Class PredictionDriftDetectionConfig (1.16.1)

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

The config for Prediction data drift detection.

Attributes

Name Description
drift_thresholds Mapping[str, google.cloud.aiplatform_v1beta1.types.ThresholdConfig ]
Key is the feature name and value is the threshold. If a feature needs to be monitored for drift, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between different time windws.
attribution_score_drift_thresholds Mapping[str, google.cloud.aiplatform_v1beta1.types.ThresholdConfig ]
Key is the feature name and value is the threshold. The threshold here is against attribution score distance between different time windows.
default_drift_threshold google.cloud.aiplatform_v1beta1.types.ThresholdConfig
Drift anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.

Inheritance

builtins.object > proto.message.Message > PredictionDriftDetectionConfig

Classes

AttributionScoreDriftThresholdsEntry

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

The abstract base class for a message.

Parameters
Name Description
kwargs dict

Keys and values corresponding to the fields of the message.

mapping Union[dict, `.Message`]

A dictionary or message to be used to determine the values for this message.

ignore_unknown_fields Optional(bool)

If True, do not raise errors for unknown fields. Only applied if mapping is a mapping type or there are keyword parameters.

DriftThresholdsEntry

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

The abstract base class for a message.

Parameters
Name Description
kwargs dict

Keys and values corresponding to the fields of the message.

mapping Union[dict, `.Message`]

A dictionary or message to be used to determine the values for this message.

ignore_unknown_fields Optional(bool)

If True, do not raise errors for unknown fields. Only applied if mapping is a mapping type or there are keyword parameters.