Cloud AI Platform v1 API - Class StudySpec (2.27.0)

Version 2.27.0

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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

IMessageStudySpec, IEquatableStudySpec, IDeepCloneableStudySpec, IBufferMessage, IMessage

Inherited Members

object.GetHashCode()

object.GetType()

object.ToString()

Namespace

Google.Cloud.AIPlatform.V1

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

StudyStoppingConfig

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

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

Property Value
Type	Description
StudySpecTypesStudyStoppingConfig