Cloud AI Platform v1 API - Class StudySpec (2.11.0)

public sealed class StudySpec : IMessage<StudySpec>, IEquatable<StudySpec>, IDeepCloneable<StudySpec>, IBufferMessage, IMessage

Reference documentation and code samples for the Cloud AI Platform v1 API class StudySpec.

Represents specification of a Study.

Inheritance

object > StudySpec

Implements

IMessage StudySpec, IEquatable StudySpec, IDeepCloneable StudySpec, IBufferMessage, IMessage

Inherited Members

object.GetHashCode()

object.GetType()

object.ToString()

Namespace

Google CloudGoogle.Cloud.AIPlatformV1

Assembly

Google.Cloud.AIPlatform.V1.dll

Constructors

StudySpec()

public StudySpec()

StudySpec(StudySpec)

public StudySpec(StudySpec other)

Parameter
Name	Description
`other`	`StudySpec`

Properties

Algorithm

public StudySpec.Types.Algorithm Algorithm { get; set; }

The search algorithm specified for the Study.

Property Value
Type	Description
`StudySpecTypesAlgorithm`

AutomatedStoppingSpecCase

public StudySpec.AutomatedStoppingSpecOneofCase AutomatedStoppingSpecCase { get; }

Property Value
Type	Description
`StudySpecAutomatedStoppingSpecOneofCase`

ConvexAutomatedStoppingSpec

public StudySpec.Types.ConvexAutomatedStoppingSpec ConvexAutomatedStoppingSpec { get; set; }

The automated early stopping spec using convex stopping rule.

Property Value
Type	Description
`StudySpecTypesConvexAutomatedStoppingSpec`

DecayCurveStoppingSpec

public StudySpec.Types.DecayCurveAutomatedStoppingSpec DecayCurveStoppingSpec { get; set; }

The automated early stopping spec using decay curve rule.

Property Value
Type	Description
`StudySpecTypesDecayCurveAutomatedStoppingSpec`

MeasurementSelectionType

public StudySpec.Types.MeasurementSelectionType MeasurementSelectionType { get; set; }

Describe which measurement selection type will be used

Property Value
Type	Description
`StudySpecTypesMeasurementSelectionType`

MedianAutomatedStoppingSpec

public StudySpec.Types.MedianAutomatedStoppingSpec MedianAutomatedStoppingSpec { get; set; }

The automated early stopping spec using median rule.

Property Value
Type	Description
`StudySpecTypesMedianAutomatedStoppingSpec`

Metrics

public RepeatedField<StudySpec.Types.MetricSpec> Metrics { get; }

Required. Metric specs for the Study.

Property Value
Type	Description
`RepeatedFieldStudySpecTypesMetricSpec`

ObservationNoise

public StudySpec.Types.ObservationNoise ObservationNoise { get; set; }

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

Property Value
Type	Description
`StudySpecTypesObservationNoise`

Parameters

public RepeatedField<StudySpec.Types.ParameterSpec> Parameters { get; }

Required. The set of parameters to tune.

Property Value
Type	Description
`RepeatedFieldStudySpecTypesParameterSpec`