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public sealed class ModelMonitoringObjectiveConfig : IMessage<ModelMonitoringObjectiveConfig>, IEquatable<ModelMonitoringObjectiveConfig>, IDeepCloneable<ModelMonitoringObjectiveConfig>, IBufferMessage, IMessage
The objective configuration for model monitoring, including the information needed to detect anomalies for one particular model.
Implements
IMessage<ModelMonitoringObjectiveConfig>, IEquatable<ModelMonitoringObjectiveConfig>, IDeepCloneable<ModelMonitoringObjectiveConfig>, 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 |
ModelMonitoringObjectiveConfig.Types.ExplanationConfig |
PredictionDriftDetectionConfig
public ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig PredictionDriftDetectionConfig { get; set; }
The config for drift of prediction data.
Property Value | |
---|---|
Type | Description |
ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig |
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 |
ModelMonitoringObjectiveConfig.Types.TrainingDataset |
TrainingPredictionSkewDetectionConfig
public ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig TrainingPredictionSkewDetectionConfig { get; set; }
The config for skew between training data and prediction data.
Property Value | |
---|---|
Type | Description |
ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig |