Class: Google::Apis::AiplatformV1::GoogleCloudAiplatformV1ModelMonitoringObjectiveConfig

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1/classes.rb,
lib/google/apis/aiplatform_v1/representations.rb,
lib/google/apis/aiplatform_v1/representations.rb

Overview

The objective configuration for model monitoring, including the information needed to detect anomalies for one particular model.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1ModelMonitoringObjectiveConfig

Returns a new instance of GoogleCloudAiplatformV1ModelMonitoringObjectiveConfig.



17836
17837
17838
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17836

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

Instance Attribute Details

#explanation_config ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1ModelMonitoringObjectiveConfigExplanationConfig

The config for integrating with Vertex Explainable AI. Only applicable if the Model has explanation_spec populated. Corresponds to the JSON property explanationConfig

Returns:



17818
17819
17820
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17818

def explanation_config
  @explanation_config
end

#prediction_drift_detection_config ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1ModelMonitoringObjectiveConfigPredictionDriftDetectionConfig

The config for Prediction data drift detection. Corresponds to the JSON property predictionDriftDetectionConfig

Returns:



17823
17824
17825
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17823

def prediction_drift_detection_config
  @prediction_drift_detection_config
end

#training_dataset ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1ModelMonitoringObjectiveConfigTrainingDataset

Training Dataset information. Corresponds to the JSON property trainingDataset

Returns:



17828
17829
17830
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17828

def training_dataset
  @training_dataset
end

#training_prediction_skew_detection_config ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1ModelMonitoringObjectiveConfigTrainingPredictionSkewDetectionConfig

The config for Training & Prediction data skew detection. It specifies the training dataset sources and the skew detection parameters. Corresponds to the JSON property trainingPredictionSkewDetectionConfig

Returns:



17834
17835
17836
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17834

def training_prediction_skew_detection_config
  @training_prediction_skew_detection_config
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



17841
17842
17843
17844
17845
17846
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17841

def update!(**args)
  @explanation_config = args[:explanation_config] if args.key?(:explanation_config)
  @prediction_drift_detection_config = args[:prediction_drift_detection_config] if args.key?(:prediction_drift_detection_config)
  @training_dataset = args[:training_dataset] if args.key?(:training_dataset)
  @training_prediction_skew_detection_config = args[:training_prediction_skew_detection_config] if args.key?(:training_prediction_skew_detection_config)
end