Index Symbols | _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W Symbols --chunksize sdgx-sample command line option --count sdgx-sample command line option --data_connector sdgx-fit command line option --data_connector_kwargs sdgx-fit command line option --data_exporter sdgx-sample command line option --data_exporter_kwargs sdgx-sample command line option --data_processors sdgx-fit command line option sdgx-sample command line option --data_processors_kwargs sdgx-fit command line option sdgx-sample command line option --dry_run sdgx-fit command line option sdgx-sample command line option --export_dst sdgx-sample command line option --inspector_init_kwargs sdgx-fit command line option --inspector_max_chunk sdgx-fit command line option --json_output sdgx-fit command line option sdgx-list-cachers command line option sdgx-list-data-connectors command line option sdgx-list-data-exporters command line option sdgx-list-data-processors command line option sdgx-list-models command line option sdgx-sample command line option --load_dir sdgx-fit command line option sdgx-sample command line option --log_to_file sdgx-fit command line option sdgx-list-cachers command line option sdgx-list-data-connectors command line option sdgx-list-data-exporters command line option sdgx-list-data-processors command line option sdgx-list-models command line option sdgx-sample command line option --metadata_exclude_inspectors sdgx-fit command line option --metadata_include_inspectors sdgx-fit command line option --metadata_path sdgx-fit command line option --model sdgx-fit command line option sdgx-sample command line option --model_fit_kwargs sdgx-fit command line option --model_kwargs sdgx-fit command line option --model_path sdgx-fit command line option --model_sample_args sdgx-sample command line option --processed_data_loaders_kwargs sdgx-fit command line option sdgx-sample command line option --raw_data_loaders_kwargs sdgx-fit command line option sdgx-sample command line option --save_dir sdgx-fit command line option --torchrun sdgx-fit command line option sdgx-sample command line option --torchrun_kwargs sdgx-fit command line option sdgx-sample command line option _ _apply_activate() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) _check_access_type() (sdgx.models.base.SynthesizerModel method) _columns() (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) _cond_loss() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) _covert_column() (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) _covert_column_scale() (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) _filter_discrete_columns() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) _fit() (sdgx.data_processors.base.DataProcessor method) (sdgx.data_processors.formatters.datetime.DatetimeFormatter method) (sdgx.data_processors.formatters.int.IntValueFormatter method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer method) (sdgx.data_processors.transformers.nan.NonValueTransformer method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) _fit_column() (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode method) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode method) (sdgx.data_models.inspectors.personal.ChineseNameInspector method) (sdgx.data_models.inspectors.personal.EmailInspector method) (sdgx.data_models.inspectors.personal.EnglishNameInspector method) (sdgx.data_models.inspectors.regex.RegexInspector method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) _fit_column_scale() (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) _format_match_rate (sdgx.data_models.inspectors.datetime.DatetimeInspector attribute) _get_cache_filename() (sdgx.cachers.disk_cache.DiskCache method) _gumbel_softmax() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel static method) _inspect_level (sdgx.data_models.inspectors.base.Inspector attribute) (sdgx.data_models.inspectors.bool.BoolInspector attribute) (sdgx.data_models.inspectors.datetime.DatetimeInspector attribute) (sdgx.data_models.inspectors.discrete.DiscreteInspector attribute) (sdgx.data_models.inspectors.i_id.IDInspector attribute) (sdgx.data_models.inspectors.numeric.NumericInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) (sdgx.data_models.inspectors.personal.ChineseNameInspector attribute) (sdgx.data_models.inspectors.personal.EmailInspector attribute) (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) (sdgx.data_models.inspectors.regex.RegexInspector attribute) _is_int_column() (sdgx.data_models.inspectors.numeric.NumericInspector method) _is_negative_column() (sdgx.data_models.inspectors.numeric.NumericInspector method) _is_positive_column() (sdgx.data_models.inspectors.numeric.NumericInspector method) _is_positive_or_negative_column() (sdgx.data_models.inspectors.numeric.NumericInspector method) _iter() (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) _load_dir() (sdgx.cachers.manager.CacherManager method) (sdgx.data_connectors.manager.DataConnectorManager method) (sdgx.data_exporters.manager.DataExporterManager method) (sdgx.data_models.inspectors.manager.InspectorManager method) (sdgx.data_processors.manager.DataProcessorManager method) (sdgx.manager.Manager method) (sdgx.models.manager.ModelManager method) _match_percentage (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) (sdgx.data_models.inspectors.personal.ChineseNameInspector attribute) (sdgx.data_models.inspectors.personal.EmailInspector attribute) (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) (sdgx.data_models.inspectors.regex.RegexInspector attribute) _normalize_name() (sdgx.cachers.manager.CacherManager method) (sdgx.data_connectors.manager.DataConnectorManager method) (sdgx.data_exporters.manager.DataExporterManager method) (sdgx.data_models.inspectors.manager.InspectorManager method) (sdgx.data_processors.manager.DataProcessorManager method) (sdgx.manager.Manager method) (sdgx.models.manager.ModelManager method) _pre_fit() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) _read() (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) _refresh() (sdgx.cachers.disk_cache.DiskCache method) _registed_cls (sdgx.models.manager.ModelManager attribute) _reverse_convert_column() (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) _reverse_convert_column_scale() (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) _sample() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) _sample_once() (sdgx.synthesizer.Synthesizer method) _validate_discrete_columns() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) A add() (sdgx.data_models.metadata.Metadata method) address_max_length (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) address_min_length (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) args (sdgx.exceptions.CacheError attribute) (sdgx.exceptions.CannotExportError attribute) (sdgx.exceptions.DataLoaderInitError attribute) (sdgx.exceptions.DataModelError attribute) (sdgx.exceptions.InitializationError attribute) (sdgx.exceptions.InspectorInitError attribute) (sdgx.exceptions.ManagerError attribute) (sdgx.exceptions.ManagerLoadModelError attribute) (sdgx.exceptions.MetadataCombinerError attribute) (sdgx.exceptions.MetadataCombinerInitError attribute) (sdgx.exceptions.MetadataCombinerInvalidError attribute) (sdgx.exceptions.MetadataInitError attribute) (sdgx.exceptions.MetadataInvalidError attribute) (sdgx.exceptions.NonParametricError attribute) (sdgx.exceptions.NotFoundError attribute) (sdgx.exceptions.RegisterError attribute) (sdgx.exceptions.RelationshipInitError attribute) (sdgx.exceptions.SdgxError attribute) (sdgx.exceptions.SynthesizerError attribute) (sdgx.exceptions.SynthesizerInitError attribute) (sdgx.exceptions.SynthesizerProcessorError attribute) (sdgx.exceptions.SynthesizerSampleError attribute) attach_columns() (sdgx.data_processors.base.DataProcessor static method) (sdgx.data_processors.formatters.datetime.DatetimeFormatter static method) (sdgx.data_processors.formatters.int.IntValueFormatter static method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer static method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer static method) (sdgx.data_processors.transformers.nan.NonValueTransformer static method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer static method) B bool_columns (sdgx.data_models.metadata.Metadata attribute) BoolInspector (class in sdgx.data_models.inspectors.bool) build() (sdgx.data_models.relationship.Relationship class method) C cache() (in module sdgx.utils) CacheError Cacher (class in sdgx.cachers.base) CacherManager (class in sdgx.cachers.manager) calc_gradient_penalty() (sdgx.models.ml.single_table.ctgan.Discriminator method) can_convert_to_datetime() (sdgx.data_models.inspectors.datetime.DatetimeInspector class method) CannotExportError categorical_encoder (sdgx.data_models.metadata.Metadata attribute) categorical_threshold (sdgx.data_models.metadata.Metadata attribute) CategoricalEncoderType (class in sdgx.data_models.metadata) change_column_type() (sdgx.data_models.metadata.Metadata method) check() (sdgx.data_models.combiner.MetadataCombiner method) (sdgx.data_models.metadata.Metadata method) check_column_list() (sdgx.data_models.metadata.Metadata class method) check_fitted() (sdgx.data_processors.base.DataProcessor method) (sdgx.data_processors.formatters.datetime.DatetimeFormatter method) (sdgx.data_processors.formatters.int.IntValueFormatter method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer method) (sdgx.data_processors.transformers.nan.NonValueTransformer method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) check_single_primary_key() (sdgx.data_models.metadata.Metadata method) child (sdgx.data_models.relationship.KeyTuple attribute) child_table (sdgx.data_models.relationship.Relationship attribute) ChinaMainlandAddressInspector (class in sdgx.data_models.inspectors.personal) ChinaMainlandIDInspector (class in sdgx.data_models.inspectors.personal) ChinaMainlandMobilePhoneInspector (class in sdgx.data_models.inspectors.personal) ChinaMainlandPostCode (class in sdgx.data_models.inspectors.personal) ChinaMainlandUnifiedSocialCreditCode (class in sdgx.data_models.inspectors.personal) ChineseNameInspector (class in sdgx.data_models.inspectors.personal) cleanup() (sdgx.synthesizer.Synthesizer method) clear_cache() (sdgx.cachers.base.Cacher method) (sdgx.cachers.base.NoCache method) (sdgx.cachers.disk_cache.DiskCache method) clear_invalid_cache() (sdgx.cachers.base.Cacher method) (sdgx.cachers.base.NoCache method) (sdgx.cachers.disk_cache.DiskCache method) column_inspect_level (sdgx.data_models.metadata.Metadata attribute) column_list (sdgx.data_models.metadata.Metadata attribute) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer attribute), [1] (sdgx.data_processors.transformers.nan.NonValueTransformer attribute), [1] ColumnOrderTransformer (class in sdgx.data_processors.transformers.column_order) columns() (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) (sdgx.data_loader.DataLoader method) const_columns (sdgx.data_models.metadata.Metadata attribute) convert() (sdgx.data_processors.base.DataProcessor method) (sdgx.data_processors.formatters.datetime.DatetimeFormatter method) (sdgx.data_processors.formatters.int.IntValueFormatter method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer method) (sdgx.data_processors.transformers.nan.NonValueTransformer method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) convert_datetime_columns() (sdgx.data_processors.formatters.datetime.DatetimeFormatter static method) convert_timestamp_to_datetime() (sdgx.data_processors.formatters.datetime.DatetimeFormatter static method) CsvConnector (class in sdgx.data_connectors.csv_connector) CsvExporter (class in sdgx.data_exporters.csv_exporter) CTGANSynthesizerModel (class in sdgx.models.ml.single_table.ctgan) D data_type_name (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) (sdgx.data_models.inspectors.personal.ChineseNameInspector attribute) (sdgx.data_models.inspectors.personal.EmailInspector attribute) (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) (sdgx.data_models.inspectors.regex.RegexInspector attribute) DataConnector (class in sdgx.data_connectors.base) DataConnectorManager (class in sdgx.data_connectors.manager) DataExporter (class in sdgx.data_exporters.base) DataExporterManager (class in sdgx.data_exporters.manager) DataLoader (class in sdgx.data_loader) DataLoaderInitError DataModelError DataProcessor (class in sdgx.data_processors.base) DataProcessorManager (class in sdgx.data_processors.manager) datetime_columns (sdgx.data_models.metadata.Metadata attribute) (sdgx.data_processors.formatters.datetime.DatetimeFormatter attribute), [1] datetime_format (sdgx.data_models.metadata.Metadata attribute) datetime_formats (sdgx.data_processors.formatters.datetime.DatetimeFormatter attribute), [1] DatetimeFormatter (class in sdgx.data_processors.formatters.datetime) DatetimeInspector (class in sdgx.data_models.inspectors.datetime) dead_columns (sdgx.data_processors.formatters.datetime.DatetimeFormatter attribute), [1] DEFAULT_CACHER_INITIAL (sdgx.data_loader.DataLoader attribute) delete() (sdgx.data_models.metadata.Metadata method) detect_datetime_format() (sdgx.data_models.inspectors.datetime.DatetimeInspector method) discrete_columns (sdgx.data_models.metadata.Metadata attribute) (sdgx.data_processors.transformers.discrete.DiscreteTransformer attribute), [1] DiscreteInspector (class in sdgx.data_models.inspectors.discrete) DiscreteTransformer (class in sdgx.data_processors.transformers.discrete) Discriminator (class in sdgx.models.ml.single_table.ctgan) DiskCache (class in sdgx.cachers.disk_cache) domain_verification() (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode method) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode method) (sdgx.data_models.inspectors.personal.ChineseNameInspector method) (sdgx.data_models.inspectors.personal.EmailInspector method) (sdgx.data_models.inspectors.personal.EnglishNameInspector method) (sdgx.data_models.inspectors.regex.RegexInspector method) download_demo_data() (in module sdgx.utils) download_multi_table_demo_data() (in module sdgx.utils) drop_na (sdgx.data_processors.transformers.nan.NonValueTransformer attribute), [1] dump() (sdgx.data_models.metadata.Metadata method) E EmailInspector (class in sdgx.data_models.inspectors.personal) EnglishNameInspector (class in sdgx.data_models.inspectors.personal) ERROR_CODE (sdgx.exceptions.CacheError attribute) (sdgx.exceptions.CannotExportError attribute) (sdgx.exceptions.DataLoaderInitError attribute) (sdgx.exceptions.DataModelError attribute) (sdgx.exceptions.InitializationError attribute) (sdgx.exceptions.InspectorInitError attribute) (sdgx.exceptions.ManagerError attribute) (sdgx.exceptions.ManagerLoadModelError attribute) (sdgx.exceptions.MetadataCombinerError attribute) (sdgx.exceptions.MetadataCombinerInitError attribute) (sdgx.exceptions.MetadataCombinerInvalidError attribute) (sdgx.exceptions.MetadataInitError attribute) (sdgx.exceptions.MetadataInvalidError attribute) (sdgx.exceptions.NonParametricError attribute) (sdgx.exceptions.NotFoundError attribute) (sdgx.exceptions.RegisterError attribute) (sdgx.exceptions.RelationshipInitError attribute) (sdgx.exceptions.SdgxError attribute) (sdgx.exceptions.SynthesizerError attribute) (sdgx.exceptions.SynthesizerInitError attribute) (sdgx.exceptions.SynthesizerProcessorError attribute) (sdgx.exceptions.SynthesizerSampleError attribute) EXIT_CODE (sdgx.exceptions.CacheError attribute) (sdgx.exceptions.CannotExportError attribute) (sdgx.exceptions.DataLoaderInitError attribute) (sdgx.exceptions.DataModelError attribute) (sdgx.exceptions.InitializationError attribute) (sdgx.exceptions.InspectorInitError attribute) (sdgx.exceptions.ManagerError attribute) (sdgx.exceptions.ManagerLoadModelError attribute) (sdgx.exceptions.MetadataCombinerError attribute) (sdgx.exceptions.MetadataCombinerInitError attribute) (sdgx.exceptions.MetadataCombinerInvalidError attribute) (sdgx.exceptions.MetadataInitError attribute) (sdgx.exceptions.MetadataInvalidError attribute) (sdgx.exceptions.NonParametricError attribute) (sdgx.exceptions.NotFoundError attribute) (sdgx.exceptions.RegisterError attribute) (sdgx.exceptions.RelationshipInitError attribute) (sdgx.exceptions.SdgxError attribute) (sdgx.exceptions.SynthesizerError attribute) (sdgx.exceptions.SynthesizerInitError attribute) (sdgx.exceptions.SynthesizerProcessorError attribute) (sdgx.exceptions.SynthesizerSampleError attribute) F fields (sdgx.data_models.combiner.MetadataCombiner property) fill_na_value_default (sdgx.data_processors.transformers.nan.NonValueTransformer attribute), [1] fill_na_value_float (sdgx.data_processors.transformers.nan.NonValueTransformer attribute), [1] fill_na_value_int (sdgx.data_processors.transformers.nan.NonValueTransformer attribute), [1] finalize() (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) (sdgx.data_loader.DataLoader method) find_free_port() (in module sdgx.utils) fit() (sdgx.data_models.inspectors.base.Inspector method) (sdgx.data_models.inspectors.bool.BoolInspector method) (sdgx.data_models.inspectors.datetime.DatetimeInspector method) (sdgx.data_models.inspectors.discrete.DiscreteInspector method) (sdgx.data_models.inspectors.i_id.IDInspector method) (sdgx.data_models.inspectors.numeric.NumericInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode method) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode method) (sdgx.data_models.inspectors.personal.ChineseNameInspector method) (sdgx.data_models.inspectors.personal.EmailInspector method) (sdgx.data_models.inspectors.personal.EnglishNameInspector method) (sdgx.data_models.inspectors.regex.RegexInspector method) (sdgx.data_processors.base.DataProcessor method) (sdgx.data_processors.formatters.datetime.DatetimeFormatter method) (sdgx.data_processors.formatters.int.IntValueFormatter method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer method) (sdgx.data_processors.transformers.nan.NonValueTransformer method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) (sdgx.models.base.SynthesizerModel method) (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) (sdgx.synthesizer.Synthesizer method) fitted (sdgx.data_processors.base.DataProcessor attribute) (sdgx.data_processors.formatters.datetime.DatetimeFormatter attribute), [1] (sdgx.data_processors.formatters.int.IntValueFormatter attribute) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer attribute) (sdgx.data_processors.transformers.discrete.DiscreteTransformer attribute) (sdgx.data_processors.transformers.nan.NonValueTransformer attribute) (sdgx.data_processors.transformers.numeric.NumericValueTransformer attribute) float_columns (sdgx.data_models.inspectors.numeric.NumericInspector attribute) (sdgx.data_models.metadata.Metadata attribute) (sdgx.data_processors.transformers.nan.NonValueTransformer attribute), [1] (sdgx.data_processors.transformers.numeric.NumericValueTransformer attribute), [1] foreign_keys (sdgx.data_models.relationship.Relationship attribute) format_fields (sdgx.data_models.metadata.Metadata property) forward() (sdgx.models.ml.single_table.ctgan.Discriminator method) (sdgx.models.ml.single_table.ctgan.Generator method) (sdgx.models.ml.single_table.ctgan.Residual method) from_dataframe() (sdgx.data_models.combiner.MetadataCombiner class method) (sdgx.data_models.metadata.Metadata class method) from_dataloader() (sdgx.data_models.combiner.MetadataCombiner class method) (sdgx.data_models.metadata.Metadata class method) G Generator (class in sdgx.models.ml.single_table.ctgan) GeneratorConnector (class in sdgx.data_connectors.generator_connector) get() (sdgx.data_models.metadata.Metadata method) get_all_data_type_columns() (sdgx.data_models.metadata.Metadata method) get_column_data_type() (sdgx.data_models.metadata.Metadata method) get_column_encoder_by_categorical_threshold() (sdgx.data_models.metadata.Metadata method) get_column_encoder_by_name() (sdgx.data_models.metadata.Metadata method) get_column_pii() (sdgx.data_models.metadata.Metadata method) get_demo_single_table() (in module sdgx.utils) H hookimpl (in module sdgx.cachers.extension) (in module sdgx.data_connectors.extension) (in module sdgx.data_exporters.extension) (in module sdgx.data_models.inspectors.extension) (in module sdgx.data_processors.extension) (in module sdgx.models.extension) hookspecs_model (sdgx.cachers.manager.CacherManager attribute) (sdgx.data_connectors.manager.DataConnectorManager attribute) (sdgx.data_exporters.manager.DataExporterManager attribute) (sdgx.data_models.inspectors.manager.InspectorManager attribute) (sdgx.data_processors.manager.DataProcessorManager attribute) (sdgx.manager.Manager attribute) (sdgx.models.manager.ModelManager attribute) I id_columns (sdgx.data_models.metadata.Metadata attribute) identity (sdgx.data_connectors.base.DataConnector attribute) (sdgx.data_connectors.csv_connector.CsvConnector property) (sdgx.data_connectors.generator_connector.GeneratorConnector property) IDInspector (class in sdgx.data_models.inspectors.i_id) init() (sdgx.cachers.manager.CacherManager method) (sdgx.data_connectors.manager.DataConnectorManager method) (sdgx.data_exporters.manager.DataExporterManager method) (sdgx.data_models.inspectors.manager.InspectorManager method) (sdgx.data_processors.manager.DataProcessorManager method) (sdgx.manager.Manager method) (sdgx.models.manager.ModelManager method) init_all_inspectors() (sdgx.data_models.inspectors.manager.InspectorManager method) init_all_processors() (sdgx.data_processors.manager.DataProcessorManager method) init_cacher() (sdgx.cachers.manager.CacherManager method) init_data_connector() (sdgx.data_connectors.manager.DataConnectorManager method) init_data_processor() (sdgx.data_processors.manager.DataProcessorManager method) init_default_processors() (sdgx.data_processors.manager.DataProcessorManager method) init_exporter() (sdgx.data_exporters.manager.DataExporterManager method) init_inspcetors() (sdgx.data_models.inspectors.manager.InspectorManager method) init_model() (sdgx.models.manager.ModelManager method) InitializationError inspect() (sdgx.data_models.inspectors.base.Inspector method) (sdgx.data_models.inspectors.bool.BoolInspector method) (sdgx.data_models.inspectors.datetime.DatetimeInspector method) (sdgx.data_models.inspectors.discrete.DiscreteInspector method) (sdgx.data_models.inspectors.i_id.IDInspector method) (sdgx.data_models.inspectors.numeric.NumericInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector method) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode method) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode method) (sdgx.data_models.inspectors.personal.ChineseNameInspector method) (sdgx.data_models.inspectors.personal.EmailInspector method) (sdgx.data_models.inspectors.personal.EnglishNameInspector method) (sdgx.data_models.inspectors.regex.RegexInspector method) inspect_level (sdgx.data_models.inspectors.base.Inspector property) (sdgx.data_models.inspectors.bool.BoolInspector property) (sdgx.data_models.inspectors.datetime.DatetimeInspector property) (sdgx.data_models.inspectors.discrete.DiscreteInspector property) (sdgx.data_models.inspectors.i_id.IDInspector property) (sdgx.data_models.inspectors.numeric.NumericInspector property) (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector property) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector property) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector property) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode property) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode property) (sdgx.data_models.inspectors.personal.ChineseNameInspector property) (sdgx.data_models.inspectors.personal.EmailInspector property) (sdgx.data_models.inspectors.personal.EnglishNameInspector property) (sdgx.data_models.inspectors.regex.RegexInspector property) Inspector (class in sdgx.data_models.inspectors.base) InspectorInitError InspectorManager (class in sdgx.data_models.inspectors.manager) int_columns (sdgx.data_models.inspectors.numeric.NumericInspector attribute) (sdgx.data_models.metadata.Metadata attribute) (sdgx.data_processors.formatters.int.IntValueFormatter attribute) (sdgx.data_processors.transformers.nan.NonValueTransformer attribute), [1] (sdgx.data_processors.transformers.numeric.NumericValueTransformer attribute), [1] IntValueFormatter (class in sdgx.data_processors.formatters.int) is_cached() (sdgx.cachers.base.Cacher method) (sdgx.cachers.base.NoCache method) (sdgx.cachers.disk_cache.DiskCache method) iter() (sdgx.cachers.base.Cacher method) (sdgx.cachers.base.NoCache method) (sdgx.cachers.disk_cache.DiskCache method) (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) (sdgx.data_loader.DataLoader method) K keys() (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) (sdgx.data_loader.DataLoader method) KeyTuple (class in sdgx.data_models.relationship) L load() (sdgx.cachers.base.Cacher method) (sdgx.cachers.base.NoCache method) (sdgx.cachers.disk_cache.DiskCache method) (sdgx.data_models.combiner.MetadataCombiner class method) (sdgx.data_models.metadata.Metadata class method) (sdgx.data_models.relationship.Relationship class method) (sdgx.models.base.SynthesizerModel class method) (sdgx.models.manager.ModelManager method) (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel class method) (sdgx.synthesizer.Synthesizer class method) load_all() (sdgx.cachers.base.Cacher method) (sdgx.cachers.base.NoCache method) (sdgx.cachers.disk_cache.DiskCache method) (sdgx.data_loader.DataLoader method) load_all_local_model() (sdgx.cachers.manager.CacherManager method) (sdgx.data_connectors.manager.DataConnectorManager method) (sdgx.data_exporters.manager.DataExporterManager method) (sdgx.data_models.inspectors.manager.InspectorManager method) (sdgx.data_processors.manager.DataProcessorManager method) (sdgx.manager.Manager method) (sdgx.models.manager.ModelManager method) loads() (sdgx.data_models.metadata.Metadata class method) M Manager (class in sdgx.manager) ManagerError ManagerLoadModelError match_percentage (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector property) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector property) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector property) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode property) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode property) (sdgx.data_models.inspectors.personal.ChineseNameInspector property) (sdgx.data_models.inspectors.personal.EmailInspector property) (sdgx.data_models.inspectors.personal.EnglishNameInspector property) (sdgx.data_models.inspectors.regex.RegexInspector property) METADATA_SAVE_NAME (sdgx.synthesizer.Synthesizer attribute) MetadataCombinerError MetadataCombinerInitError MetadataCombinerInvalidError MetadataInitError MetadataInvalidError model_post_init() (sdgx.data_models.metadata.Metadata method) MODEL_SAVE_DIR (sdgx.synthesizer.Synthesizer attribute) MODEL_SAVE_NAME (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel attribute) ModelManager (class in sdgx.models.manager) module sdgx.cachers.extension sdgx.data_connectors.extension sdgx.data_exporters.extension sdgx.data_loader sdgx.data_models.combiner sdgx.data_models.inspectors.extension sdgx.data_models.metadata sdgx.data_models.relationship sdgx.data_processors.extension sdgx.exceptions sdgx.models.extension sdgx.models.ml.single_table.ctgan sdgx.utils mro() (sdgx.utils.Singleton method) N name_max_length (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) name_min_length (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) named_metadata (sdgx.data_models.combiner.MetadataCombiner attribute) negative_columns (sdgx.data_models.inspectors.numeric.NumericInspector attribute) negative_threshold (sdgx.data_models.inspectors.numeric.NumericInspector attribute) NoCache (class in sdgx.cachers.base) NonParametricError NonValueTransformer (class in sdgx.data_processors.transformers.nan) NotFoundError numeric_format (sdgx.data_models.metadata.Metadata attribute) NumericInspector (class in sdgx.data_models.inspectors.numeric) NumericValueTransformer (class in sdgx.data_processors.transformers.numeric) O one_hot_column_names (sdgx.data_processors.transformers.discrete.DiscreteTransformer attribute), [1] one_hot_encoders (sdgx.data_processors.transformers.discrete.DiscreteTransformer attribute), [1] one_hot_warning_cnt (sdgx.data_processors.transformers.discrete.DiscreteTransformer attribute), [1] onehot_encoder_handle_unknown (sdgx.data_processors.transformers.discrete.DiscreteTransformer attribute), [1] P p_id (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) parent (sdgx.data_models.relationship.KeyTuple attribute) parent_table (sdgx.data_models.relationship.Relationship attribute) pattern (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) (sdgx.data_models.inspectors.personal.ChineseNameInspector attribute) (sdgx.data_models.inspectors.personal.EmailInspector attribute) (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) (sdgx.data_models.inspectors.regex.RegexInspector attribute) pattern_ID (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) pii (sdgx.data_models.inspectors.base.Inspector attribute) (sdgx.data_models.inspectors.bool.BoolInspector attribute) (sdgx.data_models.inspectors.datetime.DatetimeInspector attribute) (sdgx.data_models.inspectors.discrete.DiscreteInspector attribute) (sdgx.data_models.inspectors.i_id.IDInspector attribute) (sdgx.data_models.inspectors.numeric.NumericInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) (sdgx.data_models.inspectors.personal.ChineseNameInspector attribute) (sdgx.data_models.inspectors.personal.EmailInspector attribute) (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) (sdgx.data_models.inspectors.regex.RegexInspector attribute) pii_columns (sdgx.data_models.metadata.Metadata attribute) pos_threshold (sdgx.data_models.inspectors.numeric.NumericInspector attribute) positive_columns (sdgx.data_models.inspectors.numeric.NumericInspector attribute) preset_defalut_processors (sdgx.data_processors.manager.DataProcessorManager attribute) PRESET_FORMAT_STRINGS (sdgx.data_models.inspectors.datetime.DatetimeInspector attribute) primary_keys (sdgx.data_models.metadata.Metadata attribute) project_name (in module sdgx.cachers.extension) (in module sdgx.data_connectors.extension) (in module sdgx.data_exporters.extension) (in module sdgx.data_models.inspectors.extension) (in module sdgx.data_processors.extension) (in module sdgx.models.extension) (sdgx.cachers.manager.CacherManager attribute) (sdgx.data_connectors.manager.DataConnectorManager attribute) (sdgx.data_exporters.manager.DataExporterManager attribute) (sdgx.data_models.inspectors.manager.InspectorManager attribute) (sdgx.data_processors.manager.DataProcessorManager attribute) (sdgx.manager.Manager attribute) (sdgx.models.manager.ModelManager attribute) Q query() (sdgx.data_models.metadata.Metadata method) R read() (sdgx.data_connectors.base.DataConnector method) (sdgx.data_connectors.csv_connector.CsvConnector method) (sdgx.data_connectors.generator_connector.GeneratorConnector method) ready (sdgx.data_models.inspectors.base.Inspector attribute) (sdgx.data_models.inspectors.bool.BoolInspector attribute) (sdgx.data_models.inspectors.datetime.DatetimeInspector attribute) (sdgx.data_models.inspectors.discrete.DiscreteInspector attribute) (sdgx.data_models.inspectors.i_id.IDInspector attribute) (sdgx.data_models.inspectors.numeric.NumericInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandAddressInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandIDInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandMobilePhoneInspector attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandPostCode attribute) (sdgx.data_models.inspectors.personal.ChinaMainlandUnifiedSocialCreditCode attribute) (sdgx.data_models.inspectors.personal.ChineseNameInspector attribute) (sdgx.data_models.inspectors.personal.EmailInspector attribute) (sdgx.data_models.inspectors.personal.EnglishNameInspector attribute) (sdgx.data_models.inspectors.regex.RegexInspector attribute) rearrange_columns() (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer static method) RegexInspector (class in sdgx.data_models.inspectors.regex) registed_cachers (sdgx.cachers.manager.CacherManager property) registed_cls (sdgx.cachers.manager.CacherManager property) (sdgx.data_connectors.manager.DataConnectorManager property) (sdgx.data_exporters.manager.DataExporterManager property) (sdgx.data_models.inspectors.manager.InspectorManager property) (sdgx.data_processors.manager.DataProcessorManager property) (sdgx.manager.Manager property) (sdgx.models.manager.ModelManager property) registed_data_connectors (sdgx.data_connectors.manager.DataConnectorManager property) registed_data_processors (sdgx.data_processors.manager.DataProcessorManager property) registed_default_processor_list (sdgx.data_processors.manager.DataProcessorManager property) registed_exporters (sdgx.data_exporters.manager.DataExporterManager property) registed_inspectors (sdgx.data_models.inspectors.manager.InspectorManager property) registed_models (sdgx.models.manager.ModelManager property) register() (in module sdgx.cachers.extension) (in module sdgx.data_connectors.extension) (in module sdgx.data_exporters.extension) (in module sdgx.data_models.inspectors.extension) (in module sdgx.data_processors.extension) (in module sdgx.models.extension) (in module sdgx.models.ml.single_table.ctgan) (sdgx.cachers.manager.CacherManager method) (sdgx.data_connectors.manager.DataConnectorManager method) (sdgx.data_exporters.manager.DataExporterManager method) (sdgx.data_models.inspectors.manager.InspectorManager method) (sdgx.data_processors.manager.DataProcessorManager method) (sdgx.manager.Manager method) (sdgx.models.manager.ModelManager method) register_type (sdgx.cachers.manager.CacherManager attribute) (sdgx.data_connectors.manager.DataConnectorManager attribute) (sdgx.data_exporters.manager.DataExporterManager attribute) (sdgx.data_models.inspectors.manager.InspectorManager attribute) (sdgx.data_processors.manager.DataProcessorManager attribute) (sdgx.manager.Manager attribute) (sdgx.models.manager.ModelManager attribute) RegisterError RelationshipInitError relationships (sdgx.data_models.combiner.MetadataCombiner attribute) remove_column() (sdgx.data_models.metadata.Metadata method) remove_columns() (sdgx.data_processors.base.DataProcessor static method) (sdgx.data_processors.formatters.datetime.DatetimeFormatter static method) (sdgx.data_processors.formatters.int.IntValueFormatter static method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer static method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer static method) (sdgx.data_processors.transformers.nan.NonValueTransformer static method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer static method) Residual (class in sdgx.models.ml.single_table.ctgan) reverse_convert() (sdgx.data_processors.base.DataProcessor method) (sdgx.data_processors.formatters.datetime.DatetimeFormatter method) (sdgx.data_processors.formatters.int.IntValueFormatter method) (sdgx.data_processors.transformers.column_order.ColumnOrderTransformer method) (sdgx.data_processors.transformers.discrete.DiscreteTransformer method) (sdgx.data_processors.transformers.nan.NonValueTransformer method) (sdgx.data_processors.transformers.numeric.NumericValueTransformer method) S sample() (sdgx.models.base.SynthesizerModel method) (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) (sdgx.synthesizer.Synthesizer method) save() (sdgx.data_models.combiner.MetadataCombiner method) (sdgx.data_models.metadata.Metadata method) (sdgx.data_models.relationship.Relationship method) (sdgx.models.base.SynthesizerModel method) (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) (sdgx.synthesizer.Synthesizer method) scalers (sdgx.data_processors.transformers.numeric.NumericValueTransformer attribute), [1] sdgx-fit command line option --data_connector --data_connector_kwargs --data_processors --data_processors_kwargs --dry_run --inspector_init_kwargs --inspector_max_chunk --json_output --load_dir --log_to_file --metadata_exclude_inspectors --metadata_include_inspectors --metadata_path --model --model_fit_kwargs --model_kwargs --model_path --processed_data_loaders_kwargs --raw_data_loaders_kwargs --save_dir --torchrun --torchrun_kwargs sdgx-list-cachers command line option --json_output --log_to_file sdgx-list-data-connectors command line option --json_output --log_to_file sdgx-list-data-exporters command line option --json_output --log_to_file sdgx-list-data-processors command line option --json_output --log_to_file sdgx-list-models command line option --json_output --log_to_file sdgx-sample command line option --chunksize --count --data_exporter --data_exporter_kwargs --data_processors --data_processors_kwargs --dry_run --export_dst --json_output --load_dir --log_to_file --model --model_sample_args --processed_data_loaders_kwargs --raw_data_loaders_kwargs --torchrun --torchrun_kwargs sdgx.cachers.extension module sdgx.data_connectors.extension module sdgx.data_exporters.extension module sdgx.data_loader module sdgx.data_models.combiner module sdgx.data_models.inspectors.extension module sdgx.data_models.metadata module sdgx.data_models.relationship module sdgx.data_processors.extension module sdgx.exceptions module sdgx.models.extension module sdgx.models.ml.single_table.ctgan module sdgx.utils module SdgxError set() (sdgx.data_models.metadata.Metadata method) set_device() (sdgx.models.ml.single_table.ctgan.CTGANSynthesizerModel method) shape (sdgx.data_loader.DataLoader property) Singleton (class in sdgx.utils) standard_scale (sdgx.data_processors.transformers.numeric.NumericValueTransformer attribute), [1] Synthesizer (class in sdgx.synthesizer) SynthesizerError SynthesizerInitError SynthesizerModel (class in sdgx.models.base) SynthesizerProcessorError SynthesizerSampleError T tag_fields (sdgx.data_models.metadata.Metadata property) time2int() (in module sdgx.utils) U update() (sdgx.data_models.metadata.Metadata method) update_primary_key() (sdgx.data_models.metadata.Metadata method) upgrade() (sdgx.data_models.combiner.MetadataCombiner class method) (sdgx.data_models.metadata.Metadata class method) (sdgx.data_models.relationship.Relationship class method) use_dataloader (sdgx.models.base.SynthesizerModel attribute) use_raw_data (sdgx.models.base.SynthesizerModel attribute) V version (sdgx.data_models.combiner.MetadataCombiner attribute) (sdgx.data_models.metadata.Metadata attribute) (sdgx.data_models.relationship.Relationship attribute) W with_traceback() (sdgx.exceptions.CacheError method) (sdgx.exceptions.CannotExportError method) (sdgx.exceptions.DataLoaderInitError method) (sdgx.exceptions.DataModelError method) (sdgx.exceptions.InitializationError method) (sdgx.exceptions.InspectorInitError method) (sdgx.exceptions.ManagerError method) (sdgx.exceptions.ManagerLoadModelError method) (sdgx.exceptions.MetadataCombinerError method) (sdgx.exceptions.MetadataCombinerInitError method) (sdgx.exceptions.MetadataCombinerInvalidError method) (sdgx.exceptions.MetadataInitError method) (sdgx.exceptions.MetadataInvalidError method) (sdgx.exceptions.NonParametricError method) (sdgx.exceptions.NotFoundError method) (sdgx.exceptions.RegisterError method) (sdgx.exceptions.RelationshipInitError method) (sdgx.exceptions.SdgxError method) (sdgx.exceptions.SynthesizerError method) (sdgx.exceptions.SynthesizerInitError method) (sdgx.exceptions.SynthesizerProcessorError method) (sdgx.exceptions.SynthesizerSampleError method) write() (sdgx.data_exporters.base.DataExporter method) (sdgx.data_exporters.csv_exporter.CsvExporter method)