Cloud AI Platform v1 API - Class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig (2.27.0)

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public sealed class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig : IMessage<ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig>, IEquatable<ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig>, IDeepCloneable<ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig>, IBufferMessage, IMessage

Reference documentation and code samples for the Cloud AI Platform v1 API class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig.

The config for Prediction data drift detection.

Inheritance

object > ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig

Implements

IMessageModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig, IEquatableModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig, IDeepCloneableModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig, IBufferMessage, IMessage

Inherited Members

object.GetHashCode()

object.GetType()

object.ToString()

Namespace

Google.Cloud.AIPlatform.V1

Assembly

Google.Cloud.AIPlatform.V1.dll

Constructors

PredictionDriftDetectionConfig()

public PredictionDriftDetectionConfig()

PredictionDriftDetectionConfig(PredictionDriftDetectionConfig)

public PredictionDriftDetectionConfig(ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig other)

Parameter
Name	Description
other	ModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig

Properties

AttributionScoreDriftThresholds

public MapField<string, ThresholdConfig> AttributionScoreDriftThresholds { get; }

Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.

Property Value
Type	Description
MapFieldstringThresholdConfig

DefaultDriftThreshold

public ThresholdConfig DefaultDriftThreshold { get; set; }

Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.

Property Value
Type	Description
ThresholdConfig

DriftThresholds

public MapField<string, ThresholdConfig> DriftThresholds { get; }

Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.

Property Value
Type	Description
MapFieldstringThresholdConfig