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.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.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.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.ConvolutionLayerFactory method) (zensols.deeplearn.layer.conv.Im2DimCalculator method) (zensols.deeplearn.layer.conv.MaxPool1dFactory method) (zensols.deeplearn.layer.conv.MaxPool2dFactory method) (zensols.deeplearn.layer.conv.PoolFactory 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.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.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.NoResultError method) (zensols.deeplearn.result.domain.PredictionMetrics 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.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.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) 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) 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_norm2d() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) 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) BatchNormNetworkSettings (class in zensols.deeplearn.domain) 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

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) calc (zensols.deeplearn.layer.conv.ConvolutionLayerFactory property) capitalize() (zensols.deeplearn.model.format.PerformanceMetricsDumper static method) cat() (zensols.deeplearn.torchconfig.TorchConfig method) categories (zensols.deeplearn.vectorize.vectorizers.CategoryEncodableFeatureVectorizer 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) 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.FacadeResultApplication 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) 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) 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) conv1d() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) conv2d() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) converged_epoch (zensols.deeplearn.result.domain.DatasetResult property) convergence (zensols.deeplearn.result.domain.DatasetResult property) ConvolutionLayerFactory (class in zensols.deeplearn.layer.conv) copy_calc() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) 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) 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) 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() (zensols.deeplearn.layer.conv.MaxPool1dFactory method) (zensols.deeplearn.layer.conv.MaxPool2dFactory method) (zensols.deeplearn.layer.conv.PoolFactory 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) 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

data (zensols.dataset.dimreduce.DimensionReducer attribute) (zensols.dataset.outlier.OutlierDetector attribute) (zensols.deeplearn.result.hypsig.SignificanceTest attribute) (zensols.deeplearn.result.hypsig.SignificanceTestSuite attribute) data_point_class (zensols.deeplearn.batch.meta.BatchMetadata attribute) data_point_id_sets_path (zensols.deeplearn.batch.stash.BatchStash attribute) data_point_ids (zensols.deeplearn.batch.interface.DataPointIDSet attribute) data_point_transform (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) data_point_type (zensols.deeplearn.batch.stash.BatchStash attribute) data_points (zensols.deeplearn.batch.domain.Batch property) data_type (zensols.deeplearn.vectorize.vectorizers.MaskFeatureVectorizer attribute) (zensols.deeplearn.vectorize.vectorizers.NominalEncodedEncodableFeatureVectorizer attribute) DataComparison (class in zensols.deeplearn.model.analyze) dataframe (zensols.dataframe.stash.DataframeStash property) (zensols.deeplearn.result.pred.PredictionsDataFrameFactory property) (zensols.deeplearn.result.report.ModelResultReporter property) dataframe_describer (zensols.deeplearn.result.report.ModelResultReporter property) dataframe_path (zensols.dataframe.stash.DataframeStash attribute) DataframeBatch (class in zensols.deeplearn.dataframe.batch) DataframeBatchStash (class in zensols.deeplearn.dataframe.batch) DataframeConfig (class in zensols.dataframe.config) DataframeDataPoint (class in zensols.deeplearn.dataframe.batch) DataFrameDictable (class in zensols.deeplearn.dataframe.util) DataframeError DataframeFeatureVectorizerManager (class in zensols.deeplearn.dataframe.vectorize) DataframeMetadata (class in zensols.deeplearn.dataframe.vectorize) DataframeStash (class in zensols.dataframe.stash) DataPoint (class in zensols.deeplearn.batch.domain) DataPointIDSet (class in zensols.deeplearn.batch.interface) datas (zensols.deeplearn.model.pred.PredictionMapper attribute) dataset_metadata (zensols.deeplearn.dataframe.vectorize.DataframeFeatureVectorizerManager property) dataset_result (zensols.deeplearn.result.domain.ModelResult attribute) dataset_split_names (zensols.deeplearn.model.executor.ModelExecutor attribute) dataset_stash (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade property) DatasetError DatasetResult (class in zensols.deeplearn.result.domain) DatasetSplitStash (class in zensols.dataset.stash) DatasetSplitType (class in zensols.deeplearn.domain) deallocate() (zensols.dataframe.stash.DataframeStash method) (zensols.dataframe.stash.SplitKeyDataframeStash method) (zensols.dataset.stash.DatasetSplitStash method) (zensols.deeplearn.batch.domain.Batch method) (zensols.deeplearn.batch.stash.BatchStash method) (zensols.deeplearn.cli.FacadeApplication method) (zensols.deeplearn.cli.FacadeApplicationManager method) (zensols.deeplearn.layer.linear.DeepLinear method) (zensols.deeplearn.layer.recur.RecurrentAggregation method) (zensols.deeplearn.layer.recurcrf.RecurrentCRF method) (zensols.deeplearn.model.executor.ModelExecutor method) (zensols.deeplearn.model.facade.ModelFacade method) (zensols.deeplearn.model.sequence.SequenceNetworkOutput method) (zensols.deeplearn.vectorize.domain.MultiFeatureContext method) (zensols.deeplearn.vectorize.domain.TensorFeatureContext method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManager method) (zensols.deeplearn.vectorize.manager.FeatureVectorizerManagerSet method) deallocate_batches() (zensols.deeplearn.model.executor.ModelExecutor method) debug (zensols.deeplearn.model.executor.ModelExecutor property) debug() (zensols.deeplearn.cli.FacadeInfoApplication method) (zensols.deeplearn.model.facade.ModelFacade method)

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) 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.ConvolutionLayerFactory 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.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) 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

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) 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() (zensols.deeplearn.layer.conv.ConvolutionLayerFactory method) (zensols.deeplearn.layer.conv.Im2DimCalculator method) flatten_dim (zensols.deeplearn.layer.conv.ConvolutionLayerFactory property) (zensols.deeplearn.layer.conv.Flattenable property) flatten_short_classes (zensols.deeplearn.observer.RecorderObserver attribute) Flattenable (class in zensols.deeplearn.layer.conv) 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) 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_norm_layers() (zensols.deeplearn.layer.linear.DeepLinear 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_described_results() (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_counts() (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor method) get_label_feature_vectorizer() (zensols.deeplearn.batch.domain.Batch method) get_label_statistics() (zensols.deeplearn.model.wgtexecutor.WeightedModelExecutor method) get_labels() (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() (zensols.deeplearn.model.facade.ModelFacade 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_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_out (zensols.deeplearn.layer.conv.Im2DimCalculator property) has_labels (zensols.deeplearn.batch.domain.Batch property)

height (zensols.deeplearn.layer.conv.ConvolutionLayerFactory 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) Im2DimCalculator (class in zensols.deeplearn.layer.conv) 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) iterate() (zensols.deeplearn.model.batchiter.BatchIterator method) ITERATE_EPOCH (zensols.deeplearn.model.trainmng.UpdateAction attribute)

J

json_path (zensols.deeplearn.result.manager.ArchivedResult attribute)

JupyterManager (class in zensols.deeplearn.cli)

K

keep_last_state_dict (zensols.deeplearn.model.manager.ModelManager attribute) kernel_filter (zensols.deeplearn.layer.conv.ConvolutionLayerFactory attribute) (zensols.deeplearn.layer.conv.MaxPool1dFactory attribute) (zensols.deeplearn.layer.conv.MaxPool2dFactory 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

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.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) LatexPerformanceMetricsDumper (class in zensols.deeplearn.model.format) layer_factory (zensols.deeplearn.layer.conv.PoolFactory attribute)

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_label_metrics (zensols.deeplearn.result.pred.PredictionsDataFrameFactory property) majority_label_metrics() (zensols.deeplearn.cli.FacadeResultApplication method) 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) MaxPool1dFactory (class in zensols.deeplearn.layer.conv) MaxPool2dFactory (class in zensols.deeplearn.layer.conv) 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_DESCRIPTIONS (zensols.deeplearn.result.pred.PredictionsDataFrameFactory attribute) (zensols.deeplearn.result.report.ModelResultReporter attribute) Metrics (class in zensols.deeplearn.result.domain) metrics (zensols.deeplearn.result.domain.ResultsContainer property) metrics() (zensols.deeplearn.cli.FacadeResultApplication method) metrics_dataframe (zensols.deeplearn.result.pred.PredictionsDataFrameFactory 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_settings (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.model.facade.ModelFacade property) (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.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.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) MultiFeatureContext (class in zensols.deeplearn.vectorize.domain)

N

n_correct (zensols.deeplearn.result.domain.ClassificationMetrics 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.ConvolutionLayerFactory 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_split() (zensols.dataset.leaveout.LeaveNOutSplitKeyContainer method) nominal_labels (zensols.deeplearn.domain.ModelSettings attribute) NominalEncodedEncodableFeatureVectorizer (class in zensols.deeplearn.vectorize.vectorizers) non_empty_dataset_result (zensols.deeplearn.result.domain.ModelResult property) none (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_features (zensols.deeplearn.layer.linear.DeepLinear property) (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings attribute) (zensols.deeplearn.layer.recur.RecurrentAggregation property)

out_shape (zensols.deeplearn.layer.conv.Flattenable property) (zensols.deeplearn.layer.conv.Im2DimCalculator property) (zensols.deeplearn.layer.conv.PoolFactory property) outcomes() (zensols.deeplearn.cli.FacadePredictApplication method) OutlierDetector (class in zensols.dataset.outlier) output_file (zensols.deeplearn.observer.DumperObserver attribute)

P

pack() (zensols.deeplearn.model.pack.ModelPacker method) pack_model() (zensols.deeplearn.cli.FacadePackageApplication method) packer (zensols.deeplearn.cli.FacadePackageApplication attribute) pad_label (zensols.deeplearn.vectorize.vectorizers.AggregateEncodableFeatureVectorizer attribute) padding (zensols.deeplearn.layer.conv.ConvolutionLayerFactory attribute) (zensols.deeplearn.layer.conv.PoolFactory 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) PoolFactory (class in zensols.deeplearn.layer.conv) 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_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) repeats (zensols.deeplearn.layer.linear.DeepLinearNetworkSettings attribute) 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() (zensols.deeplearn.cli.FacadeResultApplication method) 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_path (zensols.deeplearn.model.executor.ModelExecutor attribute) (zensols.deeplearn.result.manager.ArchivedResult attribute) result_summary() (zensols.deeplearn.cli.FacadeResultApplication method) ResultAnalyzer (class in zensols.deeplearn.model.analyze) results (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) RUNS (zensols.deeplearn.result.domain.ModelResult attribute)

S

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) 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_col (zensols.dataframe.stash.SplitKeyDataframeStash 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) 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.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) 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) StratifiedStashSplitKeyContainer (class in zensols.dataset.split) stride (zensols.deeplearn.layer.conv.ConvolutionLayerFactory attribute) (zensols.deeplearn.layer.conv.PoolFactory attribute) StudentTTestSignificanceTest (class in zensols.deeplearn.result.hypsig) SubsetConfig (class in zensols.deeplearn.model.pack) 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_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.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_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_loss() (zensols.deeplearn.model.trainmng.TrainManager 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) 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.Im2DimCalculator method) validation (zensols.deeplearn.domain.DatasetSplitType attribute) (zensols.deeplearn.result.domain.ModelResult property) 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_out (zensols.deeplearn.layer.conv.Im2DimCalculator property) W_row (zensols.deeplearn.layer.conv.Im2DimCalculator 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.ConvolutionLayerFactory 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.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_predictions() (zensols.deeplearn.model.facade.ModelFacade 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.Im2DimCalculator property)

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.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.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)