FeatureAttributionDriftMonitoringSignal interface

  • Reference
Package:
@azure/arm-machinelearning
Extends
MonitoringSignalBase

Properties

featureDataTypeOverride

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

[Required] The settings for computing feature importance.
metricThreshold

[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

[Required] The settings for computing feature importance.

featureImportanceSettings: FeatureImportanceSettings

Property Value

FeatureImportanceSettings

metricThreshold

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

metricThreshold: FeatureAttributionMetricThreshold

Property Value

FeatureAttributionMetricThreshold

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: "FeatureAttributionDrift"

Property Value

"FeatureAttributionDrift"

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