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utils

Filtering utils.

extract_feature_from_exposed(exposed_feature: ExposedFeature) -> Feature | Metadata #

Extract feature from exposed feature.

Source code in src/xpdeep/dataset/schema/feature/utils.py 
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def extract_feature_from_exposed(  # noqa: PLR0911, C901
    exposed_feature: ExposedFeature,
) -> Feature | Metadata:
    """Extract feature from exposed feature."""
    if isinstance(exposed_feature, ExposedNumericalFeature):
        return NumericalFeature.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedCategoricalFeature):
        return CategoricalFeature.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedMultivariateNumericalFeature):
        return MultivariateNumericalFeature.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedUnivariateSynchronousTimeSerie):
        return UnivariateSynchronousTimeSerie.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedUnivariateAsynchronousTimeSerie):
        return UnivariateAsynchronousTimeSerie.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedMultivariateSynchronousTimeSerie):
        return MultivariateSynchronousTimeSerie.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedMultivariateAsynchronousTimeSerie):
        return MultivariateAsynchronousTimeSerie.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedImage):
        return Image.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedToken):
        return Token.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedYoloBboxWithClassFeature):
        return YoloBboxWithClassFeature.from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedMetadata):
        return Metadata.from_exposed(exposed_feature)

    msg = f"Unsupported feature: {exposed_feature}"
    raise TypeError(msg)

extract_base_feature_from_exposed(exposed_feature: ExposedFeature | ExposedBaseFeature) -> Feature | BaseFeature | Metadata #

Extract feature from exposed feature.

Source code in src/xpdeep/dataset/schema/feature/utils.py 
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def extract_base_feature_from_exposed(
    exposed_feature: ExposedFeature | ExposedBaseFeature,
) -> Feature | BaseFeature | Metadata:
    """Extract feature from exposed feature."""
    if isinstance(exposed_feature, ExposedFeature):
        return extract_feature_from_exposed(exposed_feature)

    if isinstance(exposed_feature, ExposedBaseFeature):
        return BaseFeature.from_exposed(exposed_feature)

    msg = f"Unsupported feature: {exposed_feature}"  # type: ignore[unreachable]
    raise TypeError(msg)