Index

_

__annotations__ (zensols.dataset.interface.DatasetError attribute) (zensols.deeplearn.batch.interface.BatchError attribute) (zensols.deeplearn.domain.DeepLearnError attribute) (zensols.deeplearn.domain.EarlyBailError attribute) (zensols.deeplearn.domain.ModelError attribute) (zensols.deeplearn.layer.LayerError attribute) (zensols.deeplearn.result.domain.ModelResultError attribute) (zensols.deeplearn.result.domain.NoResultError attribute) (zensols.deeplearn.result.hypsig.SignificanceError attribute) (zensols.deeplearn.vectorize.domain.VectorizerError attribute) __init__() (zensols.dataframe.config.DataframeConfig method) (zensols.dataframe.stash.AutoSplitDataframeStash method) (zensols.dataframe.stash.DataframeStash method) (zensols.dataframe.stash.DefaultDataframeStash method) (zensols.dataframe.stash.ResourceFeatureDataframeStash method) (zensols.dataframe.stash.SplitColumnDataframeStash method) (zensols.dataframe.stash.SplitKeyDataframeStash method) (zensols.dataset.dimreduce.DecomposeDimensionReducer method) (zensols.dataset.dimreduce.DimensionReducer method) (zensols.dataset.interface.SplitKeyContainer method) (zensols.dataset.interface.SplitStashContainer method) (zensols.dataset.leaveout.LeaveNOutSplitKeyContainer method) (zensols.dataset.outlier.OutlierDetector method) (zensols.dataset.split.AbstractSplitKeyContainer method) (zensols.dataset.split.StashSplitKeyContainer method) (zensols.dataset.split.StratifiedCrossFoldSplitKeyContainer method) (zensols.dataset.split.StratifiedStashSplitKeyContainer method) (zensols.dataset.stash.DatasetSplitStash method) (zensols.dataset.stash.SortedDatasetSplitStash method) (zensols.deeplearn.batch.domain.Batch method) (zensols.deeplearn.batch.domain.DataPoint method) (zensols.deeplearn.batch.domain.DefaultBatch method) (zensols.deeplearn.batch.interface.BatchDirectoryCompositeStash method) (zensols.deeplearn.batch.interface.DataPointIDSet method) (zensols.deeplearn.batch.mapping.BatchFeatureMapping method) (zensols.deeplearn.batch.mapping.ConfigBatchFeatureMapping method) (zensols.deeplearn.batch.mapping.FieldFeatureMapping method) (zensols.deeplearn.batch.mapping.ManagerFeatureMapping method) (zensols.deeplearn.batch.meta.BatchFieldMetadata method) (zensols.deeplearn.batch.meta.BatchMetadata method) (zensols.deeplearn.batch.meta.MetadataNetworkSettings method) (zensols.deeplearn.batch.multi.TorchMultiProcessStash method) (zensols.deeplearn.batch.stash.BatchStash method) (zensols.deeplearn.cli.FacadeApplication method) (zensols.deeplearn.cli.FacadeApplicationFactory method) (zensols.deeplearn.cli.FacadeApplicationManager method) (zensols.deeplearn.cli.FacadeBatchApplication method) (zensols.deeplearn.cli.FacadeInfoApplication method) (zensols.deeplearn.cli.FacadeModelApplication method) (zensols.deeplearn.cli.FacadePackageApplication method) (zensols.deeplearn.cli.FacadeResultApplication method) (zensols.deeplearn.cli.JupyterManager method) (zensols.deeplearn.clicv.FacadeCrossValidateBatchApplication method) (zensols.deeplearn.clicv.FacadeCrossValidateModelApplication method) (zensols.deeplearn.clicv.FacadeCrossValidateResultApplication method) (zensols.deeplearn.dataframe.batch.DataframeBatch method) (zensols.deeplearn.dataframe.batch.DataframeBatchStash method) (zensols.deeplearn.dataframe.batch.DataframeDataPoint method) (zensols.deeplearn.dataframe.util.DataFrameDictable method) (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager method) (zensols.deeplearn.dataframe.vectorize.DataframeMetadata method) (zensols.deeplearn.domain.ActivationNetworkSettings method) (zensols.deeplearn.domain.BatchNormNetworkSettings method) (zensols.deeplearn.domain.DropoutNetworkSettings method) (zensols.deeplearn.domain.EarlyBailError method) (zensols.deeplearn.domain.ModelSettings method) (zensols.deeplearn.domain.NetworkSettings method) (zensols.deeplearn.layer.conv.Convolution1DLayerFactory method) (zensols.deeplearn.layer.conv.Convolution2DLayerFactory method) (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) (zensols.deeplearn.layer.crf.CRF method) (zensols.deeplearn.layer.linear.DeepLinear method) (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings method) (zensols.deeplearn.layer.recur.RecurrentAggregation method) (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings method) (zensols.deeplearn.layer.recurcrf.RecurrentCRF method) (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings method) (zensols.deeplearn.model.analyze.BatchMetrics method) (zensols.deeplearn.model.analyze.DataComparison method) (zensols.deeplearn.model.analyze.ResultAnalyzer method) (zensols.deeplearn.model.batchiter.BatchIterator method) (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) (zensols.deeplearn.model.format.LatexPerformanceMetricsDumper method) (zensols.deeplearn.model.format.PerformanceMetricsDumper method) (zensols.deeplearn.model.manager.ModelManager method) (zensols.deeplearn.model.meta.FacadeClassExplorer method) (zensols.deeplearn.model.module.BaseNetworkModule method) (zensols.deeplearn.model.module.DebugModule method) (zensols.deeplearn.model.multilabel.MultiLabelOutcomeReducer method) (zensols.deeplearn.model.pack.ModelPacker method) (zensols.deeplearn.model.pack.ModelUnpacker method) (zensols.deeplearn.model.pack.SubsetConfig method) (zensols.deeplearn.model.pred.PredictionMapper method) (zensols.deeplearn.model.sequence.SequenceBatchIterator method) (zensols.deeplearn.model.sequence.SequenceNetworkContext method) (zensols.deeplearn.model.sequence.SequenceNetworkOutput method) (zensols.deeplearn.model.trainmng.TrainManager method) (zensols.deeplearn.model.trainmng.TrainStatus method) (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor method) (zensols.deeplearn.observer.DumperObserver method) (zensols.deeplearn.observer.FilterModelObserver method) (zensols.deeplearn.observer.LogModelObserver method) (zensols.deeplearn.observer.ModelObserverManager method) (zensols.deeplearn.observer.RecorderObserver method) (zensols.deeplearn.result.compare.ModelResultComparer method) (zensols.deeplearn.result.domain.ClassificationMetrics method) (zensols.deeplearn.result.domain.DatasetResult method) (zensols.deeplearn.result.domain.EpochResult method) (zensols.deeplearn.result.domain.Metrics method) (zensols.deeplearn.result.domain.ModelResult method) (zensols.deeplearn.result.domain.MultiLabelClassificationMetrics method) (zensols.deeplearn.result.domain.MultiLabelScoreMetrics method) (zensols.deeplearn.result.domain.NoResultError method) (zensols.deeplearn.result.domain.PredictionMetrics method) (zensols.deeplearn.result.domain.ResultContext method) (zensols.deeplearn.result.domain.ResultsContainer method) (zensols.deeplearn.result.domain.ScoreMetrics method) (zensols.deeplearn.result.hypsig.ChiSquareEvaluation method) (zensols.deeplearn.result.hypsig.Evaluation method) (zensols.deeplearn.result.hypsig.SignificanceTest method) (zensols.deeplearn.result.hypsig.SignificanceTestData method) (zensols.deeplearn.result.hypsig.SignificanceTestSuite method) (zensols.deeplearn.result.manager.ArchivedResult method) (zensols.deeplearn.result.manager.ModelResultManager method) (zensols.deeplearn.result.plot.ModelResultGrapher method) (zensols.deeplearn.result.pred.MultiLabelPredictionsDataFrameFactory method) (zensols.deeplearn.result.pred.PredictionsDataFrameFactory method) (zensols.deeplearn.result.pred.SequencePredictionsDataFrameFactory method) (zensols.deeplearn.result.report.ModelResultReporter method) (zensols.deeplearn.torchconfig.printopts method) (zensols.deeplearn.torchconfig.TorchConfig method) (zensols.deeplearn.vectorize.domain.ConfigurableVectorization method) (zensols.deeplearn.vectorize.domain.FeatureContext method) (zensols.deeplearn.vectorize.domain.FeatureVectorizer method) (zensols.deeplearn.vectorize.domain.MultiFeatureContext method) (zensols.deeplearn.vectorize.domain.NullFeatureContext method) (zensols.deeplearn.vectorize.domain.SparseTensorFeatureContext method) (zensols.deeplearn.vectorize.domain.TensorFeatureContext method) (zensols.deeplearn.vectorize.manager.EncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method) (zensols.deeplearn.vectorize.manager.TransformableFeatureVectorizer method) (zensols.deeplearn.vectorize.util.NonUniformDimensionEncoder method) (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.AttributeEncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.CategoryEncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.IdentityEncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.MaskFeatureContext method) (zensols.deeplearn.vectorize.vectorizers.MaskFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.NominalEncodedEncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.NominalMultiLabelEncodedEncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.OneHotEncodedEncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.vectorizers.SeriesEncodableFeatureVectorizer method)

__module__ (zensols.dataframe.stash.DataframeError attribute) (zensols.dataset.interface.DatasetError attribute) (zensols.deeplearn.batch.interface.BatchError attribute) (zensols.deeplearn.domain.DeepLearnError attribute) (zensols.deeplearn.domain.EarlyBailError attribute) (zensols.deeplearn.domain.ModelError attribute) (zensols.deeplearn.layer.LayerError attribute) (zensols.deeplearn.result.domain.ModelResultError attribute) (zensols.deeplearn.result.domain.NoResultError attribute) (zensols.deeplearn.result.hypsig.SignificanceError attribute) (zensols.deeplearn.vectorize.domain.VectorizerError attribute) _create_data_point() (zensols.deeplearn.model.pred.PredictionMapper method) _create_features() (zensols.deeplearn.model.pred.PredictionMapper method) _create_splits() (zensols.dataset.split.AbstractSplitKeyContainer method) _decode_outcomes() (zensols.deeplearn.model.batchiter.BatchIterator method) _forward() (zensols.deeplearn.model.module.BaseNetworkModule method) (zensols.deeplearn.model.sequence.SequenceNetworkModule method) _process() (zensols.deeplearn.batch.stash.BatchStash method)

A

a (zensols.deeplearn.result.hypsig.SignificanceTestData attribute) AbstractSplitKeyContainer (class in zensols.dataset.split) accuracy (zensols.deeplearn.result.domain.ClassificationMetrics property) (zensols.deeplearn.result.domain.MultiLabelClassificationMetrics property) action (zensols.deeplearn.model.trainmng.TrainStatus attribute) activation (zensols.deeplearn.domain.ActivationNetworkSettings attribute) activation_function (zensols.deeplearn.domain.ActivationNetworkSettings property) ActivationNetworkSettings (class in zensols.deeplearn.domain) add() (zensols.deeplearn.observer.ModelObserverManager method) add_columns (zensols.deeplearn.observer.DumperObserver attribute) add_context_format (zensols.deeplearn.observer.LogModelObserver attribute) adjusted_residuals (zensols.deeplearn.result.hypsig.ChiSquareEvaluation property) AggregateEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) aggregation (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings attribute) all_types() (zensols.deeplearn.torchtype.TorchTypes class method) allocation_tracking (zensols.deeplearn.cli.FacadeApplicationManager attribute) alpha (zensols.deeplearn.result.hypsig.Evaluation attribute) (zensols.deeplearn.result.hypsig.SignificanceTestData attribute)

AnovaSignificanceTest (class in zensols.deeplearn.result.hypsig) append() (zensols.deeplearn.result.domain.DatasetResult method) append_model_path (zensols.deeplearn.domain.ModelSettings attribute) apply_softmax (zensols.deeplearn.model.multilabel.MultiLabelOutcomeReducer attribute) ArchivedResult (class in zensols.deeplearn.result.manager) associated (zensols.deeplearn.result.hypsig.ChiSquareEvaluation property) attr (zensols.deeplearn.batch.mapping.FieldFeatureMapping attribute) attr_access (zensols.deeplearn.batch.mapping.FieldFeatureMapping attribute) ATTR_EXP_META (zensols.dataset.stash.SortedDatasetSplitStash attribute) (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager attribute) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet attribute) attribute_accessor (zensols.deeplearn.batch.mapping.FieldFeatureMapping property) AttributeEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) attributes (zensols.deeplearn.batch.domain.Batch property) AutoSplitDataframeStash (class in zensols.dataframe.stash) available_test_names (zensols.deeplearn.result.hypsig.SignificanceTestSuite property) ave_loss (zensols.deeplearn.result.domain.ResultsContainer property) average (zensols.deeplearn.result.domain.ScoreMetrics attribute)

B

b (zensols.deeplearn.result.hypsig.SignificanceTestData attribute) BaseNetworkModule (class in zensols.deeplearn.model.module) Batch (class in zensols.deeplearn.batch.domain) batch (zensols.deeplearn.cli.ClearType attribute) (zensols.deeplearn.cli.InfoItem attribute) batch() (zensols.deeplearn.cli.FacadeBatchApplication method) batch_class (zensols.deeplearn.batch.meta.BatchMetadata attribute) batch_data_point_sets (zensols.deeplearn.batch.stash.BatchStash property) batch_feature_mapping (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager property) batch_feature_mapping_adds (zensols.deeplearn.batch.mapping.ConfigBatchFeatureMapping attribute) batch_feature_mappings (zensols.deeplearn.batch.domain.DefaultBatch attribute) (zensols.deeplearn.batch.stash.BatchStash attribute) batch_id (zensols.deeplearn.batch.interface.DataPointIDSet attribute) batch_ids (zensols.deeplearn.result.domain.EpochResult attribute) batch_iteration (zensols.deeplearn.domain.ModelSettings attribute) batch_iteration_class_name (zensols.deeplearn.domain.ModelSettings attribute) batch_iterator (zensols.deeplearn.model.executor.ModelExecutor property) batch_labels (zensols.deeplearn.result.domain.EpochResult property) batch_limit (zensols.deeplearn.batch.stash.BatchStash attribute) (zensols.deeplearn.domain.ModelSettings attribute) (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) batch_losses (zensols.deeplearn.result.domain.EpochResult attribute) batch_metadata (zensols.deeplearn.batch.meta.MetadataNetworkSettings property) (zensols.deeplearn.batch.stash.BatchStash property) (zensols.deeplearn.model.facade.ModelFacade property) batch_norm_d (zensols.deeplearn.domain.BatchNormNetworkSettings attribute) batch_norm_features (zensols.deeplearn.domain.BatchNormNetworkSettings attribute)

batch_norm_layer (zensols.deeplearn.domain.BatchNormNetworkSettings property) batch_outputs (zensols.deeplearn.result.domain.EpochResult property) batch_predictions (zensols.deeplearn.result.domain.EpochResult property) batch_size (zensols.deeplearn.batch.stash.BatchStash attribute) batch_stash (zensols.deeplearn.batch.domain.Batch attribute) (zensols.deeplearn.batch.domain.DataPoint attribute) (zensols.deeplearn.batch.meta.MetadataNetworkSettings attribute) (zensols.deeplearn.model.executor.ModelExecutor property) (zensols.deeplearn.model.facade.ModelFacade property) (zensols.deeplearn.model.pred.PredictionMapper attribute) batch_type (zensols.deeplearn.batch.stash.BatchStash attribute) BatchDirectoryCompositeStash (class in zensols.deeplearn.batch.interface) BatchError batches (zensols.deeplearn.model.pred.PredictionMapper property) BatchFeatureMapping (class in zensols.deeplearn.batch.mapping) BatchFieldMetadata (class in zensols.deeplearn.batch.meta) BatchIterator (class in zensols.deeplearn.model.batchiter) BatchMetadata (class in zensols.deeplearn.batch.meta) BatchMetrics (class in zensols.deeplearn.model.analyze) BatchNormNetworkSettings (class in zensols.deeplearn.domain) BatchReport (class in zensols.deeplearn.cli) BatchStash (class in zensols.deeplearn.batch.stash) bidirectional (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings attribute) (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute) browser_width (zensols.deeplearn.cli.JupyterManager attribute) by_label (zensols.deeplearn.vectorize.vectorizers.CategoryEncodableFeatureVectorizer property) by_label_columns (zensols.deeplearn.model.format.PerformanceMetricsDumper attribute) by_label_dataframe (zensols.deeplearn.model.format.PerformanceMetricsDumper property)

C

C_in (zensols.deeplearn.layer.conv.Convolution1DLayerFactory property) cache_batches (zensols.deeplearn.domain.ModelSettings attribute) (zensols.deeplearn.model.facade.ModelFacade property) cache_global_facade (zensols.deeplearn.cli.FacadeApplication attribute) cache_previous_results (zensols.deeplearn.model.analyze.ResultAnalyzer attribute) capitalize() (zensols.deeplearn.model.format.PerformanceMetricsDumper static method) cat() (zensols.deeplearn.torchconfig.TorchConfig method) categories (zensols.deeplearn.vectorize.vectorizers.CategoryEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.NominalMultiLabelEncodedEncodableFeatureVectorizer attribute) CategoryEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) check_key_consistent() (zensols.dataset.stash.DatasetSplitStash method) ChiSquareEvaluation (class in zensols.deeplearn.result.hypsig) ChiSquareSignificanceTest (class in zensols.deeplearn.result.hypsig) class_explorer (zensols.deeplearn.model.facade.ModelFacade property) classification_metrics (zensols.deeplearn.result.domain.ResultsContainer property) ClassificationMetrics (class in zensols.deeplearn.result.domain) CLASSIFICTION (zensols.deeplearn.result.domain.ModelType attribute) cleanup() (zensols.deeplearn.cli.FacadeApplicationManager method) clear() (zensols.dataframe.stash.DataframeStash method) (zensols.dataframe.stash.SplitKeyDataframeStash method) (zensols.dataset.interface.SplitKeyContainer method) (zensols.dataset.split.AbstractSplitKeyContainer method) (zensols.dataset.split.StratifiedStashSplitKeyContainer method) (zensols.dataset.stash.DatasetSplitStash method) (zensols.deeplearn.batch.stash.BatchStash method) (zensols.deeplearn.cli.FacadeApplicationManager method) (zensols.deeplearn.model.analyze.ResultAnalyzer method) (zensols.deeplearn.model.facade.ModelFacade method) (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor method) (zensols.deeplearn.result.manager.ArchivedResult method) clear_all() (zensols.deeplearn.batch.stash.BatchStash method) clear_cached_facade() (zensols.deeplearn.cli.FacadeApplication method) clear_keys() (zensols.dataframe.stash.SplitKeyDataframeStash method) (zensols.dataset.stash.DatasetSplitStash method) ClearType (class in zensols.deeplearn.cli) cli_args_fn() (zensols.deeplearn.cli.FacadeApplicationManager method) cli_harness (zensols.deeplearn.cli.FacadeApplicationManager attribute) CLI_META (zensols.deeplearn.cli.FacadeApplication attribute) (zensols.deeplearn.cli.FacadeBatchApplication attribute) (zensols.deeplearn.cli.FacadeInfoApplication attribute) (zensols.deeplearn.cli.FacadeModelApplication attribute) (zensols.deeplearn.cli.FacadePackageApplication attribute) (zensols.deeplearn.cli.FacadePredictApplication attribute) (zensols.deeplearn.cli.FacadeResultApplication attribute) (zensols.deeplearn.clicv.FacadeCrossValidateBatchApplication attribute) (zensols.deeplearn.clicv.FacadeCrossValidateModelApplication attribute) (zensols.deeplearn.clicv.FacadeCrossValidateResultApplication attribute) clip_gradient_threshold (zensols.deeplearn.domain.ModelSettings attribute) clone() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) (zensols.deeplearn.result.domain.DatasetResult method) (zensols.deeplearn.result.domain.EpochResult method) (zensols.deeplearn.result.domain.ModelResult method) (zensols.deeplearn.result.domain.ResultsContainer method) (zensols.deeplearn.torchconfig.TorchConfig method) close() (zensols.deeplearn.torchconfig.TorchConfig static method) column_names (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) column_to_feature_id() (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager method) combined (zensols.deeplearn.cli.ReportType attribute) compare_df (zensols.deeplearn.model.analyze.DataComparison attribute) compare_results() (zensols.deeplearn.cli.FacadeResultApplication method) comparison (zensols.deeplearn.model.analyze.ResultAnalyzer property) config (zensols.deeplearn.cli.FacadeApplication attribute) (zensols.deeplearn.cli.InfoItem attribute) (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade attribute) (zensols.deeplearn.result.domain.ModelResult attribute) config() (zensols.deeplearn.cli.FacadeApplicationManager method) config_dir (zensols.deeplearn.model.format.LatexPerformanceMetricsDumper attribute) config_factory (zensols.deeplearn.domain.NetworkSettings attribute) (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade property) (zensols.deeplearn.model.manager.ModelManager attribute) (zensols.deeplearn.model.pack.ModelUnpacker attribute) (zensols.deeplearn.vectorize.domain.ConfigurableVectorization attribute) config_factory_args (zensols.deeplearn.cli.FacadeApplication attribute) config_overwrites (zensols.deeplearn.cli.FacadeApplication attribute) (zensols.deeplearn.cli.FacadeApplicationManager attribute)

ConfigBatchFeatureMapping (class in zensols.deeplearn.batch.mapping) ConfigurableVectorization (class in zensols.deeplearn.vectorize.domain) configure_cli_logging() (zensols.deeplearn.model.facade.ModelFacade method) configure_default_cli_logging() (zensols.deeplearn.model.facade.ModelFacade static method) configure_jupyter() (zensols.deeplearn.model.facade.ModelFacade method) configured_vectorizers (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager attribute) contains_results (zensols.deeplearn.result.domain.DatasetResult property) (zensols.deeplearn.result.domain.Metrics property) (zensols.deeplearn.result.domain.ModelResult property) (zensols.deeplearn.result.domain.ResultsContainer property) context (zensols.deeplearn.result.domain.ModelResult attribute) (zensols.deeplearn.result.domain.MultiLabelClassificationMetrics attribute) (zensols.deeplearn.result.domain.ResultsContainer attribute) contexts (zensols.deeplearn.vectorize.domain.MultiFeatureContext attribute) contingency_table (zensols.deeplearn.result.hypsig.ChiSquareEvaluation attribute) (zensols.deeplearn.result.hypsig.SignificanceTestData property) continuous (zensols.deeplearn.dataframe.vectorize.DataframeMetadata attribute) contribs (zensols.deeplearn.result.hypsig.ChiSquareEvaluation property) converged_epoch (zensols.deeplearn.result.domain.DatasetResult property) convergence (zensols.deeplearn.result.domain.DatasetResult property) Convolution1DLayerFactory (class in zensols.deeplearn.layer.conv) Convolution2DLayerFactory (class in zensols.deeplearn.layer.conv) ConvolutionLayerFactory (class in zensols.deeplearn.layer.conv) CORRECT_COL (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) correct_table (zensols.deeplearn.result.hypsig.SignificanceTestData property) correlation (zensols.deeplearn.result.domain.PredictionMetrics property) counts_by_key (zensols.dataset.interface.SplitKeyContainer property) cpu_device (zensols.deeplearn.torchconfig.TorchConfig property) cpu_device_name() (zensols.deeplearn.torchconfig.TorchConfig class method) create_batch() (zensols.deeplearn.batch.stash.BatchStash method) create_batch_norm_layer() (zensols.deeplearn.domain.BatchNormNetworkSettings static method) (zensols.deeplearn.layer.conv.Convolution1DLayerFactory method) (zensols.deeplearn.layer.conv.Convolution2DLayerFactory method) (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) create_conv_layer() (zensols.deeplearn.layer.conv.Convolution1DLayerFactory method) (zensols.deeplearn.layer.conv.Convolution2DLayerFactory method) (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) create_facade() (zensols.deeplearn.cli.FacadeApplication method) (zensols.deeplearn.cli.FacadeApplicationFactory method) (zensols.deeplearn.cli.FacadeApplicationManager method) (zensols.deeplearn.cli.FacadeModelApplication method) (zensols.deeplearn.cli.JupyterManager method) create_metrics() (zensols.deeplearn.result.domain.ClassificationMetrics method) (zensols.deeplearn.result.domain.MultiLabelClassificationMetrics method) create_module() (zensols.deeplearn.domain.NetworkSettings method) create_new_batch_norm_layer() (zensols.deeplearn.domain.BatchNormNetworkSettings method) create_padded_tensor() (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer method) create_pool_layer() (zensols.deeplearn.layer.conv.Convolution1DLayerFactory method) (zensols.deeplearn.layer.conv.Convolution2DLayerFactory method) (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) create_results_stash() (zensols.deeplearn.result.manager.ModelResultManager method) CRF (class in zensols.deeplearn.layer.crf) criterion (zensols.deeplearn.model.sequence.SequenceNetworkContext attribute) criterion_class_name (zensols.deeplearn.domain.ModelSettings attribute) criterion_optimizer_scheduler (zensols.deeplearn.model.executor.ModelExecutor property) cross_entropy_pad() (zensols.deeplearn.torchconfig.TorchConfig method) cross_fold_batch_stash (zensols.deeplearn.model.executor.ModelExecutor property) (zensols.deeplearn.model.facade.ModelFacade property) cross_fold_dataset_stash (zensols.deeplearn.model.executor.ModelExecutor attribute) cross_fold_result_manager (zensols.deeplearn.model.executor.ModelExecutor property) (zensols.deeplearn.model.facade.ModelFacade property) cross_fold_result_path (zensols.deeplearn.model.executor.ModelExecutor attribute) cross_validate() (zensols.deeplearn.clicv.FacadeCrossValidateModelApplication method) (zensols.deeplearn.clicv.FacadeCrossValidateResultApplication method) (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) cross_validate_batch() (zensols.deeplearn.clicv.FacadeCrossValidateBatchApplication method) cross_validate_describer (zensols.deeplearn.result.report.ModelResultReporter property) CrossValidationReport (class in zensols.deeplearn.clicv) csv (zensols.deeplearn.cli.Format attribute) cuda_configs (zensols.deeplearn.torchconfig.TorchConfig property) cuda_device_index (zensols.deeplearn.torchconfig.TorchConfig property) cuda_devices (zensols.deeplearn.torchconfig.TorchConfig property) CudaInfo (class in zensols.deeplearn.torchconfig) current (zensols.deeplearn.model.analyze.DataComparison attribute) current_results (zensols.deeplearn.model.analyze.ResultAnalyzer property)

D

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DEBUG_CLASS (zensols.deeplearn.model.module.DebugModule attribute) DEBUG_DEVICE (zensols.deeplearn.model.module.DebugModule attribute) DEBUG_TYPE (zensols.deeplearn.model.module.DebugModule attribute) DebugModule (class in zensols.deeplearn.model.module) decode() (zensols.deeplearn.layer.crf.CRF method) (zensols.deeplearn.layer.recurcrf.RecurrentCRF method) (zensols.deeplearn.vectorize.manager.EncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.manager.TransformableFeatureVectorizer method) (zensols.deeplearn.vectorize.util.NonUniformDimensionEncoder method) decode_one_hot (zensols.deeplearn.vectorize.vectorizers.NominalEncodedEncodableFeatureVectorizer attribute) decoded_attributes (zensols.deeplearn.batch.stash.BatchStash property) (zensols.deeplearn.result.domain.ModelResult attribute) decoder_settings (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute) DecomposeDimensionReducer (class in zensols.dataset.dimreduce) DeepLearnError DeepLinear (class in zensols.deeplearn.layer.linear) DeepLinearNetworkSettings (class in zensols.deeplearn.layer.linear) DEFAULT_COLS (zensols.deeplearn.dataframe.util.DataFrameDictable attribute) default_logging_level (zensols.deeplearn.cli.FacadeApplicationManager attribute) default_method (zensols.dataset.outlier.OutlierDetector attribute) DEFAULT_PAD_LABEL (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer attribute) default_section (zensols.dataframe.config.DataframeConfig attribute) (zensols.deeplearn.model.pack.SubsetConfig attribute) DefaultBatch (class in zensols.deeplearn.batch.domain) DefaultDataframeStash (class in zensols.dataframe.stash) DEFAULTS (zensols.deeplearn.torchconfig.printopts attribute) delegate (zensols.dataset.leaveout.LeaveNOutSplitKeyContainer attribute) (zensols.deeplearn.observer.FilterModelObserver attribute) (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer property) delegate_feature_id (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer attribute) depth (zensols.deeplearn.layer.conv.Convolution2DLayerFactory attribute) descrete (zensols.deeplearn.dataframe.vectorize.DataframeMetadata attribute) describer (zensols.deeplearn.result.hypsig.SignificanceTestSuite property) description (zensols.dataset.dimreduce.DecomposeDimensionReducer property) (zensols.deeplearn.vectorize.domain.FeatureVectorizer property) DESCRIPTION (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.AttributeEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.IdentityEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.MaskFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.NominalEncodedEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.NominalMultiLabelEncodedEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.OneHotEncodedEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.SeriesEncodableFeatureVectorizer attribute) DETECTION_METHODS (zensols.dataset.outlier.OutlierDetector attribute) device (zensols.deeplearn.model.module.BaseNetworkModule property) (zensols.deeplearn.torchconfig.TorchConfig property) device_from_module() (zensols.deeplearn.model.module.BaseNetworkModule static method) dim (zensols.dataset.dimreduce.DimensionReducer attribute) (zensols.deeplearn.layer.conv.ConvolutionLayerFactory property) DimensionReducer (class in zensols.dataset.dimreduce) disprove_null_hyp (zensols.deeplearn.result.hypsig.Evaluation property) distribution (zensols.dataframe.stash.AutoSplitDataframeStash attribute) (zensols.dataset.leaveout.LeaveNOutSplitKeyContainer attribute) (zensols.dataset.split.StashSplitKeyContainer attribute) dof (zensols.deeplearn.result.hypsig.ChiSquareEvaluation attribute) dropout (zensols.deeplearn.domain.DropoutNetworkSettings attribute) (zensols.deeplearn.model.facade.ModelFacade property) dropout_layer (zensols.deeplearn.domain.DropoutNetworkSettings property) DropoutNetworkSettings (class in zensols.deeplearn.domain) dump() (zensols.deeplearn.result.manager.ModelResultManager method) (zensols.deeplearn.result.report.ModelResultReporter method) dump_by_label() (zensols.deeplearn.model.format.LatexPerformanceMetricsDumper method) dump_summary() (zensols.deeplearn.model.format.LatexPerformanceMetricsDumper method) DumperObserver (class in zensols.deeplearn.observer)

E

early_stop() (zensols.deeplearn.cli.FacadeModelApplication method) EarlyBailError empty() (zensols.deeplearn.torchconfig.TorchConfig method) empty_cache() (zensols.deeplearn.torchconfig.TorchConfig static method) EncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.manager) encode() (zensols.deeplearn.vectorize.manager.EncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.manager.TransformableFeatureVectorizer method) (zensols.deeplearn.vectorize.util.NonUniformDimensionEncoder method) encode_transformed (zensols.deeplearn.vectorize.manager.TransformableFeatureVectorizer attribute) end() (zensols.deeplearn.result.domain.DatasetResult method) (zensols.deeplearn.result.domain.EpochResult method) (zensols.deeplearn.result.domain.ResultsContainer method) end_transitions (zensols.deeplearn.layer.crf.CRF attribute) epoch (zensols.deeplearn.model.trainmng.TrainStatus attribute) epoch_result (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) EpochResult (class in zensols.deeplearn.result.domain)

epochs (zensols.deeplearn.domain.ModelSettings attribute) (zensols.deeplearn.model.facade.ModelFacade property) equal() (zensols.deeplearn.torchconfig.TorchConfig static method) Evaluation (class in zensols.deeplearn.result.hypsig) evaluation (zensols.deeplearn.result.hypsig.SignificanceTest property) event_logger (in module zensols.deeplearn.observer) events (zensols.deeplearn.observer.RecorderObserver attribute) events_as_df() (zensols.deeplearn.observer.RecorderObserver method) exclude_columns (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager attribute) executor (zensols.deeplearn.model.analyze.ResultAnalyzer attribute) (zensols.deeplearn.model.batchiter.BatchIterator attribute) (zensols.deeplearn.model.facade.ModelFacade property) (zensols.deeplearn.model.pack.ModelPacker attribute) executor_name (zensols.deeplearn.model.facade.ModelFacade attribute) exists() (zensols.dataframe.stash.DataframeStash method) (zensols.dataset.stash.DatasetSplitStash method) expected (zensols.deeplearn.result.hypsig.ChiSquareEvaluation attribute)

F

F (zensols.deeplearn.layer.conv.Convolution1DLayerFactory property) (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property) f1 (zensols.deeplearn.result.domain.ScoreMetrics property) facade (zensols.deeplearn.cli.FacadeApplicationManager property) (zensols.deeplearn.model.format.PerformanceMetricsDumper attribute) (zensols.deeplearn.model.pack.ModelUnpacker property) facade_name (zensols.deeplearn.cli.FacadeApplication attribute) facade_source (zensols.deeplearn.model.pack.ModelUnpacker attribute) FacadeApplication (class in zensols.deeplearn.cli) FacadeApplicationFactory (class in zensols.deeplearn.cli) FacadeApplicationManager (class in zensols.deeplearn.cli) FacadeBatchApplication (class in zensols.deeplearn.cli) FacadeClassExplorer (class in zensols.deeplearn.model.meta) FacadeCrossValidateBatchApplication (class in zensols.deeplearn.clicv) FacadeCrossValidateModelApplication (class in zensols.deeplearn.clicv) FacadeCrossValidateResultApplication (class in zensols.deeplearn.clicv) FacadeInfoApplication (class in zensols.deeplearn.cli) FacadeModelApplication (class in zensols.deeplearn.cli) FacadePackageApplication (class in zensols.deeplearn.cli) FacadePredictApplication (class in zensols.deeplearn.cli) FacadeResultApplication (class in zensols.deeplearn.cli) feature (zensols.deeplearn.cli.InfoItem attribute) feature_id (zensols.deeplearn.batch.mapping.FieldFeatureMapping attribute) (zensols.deeplearn.vectorize.domain.FeatureContext attribute) (zensols.deeplearn.vectorize.domain.FeatureVectorizer attribute) feature_ids (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager property) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet property) feature_stash (zensols.deeplearn.model.executor.ModelExecutor property) (zensols.deeplearn.model.facade.ModelFacade property) feature_stash_name (zensols.deeplearn.cli.FacadeInfoApplication attribute) feature_vectorizer_manager (zensols.deeplearn.dataframe.batch.DataframeBatchStash property) FeatureContext (class in zensols.deeplearn.vectorize.domain)

FeatureVectorizer (class in zensols.deeplearn.vectorize.domain) FeatureVectorizerManager (class in zensols.deeplearn.vectorize.manager) FeatureVectorizerManagerSet (class in zensols.deeplearn.vectorize.manager) field (zensols.deeplearn.batch.meta.BatchFieldMetadata attribute) field_keep (zensols.deeplearn.batch.mapping.ConfigBatchFeatureMapping attribute) field_remove (zensols.deeplearn.batch.mapping.ConfigBatchFeatureMapping attribute) FieldFeatureMapping (class in zensols.deeplearn.batch.mapping) fields (zensols.deeplearn.batch.mapping.ManagerFeatureMapping attribute) fields_by_attribute (zensols.deeplearn.batch.meta.BatchMetadata attribute) figsize (zensols.deeplearn.result.plot.ModelResultGrapher attribute) file_mode (zensols.deeplearn.observer.DumperObserver attribute) file_pattern (zensols.deeplearn.result.manager.ModelResultManager attribute) file_regex (zensols.deeplearn.result.manager.ModelResultManager attribute) FilterModelObserver (class in zensols.deeplearn.observer) flatten (zensols.deeplearn.observer.RecorderObserver attribute) flatten_short_classes (zensols.deeplearn.observer.RecorderObserver attribute) flattened_features_shape (zensols.deeplearn.dataframe.batch.DataframeBatchStash property) float() (zensols.deeplearn.torchconfig.TorchConfig method) FLOAT_TO_INT (zensols.deeplearn.torchtype.TorchTypes attribute) float_to_int() (zensols.deeplearn.torchtype.TorchTypes class method) float_type (zensols.deeplearn.torchconfig.TorchConfig property) FLOAT_TYPES (zensols.deeplearn.result.domain.ResultsContainer attribute) (zensols.deeplearn.torchtype.TorchTypes attribute) FOLD_FORMAT (zensols.dataset.split.StratifiedCrossFoldSplitKeyContainer attribute) Format (class in zensols.deeplearn.cli) format_thousand() (zensols.deeplearn.model.format.PerformanceMetricsDumper static method) forward() (zensols.deeplearn.layer.crf.CRF method) (zensols.deeplearn.model.module.BaseNetworkModule method) forward_n_layers() (zensols.deeplearn.layer.linear.DeepLinear method) forward_recur_decode() (zensols.deeplearn.layer.recurcrf.RecurrentCRF method) from_iterable() (zensols.deeplearn.torchconfig.TorchConfig method) from_numpy() (zensols.deeplearn.torchconfig.TorchConfig method)

G

gc_level (zensols.deeplearn.domain.ModelSettings attribute) get() (zensols.dataset.stash.DatasetSplitStash method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method) get_activation_function() (zensols.deeplearn.domain.ActivationNetworkSettings static method) get_attributes() (zensols.deeplearn.batch.mapping.BatchFeatureMapping method) get_batch_metrics() (zensols.deeplearn.model.facade.ModelFacade method) get_batch_norm_layers() (zensols.deeplearn.layer.linear.DeepLinear method) get_by_fold() (zensols.dataset.split.StratifiedCrossFoldSplitKeyContainer method) get_cached_facade() (zensols.deeplearn.cli.FacadeApplication method) get_class_weights() (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor method) get_classes() (zensols.deeplearn.vectorize.vectorizers.CategoryEncodableFeatureVectorizer method) get_components() (zensols.dataset.dimreduce.DecomposeDimensionReducer method) get_cross_fold_batch_metrics() (zensols.deeplearn.model.facade.ModelFacade method) get_devices() (zensols.deeplearn.torchconfig.CudaInfo method) get_encode_sparse_matrices() (zensols.deeplearn.model.facade.ModelFacade static method) get_features() (zensols.deeplearn.dataframe.batch.DataframeBatch method) get_field_map_by_attribute() (zensols.deeplearn.batch.mapping.BatchFeatureMapping method) get_field_map_by_feature_id() (zensols.deeplearn.batch.mapping.BatchFeatureMapping method) get_flattened_features_shape() (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager method) get_grapher() (zensols.deeplearn.result.manager.ModelResultManager method) get_intermediate() (zensols.deeplearn.result.domain.ModelResult method) get_label_classes() (zensols.deeplearn.batch.domain.Batch method) get_label_count() (zensols.dataframe.stash.SplitColumnDataframeStash method) get_label_counts() (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor method) get_label_dataframe() (zensols.deeplearn.model.analyze.BatchMetrics method) get_label_feature_vectorizer() (zensols.deeplearn.batch.domain.Batch method) get_label_statistics() (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor method) get_label_variance() (zensols.deeplearn.model.analyze.BatchMetrics method) get_labels() (zensols.dataframe.stash.SplitColumnDataframeStash method) (zensols.deeplearn.batch.domain.Batch method)

get_last_id() (zensols.deeplearn.result.manager.ModelResultManager method) get_linear_layers() (zensols.deeplearn.layer.linear.DeepLinear method) get_model_parameter() (zensols.deeplearn.model.executor.ModelExecutor method) get_module_class_name() (zensols.deeplearn.domain.NetworkSettings method) (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings method) (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings method) (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings method) get_network_parameter() (zensols.deeplearn.model.executor.ModelExecutor method) get_next_graph_path() (zensols.deeplearn.result.manager.ModelResultManager method) get_next_json_path() (zensols.deeplearn.result.manager.ModelResultManager method) get_next_model_path() (zensols.deeplearn.result.manager.ModelResultManager method) get_next_text_path() (zensols.deeplearn.result.manager.ModelResultManager method) get_num_runs() (zensols.deeplearn.result.domain.ModelResult class method) get_numpy_type() (zensols.deeplearn.torchtype.TorchTypes class method) get_paths() (zensols.deeplearn.result.manager.ArchivedResult method) get_predictions_factory() (zensols.deeplearn.model.facade.ModelFacade method) get_random_seed() (zensols.deeplearn.torchconfig.TorchConfig class method) get_random_seed_context() (zensols.deeplearn.torchconfig.TorchConfig class method) get_result_analyzer() (zensols.deeplearn.model.facade.ModelFacade method) get_result_reporter() (zensols.deeplearn.model.facade.ModelFacade method) get_singleton() (zensols.deeplearn.model.facade.ModelFacade class method) get_sparse_class() (zensols.deeplearn.torchtype.TorchTypes class method) get_status() (zensols.deeplearn.model.trainmng.TrainManager method) get_tensor_class() (zensols.deeplearn.torchtype.TorchTypes class method) get_vectorizer() (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method) get_vectorizer_names() (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method) gold_col (zensols.deeplearn.result.hypsig.SignificanceTestData attribute) gpu_available (zensols.deeplearn.torchconfig.CudaInfo property) (zensols.deeplearn.torchconfig.TorchConfig property)

H

H (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property) H_out (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property) has_labels (zensols.deeplearn.batch.domain.Batch property)

height (zensols.deeplearn.layer.conv.Convolution2DLayerFactory attribute) hidden_size (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings attribute) (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute)

I

id (zensols.deeplearn.batch.domain.Batch attribute) (zensols.deeplearn.batch.domain.DataPoint attribute) (zensols.deeplearn.result.manager.ArchivedResult attribute) id_col (zensols.deeplearn.result.hypsig.SignificanceTestData attribute) ID_COL (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) IdentityEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) in_channels (zensols.deeplearn.layer.conv.Convolution1DLayerFactory attribute) in_features (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings attribute) in_memory_tensors() (zensols.deeplearn.torchconfig.TorchConfig static method) include_columns (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager attribute) include_events (zensols.deeplearn.observer.FilterModelObserver attribute) include_validation (zensols.deeplearn.result.report.ModelResultReporter attribute) index (zensols.deeplearn.result.domain.EpochResult attribute) info (zensols.deeplearn.torchconfig.TorchConfig property) InfoItem (class in zensols.deeplearn.cli) init() (zensols.deeplearn.torchconfig.TorchConfig class method) input_csv_path (zensols.dataframe.stash.DefaultDataframeStash attribute) input_size (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings attribute) (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute) install_model() (zensols.deeplearn.model.pack.ModelUnpacker method) installed_model_path (zensols.deeplearn.model.pack.ModelUnpacker property) installed_version (zensols.deeplearn.model.pack.ModelUnpacker property) installer (zensols.dataframe.stash.ResourceFeatureDataframeStash attribute) (zensols.deeplearn.model.pack.ModelPacker attribute) (zensols.deeplearn.model.pack.ModelUnpacker attribute)

instance() (zensols.deeplearn.vectorize.domain.SparseTensorFeatureContext class method) int() (zensols.deeplearn.torchconfig.TorchConfig method) INT_TO_FLOAT (zensols.deeplearn.torchtype.TorchTypes attribute) int_to_float() (zensols.deeplearn.torchtype.TorchTypes class method) int_type (zensols.deeplearn.torchconfig.TorchConfig property) INT_TYPES (zensols.deeplearn.torchtype.TorchTypes attribute) intermediate_results_path (zensols.deeplearn.model.executor.ModelExecutor attribute) is_agg (zensols.deeplearn.batch.mapping.FieldFeatureMapping attribute) is_decompose_method() (zensols.dataset.dimreduce.DecomposeDimensionReducer static method) is_empty (zensols.deeplearn.vectorize.domain.MultiFeatureContext property) is_ended (zensols.deeplearn.result.domain.ResultsContainer property) is_float() (zensols.deeplearn.torchtype.TorchTypes class method) is_int() (zensols.deeplearn.torchtype.TorchTypes class method) is_label (zensols.deeplearn.batch.mapping.FieldFeatureMapping attribute) is_on_cpu() (zensols.deeplearn.torchconfig.TorchConfig class method) is_sparse() (zensols.deeplearn.torchconfig.TorchConfig method) is_started (zensols.deeplearn.result.domain.ResultsContainer property) items() (zensols.dataset.stash.SortedDatasetSplitStash method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) iter_layers() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) iterate() (zensols.deeplearn.model.batchiter.BatchIterator method) ITERATE_EPOCH (zensols.deeplearn.model.trainmng.UpdateAction attribute)

J

json (zensols.deeplearn.cli.Format attribute)

json_path (zensols.deeplearn.result.manager.ArchivedResult attribute) JupyterManager (class in zensols.deeplearn.cli)

K

K (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property) keep_last_state_dict (zensols.deeplearn.model.manager.ModelManager attribute) kernel_filter (zensols.deeplearn.layer.conv.Convolution1DLayerFactory attribute) (zensols.deeplearn.layer.conv.Convolution2DLayerFactory attribute) key (zensols.deeplearn.model.analyze.DataComparison attribute) key_path (zensols.dataframe.stash.SplitKeyDataframeStash attribute) (zensols.dataset.split.AbstractSplitKeyContainer attribute)

keys() (zensols.dataframe.stash.DataframeStash method) (zensols.dataset.stash.DatasetSplitStash method) (zensols.dataset.stash.SortedDatasetSplitStash method) (zensols.deeplearn.batch.domain.Batch method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method) keys_by_split (zensols.dataset.interface.SplitKeyContainer property)

L

L_in (zensols.deeplearn.layer.conv.Convolution1DLayerFactory property) label (zensols.deeplearn.cli.ReportType attribute) label_attribute_name (zensols.deeplearn.batch.mapping.BatchFeatureMapping attribute) (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager property) (zensols.deeplearn.model.facade.ModelFacade property) label_col (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager attribute) (zensols.deeplearn.dataframe.vectorize.DataframeMetadata attribute) LABEL_COL (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) label_feature_id (zensols.deeplearn.batch.mapping.BatchFeatureMapping property) label_shape (zensols.deeplearn.dataframe.batch.DataframeBatchStash property) (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager property) label_values (zensols.deeplearn.dataframe.vectorize.DataframeMetadata attribute) label_vectorizer_manager (zensols.deeplearn.batch.mapping.BatchFeatureMapping property) label_vectorizer_name (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) labels (zensols.deeplearn.cli.BatchReport attribute) (zensols.deeplearn.domain.ModelSettings attribute) (zensols.deeplearn.result.domain.Metrics attribute) (zensols.deeplearn.result.domain.ResultsContainer property) last_result (zensols.deeplearn.model.facade.ModelFacade property) last_test (zensols.deeplearn.result.domain.ModelResult property) last_test_name (zensols.deeplearn.result.domain.ModelResult property)

latex (zensols.deeplearn.cli.Format attribute) LatexPerformanceMetricsDumper (class in zensols.deeplearn.model.format) LayerError learning_rate (zensols.deeplearn.domain.ModelSettings attribute) (zensols.deeplearn.model.facade.ModelFacade property) LeaveNOutSplitKeyContainer (class in zensols.dataset.leaveout) level (zensols.deeplearn.observer.LogModelObserver attribute) load() (zensols.dataframe.stash.DataframeStash method) (zensols.dataset.stash.DatasetSplitStash method) (zensols.deeplearn.batch.stash.BatchStash method) (zensols.deeplearn.model.executor.ModelExecutor method) load_executor() (zensols.deeplearn.model.manager.ModelManager method) load_from_path() (zensols.deeplearn.model.facade.ModelFacade class method) (zensols.deeplearn.model.manager.ModelManager class method) logger (zensols.deeplearn.model.batchiter.BatchIterator attribute) (zensols.deeplearn.observer.LogModelObserver attribute) logger_name (zensols.deeplearn.cli.FacadeApplicationManager attribute) LogModelObserver (class in zensols.deeplearn.observer) long_f1_name (zensols.deeplearn.result.domain.ScoreMetrics property) losses (zensols.deeplearn.result.domain.DatasetResult property) (zensols.deeplearn.result.domain.EpochResult property)

M

macro (zensols.deeplearn.result.domain.ClassificationMetrics property) mahalanobis() (zensols.dataset.outlier.OutlierDetector method) majority (zensols.deeplearn.cli.ReportType attribute) majority_label_metrics_describer (zensols.deeplearn.result.pred.PredictionsDataFrameFactory property) majority_label_res_id (zensols.deeplearn.model.format.PerformanceMetricsDumper attribute) manager (zensols.deeplearn.vectorize.manager.EncodableFeatureVectorizer attribute) manager_mappings (zensols.deeplearn.batch.mapping.BatchFeatureMapping attribute) MANAGER_SEP (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager attribute) ManagerFeatureMapping (class in zensols.deeplearn.batch.mapping) map_results() (zensols.deeplearn.model.pred.PredictionMapper method) mapping (zensols.deeplearn.batch.meta.BatchMetadata attribute) MaskFeatureContext (class in zensols.deeplearn.vectorize.vectorizers) MaskFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) max_consecutive_increased_count (zensols.deeplearn.domain.ModelSettings attribute) (zensols.deeplearn.model.trainmng.TrainManager attribute) max_loss (zensols.deeplearn.result.domain.ResultsContainer property) McNemarSignificanceTest (class in zensols.deeplearn.result.hypsig) mean_absolute_error (zensols.deeplearn.result.domain.PredictionMetrics property) meta (zensols.deeplearn.cli.InfoItem attribute) MetadataNetworkSettings (class in zensols.deeplearn.batch.meta) METRIC_COLUMNS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) METRIC_DESCRIPTIONS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) metric_metadata (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) Metrics (class in zensols.deeplearn.result.domain) metrics (zensols.deeplearn.result.domain.ResultsContainer property) metrics_dataframe_describer (zensols.deeplearn.result.pred.PredictionsDataFrameFactory property) METRICS_DF_COLUMNS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) METRICS_DF_MACRO_COLUMNS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) METRICS_DF_MICRO_COLUMNS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) METRICS_DF_WEIGHTED_COLUMNS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) metrics_to_series() (zensols.deeplearn.result.pred.PredictionsDataFrameFactory method) micro (zensols.deeplearn.result.domain.ClassificationMetrics property) middle_features (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings attribute) min_loss (zensols.deeplearn.result.domain.ResultsContainer property) mkdir (zensols.deeplearn.observer.DumperObserver attribute) mod_logger (in module zensols.deeplearn.observer) model (zensols.dataset.dimreduce.DimensionReducer property) (zensols.deeplearn.cli.InfoItem attribute) (zensols.deeplearn.model.executor.ModelExecutor property) model_args (zensols.dataset.dimreduce.DimensionReducer attribute) model_config (zensols.deeplearn.model.facade.ModelFacade property) model_config_overwrites (zensols.deeplearn.cli.FacadeApplication attribute) (zensols.deeplearn.model.pack.ModelUnpacker attribute) model_executor_name (zensols.deeplearn.model.manager.ModelManager attribute) model_exists (zensols.deeplearn.model.executor.ModelExecutor property) model_manager (zensols.deeplearn.model.executor.ModelExecutor property) model_name (zensols.deeplearn.domain.ModelSettings attribute) model_packer_name (zensols.deeplearn.model.pack.ModelUnpacker attribute) model_path (zensols.deeplearn.cli.FacadeApplication attribute) (zensols.deeplearn.result.manager.ArchivedResult attribute) (zensols.deeplearn.result.manager.ModelResultManager attribute) model_result (zensols.deeplearn.result.manager.ArchivedResult property) model_result_report (zensols.deeplearn.model.executor.ModelExecutor property) model_result_reporter_class (zensols.deeplearn.model.facade.ModelFacade attribute) model_settings (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade property) (zensols.deeplearn.model.multilabel.MultiLabelOutcomeReducer attribute) (zensols.deeplearn.result.domain.ModelResult attribute) model_torch_config (zensols.deeplearn.batch.stash.BatchStash attribute) model_type (zensols.deeplearn.result.domain.ResultsContainer property) ModelError ModelExecutor (class in zensols.deeplearn.model.executor) ModelFacade (class in zensols.deeplearn.model.facade) ModelManager (class in zensols.deeplearn.model.manager) ModelObserver (class in zensols.deeplearn.observer) ModelObserverManager (class in zensols.deeplearn.observer) ModelPacker (class in zensols.deeplearn.model.pack) ModelResourceFactory (class in zensols.deeplearn.model.optimizer) ModelResult (class in zensols.deeplearn.result.domain) ModelResultComparer (class in zensols.deeplearn.result.compare) ModelResultError ModelResultGrapher (class in zensols.deeplearn.result.plot) ModelResultManager (class in zensols.deeplearn.result.manager) ModelResultReporter (class in zensols.deeplearn.result.report) ModelSettings (class in zensols.deeplearn.domain) ModelType (class in zensols.deeplearn.result.domain) ModelUnpacker (class in zensols.deeplearn.model.pack)

module zensols.dataframe zensols.dataframe.config zensols.dataframe.stash zensols.dataset zensols.dataset.dimreduce zensols.dataset.interface zensols.dataset.leaveout zensols.dataset.outlier zensols.dataset.split zensols.dataset.stash zensols.deeplearn zensols.deeplearn.batch zensols.deeplearn.batch.domain zensols.deeplearn.batch.interface zensols.deeplearn.batch.mapping zensols.deeplearn.batch.meta zensols.deeplearn.batch.multi zensols.deeplearn.batch.stash zensols.deeplearn.cli zensols.deeplearn.clicv zensols.deeplearn.dataframe zensols.deeplearn.dataframe.batch zensols.deeplearn.dataframe.util zensols.deeplearn.dataframe.vectorize zensols.deeplearn.domain zensols.deeplearn.layer zensols.deeplearn.layer.conv zensols.deeplearn.layer.crf zensols.deeplearn.layer.linear zensols.deeplearn.layer.recur zensols.deeplearn.layer.recurcrf zensols.deeplearn.model zensols.deeplearn.model.analyze zensols.deeplearn.model.batchiter zensols.deeplearn.model.executor zensols.deeplearn.model.facade zensols.deeplearn.model.format zensols.deeplearn.model.manager zensols.deeplearn.model.meta zensols.deeplearn.model.module zensols.deeplearn.model.multilabel zensols.deeplearn.model.optimizer zensols.deeplearn.model.pack zensols.deeplearn.model.pred zensols.deeplearn.model.sequence zensols.deeplearn.model.trainmng zensols.deeplearn.model.wgtexecutor zensols.deeplearn.observer zensols.deeplearn.result zensols.deeplearn.result.compare zensols.deeplearn.result.domain zensols.deeplearn.result.hypsig zensols.deeplearn.result.manager zensols.deeplearn.result.plot zensols.deeplearn.result.pred zensols.deeplearn.result.report zensols.deeplearn.torchconfig zensols.deeplearn.torchtype zensols.deeplearn.vectorize zensols.deeplearn.vectorize.domain zensols.deeplearn.vectorize.manager zensols.deeplearn.vectorize.util zensols.deeplearn.vectorize.vectorizers MODULE_NAME (zensols.deeplearn.layer.linear.DeepLinear attribute) (zensols.deeplearn.layer.recur.RecurrentAggregation attribute) (zensols.deeplearn.layer.recurcrf.RecurrentCRF attribute) (zensols.deeplearn.model.module.DebugModule attribute) MULTI_LABEL_CLASSIFICATION (zensols.deeplearn.result.domain.ModelType attribute) multi_label_classification_metrics (zensols.deeplearn.result.domain.ResultsContainer property) multi_labels (zensols.deeplearn.result.domain.MultiLabelClassificationMetrics property) (zensols.deeplearn.result.domain.ResultContext attribute) MultiFeatureContext (class in zensols.deeplearn.vectorize.domain) MultiLabelClassificationMetrics (class in zensols.deeplearn.result.domain) MultiLabelOutcomeReducer (class in zensols.deeplearn.model.multilabel) MultiLabelPredictionsDataFrameFactory (class in zensols.deeplearn.result.pred) MultiLabelScoreMetrics (class in zensols.deeplearn.result.domain)

N

n_correct (zensols.deeplearn.result.domain.ClassificationMetrics property) (zensols.deeplearn.result.domain.MultiLabelClassificationMetrics property) n_data_points (zensols.deeplearn.result.domain.EpochResult attribute) n_features_after_layer() (zensols.deeplearn.layer.linear.DeepLinear method) n_filters (zensols.deeplearn.layer.conv.Convolution2DLayerFactory attribute) n_folds (zensols.dataset.split.StratifiedCrossFoldSplitKeyContainer attribute) n_iterations (zensols.deeplearn.result.domain.ResultsContainer property) n_outcomes (zensols.deeplearn.result.domain.ClassificationMetrics attribute) (zensols.deeplearn.result.domain.ResultsContainer property) n_points (zensols.dataset.dimreduce.DimensionReducer property) name (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.result.domain.ModelResult attribute) (zensols.deeplearn.result.hypsig.SignificanceTest property) (zensols.deeplearn.result.manager.ArchivedResult attribute) (zensols.deeplearn.result.manager.ModelResultManager attribute) (zensols.deeplearn.result.plot.ModelResultGrapher attribute) (zensols.deeplearn.result.pred.PredictionsDataFrameFactory property) (zensols.deeplearn.vectorize.domain.ConfigurableVectorization attribute) name_replace (zensols.deeplearn.model.format.PerformanceMetricsDumper attribute) NAME_TO_TYPE (zensols.deeplearn.torchtype.TorchTypes attribute) names (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet attribute) net_settings (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade property) (zensols.deeplearn.result.domain.ModelResult attribute) network_type (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings attribute) (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute) NetworkSettings (class in zensols.deeplearn.domain)

next_layer() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) next_split() (zensols.dataset.leaveout.LeaveNOutSplitKeyContainer method) nominal_labels (zensols.deeplearn.domain.ModelSettings attribute) NominalEncodedEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) NominalMultiLabelEncodedEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) non_empty_dataset_result (zensols.deeplearn.result.domain.ModelResult property) none (zensols.deeplearn.cli.BatchReport attribute) (zensols.deeplearn.cli.ClearType attribute) NONE_REPR (zensols.deeplearn.dataframe.util.DataFrameDictable attribute) NonUniformDimensionEncoder (class in zensols.deeplearn.vectorize.util) NoResultError normal_model_name (zensols.deeplearn.domain.ModelSettings property) normalize (zensols.dataset.dimreduce.DimensionReducer attribute) normalize_name() (zensols.deeplearn.domain.ModelSettings static method) notify() (zensols.deeplearn.observer.DumperObserver method) (zensols.deeplearn.observer.FilterModelObserver method) (zensols.deeplearn.observer.LogModelObserver method) (zensols.deeplearn.observer.ModelObserver method) (zensols.deeplearn.observer.ModelObserverManager method) (zensols.deeplearn.observer.RecorderObserver method) null_hypothesis (zensols.deeplearn.result.hypsig.SignificanceTestData attribute) NullFeatureContext (class in zensols.deeplearn.vectorize.domain) num_devices (zensols.deeplearn.torchconfig.CudaInfo property) num_labels (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute) num_layers (zensols.deeplearn.layer.recur.RecurrentAggregationNetworkSettings attribute) (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute) numpy (zensols.dataset.outlier.OutlierDetector property) numpy_data_type (zensols.deeplearn.torchconfig.TorchConfig property)

O

observer_manager (zensols.deeplearn.domain.ModelSettings attribute) observers (zensols.deeplearn.observer.ModelObserverManager attribute) OneHotEncodedEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) ones() (zensols.deeplearn.torchconfig.TorchConfig method) optimize_bools (zensols.deeplearn.vectorize.vectorizers.OneHotEncodedEncodableFeatureVectorizer attribute) optimizer_class_name (zensols.deeplearn.domain.ModelSettings attribute) optimizer_params (zensols.deeplearn.domain.ModelSettings attribute)

out_channels (zensols.deeplearn.layer.conv.Convolution1DLayerFactory attribute) out_conv_shape (zensols.deeplearn.layer.conv.ConvolutionLayerFactory property) out_features (zensols.deeplearn.layer.linear.DeepLinear property) (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings attribute) (zensols.deeplearn.layer.recur.RecurrentAggregation property) out_pool_shape (zensols.deeplearn.layer.conv.ConvolutionLayerFactory property) OutlierDetector (class in zensols.dataset.outlier) output_file (zensols.deeplearn.observer.DumperObserver attribute)

P

P (zensols.deeplearn.layer.conv.ConvolutionLayerFactory property) pack() (zensols.deeplearn.cli.FacadePackageApplication method) (zensols.deeplearn.model.pack.ModelPacker method) packer (zensols.deeplearn.cli.FacadePackageApplication attribute) pad_label (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer attribute) padding (zensols.deeplearn.layer.conv.ConvolutionLayerFactory attribute) param (zensols.deeplearn.cli.InfoItem attribute) parse_file_name() (zensols.deeplearn.result.manager.ModelResultManager method) partition_attr (zensols.dataset.split.StratifiedStashSplitKeyContainer attribute) path (zensols.dataset.leaveout.LeaveNOutSplitKeyContainer attribute) (zensols.deeplearn.domain.ModelSettings attribute) (zensols.deeplearn.model.manager.ModelManager attribute) pattern (zensols.dataset.split.AbstractSplitKeyContainer attribute) pearson_residuals (zensols.deeplearn.result.hypsig.ChiSquareEvaluation property) PerformanceMetricsDumper (class in zensols.deeplearn.model.format) persist_random_seed_context (zensols.deeplearn.model.manager.ModelManager attribute) persist_result() (zensols.deeplearn.model.facade.ModelFacade method) plot() (zensols.deeplearn.result.plot.ModelResultGrapher method) plot_result() (zensols.deeplearn.model.facade.ModelFacade method) png_path (zensols.deeplearn.result.manager.ArchivedResult attribute) pool_kernel_filter (zensols.deeplearn.layer.conv.Convolution1DLayerFactory attribute) (zensols.deeplearn.layer.conv.Convolution2DLayerFactory attribute) pool_padding (zensols.deeplearn.layer.conv.ConvolutionLayerFactory attribute) pool_stride (zensols.deeplearn.layer.conv.ConvolutionLayerFactory attribute) populate_batch_feature_mapping() (zensols.deeplearn.batch.stash.BatchStash method) precision (zensols.deeplearn.model.format.PerformanceMetricsDumper attribute) (zensols.deeplearn.result.domain.ScoreMetrics property) pred_col (zensols.deeplearn.result.hypsig.SignificanceTestData attribute) predict() (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) PREDICTION (zensols.deeplearn.result.domain.ModelType attribute)

PREDICTION_COL (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) prediction_mapper_name (zensols.deeplearn.domain.ModelSettings attribute) prediction_metrics (zensols.deeplearn.result.domain.ResultsContainer property) PredictionMapper (class in zensols.deeplearn.model.pred) PredictionMetrics (class in zensols.deeplearn.result.domain) predictions (zensols.deeplearn.result.domain.Metrics attribute) (zensols.deeplearn.result.domain.ResultsContainer property) predictions() (zensols.deeplearn.cli.FacadePredictApplication method) predictions_dataframe_factory_class (zensols.deeplearn.model.facade.ModelFacade attribute) PredictionsDataFrameFactory (class in zensols.deeplearn.result.pred) prefix (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager attribute) (zensols.deeplearn.dataframe.vectorize.DataframeMetadata attribute) previous (zensols.deeplearn.model.analyze.DataComparison attribute) previous_results (zensols.deeplearn.model.analyze.ResultAnalyzer property) previous_results_key (zensols.deeplearn.model.analyze.ResultAnalyzer attribute) prime() (zensols.dataframe.stash.DataframeStash method) (zensols.dataset.split.AbstractSplitKeyContainer method) (zensols.dataset.split.StashSplitKeyContainer method) (zensols.dataset.stash.DatasetSplitStash method) (zensols.deeplearn.batch.stash.BatchStash method) print_information() (zensols.deeplearn.cli.FacadeInfoApplication method) printopts (class in zensols.deeplearn.torchconfig) progress_bar (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade attribute) progress_bar_cols (zensols.deeplearn.cli.FacadeApplicationManager attribute) (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade attribute) progress_bar_number_width (zensols.deeplearn.model.trainmng.TrainManager attribute) progress_logger (zensols.deeplearn.model.trainmng.TrainManager attribute) proportion (zensols.dataset.outlier.OutlierDetector attribute) proportions (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings attribute) pvalue (zensols.deeplearn.result.hypsig.Evaluation attribute)

R

r2_score (zensols.deeplearn.result.domain.PredictionMetrics property) RANKING (zensols.deeplearn.result.domain.ModelType attribute) raw_residuals (zensols.deeplearn.result.hypsig.ChiSquareEvaluation property) reason (zensols.deeplearn.model.trainmng.TrainStatus attribute) recall (zensols.deeplearn.result.domain.ScoreMetrics property) RecorderObserver (class in zensols.deeplearn.observer) RecurrentAggregation (class in zensols.deeplearn.layer.recur) RecurrentAggregationNetworkSettings (class in zensols.deeplearn.layer.recur) RecurrentCRF (class in zensols.deeplearn.layer.recurcrf) RecurrentCRFNetworkSettings (class in zensols.deeplearn.layer.recurcrf) reduce_logging (zensols.deeplearn.cli.JupyterManager attribute) reduce_outcomes (zensols.deeplearn.domain.ModelSettings attribute) reduced (zensols.dataset.dimreduce.DimensionReducer property) reduction_meth (zensols.dataset.dimreduce.DimensionReducer attribute) reload() (zensols.deeplearn.model.facade.ModelFacade method) remove_field() (zensols.deeplearn.batch.mapping.ManagerFeatureMapping method) remove_metadata_mapping_field() (zensols.deeplearn.model.facade.ModelFacade method) render (zensols.deeplearn.cli.Format attribute) repeats (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings attribute) ReportType (class in zensols.deeplearn.cli) res_id_a (zensols.deeplearn.result.compare.ModelResultComparer attribute) res_id_b (zensols.deeplearn.result.compare.ModelResultComparer attribute) reset() (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.result.domain.ModelResult method) reset_parameters() (zensols.deeplearn.layer.crf.CRF method) reset_runs() (zensols.deeplearn.result.domain.ModelResult class method)

reset_torch (zensols.deeplearn.cli.FacadeApplicationManager attribute) resource (zensols.dataframe.stash.ResourceFeatureDataframeStash attribute) ResourceFeatureDataframeStash (class in zensols.dataframe.stash) result (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) result_ids() (zensols.deeplearn.cli.FacadeResultApplication method) result_manager (zensols.deeplearn.model.executor.ModelExecutor property) (zensols.deeplearn.model.facade.ModelFacade property) (zensols.deeplearn.result.report.ModelResultReporter attribute) result_name (zensols.deeplearn.model.facade.ModelFacade attribute) result_path (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.result.manager.ArchivedResult attribute) ResultAnalyzer (class in zensols.deeplearn.model.analyze) ResultContext (class in zensols.deeplearn.result.domain) results (zensols.deeplearn.clicv.CrossValidationReport attribute) (zensols.deeplearn.result.domain.DatasetResult property) results_dir (zensols.deeplearn.model.format.LatexPerformanceMetricsDumper attribute) results_stash (zensols.deeplearn.result.manager.ModelResultManager property) ResultsContainer (class in zensols.deeplearn.result.domain) return_indicators (zensols.dataset.outlier.OutlierDetector attribute) righsize_labels() (zensols.deeplearn.model.sequence.SequenceNetworkOutput method) rm (zensols.deeplearn.result.compare.ModelResultComparer attribute) robust_mahalanobis() (zensols.dataset.outlier.OutlierDetector method) root_mean_squared_error (zensols.deeplearn.result.domain.PredictionMetrics property) row (zensols.deeplearn.dataframe.batch.DataframeDataPoint attribute) run() (zensols.deeplearn.cli.FacadeApplicationManager method) (zensols.deeplearn.cli.FacadeResultApplication method) RUNS (zensols.deeplearn.result.domain.ModelResult attribute)

S

S (zensols.deeplearn.layer.conv.ConvolutionLayerFactory property) same_device() (zensols.deeplearn.torchconfig.TorchConfig method) save() (zensols.deeplearn.result.plot.ModelResultGrapher method) save_json (zensols.deeplearn.result.manager.ModelResultManager attribute) save_json_result() (zensols.deeplearn.result.manager.ModelResultManager method) save_path (zensols.deeplearn.result.plot.ModelResultGrapher attribute) save_plot (zensols.deeplearn.result.manager.ModelResultManager attribute) save_plot_result() (zensols.deeplearn.result.manager.ModelResultManager method) save_text (zensols.deeplearn.result.manager.ModelResultManager attribute) save_text_result() (zensols.deeplearn.result.manager.ModelResultManager method) scale_gradient_params (zensols.deeplearn.domain.ModelSettings attribute) scheduler_class_name (zensols.deeplearn.domain.ModelSettings attribute) scheduler_params (zensols.deeplearn.domain.ModelSettings attribute) score_reduction (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings attribute) ScoreMetrics (class in zensols.deeplearn.result.domain) sequence_lengths (zensols.deeplearn.vectorize.vectorizers.MaskFeatureContext attribute) SequenceBatchIterator (class in zensols.deeplearn.model.sequence) SequenceNetworkContext (class in zensols.deeplearn.model.sequence) SequenceNetworkModule (class in zensols.deeplearn.model.sequence) SequenceNetworkOutput (class in zensols.deeplearn.model.sequence) SequencePredictionsDataFrameFactory (class in zensols.deeplearn.result.pred) serializer (zensols.dataframe.config.DataframeConfig attribute) (zensols.deeplearn.model.pack.SubsetConfig attribute) SeriesEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) set_browser_width() (zensols.deeplearn.cli.JupyterManager static method) set_encode_sparse_matrices() (zensols.deeplearn.model.facade.ModelFacade static method) SET_EPOCH (zensols.deeplearn.model.trainmng.UpdateAction attribute) set_model_parameter() (zensols.deeplearn.model.executor.ModelExecutor method) set_network_parameter() (zensols.deeplearn.model.executor.ModelExecutor method) set_random_seed() (zensols.deeplearn.torchconfig.TorchConfig class method) shape (zensols.deeplearn.batch.meta.BatchFieldMetadata property) (zensols.deeplearn.vectorize.domain.FeatureVectorizer property) short_f1_name (zensols.deeplearn.result.domain.ScoreMetrics property) show() (zensols.deeplearn.result.plot.ModelResultGrapher method) show_leaks() (zensols.deeplearn.cli.FacadeApplicationManager method) shuffle (zensols.dataset.leaveout.LeaveNOutSplitKeyContainer attribute) (zensols.dataset.split.StashSplitKeyContainer attribute) shuffle_training (zensols.deeplearn.domain.ModelSettings attribute) SignificanceError SignificanceTest (class in zensols.deeplearn.result.hypsig) SignificanceTestData (class in zensols.deeplearn.result.hypsig) SignificanceTestSuite (class in zensols.deeplearn.result.hypsig) singleton() (zensols.deeplearn.torchconfig.TorchConfig method) size (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.MaskFeatureVectorizer attribute) size() (zensols.deeplearn.batch.domain.Batch method) sort_column (zensols.deeplearn.model.format.PerformanceMetricsDumper attribute) sort_function (zensols.dataset.stash.SortedDatasetSplitStash attribute) SortedDatasetSplitStash (class in zensols.dataset.stash) source (zensols.deeplearn.cli.ClearType attribute) (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) sparse() (zensols.deeplearn.torchconfig.TorchConfig method)

sparse_arr (zensols.deeplearn.vectorize.domain.SparseTensorFeatureContext property) sparse_data (zensols.deeplearn.vectorize.domain.SparseTensorFeatureContext attribute) SparseTensorFeatureContext (class in zensols.deeplearn.vectorize.domain) split (zensols.deeplearn.cli.BatchReport attribute) split_col (zensols.dataframe.stash.SplitColumnDataframeStash attribute) split_container (zensols.dataset.stash.DatasetSplitStash attribute) split_labels_path (zensols.dataset.split.StratifiedStashSplitKeyContainer attribute) split_name (zensols.dataset.interface.SplitStashContainer property) (zensols.deeplearn.batch.domain.Batch attribute) (zensols.deeplearn.batch.interface.DataPointIDSet attribute) split_names (zensols.dataset.interface.SplitKeyContainer property) split_stash_container (zensols.deeplearn.batch.stash.BatchStash attribute) split_type (zensols.deeplearn.model.sequence.SequenceNetworkContext attribute) (zensols.deeplearn.result.domain.EpochResult attribute) split_types (zensols.deeplearn.result.plot.ModelResultGrapher attribute) SplitColumnDataframeStash (class in zensols.dataframe.stash) SplitKeyContainer (class in zensols.dataset.interface) SplitKeyDataframeStash (class in zensols.dataframe.stash) splits (zensols.dataset.interface.SplitStashContainer property) SplitStashContainer (class in zensols.dataset.interface) start() (zensols.deeplearn.model.trainmng.TrainManager method) (zensols.deeplearn.result.domain.ResultsContainer method) start_transitions (zensols.deeplearn.layer.crf.CRF attribute) stash (zensols.dataset.split.StashSplitKeyContainer attribute) (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager attribute) (zensols.deeplearn.model.analyze.BatchMetrics attribute) (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) StashSplitKeyContainer (class in zensols.dataset.split) state_name (zensols.deeplearn.batch.domain.Batch property) STATES (zensols.deeplearn.batch.domain.Batch attribute) statistic (zensols.deeplearn.result.hypsig.Evaluation attribute) statistics (zensols.deeplearn.result.domain.DatasetResult property) stats (zensols.deeplearn.cli.BatchReport attribute) (zensols.deeplearn.clicv.CrossValidationReport attribute) status_logger (zensols.deeplearn.model.trainmng.TrainManager attribute) STOP (zensols.deeplearn.model.trainmng.UpdateAction attribute) stop() (zensols.deeplearn.model.trainmng.TrainManager method) stop_training() (zensols.deeplearn.model.facade.ModelFacade method) store_model_result (zensols.deeplearn.domain.ModelSettings attribute) store_report (zensols.deeplearn.domain.ModelSettings attribute) str_to_dtype() (zensols.deeplearn.vectorize.vectorizers.MaskFeatureVectorizer static method) stratified_count_dataframe (zensols.dataset.split.StratifiedStashSplitKeyContainer property) stratified_split_labels (zensols.dataset.split.StratifiedStashSplitKeyContainer property) stratified_write (zensols.dataset.split.StratifiedStashSplitKeyContainer attribute) StratifiedCrossFoldSplitKeyContainer (class in zensols.dataset.split) StratifiedStashSplitKeyContainer (class in zensols.dataset.split) stride (zensols.deeplearn.layer.conv.ConvolutionLayerFactory attribute) StudentTTestSignificanceTest (class in zensols.deeplearn.result.hypsig) SubsetConfig (class in zensols.deeplearn.model.pack) summary() (zensols.deeplearn.cli.FacadeResultApplication method) summary_columns (zensols.deeplearn.model.format.PerformanceMetricsDumper attribute) summary_dataframe (zensols.deeplearn.model.format.PerformanceMetricsDumper property)

T

tensor (zensols.deeplearn.vectorize.domain.TensorFeatureContext attribute) tensor_class (zensols.deeplearn.torchconfig.TorchConfig property) TensorFeatureContext (class in zensols.deeplearn.vectorize.domain) test (zensols.deeplearn.domain.DatasetSplitType attribute) (zensols.deeplearn.result.domain.ModelResult property) test() (zensols.deeplearn.cli.FacadeModelApplication method) (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) TEST_METRIC_COLUMNS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) test_names (zensols.deeplearn.result.hypsig.SignificanceTestSuite attribute) tests (zensols.deeplearn.result.hypsig.SignificanceTestSuite property) threshold (zensols.dataset.outlier.OutlierDetector attribute) title (zensols.deeplearn.result.plot.ModelResultGrapher attribute) to() (zensols.deeplearn.batch.domain.Batch method) (zensols.deeplearn.layer.recurcrf.RecurrentCRF method) (zensols.deeplearn.torchconfig.TorchConfig method) to_cpu_deallocate() (zensols.deeplearn.torchconfig.TorchConfig class method) to_file_name() (zensols.deeplearn.result.manager.ModelResultManager static method) to_recurrent_aggregation() (zensols.deeplearn.layer.recurcrf.RecurrentCRFNetworkSettings method) to_sparse() (zensols.deeplearn.vectorize.domain.SparseTensorFeatureContext class method) to_tensor() (zensols.deeplearn.vectorize.domain.SparseTensorFeatureContext method) to_type() (zensols.deeplearn.torchconfig.TorchConfig method) torch_config (zensols.deeplearn.batch.domain.Batch property) (zensols.deeplearn.domain.NetworkSettings attribute) (zensols.deeplearn.model.executor.ModelExecutor property) (zensols.deeplearn.vectorize.manager.EncodableFeatureVectorizer property) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager attribute) (zensols.deeplearn.vectorize.util.NonUniformDimensionEncoder attribute)

torch_seed_context (zensols.deeplearn.batch.interface.DataPointIDSet attribute) TorchConfig (class in zensols.deeplearn.torchconfig) TorchMultiProcessStash (class in zensols.deeplearn.batch.multi) TorchTypes (class in zensols.deeplearn.torchtype) train (zensols.deeplearn.domain.DatasetSplitType attribute) (zensols.deeplearn.result.domain.ModelResult property) train() (zensols.deeplearn.cli.FacadeModelApplication method) (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) train_manager (zensols.deeplearn.model.executor.ModelExecutor property) train_production() (zensols.deeplearn.cli.FacadeModelApplication method) (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) train_test() (zensols.deeplearn.cli.FacadeModelApplication method) TrainManager (class in zensols.deeplearn.model.trainmng) TrainStatus (class in zensols.deeplearn.model.trainmng) transform() (zensols.deeplearn.vectorize.domain.FeatureVectorizer method) (zensols.deeplearn.vectorize.manager.EncodableFeatureVectorizer method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) TransformableFeatureVectorizer (class in zensols.deeplearn.vectorize.manager) transitions (zensols.deeplearn.layer.crf.CRF attribute) trigger_callers (zensols.deeplearn.observer.DumperObserver attribute) trigger_events (zensols.deeplearn.observer.DumperObserver attribute) txt (zensols.deeplearn.cli.Format attribute) txt_path (zensols.deeplearn.result.manager.ArchivedResult attribute) type_from_string() (zensols.deeplearn.torchtype.TorchTypes class method) TYPES (zensols.deeplearn.torchtype.TorchTypes attribute) types() (zensols.deeplearn.torchtype.TorchTypes class method)

U

update() (zensols.deeplearn.result.domain.EpochResult method) update_config() (zensols.deeplearn.cli.FacadePackageApplication method) update_loss() (zensols.deeplearn.model.trainmng.TrainManager method) update_model_config_factory() (zensols.deeplearn.model.facade.ModelFacade method) update_path (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.trainmng.TrainManager attribute)

UpdateAction (class in zensols.deeplearn.model.trainmng) use_progress_bar (zensols.deeplearn.cli.FacadeModelApplication attribute) (zensols.deeplearn.clicv.FacadeCrossValidateModelApplication attribute) USE_SPARSE (zensols.deeplearn.vectorize.domain.SparseTensorFeatureContext attribute) use_weighted_criterion (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor attribute) using_cpu (zensols.deeplearn.torchconfig.TorchConfig property)

V

validate() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) validation (zensols.deeplearn.domain.DatasetSplitType attribute) (zensols.deeplearn.result.domain.ModelResult property) VALIDATION_METRIC_COLUMNS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) values() (zensols.dataset.stash.SortedDatasetSplitStash method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method)

vectorizer (zensols.deeplearn.batch.meta.BatchFieldMetadata attribute) vectorizer_manager_name (zensols.deeplearn.batch.mapping.ManagerFeatureMapping attribute) vectorizer_manager_set (zensols.deeplearn.batch.stash.BatchStash attribute) (zensols.deeplearn.model.facade.ModelFacade property) VectorizerError

W

W (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property) W_out (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property) W_row (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property) weighted (zensols.deeplearn.result.domain.ClassificationMetrics property) weighted_split_name (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor attribute) weighted_split_path (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor attribute) WeightedModelExecutor (class in zensols.deeplearn.model.wgtexecutor) width (zensols.deeplearn.layer.conv.Convolution2DLayerFactory attribute) WilcoxSignificanceTest (class in zensols.deeplearn.result.hypsig) write() (zensols.dataframe.stash.DataframeStash method) (zensols.dataframe.stash.SplitKeyDataframeStash method) (zensols.dataset.interface.SplitKeyContainer method) (zensols.dataset.split.AbstractSplitKeyContainer method) (zensols.dataset.split.StratifiedStashSplitKeyContainer method) (zensols.dataset.stash.DatasetSplitStash method) (zensols.deeplearn.batch.domain.Batch method) (zensols.deeplearn.batch.domain.DataPoint method) (zensols.deeplearn.batch.mapping.BatchFeatureMapping method) (zensols.deeplearn.batch.mapping.FieldFeatureMapping method) (zensols.deeplearn.batch.mapping.ManagerFeatureMapping method) (zensols.deeplearn.batch.meta.BatchFieldMetadata method) (zensols.deeplearn.batch.meta.BatchMetadata method) (zensols.deeplearn.cli.FacadeApplicationManager method) (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager method) (zensols.deeplearn.dataframe.vectorize.DataframeMetadata method) (zensols.deeplearn.model.analyze.DataComparison method) (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) (zensols.deeplearn.model.format.PerformanceMetricsDumper method) (zensols.deeplearn.model.pack.ModelUnpacker method) (zensols.deeplearn.result.compare.ModelResultComparer method) (zensols.deeplearn.result.domain.ClassificationMetrics method) (zensols.deeplearn.result.domain.DatasetResult method) (zensols.deeplearn.result.domain.EpochResult method) (zensols.deeplearn.result.domain.ModelResult method) (zensols.deeplearn.result.domain.MultiLabelClassificationMetrics method) (zensols.deeplearn.result.domain.PredictionMetrics method) (zensols.deeplearn.result.domain.ScoreMetrics method) (zensols.deeplearn.result.hypsig.ChiSquareEvaluation method) (zensols.deeplearn.result.hypsig.SignificanceTest method) (zensols.deeplearn.result.hypsig.SignificanceTestSuite method) (zensols.deeplearn.torchconfig.CudaInfo method) (zensols.deeplearn.torchconfig.TorchConfig method) (zensols.deeplearn.vectorize.domain.ConfigurableVectorization method) (zensols.deeplearn.vectorize.domain.FeatureVectorizer method) (zensols.deeplearn.vectorize.domain.TensorFeatureContext method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method) (zensols.deeplearn.vectorize.vectorizers.CategoryEncodableFeatureVectorizer method)

write_associated() (zensols.deeplearn.result.hypsig.ChiSquareEvaluation method) write_conclusion() (zensols.deeplearn.result.hypsig.SignificanceTest method) write_device_tensors() (zensols.deeplearn.torchconfig.TorchConfig method) write_in_memory_tensors() (zensols.deeplearn.torchconfig.TorchConfig class method) write_model() (zensols.deeplearn.model.executor.ModelExecutor method) write_result() (zensols.deeplearn.model.facade.ModelFacade method) write_result_statistics() (zensols.deeplearn.result.domain.ModelResult method) write_settings() (zensols.deeplearn.model.executor.ModelExecutor method) writer (zensols.deeplearn.model.facade.ModelFacade attribute)

X

X_col (zensols.deeplearn.layer.conv.Convolution2DLayerFactory property)

Y

yaml (zensols.deeplearn.cli.Format attribute)

Z

z_score() (zensols.dataset.outlier.OutlierDetector method) zensols.dataframe module zensols.dataframe.config module zensols.dataframe.stash module zensols.dataset module zensols.dataset.dimreduce module zensols.dataset.interface module zensols.dataset.leaveout module zensols.dataset.outlier module zensols.dataset.split module zensols.dataset.stash module zensols.deeplearn module zensols.deeplearn.batch module zensols.deeplearn.batch.domain module zensols.deeplearn.batch.interface module zensols.deeplearn.batch.mapping module zensols.deeplearn.batch.meta module zensols.deeplearn.batch.multi module zensols.deeplearn.batch.stash module zensols.deeplearn.cli module zensols.deeplearn.clicv module zensols.deeplearn.dataframe module zensols.deeplearn.dataframe.batch module zensols.deeplearn.dataframe.util module zensols.deeplearn.dataframe.vectorize module zensols.deeplearn.domain module zensols.deeplearn.layer module zensols.deeplearn.layer.conv module zensols.deeplearn.layer.crf module zensols.deeplearn.layer.linear module zensols.deeplearn.layer.recur module zensols.deeplearn.layer.recurcrf module zensols.deeplearn.model module

zensols.deeplearn.model.analyze module zensols.deeplearn.model.batchiter module zensols.deeplearn.model.executor module zensols.deeplearn.model.facade module zensols.deeplearn.model.format module zensols.deeplearn.model.manager module zensols.deeplearn.model.meta module zensols.deeplearn.model.module module zensols.deeplearn.model.multilabel module zensols.deeplearn.model.optimizer module zensols.deeplearn.model.pack module zensols.deeplearn.model.pred module zensols.deeplearn.model.sequence module zensols.deeplearn.model.trainmng module zensols.deeplearn.model.wgtexecutor module zensols.deeplearn.observer module zensols.deeplearn.result module zensols.deeplearn.result.compare module zensols.deeplearn.result.domain module zensols.deeplearn.result.hypsig module zensols.deeplearn.result.manager module zensols.deeplearn.result.plot module zensols.deeplearn.result.pred module zensols.deeplearn.result.report module zensols.deeplearn.torchconfig module zensols.deeplearn.torchtype module zensols.deeplearn.vectorize module zensols.deeplearn.vectorize.domain module zensols.deeplearn.vectorize.manager module zensols.deeplearn.vectorize.util module zensols.deeplearn.vectorize.vectorizers module zeros() (zensols.deeplearn.torchconfig.TorchConfig method)