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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
.
Attributes | |
---|---|
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
)