tfx.v1.components.ExampleDiff

TFX ExampleDiff component.

Inherits From: BaseBeamComponent, BaseComponent, BaseNode

tfx.v1.components.ExampleDiff(
    examples_test: tfx.v1.types.BaseChannel,
    examples_base: tfx.v1.types.BaseChannel,
    config: tfx.v1.proto.ExampleDiffConfig,
    include_split_pairs: Optional[List[Tuple[str, str]]] = None
)

Computes example level diffs according to an ExampleDiffConfig. See TFDV feature_skew_detector.py for more details.

This executor is under development and may change.

examples_test A BaseChannel of ExamplesPath type, as generated by the ExampleGen component. This needs to contain any splits referenced in include_split_pairs.
examples_base A second BaseChannel of ExamplesPath type to which examples should be compared. This needs to contain any splits referenced in include_split_pairs.
config A ExampleDiffConfig that defines configuration for the skew detection pipeline.
include_split_pairs Pairs of split names that ExampleDiff should be run on. Default behavior if not supplied is to run on all pairs. Order is (test, base) with respect to examples_test, examples_base.

outputs Component's output channel dict.

Methods

with_beam_pipeline_args

with_beam_pipeline_args(
    beam_pipeline_args: Iterable[Union[str, placeholder.Placeholder]]
) -> 'BaseBeamComponent'

Add per component Beam pipeline args.

Args
beam_pipeline_args List of Beam pipeline args to be added to the Beam executor spec.

Returns
the same component itself.

with_node_execution_options

with_node_execution_options(
    node_execution_options: utils.NodeExecutionOptions
) -> typing_extensions.Self

POST_EXECUTABLE_SPEC None
PRE_EXECUTABLE_SPEC None