Class FeaturestoreMonitoringConfig (1.48.0)

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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_v1beta1.types.FeaturestoreMonitoringConfig.SnapshotAnalysis The config for Snapshot Analysis Based Feature Monitoring.
import_features_analysis	google.cloud.aiplatform_v1beta1.types.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis The config for ImportFeatures Analysis Based Feature Monitoring.
numerical_threshold_config	google.cloud.aiplatform_v1beta1.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_v1beta1.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).

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

Methods

FeaturestoreMonitoringConfig

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

Configuration of how features in Featurestore are monitored.