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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.
Implements
IMessageModelMonitoringObjectiveConfig, IEquatableModelMonitoringObjectiveConfig, IDeepCloneableModelMonitoringObjectiveConfig, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Assembly
Google.Cloud.AIPlatform.V1.dll
Constructors
ModelMonitoringObjectiveConfig()
public ModelMonitoringObjectiveConfig()
ModelMonitoringObjectiveConfig(ModelMonitoringObjectiveConfig)
public ModelMonitoringObjectiveConfig(ModelMonitoringObjectiveConfig other)
Parameter | |
---|---|
Name | Description |
other |
ModelMonitoringObjectiveConfig |
Properties
ExplanationConfig
public ModelMonitoringObjectiveConfig.Types.ExplanationConfig ExplanationConfig { get; set; }
The config for integrating with Vertex Explainable AI.
Property Value | |
---|---|
Type | Description |
ModelMonitoringObjectiveConfigTypesExplanationConfig |
PredictionDriftDetectionConfig
public ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig PredictionDriftDetectionConfig { get; set; }
The config for drift of prediction data.
Property Value | |
---|---|
Type | Description |
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 | |
---|---|
Type | Description |
ModelMonitoringObjectiveConfigTypesTrainingDataset |
TrainingPredictionSkewDetectionConfig
public ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig TrainingPredictionSkewDetectionConfig { get; set; }
The config for skew between training data and prediction data.
Property Value | |
---|---|
Type | Description |
ModelMonitoringObjectiveConfigTypesTrainingPredictionSkewDetectionConfig |