public sealed class StudySpec : IMessage<StudySpec>, IEquatable<StudySpec>, IDeepCloneable<StudySpec>, IBufferMessage, IMessageReference documentation and code samples for the Cloud AI Platform v1 API class StudySpec.
Represents specification of a Study.
Implements
IMessageStudySpec, IEquatableStudySpec, IDeepCloneableStudySpec, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Assembly
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 | |