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public sealed class DecayCurveAutomatedStoppingSpec : IMessage<StudySpec.Types.DecayCurveAutomatedStoppingSpec>, IEquatable<StudySpec.Types.DecayCurveAutomatedStoppingSpec>, IDeepCloneable<StudySpec.Types.DecayCurveAutomatedStoppingSpec>, IBufferMessage, IMessage
The decay curve automated stopping rule builds a Gaussian Process Regressor to predict the final objective value of a Trial based on the already completed Trials and the intermediate measurements of the current Trial. Early stopping is requested for the current Trial if there is very low probability to exceed the optimal value found so far.
Implements
IMessage<StudySpec.Types.DecayCurveAutomatedStoppingSpec>, IEquatable<StudySpec.Types.DecayCurveAutomatedStoppingSpec>, IDeepCloneable<StudySpec.Types.DecayCurveAutomatedStoppingSpec>, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Assembly
Google.Cloud.AIPlatform.V1.dll
Constructors
DecayCurveAutomatedStoppingSpec()
public DecayCurveAutomatedStoppingSpec()
DecayCurveAutomatedStoppingSpec(StudySpec.Types.DecayCurveAutomatedStoppingSpec)
public DecayCurveAutomatedStoppingSpec(StudySpec.Types.DecayCurveAutomatedStoppingSpec other)
Parameter | |
---|---|
Name | Description |
other | StudySpec.Types.DecayCurveAutomatedStoppingSpec |
Properties
UseElapsedDuration
public bool UseElapsedDuration { get; set; }
True if [Measurement.elapsed_duration][google.cloud.aiplatform.v1.Measurement.elapsed_duration] is used as the x-axis of each Trials Decay Curve. Otherwise, [Measurement.step_count][google.cloud.aiplatform.v1.Measurement.step_count] will be used as the x-axis.
Property Value | |
---|---|
Type | Description |
Boolean |