Class GoogleCloudAiplatformV1beta1ModelEvaluation

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

Inheritance

object

GoogleCloudAiplatformV1beta1ModelEvaluation

Implements

IDirectResponseSchema

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Namespace: Google.Apis.Aiplatform.v1beta1.Data

Assembly: Google.Apis.Aiplatform.v1beta1.dll

Syntax

public class GoogleCloudAiplatformV1beta1ModelEvaluation : IDirectResponseSchema

Properties

BiasConfigs

Specify the configuration for bias detection.

Declaration

[JsonProperty("biasConfigs")]
public virtual GoogleCloudAiplatformV1beta1ModelEvaluationBiasConfig BiasConfigs { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1ModelEvaluationBiasConfig

CreateTime

object representation of CreateTimeRaw.

Declaration

[JsonIgnore]
[Obsolete("This property is obsolete and may behave unexpectedly; please use CreateTimeDateTimeOffset instead.")]
public virtual object CreateTime { get; set; }

Property Value

Type	Description
object

CreateTimeDateTimeOffset

DateTimeOffset representation of CreateTimeRaw.

Declaration

[JsonIgnore]
public virtual DateTimeOffset? CreateTimeDateTimeOffset { get; set; }

Property Value

Type	Description
DateTimeOffset?

CreateTimeRaw

Output only. Timestamp when this ModelEvaluation was created.

Declaration

[JsonProperty("createTime")]
public virtual string CreateTimeRaw { get; set; }

Property Value

Type	Description
string

DisplayName

The display name of the ModelEvaluation.

Declaration

[JsonProperty("displayName")]
public virtual string DisplayName { get; set; }

Property Value

Type	Description
string

ETag

The ETag of the item.

Declaration

public virtual string ETag { get; set; }

Property Value

Type	Description
string

ExplanationSpecs

Describes the values of ExplanationSpec that are used for explaining the predicted values on the evaluated data.

Declaration

[JsonProperty("explanationSpecs")]
public virtual IList<GoogleCloudAiplatformV1beta1ModelEvaluationModelEvaluationExplanationSpec> ExplanationSpecs { get; set; }

Property Value

Type	Description
IList<GoogleCloudAiplatformV1beta1ModelEvaluationModelEvaluationExplanationSpec>

Metadata

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".

Declaration

[JsonProperty("metadata")]
public virtual object Metadata { get; set; }

Property Value

Type	Description
object

Metrics

Evaluation metrics of the Model. The schema of the metrics is stored in metrics_schema_uri

Declaration

[JsonProperty("metrics")]
public virtual object Metrics { get; set; }

Property Value

Type	Description
object

MetricsSchemaUri

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.

Declaration

[JsonProperty("metricsSchemaUri")]
public virtual string MetricsSchemaUri { get; set; }

Property Value

Type	Description
string

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.

Declaration

[JsonProperty("modelExplanation")]
public virtual GoogleCloudAiplatformV1beta1ModelExplanation ModelExplanation { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1ModelExplanation

Name

Output only. The resource name of the ModelEvaluation.

Declaration

[JsonProperty("name")]
public virtual string Name { get; set; }

Property Value

Type	Description
string

SliceDimensions

All possible dimensions of ModelEvaluationSlices. The dimensions can be used as the filter of the ModelService.ListModelEvaluationSlices request, in the form of slice.dimension = .

Declaration

[JsonProperty("sliceDimensions")]
public virtual IList<string> SliceDimensions { get; set; }

Property Value

Type	Description
IList<string>

Implements

IDirectResponseSchema