Class GoogleCloudAiplatformV1beta1StudySpec

Represents specification of a Study.

Inheritance

object

GoogleCloudAiplatformV1beta1StudySpec

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 GoogleCloudAiplatformV1beta1StudySpec : IDirectResponseSchema

Properties

Algorithm

The search algorithm specified for the Study.

Declaration

[JsonProperty("algorithm")]
public virtual string Algorithm { get; set; }

Property Value

Type	Description
string

ConvexAutomatedStoppingSpec

The automated early stopping spec using convex stopping rule.

Declaration

[JsonProperty("convexAutomatedStoppingSpec")]
public virtual GoogleCloudAiplatformV1beta1StudySpecConvexAutomatedStoppingSpec ConvexAutomatedStoppingSpec { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1StudySpecConvexAutomatedStoppingSpec

ConvexStopConfig

Deprecated. The automated early stopping using convex stopping rule.

Declaration

[JsonProperty("convexStopConfig")]
public virtual GoogleCloudAiplatformV1beta1StudySpecConvexStopConfig ConvexStopConfig { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1StudySpecConvexStopConfig

DecayCurveStoppingSpec

The automated early stopping spec using decay curve rule.

Declaration

[JsonProperty("decayCurveStoppingSpec")]
public virtual GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec DecayCurveStoppingSpec { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec

ETag

The ETag of the item.

Declaration

public virtual string ETag { get; set; }

Property Value

Type	Description
string

MeasurementSelectionType

Describe which measurement selection type will be used

Declaration

[JsonProperty("measurementSelectionType")]
public virtual string MeasurementSelectionType { get; set; }

Property Value

Type	Description
string

MedianAutomatedStoppingSpec

The automated early stopping spec using median rule.

Declaration

[JsonProperty("medianAutomatedStoppingSpec")]
public virtual GoogleCloudAiplatformV1beta1StudySpecMedianAutomatedStoppingSpec MedianAutomatedStoppingSpec { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1StudySpecMedianAutomatedStoppingSpec

Metrics

Required. Metric specs for the Study.

Declaration

[JsonProperty("metrics")]
public virtual IList<GoogleCloudAiplatformV1beta1StudySpecMetricSpec> Metrics { get; set; }

Property Value

Type	Description
IList<GoogleCloudAiplatformV1beta1StudySpecMetricSpec>

ObservationNoise

The observation noise level of the study. Currently only supported by the Vertex AI Vizier service. Not supported by HyperparameterTuningJob or TrainingPipeline.

Declaration

[JsonProperty("observationNoise")]
public virtual string ObservationNoise { get; set; }

Property Value

Type	Description
string

Parameters

Required. The set of parameters to tune.

Declaration

[JsonProperty("parameters")]
public virtual IList<GoogleCloudAiplatformV1beta1StudySpecParameterSpec> Parameters { get; set; }

Property Value

Type	Description
IList<GoogleCloudAiplatformV1beta1StudySpecParameterSpec>

StudyStoppingConfig

Conditions for automated stopping of a Study. Enable automated stopping by configuring at least one condition.

Declaration

[JsonProperty("studyStoppingConfig")]
public virtual GoogleCloudAiplatformV1beta1StudySpecStudyStoppingConfig StudyStoppingConfig { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1StudySpecStudyStoppingConfig

TransferLearningConfig

The configuration info/options for transfer learning. Currently supported for Vertex AI Vizier service, not HyperParameterTuningJob

Declaration

[JsonProperty("transferLearningConfig")]
public virtual GoogleCloudAiplatformV1beta1StudySpecTransferLearningConfig TransferLearningConfig { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1StudySpecTransferLearningConfig

Implements

IDirectResponseSchema