Class FeaturestoreMonitoringConfig (1.17.1)

Version 1.17.1

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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