Class ImportFeaturesAnalysis (1.50.0)

Version 1.50.0

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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
Name	Description
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.

Enum 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.

Enum 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.