Welcome to synthesized’s documentation!

Contents:

• synthesized3 package
  • PandasDataInterface
    • PandasDataInterface.__init__()
    • PandasDataInterface.raw_dataframe
    • PandasDataInterface.columns
    • PandasDataInterface.num_rows
  • TableSynthesizer
    • TableSynthesizer.__init__()
    • TableSynthesizer.from_data_interface()
    • TableSynthesizer.from_meta_collection()
    • TableSynthesizer.fit()
    • TableSynthesizer.sample()
    • TableSynthesizer.from_df()
  • SparkDataInterface
    • SparkDataInterface.__init__()
    • SparkDataInterface.raw_dataframe
    • SparkDataInterface.columns
    • SparkDataInterface.num_rows
  • ColumnType
    • ColumnType.BOOLEAN
    • ColumnType.DATETIME
    • ColumnType.FLOAT
    • ColumnType.DOUBLE
    • ColumnType.INTEGER
    • ColumnType.LONG
    • ColumnType.STRING
  • Nature
    • Nature.CONTINUOUS
    • Nature.CATEGORICAL
  • Subpackages
    • synthesized3.data_interface package
      • DataInterface
      • PandasDataInterface
      • SparkDataInterface
      • DataInterfaceFactory
      • Subpackages
      • Submodules
      • synthesized3.data_interface.data_interface module
      • synthesized3.data_interface.data_interface_factory module
      • synthesized3.data_interface.data_interface_factory_test module
      • synthesized3.data_interface.data_interface_test module
    • synthesized3.meta package
      • Meta
      • MetaCollection
      • BooleanMeta
      • CategoricalMeta
      • ConstantMeta
      • DatetimeMeta
      • DoubleMeta
      • FloatMeta
      • IntegerMeta
      • LongMeta
      • Subpackages
      • Submodules
      • synthesized3.meta.meta module
      • synthesized3.meta.meta_collection module
      • synthesized3.meta.meta_collection_test module
      • synthesized3.meta.meta_factory module
      • synthesized3.meta.meta_factory_test module
      • synthesized3.meta.meta_test module
    • synthesized3.model package
      • ModelCollection
      • Subpackages
      • Submodules
      • synthesized3.model.model module
      • synthesized3.model.model_collection module
      • synthesized3.model.model_collection_test module
      • synthesized3.model.model_factory module
      • synthesized3.model.model_factory_test module
      • synthesized3.model.model_override module
      • synthesized3.model.model_override_test module
      • synthesized3.model.model_test module
      • synthesized3.model.spark_training_wrapper module
    • synthesized3.synthesizer package
      • TableSynthesizer
      • Submodules
      • synthesized3.synthesizer.table_synthesizer module
      • synthesized3.synthesizer.table_synthesizer_test module
  • Submodules
  • synthesized3.api module
    • train()
    • generate()
  • synthesized3.cmd_line module
    • parse_args()
    • synthesize()
  • synthesized3.schema module
    • TrainConfig
      • TrainConfig.meta_overrides
      • TrainConfig.model_overrides
      • TrainConfig.validate_meta_type_is_valid()
      • TrainConfig.validate_model_type_is_valid()
    • GenerateConfig
      • GenerateConfig.num_rows
    • HyperparameterConfig
      • HyperparameterConfig.batch_size
      • HyperparameterConfig.epochs
    • SynthesizerConfig
      • SynthesizerConfig.train
      • SynthesizerConfig.generate
      • SynthesizerConfig.hyperparameters
      • SynthesizerConfig.get_train_kwargs()
      • SynthesizerConfig.get_generate_kwargs()
      • SynthesizerConfig.get_hyperparameters_kwargs()
    • read_and_validate_config()
  • synthesized3.schema_test module

Indices and tables

• Index

• Module Index

• Search Page