Vertex AI V1 API - Class Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig (v0.40.0)

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Reference documentation and code samples for the Vertex AI V1 API class Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig.

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

Inherits

• Object

Extended By

• Google::Protobuf::MessageExts::ClassMethods

Includes

• Google::Protobuf::MessageExts

Methods

#explanation_config

def explanation_config() -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::ExplanationConfig

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::ExplanationConfig) — The config for integrating with Vertex Explainable AI.

#explanation_config=

def explanation_config=(value) -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::ExplanationConfig

Parameter

• value (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::ExplanationConfig) — The config for integrating with Vertex Explainable AI.

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::ExplanationConfig) — The config for integrating with Vertex Explainable AI.

#prediction_drift_detection_config

def prediction_drift_detection_config() -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::PredictionDriftDetectionConfig

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::PredictionDriftDetectionConfig) — The config for drift of prediction data.

#prediction_drift_detection_config=

def prediction_drift_detection_config=(value) -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::PredictionDriftDetectionConfig

Parameter

• value (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::PredictionDriftDetectionConfig) — The config for drift of prediction data.

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::PredictionDriftDetectionConfig) — The config for drift of prediction data.

#training_dataset

def training_dataset() -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingDataset

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingDataset) — Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.

#training_dataset=

def training_dataset=(value) -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingDataset

Parameter

• value (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingDataset) — Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingDataset) — Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.

#training_prediction_skew_detection_config

def training_prediction_skew_detection_config() -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingPredictionSkewDetectionConfig

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingPredictionSkewDetectionConfig) — The config for skew between training data and prediction data.

#training_prediction_skew_detection_config=

def training_prediction_skew_detection_config=(value) -> ::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingPredictionSkewDetectionConfig

Parameter

• value (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingPredictionSkewDetectionConfig) — The config for skew between training data and prediction data.

Returns

• (::Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingPredictionSkewDetectionConfig) — The config for skew between training data and prediction data.