Class FeaturestoreMonitoringConfig (1.22.1)

  FeaturestoreMonitoringConfig 
 ( 
 mapping 
 = 
 None 
 , 
 * 
 , 
 ignore_unknown_fields 
 = 
 False 
 , 
 ** 
 kwargs 
 )

Configuration of how features in Featurestore are monitored.

Attributes

Name	Description
`snapshot_analysis`	`google.cloud.aiplatform_v1.types.FeaturestoreMonitoringConfig.SnapshotAnalysis` The config for Snapshot Analysis Based Feature Monitoring.
`import_features_analysis`	`google.cloud.aiplatform_v1.types.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis` The config for ImportFeatures Analysis Based Feature Monitoring.
`numerical_threshold_config`	`google.cloud.aiplatform_v1.types.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.types.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).

Inheritance

builtins.object > proto.message.Message > FeaturestoreMonitoringConfig

Classes

ImportFeaturesAnalysis

  ImportFeaturesAnalysis 
 ( 
 mapping 
 = 
 None 
 , 
 * 
 , 
 ignore_unknown_fields 
 = 
 False 
 , 
 ** 
 kwargs 
 )

Configuration of the Featurestore's ImportFeature Analysis Based Monitoring. This type of analysis generates statistics for values of each Feature imported by every [ImportFeatureValues][] operation.

SnapshotAnalysis

  SnapshotAnalysis 
 ( 
 mapping 
 = 
 None 
 , 
 * 
 , 
 ignore_unknown_fields 
 = 
 False 
 , 
 ** 
 kwargs 
 )

Configuration of the Featurestore's Snapshot Analysis Based Monitoring. This type of analysis generates statistics for each Feature based on a snapshot of the latest feature value of each entities every monitoring_interval.

ThresholdConfig

  ThresholdConfig 
 ( 
 mapping 
 = 
 None 
 , 
 * 
 , 
 ignore_unknown_fields 
 = 
 False 
 , 
 ** 
 kwargs 
 )

The config for Featurestore Monitoring threshold.

.. _oneof: https://proto-plus-python.readthedocs.io/en/stable/fields.html#oneofs-mutually-exclusive-fields