Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ModelMonitoringObjectiveConfigPredictionDriftDetectionConfig

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb

Overview

The config for Prediction data drift detection.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1ModelMonitoringObjectiveConfigPredictionDriftDetectionConfig

Returns a new instance of GoogleCloudAiplatformV1beta1ModelMonitoringObjectiveConfigPredictionDriftDetectionConfig.



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12639

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#attribution_score_drift_thresholds ⇒ Hash<String,Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ThresholdConfig>

Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows. Corresponds to the JSON property attributionScoreDriftThresholds

Returns:



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12624

def attribution_score_drift_thresholds
  @attribution_score_drift_thresholds
end

#default_drift_threshold ⇒ Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ThresholdConfig

The config for feature monitoring threshold. Corresponds to the JSON property defaultDriftThreshold

Returns:



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12629

def default_drift_threshold
  @default_drift_threshold
end

#drift_thresholds ⇒ Hash<String,Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1ThresholdConfig>

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. Corresponds to the JSON property driftThresholds

Returns:



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12637

def drift_thresholds
  @drift_thresholds
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 12644

def update!(**args)
  @attribution_score_drift_thresholds = args[:attribution_score_drift_thresholds] if args.key?(:attribution_score_drift_thresholds)
  @default_drift_threshold = args[:default_drift_threshold] if args.key?(:default_drift_threshold)
  @drift_thresholds = args[:drift_thresholds] if args.key?(:drift_thresholds)
end