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model_card_toolkit.TfdvSource

Sources to extract TFDV data for a model card.

model_card_toolkit.TfdvSource(
    dataset_statistics_paths: List[str] = dataclasses.field(default_factory=list),
    example_statistics_artifacts: List[metadata_store_pb2.Artifact] = dataclasses.field(default_factory=list),
    features_include: List[str] = dataclasses.field(default_factory=list),
    features_exclude: List[str] = dataclasses.field(default_factory=list)
)

Provide exactly one of dataset_statistics_paths or example_statistics_artifacts.

dataset_statistics_paths The paths to the output from TensorFlow Data Validation or TFX ExampleValidator.
example_statistics_artifacts The MLMD artifact from TensorFlow Data Validation or TFX ExampleValidator.
features_include The feature paths to include from the dataset statistics. By default, all features are included. Mutually exclusive with features_exclude.
features_exclude The feature paths to exclude from the dataset statistics. By default, all features are included. Mutually exclusive with features_include.

Methods

__eq__

__eq__(
    other
)