public sealed class TrainingPredictionSkewDetectionConfig : IMessage<ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig>, IEquatable<ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig>, IDeepCloneable<ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig>, IBufferMessage, IMessage
The config for Training & Prediction data skew detection. It specifies the training dataset sources and the skew detection parameters.
Implements
IMessage<ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig>, IEquatable<ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig>, IDeepCloneable<ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig>, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Assembly
Google.Cloud.AIPlatform.V1.dll
Constructors
TrainingPredictionSkewDetectionConfig()
public TrainingPredictionSkewDetectionConfig()
TrainingPredictionSkewDetectionConfig(ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig)
public TrainingPredictionSkewDetectionConfig(ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig other)
Parameter | |
---|---|
Name | Description |
other | ModelMonitoringObjectiveConfig.Types.TrainingPredictionSkewDetectionConfig |
Properties
AttributionScoreSkewThresholds
public MapField<string, ThresholdConfig> AttributionScoreSkewThresholds { get; }
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between the training and prediction feature.
Property Value | |
---|---|
Type | Description |
MapField<String, ThresholdConfig> |
SkewThresholds
public MapField<string, ThresholdConfig> SkewThresholds { get; }
Key is the feature name and value is the threshold. If a feature needs to be monitored for skew, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between the training and prediction feature.
Property Value | |
---|---|
Type | Description |
MapField<String, ThresholdConfig> |