Class ImportFeaturesAnalysis (1.24.1)

Version 1.24.1

• 1.48.0 (latest)
• 1.47.0
• 1.46.0
• 1.45.0
• 1.44.0
• 1.43.0
• 1.39.0
• 1.38.1
• 1.37.0
• 1.36.4
• 1.35.0
• 1.34.0
• 1.33.1
• 1.32.0
• 1.31.1
• 1.30.1
• 1.29.0
• 1.28.1
• 1.27.1
• 1.26.1
• 1.25.0
• 1.24.1
• 1.23.0
• 1.22.1
• 1.21.0
• 1.20.0
• 1.19.1
• 1.18.3
• 1.17.1
• 1.16.1
• 1.15.1
• 1.14.0
• 1.13.1
• 1.12.1
• 1.11.0
• 1.10.0
• 1.9.0
• 1.8.1
• 1.7.1
• 1.6.2
• 1.5.0
• 1.4.3
• 1.3.0
• 1.2.0
• 1.1.1
• 1.0.1
• 0.9.0
• 0.8.0
• 0.7.1
• 0.6.0
• 0.5.1
• 0.4.0
• 0.3.1

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.

Attributes
Name	Description
state	google.cloud.aiplatform_v1beta1.types.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis.State Whether to enable / disable / inherite default hebavior for import features analysis.
anomaly_detection_baseline	google.cloud.aiplatform_v1beta1.types.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis.Baseline The baseline used to do anomaly detection for the statistics generated by import features analysis.

Inheritance

builtins.object > proto.message.Message > ImportFeaturesAnalysis

Classes

Baseline

Baseline(value)

Defines the baseline to do anomaly detection for feature values imported by each ImportFeatureValues operation.

Values: BASELINE_UNSPECIFIED (0): Should not be used. LATEST_STATS (1): Choose the later one statistics generated by either most recent snapshot analysis or previous import features analysis. If non of them exists, skip anomaly detection and only generate a statistics. MOST_RECENT_SNAPSHOT_STATS (2): Use the statistics generated by the most recent snapshot analysis if exists. PREVIOUS_IMPORT_FEATURES_STATS (3): Use the statistics generated by the previous import features analysis if exists.

State

State(value)

The state defines whether to enable ImportFeature analysis.

Values: STATE_UNSPECIFIED (0): Should not be used. DEFAULT (1): The default behavior of whether to enable the monitoring. EntityType-level config: disabled. Feature-level config: inherited from the configuration of EntityType this Feature belongs to. ENABLED (2): Explicitly enables import features analysis. EntityType-level config: by default enables import features analysis for all Features under it. Feature-level config: enables import features analysis regardless of the EntityType-level config. DISABLED (3): Explicitly disables import features analysis. EntityType-level config: by default disables import features analysis for all Features under it. Feature-level config: disables import features analysis regardless of the EntityType-level config.