Sklearn

zenml.integrations.sklearn special

Initialization of the sklearn integration.

SklearnIntegration (Integration)

Definition of sklearn integration for ZenML.

Source code in zenml/integrations/sklearn/__init__.py

class SklearnIntegration(Integration):
    """Definition of sklearn integration for ZenML."""

    NAME = SKLEARN
    REQUIREMENTS = ["scikit-learn<1.3"]

    @classmethod
    def activate(cls) -> None:
        """Activates the integration."""
        from zenml.integrations.sklearn import materializers  # noqa

activate() classmethod

Activates the integration.

Source code in zenml/integrations/sklearn/__init__.py

@classmethod
def activate(cls) -> None:
    """Activates the integration."""
    from zenml.integrations.sklearn import materializers  # noqa

materializers special

Initialization of the sklearn materializer.

sklearn_materializer

Implementation of the sklearn materializer.

SklearnMaterializer (CloudpickleMaterializer)

Materializer to read data to and from sklearn.

Source code in zenml/integrations/sklearn/materializers/sklearn_materializer.py

class SklearnMaterializer(CloudpickleMaterializer):
    """Materializer to read data to and from sklearn."""

    ASSOCIATED_TYPES: ClassVar[Tuple[Type[Any], ...]] = (
        BaseEstimator,
        ClassifierMixin,
        ClusterMixin,
        BiclusterMixin,
        OutlierMixin,
        RegressorMixin,
        MetaEstimatorMixin,
        MultiOutputMixin,
        DensityMixin,
        TransformerMixin,
    )
    ASSOCIATED_ARTIFACT_TYPE: ClassVar[ArtifactType] = ArtifactType.MODEL