Index

_

__call__() (ecgan.anomaly_detection.detector.detector_factory.AnomalyDetectorFactory method) __init__() (ecgan.anomaly_detection.detector.base_detector.AnomalyDetector method) (ecgan.anomaly_detection.detector.classification_detector.ArgmaxClassifierDetector method) (ecgan.anomaly_detection.detector.classification_detector.ClassificationDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANInverseAnomalyDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.ReconstructionDetector method) __weakref__ (ecgan.anomaly_detection.detector.detector_factory.AnomalyDetectorFactory attribute) _detect() (ecgan.anomaly_detection.detector.base_detector.AnomalyDetector method) (ecgan.anomaly_detection.detector.classification_detector.ArgmaxClassifierDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANInverseAnomalyDetector method)

_get_data_to_save() (ecgan.anomaly_detection.detector.base_detector.AnomalyDetector method) (ecgan.anomaly_detection.detector.classification_detector.ClassificationDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) _optimize_metric() (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) _reconstruct() (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANInverseAnomalyDetector method)

A

AdaBelief (class in ecgan.utils.optimizer) Adam (class in ecgan.utils.optimizer) adapt_learning_rate() (ecgan.anomaly_detection.reconstruction.InterpolationReconstructor method) advance_fold() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) advance_step() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) AEGAN (class in ecgan.modules.generative.aegan) AEGANDiscriminatorLoss (class in ecgan.utils.losses) AEGANGeneratorLoss (class in ecgan.utils.losses) AnomalyDetectionConfig (class in ecgan.config.configs) AnomalyDetectionStrategies (class in ecgan.utils.custom_types) AnomalyDetector (class in ecgan.anomaly_detection.detector.base_detector)

AnomalyDetectorFactory (class in ecgan.anomaly_detection.detector.detector_factory) AnomalyManager (class in ecgan.anomaly_detection.anomaly_manager) apply_gp() (ecgan.utils.losses.WassersteinDiscriminatorLoss static method) apply_input_normalization() (in module ecgan.networks.helpers) ArgmaxClassifierDetector (class in ecgan.anomaly_detection.detector.classification_detector) Artifact (class in ecgan.utils.artifacts) assert_and_reshape_dim() (in module ecgan.utils.embeddings) Attribs (ecgan.config.configs.InverseConfig attribute) AUROCMetric (class in ecgan.evaluation.metrics.classification) AutoEncoderLoss (class in ecgan.utils.losses) AvgPrecisionMetric (class in ecgan.evaluation.metrics.classification)

B

BaseClassifier (class in ecgan.modules.classifiers.base) BaseCNNConfig (class in ecgan.config.dataclasses) BaseDataset (class in ecgan.training.datasets) BaseEncoderGANModule (class in ecgan.modules.generative.base.encoder_gan_module) BaseGANModule (class in ecgan.modules.generative.base.gan_module) BaseGenerativeModule (class in ecgan.modules.generative.base.generative_module) BaseModule (class in ecgan.modules.base) BaseOptimizer (class in ecgan.utils.optimizer) BasePlotter (class in ecgan.visualization.plotter) BasePreprocessor (class in ecgan.preprocessing.preprocessor)

BaseRNNConfig (class in ecgan.config.dataclasses) BaseSampler (class in ecgan.utils.sampler) BaseTracker (class in ecgan.evaluation.tracker.base_tracker) BceDiscriminatorLoss (class in ecgan.utils.losses) BceGeneratorLoss (class in ecgan.utils.losses) BCELoss (class in ecgan.utils.losses) BeatganDiscriminator (class in ecgan.networks.beatgan) BeatganGenerator (class in ecgan.networks.beatgan) BeatganInverseEncoder (class in ecgan.networks.beatgan) boxplot() (in module ecgan.visualization.evaluation)

C

calc_conv_output() (in module ecgan.utils.miscellaneous) calc_pool_output() (in module ecgan.utils.miscellaneous) calculate() (ecgan.evaluation.metrics.classification.AUROCMetric method) (ecgan.evaluation.metrics.classification.AvgPrecisionMetric method) (ecgan.evaluation.metrics.classification.ClassificationMetric method) (ecgan.evaluation.metrics.classification.FScoreMetric method) (ecgan.evaluation.metrics.classification.MCCMetric method) (ecgan.utils.distances.DistanceMetric method) (ecgan.utils.distances.L1Distance method) (ecgan.utils.distances.L2Distance method) (ecgan.utils.distances.MinkowskiDistance method) (ecgan.utils.distances.RGANMedianPairwiseDistance method) (ecgan.utils.reconstruction_criteria.CosineSimilarityCriterion method) (ecgan.utils.reconstruction_criteria.RBFSimilarityCriterion method) (ecgan.utils.reconstruction_criteria.RganMmdCriterion method) (ecgan.utils.reconstruction_criteria.SimilarityCriterions method) calculate_pca() (in module ecgan.utils.embeddings) calculate_tsne() (in module ecgan.utils.embeddings) calculate_umap() (in module ecgan.utils.embeddings) check_for_dead_sensor() (ecgan.preprocessing.cleansing.DataCleanser static method) check_for_faulty_sensor() (ecgan.preprocessing.cleansing.DataCleanser method) check_for_nan() (ecgan.preprocessing.cleansing.DataCleanser method) check_shape() (ecgan.preprocessing.cleansing.DataCleanser method) choose_class() (ecgan.anomaly_detection.detector.detector_factory.AnomalyDetectorFactory static method) (ecgan.config.configs.DetectionConfigFactory static method) (ecgan.config.configs.ModuleConfigFactory static method) (ecgan.config.configs.PreprocessingConfigFactory static method) (ecgan.preprocessing.data_retrieval.DataRetrieverFactory static method) (ecgan.visualization.plotter.PlotterFactory static method) ClassificationDetector (class in ecgan.anomaly_detection.detector.classification_detector) ClassificationMetric (class in ecgan.evaluation.metrics.classification) ClassificationMetricFactory (class in ecgan.evaluation.metrics.classification) classifier (ecgan.modules.classifiers.nn_classifier.NNClassifier property) classify() (ecgan.modules.classifiers.base.BaseClassifier method) (ecgan.modules.classifiers.nn_classifier.NNClassifier method) close() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) (ecgan.evaluation.tracker.local_tracker.LocalTracker method) (ecgan.evaluation.tracker.wb_tracker.WBTracker method) CMUMoCapDataRetriever (class in ecgan.preprocessing.data_retrieval) CMUMoCapDataset (class in ecgan.utils.datasets) CMUMoCapPreprocessor (class in ecgan.preprocessing.preprocessor) CNNClassifier (class in ecgan.modules.classifiers.nn_classifier) collate_metrics() (ecgan.evaluation.tracker.base_tracker.BaseTracker static method) Config (class in ecgan.config.configs) config_parser() (in module ecgan.utils.parser) Configurable (class in ecgan.utils.configurable) ConfigurableTorchModule (class in ecgan.utils.configurable) configure() (ecgan.anomaly_detection.detector.classification_detector.ArgmaxClassifierDetector static method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector static method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANInverseAnomalyDetector static method) (ecgan.config.configs.AnomalyDetectionConfig static method) (ecgan.config.dataclasses.PreprocessingConfig static method) (ecgan.config.dataclasses.SinePreprocessingConfig static method) (ecgan.config.dataclasses.SyntheticPreprocessingConfig static method) (ecgan.config.dataclasses.TrainerConfig static method) (ecgan.modules.classifiers.nn_classifier.CNNClassifier static method) (ecgan.modules.classifiers.nn_classifier.RNNClassifier static method) (ecgan.modules.generative.aegan.AEGAN static method) (ecgan.modules.generative.base.gan_module.BaseGANModule static method) (ecgan.modules.generative.dcgan.DCGAN static method) (ecgan.modules.generative.rdcgan.RDCGAN static method) (ecgan.modules.generative.rgan.RGAN static method) (ecgan.modules.generative.vaegan.VAEGAN static method) (ecgan.modules.inverse_mapping.vanilla_inverse_mapping.SimpleGANInverseMapping static method) (ecgan.networks.beatgan.BeatganDiscriminator static method) (ecgan.networks.beatgan.BeatganGenerator static method) (ecgan.networks.beatgan.BeatganInverseEncoder static method) (ecgan.networks.cnn.ConvolutionalNeuralNetwork static method) (ecgan.networks.cnn.DownsampleCNN static method) (ecgan.networks.dcgan.DCGANDiscriminator static method) (ecgan.networks.dcgan.DCGANGenerator static method) (ecgan.networks.rgan.RGANDiscriminator static method) (ecgan.networks.rgan.RGANGenerator static method) (ecgan.networks.rnn.RecurrentNeuralNetwork static method) (ecgan.networks.vaegan.VAEEncoder static method) (ecgan.preprocessing.data_retrieval.CMUMoCapDataRetriever static method) (ecgan.preprocessing.data_retrieval.DataRetriever static method) (ecgan.preprocessing.data_retrieval.ElectricDevicesDataRetriever static method) (ecgan.preprocessing.data_retrieval.ExtendedCMUMoCapDataRetriever static method) (ecgan.preprocessing.data_retrieval.MitbihBeatganDataRetriever static method) (ecgan.preprocessing.data_retrieval.MitbihDataRetriever static method) (ecgan.preprocessing.data_retrieval.MitbihExtractedBeatsDataRetriever static method) (ecgan.preprocessing.data_retrieval.PtbExtractedBeatsDataRetriever static method) (ecgan.preprocessing.data_retrieval.ShaoxingDataRetriever static method) (ecgan.preprocessing.data_retrieval.SineDataRetriever static method) (ecgan.preprocessing.data_retrieval.WaferDataRetriever static method) (ecgan.utils.configurable.Configurable static method) (ecgan.utils.configurable.ConfigurableTorchModule static method) (ecgan.utils.losses.AEGANDiscriminatorLoss static method) (ecgan.utils.losses.AEGANGeneratorLoss static method) (ecgan.utils.losses.AutoEncoderLoss static method) (ecgan.utils.losses.BceDiscriminatorLoss static method) (ecgan.utils.losses.BceGeneratorLoss static method) (ecgan.utils.losses.BCELoss static method) (ecgan.utils.losses.CrossEntropyLoss static method) (ecgan.utils.losses.GANBaseLoss static method) (ecgan.utils.losses.KLLoss static method) (ecgan.utils.losses.L2Loss static method) (ecgan.utils.losses.SupervisedLoss static method) (ecgan.utils.losses.VAEGANGeneratorLoss static method) (ecgan.utils.losses.VariationalAutoEncoderLoss static method) (ecgan.utils.losses.WassersteinDiscriminatorLoss static method) (ecgan.utils.losses.WassersteinGeneratorLoss static method) (ecgan.utils.optimizer.AdaBelief static method) (ecgan.utils.optimizer.Adam static method) (ecgan.utils.optimizer.BaseOptimizer static method) (ecgan.utils.optimizer.Momentum static method) (ecgan.utils.optimizer.RMSprop static method) (ecgan.utils.optimizer.StochasticGradientDescent static method)

conv1d_block() (in module ecgan.networks.helpers) conv1d_trans_block() (in module ecgan.networks.helpers) conv_norm_relu() (in module ecgan.networks.helpers) convert_wandb_config() (in module ecgan.utils.miscellaneous) ConvolutionalNeuralNetwork (class in ecgan.networks.cnn) CosineSimilarityCriterion (class in ecgan.utils.reconstruction_criteria) count_nonzero() (in module ecgan.utils.label) create_5_hidden_layer_convnet() (in module ecgan.networks.helpers) create_embedding() (ecgan.anomaly_detection.anomaly_manager.AnomalyManager method) create_error_plot() (ecgan.visualization.plotter.BasePlotter static method) create_histogram() (ecgan.visualization.plotter.BasePlotter static method) create_plot() (ecgan.visualization.plotter.BasePlotter method) (ecgan.visualization.plotter.FourierPlotter method) create_splits() (in module ecgan.utils.splitting) create_transpose_conv_net() (in module ecgan.networks.helpers) criterion (ecgan.modules.classifiers.nn_classifier.NNClassifier property) criterion_disc (ecgan.modules.generative.aegan.AEGAN property) (ecgan.modules.generative.base.gan_module.BaseGANModule property) criterion_gen (ecgan.modules.generative.aegan.AEGAN property) (ecgan.modules.generative.base.gan_module.BaseGANModule property) (ecgan.modules.generative.vaegan.VAEGAN property) CrossEntropyLoss (class in ecgan.utils.losses)

D

DataCleanser (class in ecgan.preprocessing.cleansing) DataRetriever (class in ecgan.preprocessing.data_retrieval) DataRetrieverFactory (class in ecgan.preprocessing.data_retrieval) DataSampler (class in ecgan.utils.sampler) Dataset (class in ecgan.utils.datasets) DatasetFactory (class in ecgan.utils.datasets) DataTransformation (class in ecgan.utils.transformation) DCGAN (class in ecgan.modules.generative.dcgan) DCGANDiscriminator (class in ecgan.networks.dcgan) DCGANGenerator (class in ecgan.networks.dcgan) detect() (ecgan.anomaly_detection.detector.base_detector.AnomalyDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) (in module ecgan.manager) detection_parser() (in module ecgan.utils.parser) DetectionConfig (class in ecgan.config.dataclasses) DetectionConfigFactory (class in ecgan.config.configs)

discriminate() (ecgan.anomaly_detection.anomaly_assessment.FeatureMatchingInferenceDiscriminator method) (ecgan.anomaly_detection.anomaly_assessment.InferenceDiscriminator method) (ecgan.anomaly_detection.anomaly_assessment.LogInferenceDiscriminator method) (ecgan.anomaly_detection.anomaly_assessment.RawInferenceDiscriminator method) DiscriminationStrategy (class in ecgan.utils.custom_types) discriminator (ecgan.modules.generative.base.gan_module.BaseGANModule property) discriminator_sampler (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule property) (ecgan.modules.generative.base.gan_module.BaseGANModule property) DiscriminatorFactory (class in ecgan.anomaly_detection.anomaly_assessment) DiscriminatorSampler (class in ecgan.utils.sampler) DistanceMetric (class in ecgan.utils.distances) downsample_largest_triangle_three_buckets() (in module ecgan.preprocessing.sampling) DownsampleCNN (class in ecgan.networks.cnn) downsampling_fixed_sample_rate() (in module ecgan.preprocessing.sampling) draw_interpolation_path() (ecgan.anomaly_detection.embedder.Embedder method) (ecgan.anomaly_detection.embedder.UMAPEmbedder method)

E

ecgan.anomaly_detection.anomaly_assessment module ecgan.anomaly_detection.anomaly_manager module ecgan.anomaly_detection.detector module ecgan.anomaly_detection.detector.base_detector module ecgan.anomaly_detection.detector.classification_detector module ecgan.anomaly_detection.detector.detector_factory module ecgan.anomaly_detection.detector.reconstruction_detector module ecgan.anomaly_detection.embedder module ecgan.anomaly_detection.reconstruction module ecgan.cli module ecgan.config module ecgan.config.configs module ecgan.config.dataclasses module ecgan.config.global_cfg module ecgan.config.helpers module ecgan.config.initialization module ecgan.config.nested_dataclass module ecgan.evaluation.metrics module ecgan.evaluation.metrics.classification module ecgan.evaluation.metrics.mmd module ecgan.evaluation.metrics.tstr module ecgan.evaluation.optimization module ecgan.evaluation.tracker module ecgan.evaluation.tracker.base_tracker module ecgan.evaluation.tracker.local_tracker module ecgan.evaluation.tracker.tracker_factory module ecgan.evaluation.tracker.wb_tracker module ecgan.manager module ecgan.modules.base module ecgan.modules.classifiers.base module ecgan.modules.classifiers.nn_classifier module ecgan.modules.generative.aegan module ecgan.modules.generative.base.encoder_gan_module module ecgan.modules.generative.base.gan_module module ecgan.modules.generative.base.generative_module module ecgan.modules.generative.dcgan module ecgan.modules.generative.rdcgan module ecgan.modules.generative.rgan module ecgan.modules.generative.vaegan module ecgan.modules.inverse_mapping.inverse_mapping module ecgan.modules.inverse_mapping.inversion module ecgan.modules.inverse_mapping.vanilla_inverse_mapping module ecgan.networks module ecgan.networks.beatgan module ecgan.networks.cnn module

ecgan.networks.dcgan module ecgan.networks.helpers module ecgan.networks.rgan module ecgan.networks.rnn module ecgan.networks.vaegan module ecgan.preprocessing module ecgan.preprocessing.cleansing module ecgan.preprocessing.data_retrieval module ecgan.preprocessing.preprocessor module ecgan.preprocessing.sampling module ecgan.training module ecgan.training.datasets module ecgan.training.trainer module ecgan.utils.artifacts module ecgan.utils.configurable module ecgan.utils.custom_types module ecgan.utils.datasets module ecgan.utils.distances module ecgan.utils.distributions module ecgan.utils.embeddings module ecgan.utils.interpolation module ecgan.utils.label module ecgan.utils.layers module ecgan.utils.log module ecgan.utils.losses module ecgan.utils.miscellaneous module ecgan.utils.optimizer module ecgan.utils.parser module ecgan.utils.plotting module ecgan.utils.reconstruction_criteria module ecgan.utils.sampler module ecgan.utils.splitting module ecgan.utils.timer module ecgan.utils.transformation module ecgan.visualization module ecgan.visualization.evaluation module ecgan.visualization.plotter module ElectricDevicesDataRetriever (class in ecgan.preprocessing.data_retrieval) ElectricDevicesDataset (class in ecgan.utils.datasets) ElectricDevicesPreprocessor (class in ecgan.preprocessing.preprocessor) embed() (ecgan.anomaly_detection.embedder.Embedder method) embed_test() (ecgan.anomaly_detection.embedder.Embedder method) Embedder (class in ecgan.anomaly_detection.embedder) EncoderBasedGeneratorSampler (class in ecgan.utils.sampler) EncoderDecoderSampler (class in ecgan.utils.sampler) evaluate_performance() (ecgan.anomaly_detection.anomaly_manager.AnomalyManager method) ExtendedCMUMoCapDataRetriever (class in ecgan.preprocessing.data_retrieval) ExtendedCMUMoCapDataset (class in ecgan.utils.datasets) ExtendedCMUMoCapPreprocessor (class in ecgan.preprocessing.preprocessor) extract_data() (ecgan.preprocessing.data_retrieval.ElectricDevicesDataRetriever method) (ecgan.preprocessing.data_retrieval.MitbihBeatganDataRetriever method) (ecgan.preprocessing.data_retrieval.ShaoxingDataRetriever method) (ecgan.preprocessing.data_retrieval.UrlDataRetriever method) ExtractedBeatsPreprocessor (class in ecgan.preprocessing.preprocessor)

F

FeatureDiscriminatorSampler (class in ecgan.utils.sampler) FeatureMatchingInferenceDiscriminator (class in ecgan.anomaly_detection.anomaly_assessment) FFTTransformation (class in ecgan.utils.transformation) FileArtifact (class in ecgan.utils.artifacts) fit() (ecgan.evaluation.metrics.tstr.TSTRClassifier method) (ecgan.evaluation.metrics.tstr.TSTRCNN method) (ecgan.evaluation.metrics.tstr.TSTRRandomForest method) (ecgan.evaluation.metrics.tstr.TSTRSVM method) (ecgan.training.trainer.Trainer method) (ecgan.utils.transformation.DataTransformation method) fit_transform() (ecgan.utils.transformation.DataTransformation method) forward() (ecgan.networks.beatgan.BeatganDiscriminator method) (ecgan.networks.beatgan.BeatganGenerator method) (ecgan.networks.beatgan.BeatganInverseEncoder method) (ecgan.networks.cnn.ConvolutionalNeuralNetwork method) (ecgan.networks.cnn.DownsampleCNN method) (ecgan.networks.dcgan.DCGANDiscriminator method) (ecgan.networks.dcgan.DCGANGenerator method) (ecgan.networks.rgan.RGANDiscriminator method) (ecgan.networks.rgan.RGANGenerator method) (ecgan.networks.rnn.RecurrentNeuralNetwork method) (ecgan.networks.vaegan.VAEEncoder method) (ecgan.utils.layers.MinibatchDiscrimination method) (ecgan.utils.layers.MinibatchDiscriminationSimple static method) (ecgan.utils.losses.AEGANDiscriminatorLoss method) (ecgan.utils.losses.AEGANGeneratorLoss method) (ecgan.utils.losses.AutoEncoderLoss method) (ecgan.utils.losses.BceDiscriminatorLoss method) (ecgan.utils.losses.BceGeneratorLoss method) (ecgan.utils.losses.GANBaseLoss method) (ecgan.utils.losses.KLLoss static method) (ecgan.utils.losses.SupervisedLoss method) (ecgan.utils.losses.VAEGANGeneratorLoss method) (ecgan.utils.losses.VariationalAutoEncoderLoss method) (ecgan.utils.losses.WassersteinDiscriminatorLoss method) (ecgan.utils.losses.WassersteinGeneratorLoss method)

FourierPlotter (class in ecgan.visualization.plotter) from_config() (ecgan.visualization.plotter.PlotterFactory static method) FScoreMetric (class in ecgan.evaluation.metrics.classification)

G

GANAnomalyDetector (class in ecgan.anomaly_detection.detector.reconstruction_detector) GANBaseLoss (class in ecgan.utils.losses) GANInverseAnomalyDetector (class in ecgan.anomaly_detection.detector.reconstruction_detector) GANLossFactory (class in ecgan.utils.losses) gaussian_kernel() (ecgan.evaluation.metrics.mmd.MaxMeanDiscrepancy method) generate_config_file() (ecgan.config.configs.Config method) generate_seed() (in module ecgan.utils.miscellaneous) generator (ecgan.modules.generative.base.gan_module.BaseGANModule property) generator_sampler (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule property) (ecgan.modules.generative.base.gan_module.BaseGANModule property) (ecgan.modules.generative.vaegan.VAEGAN property) GeneratorSampler (class in ecgan.utils.sampler) get_() (in module ecgan.config.helpers) get_anomaly_score() (in module ecgan.anomaly_detection.anomaly_assessment) get_classification_metrics() (ecgan.modules.classifiers.base.BaseClassifier static method) get_dataset_size() (ecgan.utils.sampler.DataSampler method) get_global_ad_config() (in module ecgan.config.global_cfg) get_global_config() (in module ecgan.config.global_cfg) get_global_inv_config() (in module ecgan.config.global_cfg) get_global_inv_config_attribs() (in module ecgan.config.global_cfg) get_gradient_penalty() (ecgan.utils.losses.WassersteinDiscriminatorLoss method) get_initial_embedding() (ecgan.anomaly_detection.embedder.Embedder method) (ecgan.anomaly_detection.embedder.UMAPEmbedder method) get_interpolated_samples() (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule method)

get_inv_run_config() (in module ecgan.config.helpers) get_kl_weight() (ecgan.modules.generative.vaegan.VAEGAN method) get_meta() (ecgan.preprocessing.data_retrieval.ElectricDevicesDataRetriever method) (ecgan.preprocessing.data_retrieval.MitbihBeatganDataRetriever method) (ecgan.preprocessing.data_retrieval.ShaoxingDataRetriever method) (ecgan.preprocessing.data_retrieval.UrlDataRetriever method) get_mmd() (ecgan.modules.generative.base.generative_module.BaseGenerativeModule method) get_model_path() (in module ecgan.config.helpers) get_num_workers() (in module ecgan.utils.miscellaneous) get_params() (ecgan.utils.transformation.MinMaxTransformation method) get_plot() (ecgan.anomaly_detection.embedder.Embedder method) (ecgan.anomaly_detection.embedder.UMAPEmbedder method) get_pointwise_anomaly_score_anogan() (in module ecgan.anomaly_detection.anomaly_assessment) get_reconstructed_data() (ecgan.anomaly_detection.detector.reconstruction_detector.ReconstructionDetector method) get_reconstruction_criterion() (in module ecgan.utils.reconstruction_criteria) get_run_config() (in module ecgan.config.helpers) get_sample() (ecgan.modules.generative.aegan.AEGAN method) (ecgan.modules.generative.base.gan_module.BaseGANModule method) (ecgan.modules.generative.base.generative_module.BaseGenerativeModule method) get_sampling_grid() (ecgan.visualization.plotter.BasePlotter method) (ecgan.visualization.plotter.FourierPlotter method) get_split() (ecgan.training.trainer.Trainer method) get_transformation() (in module ecgan.utils.transformation) get_tstr() (ecgan.modules.generative.base.generative_module.BaseGenerativeModule method) get_weighted_error() (in module ecgan.evaluation.optimization)

I

ImageArtifact (class in ecgan.utils.artifacts) infer_sigma() (ecgan.evaluation.metrics.mmd.MaxMeanDiscrepancy method) InferenceDiscriminator (class in ecgan.anomaly_detection.anomaly_assessment) init() (in module ecgan.manager) init_parser() (in module ecgan.utils.parser) initialize_batchnorm() (in module ecgan.utils.layers) initialize_weights() (in module ecgan.utils.layers) InputNormalization (class in ecgan.utils.custom_types) interpolate() (in module ecgan.preprocessing.sampling) InterpolationReconstructor (class in ecgan.anomaly_detection.reconstruction)

inverse() (in module ecgan.manager) inverse_parser() (in module ecgan.utils.parser) inverse_train() (in module ecgan.modules.inverse_mapping.inversion) InverseConfig (class in ecgan.config.configs) InverseMappingReconstructor (class in ecgan.anomaly_detection.reconstruction) InverseMappingType (class in ecgan.utils.custom_types) invert() (ecgan.modules.inverse_mapping.inverse_mapping.InvertibleBaseModule method) (ecgan.modules.inverse_mapping.vanilla_inverse_mapping.SimpleGANInverseMapping method) InvertibleBaseModule (class in ecgan.modules.inverse_mapping.inverse_mapping) is_normalization_layer() (in module ecgan.utils.layers) is_wandb_model_link() (in module ecgan.utils.miscellaneous)

K

KaggleDataRetriever (class in ecgan.preprocessing.data_retrieval)

KLLoss (class in ecgan.utils.losses)

L

L1Distance (class in ecgan.utils.distances) L2Distance (class in ecgan.utils.distances) L2Loss (class in ecgan.utils.losses) label() (in module ecgan.utils.label) label_absolute() (in module ecgan.utils.label) label_data_by_summation() (in module ecgan.utils.label) label_data_by_variance() (in module ecgan.utils.label) label_generated_data_pointwise() (in module ecgan.utils.label) label_score_get_best() (in module ecgan.evaluation.optimization) LabelingStrategy (class in ecgan.utils.custom_types) latent_walk() (in module ecgan.utils.interpolation) LatentDistribution (class in ecgan.utils.custom_types) LatentDistributionFactory (class in ecgan.utils.sampler) list_from_tuple_list() (in module ecgan.utils.miscellaneous) load() (ecgan.anomaly_detection.detector.base_detector.AnomalyDetector method) (ecgan.anomaly_detection.detector.classification_detector.ClassificationDetector method) (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) (ecgan.modules.base.BaseModule method) (ecgan.modules.classifiers.nn_classifier.NNClassifier method) (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule method) (ecgan.modules.generative.base.gan_module.BaseGANModule method) (ecgan.modules.inverse_mapping.inverse_mapping.InvertibleBaseModule method) (ecgan.preprocessing.data_retrieval.DataRetriever method) (ecgan.preprocessing.data_retrieval.KaggleDataRetriever method) (ecgan.preprocessing.data_retrieval.SineDataRetriever method) (ecgan.preprocessing.data_retrieval.UrlDataRetriever method)

load_config() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) (ecgan.evaluation.tracker.local_tracker.LocalTracker method) (ecgan.evaluation.tracker.wb_tracker.WBTracker method) load_existing_optim() (ecgan.utils.optimizer.BaseOptimizer method) load_model() (in module ecgan.utils.miscellaneous) load_pickle() (in module ecgan.utils.miscellaneous) load_pickle_numpy() (in module ecgan.utils.miscellaneous) load_split() (in module ecgan.utils.splitting) load_wandb_config() (in module ecgan.utils.miscellaneous) load_yml() (in module ecgan.utils.miscellaneous) LocalTracker (class in ecgan.evaluation.tracker.local_tracker) log_artifacts() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) (ecgan.evaluation.tracker.local_tracker.LocalTracker method) (ecgan.evaluation.tracker.wb_tracker.WBTracker method) log_checkpoint() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) (ecgan.evaluation.tracker.local_tracker.LocalTracker method) (ecgan.evaluation.tracker.wb_tracker.WBTracker method) log_config() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) (ecgan.evaluation.tracker.local_tracker.LocalTracker method) (ecgan.evaluation.tracker.wb_tracker.WBTracker method) log_metrics() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) (ecgan.evaluation.tracker.local_tracker.LocalTracker method) (ecgan.evaluation.tracker.wb_tracker.WBTracker method) LogInferenceDiscriminator (class in ecgan.anomaly_detection.anomaly_assessment) LossConfig (class in ecgan.config.dataclasses) Losses (class in ecgan.utils.custom_types)

M

matplotlib_prep() (in module ecgan.visualization.plotter) matplotlib_render_to_array() (in module ecgan.utils.plotting) MaxMeanDiscrepancy (class in ecgan.evaluation.metrics.mmd) MCCMetric (class in ecgan.evaluation.metrics.classification) merge_dicts() (in module ecgan.utils.miscellaneous) MetricOptimization (class in ecgan.utils.custom_types) MetricType (class in ecgan.utils.custom_types) MinibatchDiscrimination (class in ecgan.utils.layers) MinibatchDiscriminationSimple (class in ecgan.utils.layers) MinkowskiDistance (class in ecgan.utils.distances) MinMaxTransformation (class in ecgan.utils.transformation) MitbihBeatganDataRetriever (class in ecgan.preprocessing.data_retrieval) MitbihBeatganDataset (class in ecgan.utils.datasets) MitbihBeatganPreprocessor (class in ecgan.preprocessing.preprocessor) MitbihDataRetriever (class in ecgan.preprocessing.data_retrieval) MitbihDataset (class in ecgan.utils.datasets) MitbihExtractedBeatsDataRetriever (class in ecgan.preprocessing.data_retrieval) MitbihExtractedBeatsDataset (class in ecgan.utils.datasets) MitbihExtractedBeatsPreprocessor (class in ecgan.preprocessing.preprocessor) mixed_split() (in module ecgan.utils.splitting) module ecgan.anomaly_detection.anomaly_assessment ecgan.anomaly_detection.anomaly_manager ecgan.anomaly_detection.detector ecgan.anomaly_detection.detector.base_detector ecgan.anomaly_detection.detector.classification_detector ecgan.anomaly_detection.detector.detector_factory ecgan.anomaly_detection.detector.reconstruction_detector ecgan.anomaly_detection.embedder ecgan.anomaly_detection.reconstruction ecgan.cli ecgan.config ecgan.config.configs ecgan.config.dataclasses ecgan.config.global_cfg ecgan.config.helpers ecgan.config.initialization ecgan.config.nested_dataclass ecgan.evaluation.metrics ecgan.evaluation.metrics.classification ecgan.evaluation.metrics.mmd ecgan.evaluation.metrics.tstr ecgan.evaluation.optimization ecgan.evaluation.tracker ecgan.evaluation.tracker.base_tracker ecgan.evaluation.tracker.local_tracker ecgan.evaluation.tracker.tracker_factory ecgan.evaluation.tracker.wb_tracker ecgan.manager ecgan.modules.base ecgan.modules.classifiers.base ecgan.modules.classifiers.nn_classifier ecgan.modules.generative.aegan ecgan.modules.generative.base.encoder_gan_module ecgan.modules.generative.base.gan_module ecgan.modules.generative.base.generative_module ecgan.modules.generative.dcgan ecgan.modules.generative.rdcgan ecgan.modules.generative.rgan ecgan.modules.generative.vaegan ecgan.modules.inverse_mapping.inverse_mapping ecgan.modules.inverse_mapping.inversion ecgan.modules.inverse_mapping.vanilla_inverse_mapping ecgan.networks ecgan.networks.beatgan ecgan.networks.cnn ecgan.networks.dcgan ecgan.networks.helpers ecgan.networks.rgan ecgan.networks.rnn ecgan.networks.vaegan ecgan.preprocessing ecgan.preprocessing.cleansing ecgan.preprocessing.data_retrieval ecgan.preprocessing.preprocessor ecgan.preprocessing.sampling ecgan.training ecgan.training.datasets ecgan.training.trainer ecgan.utils.artifacts ecgan.utils.configurable ecgan.utils.custom_types ecgan.utils.datasets ecgan.utils.distances ecgan.utils.distributions ecgan.utils.embeddings ecgan.utils.interpolation ecgan.utils.label ecgan.utils.layers ecgan.utils.log ecgan.utils.losses ecgan.utils.miscellaneous ecgan.utils.optimizer ecgan.utils.parser ecgan.utils.plotting ecgan.utils.reconstruction_criteria ecgan.utils.sampler ecgan.utils.splitting ecgan.utils.timer ecgan.utils.transformation ecgan.visualization ecgan.visualization.evaluation ecgan.visualization.plotter

ModuleConfigFactory (class in ecgan.config.configs) Momentum (class in ecgan.utils.optimizer)

N

nested_dataclass() (in module ecgan.config.nested_dataclass) nested_dataclass_asdict() (in module ecgan.config.nested_dataclass) nested_list_from_dict_list() (in module ecgan.utils.miscellaneous)

NNClassifier (class in ecgan.modules.classifiers.nn_classifier) NormalInitializationConfig (class in ecgan.config.dataclasses) NoTransformation (class in ecgan.utils.transformation)

O

on_epoch_end() (ecgan.modules.base.BaseModule method) (ecgan.modules.classifiers.nn_classifier.NNClassifier method) (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule method) (ecgan.modules.generative.base.gan_module.BaseGANModule method) (ecgan.modules.inverse_mapping.vanilla_inverse_mapping.SimpleGANInverseMapping method) ones() (in module ecgan.utils.sampler) optim_disc (ecgan.modules.generative.base.gan_module.BaseGANModule property) optim_gen (ecgan.modules.generative.base.gan_module.BaseGANModule property)

optimize() (ecgan.utils.optimizer.BaseOptimizer method) optimize_grid_search() (in module ecgan.evaluation.optimization) optimize_metric() (in module ecgan.evaluation.optimization) optimize_svm() (in module ecgan.evaluation.optimization) optimize_tau_single_error() (in module ecgan.evaluation.optimization) optimizer (ecgan.modules.classifiers.nn_classifier.NNClassifier property) OptimizerConfig (class in ecgan.config.dataclasses) OptimizerFactory (class in ecgan.utils.optimizer) Optimizers (class in ecgan.utils.custom_types)

P

plot_interpolation_path() (ecgan.visualization.plotter.ScatterPlotter static method) plot_scatter() (ecgan.visualization.plotter.ScatterPlotter static method) PlotterFactory (class in ecgan.visualization.plotter) PlotterType (class in ecgan.utils.custom_types) predict() (ecgan.evaluation.metrics.tstr.TSTRClassifier method) (ecgan.evaluation.metrics.tstr.TSTRCNN method) (ecgan.evaluation.metrics.tstr.TSTRRandomForest method) (ecgan.evaluation.metrics.tstr.TSTRSVM method) prepare_data() (ecgan.training.trainer.Trainer static method) preprocess() (ecgan.preprocessing.preprocessor.BasePreprocessor method) (ecgan.preprocessing.preprocessor.CMUMoCapPreprocessor method) (ecgan.preprocessing.preprocessor.ElectricDevicesPreprocessor method) (ecgan.preprocessing.preprocessor.ExtendedCMUMoCapPreprocessor method) (ecgan.preprocessing.preprocessor.ExtractedBeatsPreprocessor method) (ecgan.preprocessing.preprocessor.MitbihBeatganPreprocessor method) (ecgan.preprocessing.preprocessor.ShaoxingPreprocessor method) (ecgan.preprocessing.preprocessor.WaferPreprocessor method) (in module ecgan.manager)

PreprocessingConfig (class in ecgan.config.dataclasses) PreprocessingConfigFactory (class in ecgan.config.configs) PreprocessorFactory (class in ecgan.preprocessing.preprocessor) print_metric() (ecgan.modules.base.BaseModule class method) PtbExtractedBeatsDataRetriever (class in ecgan.preprocessing.data_retrieval) PTBExtractedBeatsDataset (class in ecgan.utils.datasets) PtbExtractedBeatsPreprocessor (class in ecgan.preprocessing.preprocessor)

Q

query_svm() (in module ecgan.evaluation.optimization)

R

RawInferenceDiscriminator (class in ecgan.anomaly_detection.anomaly_assessment) rbf_kernel() (in module ecgan.utils.reconstruction_criteria) RBFSimilarityCriterion (class in ecgan.utils.reconstruction_criteria) RDCGAN (class in ecgan.modules.generative.rdcgan) reconstruct() (ecgan.anomaly_detection.reconstruction.InterpolationReconstructor method) (ecgan.anomaly_detection.reconstruction.InverseMappingReconstructor method) (ecgan.anomaly_detection.reconstruction.Reconstructor method) ReconstructionDetector (class in ecgan.anomaly_detection.detector.reconstruction_detector) ReconstructionType (class in ecgan.utils.custom_types) Reconstructor (class in ecgan.anomaly_detection.reconstruction) ReconstructorFactory (class in ecgan.anomaly_detection.reconstruction) RecurrentNeuralNetwork (class in ecgan.networks.rnn) resample() (in module ecgan.preprocessing.sampling) retrieve_fold_from_existing_split() (in module ecgan.preprocessing.data_retrieval)

retrieve_labels_from_weights() (in module ecgan.evaluation.optimization) retrieve_model_specification() (in module ecgan.utils.miscellaneous) RGAN (class in ecgan.modules.generative.rgan) RGANDiscriminator (class in ecgan.networks.rgan) RGANGenerator (class in ecgan.networks.rgan) RGANMedianPairwiseDistance (class in ecgan.utils.distances) RganMmdCriterion (class in ecgan.utils.reconstruction_criteria) RMSprop (class in ecgan.utils.optimizer) RNNClassifier (class in ecgan.modules.classifiers.nn_classifier) run_detection() (in module ecgan.cli) run_init() (in module ecgan.cli) run_inverse() (in module ecgan.cli) run_preprocessing() (in module ecgan.cli) run_training() (in module ecgan.cli)

S

sample() (ecgan.training.datasets.BaseDataset method) (ecgan.utils.distributions.TruncatedNormal method) (ecgan.utils.sampler.BaseSampler method) (ecgan.utils.sampler.DataSampler method) (ecgan.utils.sampler.DiscriminatorSampler method) (ecgan.utils.sampler.EncoderDecoderSampler method) (ecgan.utils.sampler.FeatureDiscriminatorSampler method) (ecgan.utils.sampler.GeneratorSampler method) sample_class() (ecgan.utils.sampler.DataSampler method) sample_encoder() (ecgan.utils.sampler.EncoderBasedGeneratorSampler method) (ecgan.utils.sampler.VAEGANGeneratorSampler method) sample_eps() (ecgan.utils.sampler.VAEGANGeneratorSampler method) sample_features() (ecgan.utils.sampler.FeatureDiscriminatorSampler method) sample_generator_encoder() (ecgan.utils.sampler.EncoderBasedGeneratorSampler method) sample_label_ones() (ecgan.utils.sampler.BaseSampler method) sample_label_zeros() (ecgan.utils.sampler.BaseSampler method) sample_mu_logvar() (ecgan.utils.sampler.VAEGANGeneratorSampler method) sample_pre_computed() (ecgan.utils.sampler.VAEGANGeneratorSampler method) sample_score_features() (ecgan.utils.sampler.FeatureDiscriminatorSampler method) sample_z() (ecgan.utils.sampler.EncoderBasedGeneratorSampler method) (ecgan.utils.sampler.EncoderDecoderSampler method) (ecgan.utils.sampler.GeneratorSampler method) (ecgan.utils.sampler.VAEGANGeneratorSampler method) SampleDataset (class in ecgan.utils.custom_types) SamplewiseMinmaxTransformation (class in ecgan.utils.transformation) SamplingAlgorithm (class in ecgan.utils.custom_types) save() (ecgan.anomaly_detection.detector.base_detector.AnomalyDetector method) (ecgan.preprocessing.preprocessor.BasePreprocessor method) save_checkpoint() (ecgan.modules.base.BaseModule method) (ecgan.modules.classifiers.nn_classifier.NNClassifier method) (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule method) (ecgan.modules.generative.base.gan_module.BaseGANModule method) (ecgan.modules.inverse_mapping.inverse_mapping.InvertibleBaseModule method) save_epoch() (in module ecgan.utils.miscellaneous) save_pickle() (in module ecgan.utils.miscellaneous) save_plot() (ecgan.visualization.plotter.BasePlotter static method) save_sampling_grid() (ecgan.visualization.plotter.BasePlotter method) save_tensor() (in module ecgan.utils.miscellaneous)

scale_to_unit_circle() (in module ecgan.utils.miscellaneous) scale_weights() (in module ecgan.utils.miscellaneous) ScatterPlotter (class in ecgan.visualization.plotter) select_channels() (in module ecgan.utils.splitting) select_device() (in module ecgan.utils.miscellaneous) SeriesDataset (class in ecgan.training.datasets) set_dataset() (ecgan.utils.sampler.DataSampler method) set_fixed_samples() (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule method) set_global_ad_config() (in module ecgan.config.global_cfg) set_global_config() (in module ecgan.config.global_cfg) set_global_inv_config() (in module ecgan.config.global_cfg) set_log_level() (in module ecgan.utils.log) set_param_group() (ecgan.utils.optimizer.BaseOptimizer method) set_params() (ecgan.utils.transformation.MinMaxTransformation method) setup_logger() (in module ecgan.utils.log) ShaoxingDataRetriever (class in ecgan.preprocessing.data_retrieval) ShaoxingDataset (class in ecgan.utils.datasets) ShaoxingPreprocessor (class in ecgan.preprocessing.preprocessor) should_cleanse() (ecgan.preprocessing.cleansing.DataCleanser method) SimilarityCriterions (class in ecgan.utils.reconstruction_criteria) SimilarityMeasures (class in ecgan.utils.custom_types) SimpleGANInverseMapping (class in ecgan.modules.inverse_mapping.vanilla_inverse_mapping) SineDataRetriever (class in ecgan.preprocessing.data_retrieval) SineDataset (class in ecgan.utils.datasets) SinePreprocessingConfig (class in ecgan.config.dataclasses) SklearnAveragingOptions (class in ecgan.utils.custom_types) SklearnSVMKernels (class in ecgan.utils.custom_types) slerp() (in module ecgan.utils.interpolation) spherical_interpolation() (in module ecgan.utils.interpolation) SplitMethods (class in ecgan.utils.custom_types) StandardizationTransformation (class in ecgan.utils.transformation) start_detection() (ecgan.anomaly_detection.anomaly_manager.AnomalyManager method) state_dict() (ecgan.utils.optimizer.BaseOptimizer method) step() (ecgan.utils.optimizer.BaseOptimizer method) StochasticGradientDescent (class in ecgan.utils.optimizer) SupervisedLoss (class in ecgan.utils.losses) SupervisedLossFactory (class in ecgan.utils.losses) SupportedModules (class in ecgan.utils.custom_types) SyntheticPreprocessingConfig (class in ecgan.config.dataclasses)

T

Timer (class in ecgan.utils.timer) to_numpy() (in module ecgan.utils.miscellaneous) to_torch() (in module ecgan.utils.miscellaneous) track_batch() (ecgan.anomaly_detection.detector.reconstruction_detector.GANAnomalyDetector method) TrackerFactory (class in ecgan.evaluation.tracker.tracker_factory) TrackerType (class in ecgan.utils.custom_types) TrackingConfig (class in ecgan.config.dataclasses) train() (ecgan.modules.inverse_mapping.inverse_mapping.InvertibleBaseModule method) (in module ecgan.manager) train_only_normal_split() (in module ecgan.utils.splitting) TrainConfig (class in ecgan.config.configs) Trainer (class in ecgan.training.trainer) TrainerConfig (class in ecgan.config.dataclasses) training_step() (ecgan.modules.base.BaseModule method) (ecgan.modules.classifiers.nn_classifier.NNClassifier method) (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule method) (ecgan.modules.generative.base.gan_module.BaseGANModule method) (ecgan.modules.inverse_mapping.inverse_mapping.InvertibleBaseModule method)

transform() (ecgan.utils.transformation.DataTransformation method) transform_1d() (ecgan.utils.transformation.SamplewiseMinmaxTransformation static method) Transformation (class in ecgan.utils.custom_types) transformation (ecgan.config.dataclasses.TrainerConfig property) transpose() (in module ecgan.preprocessing.sampling) truncate_colormap() (ecgan.visualization.plotter.ScatterPlotter static method) TruncatedNormal (class in ecgan.utils.distributions) TSTR (class in ecgan.evaluation.metrics.tstr) TSTRClassifier (class in ecgan.evaluation.metrics.tstr) TSTRClassifierFactory (class in ecgan.evaluation.metrics.tstr) TSTRCNN (class in ecgan.evaluation.metrics.tstr) TSTRRandomForest (class in ecgan.evaluation.metrics.tstr) TSTRSVM (class in ecgan.evaluation.metrics.tstr)

U

UMAPEmbedder (class in ecgan.anomaly_detection.embedder) UniformInitializationConfig (class in ecgan.config.dataclasses)

update_dicts() (in module ecgan.utils.miscellaneous) update_highest_metrics() (in module ecgan.utils.miscellaneous) UrlDataRetriever (class in ecgan.preprocessing.data_retrieval)

V

VAEEncoder (class in ecgan.networks.vaegan) VAEGAN (class in ecgan.modules.generative.vaegan) VAEGANGeneratorLoss (class in ecgan.utils.losses) VAEGANGeneratorSampler (class in ecgan.utils.sampler) validation_step() (ecgan.modules.base.BaseModule method) (ecgan.modules.classifiers.nn_classifier.NNClassifier method) (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule method) (ecgan.modules.generative.base.gan_module.BaseGANModule method) (ecgan.modules.inverse_mapping.vanilla_inverse_mapping.SimpleGANInverseMapping method)

ValueArtifact (class in ecgan.utils.artifacts) VariationalAutoEncoderLoss (class in ecgan.utils.losses) verbose_channel_selection() (in module ecgan.utils.splitting) visualize_reconstruction() (in module ecgan.visualization.plotter) visualize_roc() (in module ecgan.visualization.evaluation)

W

WaferDataRetriever (class in ecgan.preprocessing.data_retrieval) WaferDataset (class in ecgan.utils.datasets) WaferPreprocessor (class in ecgan.preprocessing.preprocessor) WassersteinDiscriminatorLoss (class in ecgan.utils.losses) WassersteinGeneratorLoss (class in ecgan.utils.losses) watch() (ecgan.evaluation.tracker.base_tracker.BaseTracker method) (ecgan.evaluation.tracker.local_tracker.LocalTracker method) (ecgan.evaluation.tracker.wb_tracker.WBTracker method)

watch_list (ecgan.modules.base.BaseModule property) (ecgan.modules.classifiers.nn_classifier.NNClassifier property) (ecgan.modules.generative.base.encoder_gan_module.BaseEncoderGANModule property) (ecgan.modules.generative.base.gan_module.BaseGANModule property) (ecgan.modules.inverse_mapping.vanilla_inverse_mapping.SimpleGANInverseMapping property) WBTracker (class in ecgan.evaluation.tracker.wb_tracker) WeightInitialization (class in ecgan.utils.custom_types) WeightInitializationConfig (class in ecgan.config.dataclasses) WhiteningTransformation (class in ecgan.utils.transformation)

Z

zero_grad() (ecgan.utils.optimizer.BaseOptimizer method)