Vertex AI v1 API - Class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig (3.60.0)

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 Vertex AI v1 API class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig.

The config for Prediction data drift detection.

Inheritance

object > ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig

Implements

IMessage ModelMonitoringObjectiveConfig Types PredictionDriftDetectionConfig, IEquatable ModelMonitoringObjectiveConfig Types PredictionDriftDetectionConfig, IDeepCloneable ModelMonitoringObjectiveConfig Types PredictionDriftDetectionConfig, 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`

Vertex AI v1 API - Class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig (3.60.0) Stay organized with collections Save and categorize content based on your preferences.