Cloud AI Platform v1 API - Class ModelMonitoringObjectiveConfig (2.15.0)

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

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

The objective configuration for model monitoring, including the information needed to detect anomalies for one particular model.

Inheritance

object > ModelMonitoringObjectiveConfig

Namespace

Google.Cloud.AIPlatform.V1

Assembly

Google.Cloud.AIPlatform.V1.dll

Constructors

ModelMonitoringObjectiveConfig()

public ModelMonitoringObjectiveConfig()

ModelMonitoringObjectiveConfig(ModelMonitoringObjectiveConfig)

public ModelMonitoringObjectiveConfig(ModelMonitoringObjectiveConfig other)
Parameter
NameDescription
otherModelMonitoringObjectiveConfig

Properties

ExplanationConfig

public ModelMonitoringObjectiveConfig.Types.ExplanationConfig ExplanationConfig { get; set; }

The config for integrating with Vertex Explainable AI.

Property Value
TypeDescription
ModelMonitoringObjectiveConfigTypesExplanationConfig

PredictionDriftDetectionConfig

public ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig PredictionDriftDetectionConfig { get; set; }

The config for drift of prediction data.

Property Value
TypeDescription
ModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig

TrainingDataset

public ModelMonitoringObjectiveConfig.Types.TrainingDataset TrainingDataset { get; set; }

Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.

Property Value
TypeDescription
ModelMonitoringObjectiveConfigTypesTrainingDataset

TrainingPredictionSkewDetectionConfig

public ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig TrainingPredictionSkewDetectionConfig { get; set; }

The config for skew between training data and prediction data.

Property Value
TypeDescription
ModelMonitoringObjectiveConfigTypesTrainingPredictionSkewDetectionConfig