callback_tensorboard_embedding module trw.callbacks.callback_tensorboard_record_history module trw.callbacks.callback_tensorboard_record_model module trw.callbacks.callback_worst_samples_by_epoch module trw.callbacks.callback_zip_sources module trw.datasets module trw.datasets.cifar10 module trw.datasets.cityscapes module trw.datasets.cyclegan module trw.datasets.dataset_fake_symbols module trw.datasets.dataset_fake_symbols_2d module trw.datasets.dataset_fake_symbols_3d module trw.datasets.facades module trw.datasets.medical_decathlon module trw.datasets.mnist module trw.datasets.mnist_cluttered module trw.datasets.name_nationality module trw.datasets.tiny_imagenet module trw.datasets.utils module trw.datasets.voc module trw.hparams module trw.hparams.creators module trw.hparams.interpret_params module trw.hparams.params module trw.hparams.params_optimizer module trw.hparams.params_optimizer_hyperband module trw.hparams.params_optimizer_random_search module trw.hparams.store module trw.layers module trw.layers.autoencoder_convolutional module trw.layers.autoencoder_convolutional_variational module trw.layers.autoencoder_convolutional_variational_conditional module trw.layers.backbone_decoder module trw.layers.blocks module trw.layers.convs module trw.layers.convs_2d module trw.layers.convs_3d module trw.layers.convs_transpose module trw.layers.crop_or_pad module trw.layers.deep_supervision module trw.layers.denses module

trw.layers.efficient_net module trw.layers.encoder_decoder_resnet module trw.layers.fcnn module trw.layers.flatten module trw.layers.gan module trw.layers.layer_config module trw.layers.non_local module trw.layers.ops_conversion module trw.layers.resnet_preact module trw.layers.shift_scale module trw.layers.sub_tensor module trw.layers.unet_attention module trw.layers.unet_base module trw.layers.utils module trw.metadata module trw.reporting module trw.reporting.bokeh_ui module trw.reporting.data_category module trw.reporting.export module trw.reporting.main module trw.reporting.normalize_data module trw.reporting.reporting_bokeh module trw.reporting.reporting_bokeh_graph module trw.reporting.reporting_bokeh_samples module trw.reporting.reporting_bokeh_tabs_dynamic_data module trw.reporting.reporting_bokeh_tabs_dynamic_header module trw.reporting.table_sqlite 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.simple_layers.sub_tensor module trw.train module trw.train.analysis_plots module trw.train.collate module trw.train.compatibility 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.job_executor2 module trw.train.losses module trw.train.meaningful_perturbation module trw.train.metrics module trw.train.optimizer_clipping module trw.train.optimizers module trw.train.optimizers_v2 module trw.train.options module trw.train.outputs_trw 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_max_samples module trw.train.sequence_rebatch module trw.train.sequence_sub_batch module trw.train.trainer module trw.train.trainer_v2 module trw.train.utilities module trw.transforms module trw.transforms.affine module trw.transforms.copy module trw.transforms.crop module trw.transforms.cutout_function module trw.transforms.deform module trw.transforms.flip module trw.transforms.normalize module trw.transforms.renormalize module trw.transforms.resample module trw.transforms.resize module trw.transforms.spatial_info module trw.transforms.stack module trw.transforms.transform_move_to_device module trw.transforms.transforms module trw.transforms.transforms_affine module trw.transforms.transforms_cast module trw.transforms.transforms_compose module trw.transforms.transforms_normalize_intensity module trw.transforms.transforms_one_of module trw.transforms.transforms_random_crop_pad module trw.transforms.transforms_random_crop_resize module trw.transforms.transforms_random_cutout module trw.transforms.transforms_random_deformation module trw.transforms.transforms_random_flip module trw.transforms.transforms_resample module trw.transforms.transforms_resize module trw.transforms.transforms_resize_modulo_pad_crop module trw.transforms.transforms_squeeze module trw.transforms.transforms_unsqueeze module trw.utils module trw.utils.batch_pad module trw.utils.batch_pad_minmax module trw.utils.clamp_n module trw.utils.flatten module trw.utils.global_pooling module trw.utils.graceful_killer module trw.utils.load_module module trw.utils.number_formatting module trw.utils.optional_import module trw.utils.requires module trw.utils.safe_filename module trw.utils.sub_tensor module trw.utils.upsample module

U

UNetAttention (in module trw.layers) (in module trw.layers.unet_attention) UNetBase (class in trw.layers) (class in trw.layers.unet_base) unicode_to_ascii() (in module trw.datasets.name_nationality) unsqueeze_fn() (in module trw.transforms.transforms_unsqueeze) Up (class in trw.layers.unet_base) update() (trw.callbacks.callback_save_last_model.ModelWithLowestMetric method) (trw.callbacks.callback_save_last_model.ModelWithLowestMetricBase method) (trw.callbacks.ModelWithLowestMetric method) (trw.reporting.reporting_bokeh_tabs_dynamic_data.TabsDynamicData method) (trw.reporting.reporting_bokeh_tabs_dynamic_header.TabsDynamicHeader method) update_best_so_far() (in module trw.callbacks.callback_epoch_summary) update_controls() (trw.reporting.reporting_bokeh_graph.PanelDataGraph method) (trw.reporting.reporting_bokeh_samples.PanelDataSamplesScatter method)

update_data() (trw.reporting.PanelDataSamplesTabular method) (trw.reporting.reporting_bokeh_graph.PanelDataGraph method) (trw.reporting.reporting_bokeh_samples.PanelDataSamplesScatter method) (trw.reporting.reporting_bokeh_samples.PanelDataSamplesTabular method) update_figure_data() (trw.reporting.reporting_bokeh_graph.PanelDataGraph static method) update_json_config() (in module trw.train.utilities) update_new_tables() (trw.reporting.reporting_bokeh_tabs_dynamic_header.TabsDynamicHeader method) update_relus() (trw.train.guided_back_propagation.GuidedBackprop method) (trw.train.GuidedBackprop method) UpResize (in module trw.layers.unet_base) upsample() (in module trw.utils) (in module trw.utils.upsample) upsample_mode() (in module trw.layers.ops_conversion) UpType (class in trw.layers.unet_base)

W

with_tensorboardX (in module trw.callbacks.callback_tensorboard), [1] worker() (in module trw.train.job_executor2)

WorkflowOptions (class in trw.train.options) WrapperModule (class in trw.simple_layers.compiled_net)

Z

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

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