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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
state
google.cloud.aiplatform_v1.types.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis.State
Whether to enable / disable / inherite default hebavior for import features analysis.
anomaly_detection_baseline
google.cloud.aiplatform_v1.types.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis.Baseline
The baseline used to do anomaly detection for the statistics generated by import features analysis.
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.
Methods
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.
