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ModelPerformanceSignal Class

Note

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

Model performance signal.

Constructor

ModelPerformanceSignal(*, production_data: ProductionData, reference_data: ReferenceData, metric_thresholds: ModelPerformanceMetricThreshold, data_segment: DataSegment | None = None, alert_enabled: bool = False, properties: Dict[str, str] | None = None)

Keyword-Only Parameters

Name Description
baseline_dataset
MonitorInputData

The data to calculate performance against.
metric_thresholds
ModelPerformanceMetricThreshold

A list of metrics to calculate and their associated thresholds.
model_type
MonitorModelType

The model type.
data_segment
DataSegment

The data segment to calculate performance against.

Default value: None
alert_enabled
bool

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

Default value: False
production_data
Required
reference_data
Required
properties
Default value: None