ModelMonitoringObjectiveSpec_DataDriftSpec class final

Data drift monitoring spec. Data drift measures the distribution distance between the current dataset and a baseline dataset. A typical use case is to detect data drift between the recent production serving dataset and the training dataset, or to compare the recent production dataset with a dataset from a previous period.

Inheritance
  • Object
  • ProtoMessage
  • ModelMonitoringObjectiveSpec_DataDriftSpec

Constructors

ModelMonitoringObjectiveSpec_DataDriftSpec({List<String> features = const [], String categoricalMetricType = '', String numericMetricType = '', ModelMonitoringAlertCondition? defaultCategoricalAlertCondition, ModelMonitoringAlertCondition? defaultNumericAlertCondition, Map<String, ModelMonitoringAlertCondition> featureAlertConditions = const {}})
ModelMonitoringObjectiveSpec_DataDriftSpec.fromJson(Map<String, dynamic> json)
factory

Properties

categoricalMetricType → String
Supported metrics type:
final
defaultCategoricalAlertCondition → ModelMonitoringAlertCondition?
Default alert condition for all the categorical features.
final
defaultNumericAlertCondition → ModelMonitoringAlertCondition?
Default alert condition for all the numeric features.
final
featureAlertConditions → Map<String, ModelMonitoringAlertCondition>
Per feature alert condition will override default alert condition.
final
features → List<String>
Feature names / Prediction output names interested in monitoring. These should be a subset of the input feature names or prediction output names specified in the monitoring schema. If the field is not specified all features / prediction outputs outlied in the monitoring schema will be used.
final
hashCode → int
The hash code for this object.
no setterinherited
numericMetricType → String
Supported metrics type:
final
qualifiedName → String
The fully qualified name of this message, i.e., google.protobuf.Duration or google.rpc.ErrorInfo.
finalinherited
runtimeType → Type
A representation of the runtime type of the object.
no setterinherited

Methods

noSuchMethod(Invocation invocation) → dynamic
Invoked when a nonexistent method or property is accessed.
inherited
toJson() → Object
override
toString() → String
A string representation of this object.
override

Operators

operator ==(Object other) → bool
The equality operator.
inherited

Constants

fullyQualifiedName → const String