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FeatureAttributionDriftSignal Class

Note

This is an experimental class, and may change at any time. Please see https://aka.ms/azuremlexperimental for more information.

Feature attribution drift signal

Constructor

FeatureAttributionDriftSignal(*, production_data: List[FADProductionData] | None = None, reference_data: ReferenceData, metric_thresholds: FeatureAttributionDriftMetricThreshold, alert_enabled: bool = False, properties: Dict[str, str] | None = None)

Keyword-Only Parameters

Name Description
production_data

The data for which drift will be calculated.

Default value: None
reference_data
ReferenceData

The data to calculate drift against.
metric_thresholds
FeatureAttributionDriftMetricThreshold

Metrics to calculate and their associated thresholds.
alert_enabled
bool

Whether or not to enable alerts for the signal. Defaults to False.

Default value: False
properties
Default value: None

Variables

Name Description
type
str

The type of the signal. Set to "feature_attribution_drift" for this class.