DataDriftMonitoringSignal interface

Package:

@azure/arm-machinelearning

Extends

MonitoringSignalBase

Properties

featureDataTypeOverride	A dictionary that maps feature names to their respective data types.
featureImportanceSettings	The settings for computing feature importance.
features	The feature filter which identifies which feature to calculate drift over.
metricThresholds	[Required] A list of metrics to calculate and their associated thresholds.
productionData	[Required] The data which drift will be calculated for.
referenceData	[Required] The data to calculate drift against.
signalType	Polymorphic discriminator, which specifies the different types this object can be

Inherited Properties

notificationTypes	The current notification mode for this signal.
properties	Property dictionary. Properties can be added, but not removed or altered.

Property Details

featureDataTypeOverride

A dictionary that maps feature names to their respective data types.

featureDataTypeOverride?: {[propertyName: string]: MonitoringFeatureDataType}

Property Value

{[propertyName: string]: MonitoringFeatureDataType}

featureImportanceSettings

The settings for computing feature importance.

featureImportanceSettings?: FeatureImportanceSettings

Property Value

FeatureImportanceSettings

features

The feature filter which identifies which feature to calculate drift over.

features?: MonitoringFeatureFilterBaseUnion

Property Value

MonitoringFeatureFilterBaseUnion

metricThresholds

[Required] A list of metrics to calculate and their associated thresholds.

metricThresholds: DataDriftMetricThresholdBaseUnion[]

Property Value

DataDriftMetricThresholdBaseUnion[]

productionData

[Required] The data which drift will be calculated for.

productionData: MonitoringInputDataBaseUnion

Property Value

MonitoringInputDataBaseUnion

referenceData

[Required] The data to calculate drift against.

referenceData: MonitoringInputDataBaseUnion

Property Value

MonitoringInputDataBaseUnion

signalType

Polymorphic discriminator, which specifies the different types this object can be

signalType: "DataDrift"

Property Value

"DataDrift"

Inherited Property Details

notificationTypes

The current notification mode for this signal.

notificationTypes?: string[]

Property Value

string[]

Inherited From MonitoringSignalBase.notificationTypes

properties

Property dictionary. Properties can be added, but not removed or altered.

properties?: {[propertyName: string]: string | null}

Property Value

{[propertyName: string]: string | null}

Inherited From MonitoringSignalBase.properties