Google Cloud Ai Platform V1 Client - Class ModelMonitoringObjectiveConfig (0.21.0)

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Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class ModelMonitoringObjectiveConfig.

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

Generated from protobuf message google.cloud.aiplatform.v1.ModelMonitoringObjectiveConfig

Namespace

Google \ Cloud \ AIPlatform \ V1

Methods

__construct

Constructor.

Parameters
Name	Description
data	array Optional. Data for populating the Message object.
↳ training_dataset	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	Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\TrainingPredictionSkewDetectionConfig The config for skew between training data and prediction data.
↳ prediction_drift_detection_config	Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\PredictionDriftDetectionConfig The config for drift of prediction data.
↳ explanation_config	Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\ExplanationConfig The config for integrating with Vertex Explainable AI.

getTrainingDataset

Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.

Returns
Type	Description
Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\TrainingDataset|null

hasTrainingDataset

clearTrainingDataset

setTrainingDataset

Training dataset for models. This field has to be set only if TrainingPredictionSkewDetectionConfig is specified.

Parameter
Name	Description
var	Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\TrainingDataset

Returns
Type	Description
$this

getTrainingPredictionSkewDetectionConfig

The config for skew between training data and prediction data.

Returns
Type	Description
Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\TrainingPredictionSkewDetectionConfig|null

hasTrainingPredictionSkewDetectionConfig

clearTrainingPredictionSkewDetectionConfig

setTrainingPredictionSkewDetectionConfig

The config for skew between training data and prediction data.

Parameter
Name	Description
var	Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\TrainingPredictionSkewDetectionConfig

Returns
Type	Description
$this

getPredictionDriftDetectionConfig

The config for drift of prediction data.

Returns
Type	Description
Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\PredictionDriftDetectionConfig|null

hasPredictionDriftDetectionConfig

clearPredictionDriftDetectionConfig

setPredictionDriftDetectionConfig

The config for drift of prediction data.

Parameter
Name	Description
var	Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\PredictionDriftDetectionConfig

Returns
Type	Description
$this

getExplanationConfig

The config for integrating with Vertex Explainable AI.

Returns
Type	Description
Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\ExplanationConfig|null

hasExplanationConfig

clearExplanationConfig

setExplanationConfig

The config for integrating with Vertex Explainable AI.

Parameter
Name	Description
var	Google\Cloud\AIPlatform\V1\ModelMonitoringObjectiveConfig\ExplanationConfig

Returns
Type	Description
$this