Google Cloud Ai Platform V1 Client - Class FeaturestoreMonitoringConfig (0.10.0)

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

Configuration of how features in Featurestore are monitored.

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

Methods

__construct

Constructor.

Parameters
Name
Description
data
array

Optional. Data for populating the Message object.

↳ snapshot_analysis
Google\Cloud\AIPlatform\V1\FeaturestoreMonitoringConfig\SnapshotAnalysis

The config for Snapshot Analysis Based Feature Monitoring.

↳ import_features_analysis
Google\Cloud\AIPlatform\V1\FeaturestoreMonitoringConfig\ImportFeaturesAnalysis

The config for ImportFeatures Analysis Based Feature Monitoring.

↳ numerical_threshold_config
Google\Cloud\AIPlatform\V1\FeaturestoreMonitoringConfig\ThresholdConfig

Threshold for numerical features of anomaly detection. This is shared by all objectives of Featurestore Monitoring for numerical features (i.e. Features with type ( Feature.ValueType ) DOUBLE or INT64).

↳ categorical_threshold_config
Google\Cloud\AIPlatform\V1\FeaturestoreMonitoringConfig\ThresholdConfig

Threshold for categorical features of anomaly detection. This is shared by all types of Featurestore Monitoring for categorical features (i.e. Features with type ( Feature.ValueType ) BOOL or STRING).

getSnapshotAnalysis

The config for Snapshot Analysis Based Feature Monitoring.

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.SnapshotAnalysis snapshot_analysis = 1;

hasSnapshotAnalysis

clearSnapshotAnalysis

setSnapshotAnalysis

The config for Snapshot Analysis Based Feature Monitoring.

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.SnapshotAnalysis snapshot_analysis = 1;

Returns
Type
Description
$this

getImportFeaturesAnalysis

The config for ImportFeatures Analysis Based Feature Monitoring.

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis import_features_analysis = 2;

hasImportFeaturesAnalysis

clearImportFeaturesAnalysis

setImportFeaturesAnalysis

The config for ImportFeatures Analysis Based Feature Monitoring.

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis import_features_analysis = 2;

Returns
Type
Description
$this

getNumericalThresholdConfig

Threshold for numerical features of anomaly detection.

This is shared by all objectives of Featurestore Monitoring for numerical features (i.e. Features with type ( Feature.ValueType ) DOUBLE or INT64).

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.ThresholdConfig numerical_threshold_config = 3;

hasNumericalThresholdConfig

clearNumericalThresholdConfig

setNumericalThresholdConfig

Threshold for numerical features of anomaly detection.

This is shared by all objectives of Featurestore Monitoring for numerical features (i.e. Features with type ( Feature.ValueType ) DOUBLE or INT64).

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.ThresholdConfig numerical_threshold_config = 3;

Returns
Type
Description
$this

getCategoricalThresholdConfig

Threshold for categorical features of anomaly detection.

This is shared by all types of Featurestore Monitoring for categorical features (i.e. Features with type ( Feature.ValueType ) BOOL or STRING).

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.ThresholdConfig categorical_threshold_config = 4;

hasCategoricalThresholdConfig

clearCategoricalThresholdConfig

setCategoricalThresholdConfig

Threshold for categorical features of anomaly detection.

This is shared by all types of Featurestore Monitoring for categorical features (i.e. Features with type ( Feature.ValueType ) BOOL or STRING).

Generated from protobuf field .google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.ThresholdConfig categorical_threshold_config = 4;

Returns
Type
Description
$this
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