ModelEvaluation class final

A collection of metrics calculated by comparing Model's predictions on all of the test data against annotations from the test data.

Inheritance
  • Object
  • ProtoMessage
  • ModelEvaluation

Constructors

ModelEvaluation({String name = '', String displayName = '', String metricsSchemaUri = '', Value? metrics, Timestamp? createTime, List<String> sliceDimensions = const [], ModelExplanation? modelExplanation, List<ModelEvaluation_ModelEvaluationExplanationSpec> explanationSpecs = const [], Value? metadata, ModelEvaluation_BiasConfig? biasConfigs})
ModelEvaluation.fromJson(Map<String, dynamic> json)
factory

Properties

biasConfigs → ModelEvaluation_BiasConfig?
Specify the configuration for bias detection.
final
createTime → Timestamp?
Output only. Timestamp when this ModelEvaluation was created.
final
displayName → String
The display name of the ModelEvaluation.
final
explanationSpecs → List<ModelEvaluation_ModelEvaluationExplanationSpec>
Describes the values of ExplanationSpec that are used for explaining the predicted values on the evaluated data.
final
hashCode → int
The hash code for this object.
no setterinherited
metadata → Value?
The metadata of the ModelEvaluation. For the ModelEvaluation uploaded from Managed Pipeline, metadata contains a structured value with keys of "pipeline_job_id", "evaluation_dataset_type", "evaluation_dataset_path", "row_based_metrics_path".
final
metrics → Value?
Evaluation metrics of the Model. The schema of the metrics is stored in metrics_schema_uri
final
metricsSchemaUri → String
Points to a YAML file stored on Google Cloud Storage describing the metrics of this ModelEvaluation. The schema is defined as an OpenAPI 3.0.2 Schema Object.
final
modelExplanation → ModelExplanation?
Aggregated explanation metrics for the Model's prediction output over the data this ModelEvaluation uses. This field is populated only if the Model is evaluated with explanations, and only for AutoML tabular Models.
final
name → String
Output only. The resource name of the ModelEvaluation.
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
sliceDimensions → List<String>
All possible dimensions of ModelEvaluationSlices. The dimensions can be used as the filter of the ModelService.ListModelEvaluationSlices request, in the form of slice.dimension = <dimension>.
final

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