public sealed class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig : IMessage<ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig>, IEquatable<ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig>, IDeepCloneable<ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig>, IBufferMessage, IMessageReference documentation and code samples for the Cloud AI Platform v1 API class ModelMonitoringObjectiveConfig.Types.PredictionDriftDetectionConfig.
The config for Prediction data drift detection.
Implements
IMessageModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig, IEquatableModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig, IDeepCloneableModelMonitoringObjectiveConfigTypesPredictionDriftDetectionConfig, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Assembly
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 |
|