Cloud AI Platform v1beta1 API - Class StudySpec.Types.ConvexStopConfig (1.0.0-beta12) 

[Obsolete]
public sealed class StudySpec.Types.ConvexStopConfig : IMessage<StudySpec.Types.ConvexStopConfig>, IEquatable<StudySpec.Types.ConvexStopConfig>, IDeepCloneable<StudySpec.Types.ConvexStopConfig>, IBufferMessage, IMessage

Reference documentation and code samples for the Cloud AI Platform v1beta1 API class StudySpec.Types.ConvexStopConfig.

Configuration for ConvexStopPolicy.

Inheritance

object > StudySpec.Types.ConvexStopConfig

Namespace

Google.Cloud.AIPlatform.V1Beta1

Assembly

Google.Cloud.AIPlatform.V1Beta1.dll

Constructors

ConvexStopConfig()

public ConvexStopConfig()

ConvexStopConfig(ConvexStopConfig)

public ConvexStopConfig(StudySpec.Types.ConvexStopConfig other)
Parameter
Name Description
other StudySpecTypesConvexStopConfig

Properties

AutoregressiveOrder

public long AutoregressiveOrder { get; set; }

The number of Trial measurements used in autoregressive model for value prediction. A trial won't be considered early stopping if has fewer measurement points.

Property Value
Type Description
long

LearningRateParameterName

public string LearningRateParameterName { get; set; }

The hyper-parameter name used in the tuning job that stands for learning rate. Leave it blank if learning rate is not in a parameter in tuning. The learning_rate is used to estimate the objective value of the ongoing trial.

Property Value
Type Description
string

MaxNumSteps

public long MaxNumSteps { get; set; }

Steps used in predicting the final objective for early stopped trials. In general, it's set to be the same as the defined steps in training / tuning. When use_steps is false, this field is set to the maximum elapsed seconds.

Property Value
Type Description
long

MinNumSteps

public long MinNumSteps { get; set; }

Minimum number of steps for a trial to complete. Trials which do not have a measurement with num_steps > min_num_steps won't be considered for early stopping. It's ok to set it to 0, and a trial can be early stopped at any stage. By default, min_num_steps is set to be one-tenth of the max_num_steps. When use_steps is false, this field is set to the minimum elapsed seconds.

Property Value
Type Description
long

UseSeconds

public bool UseSeconds { get; set; }

This bool determines whether or not the rule is applied based on elapsed_secs or steps. If use_seconds==false, the early stopping decision is made according to the predicted objective values according to the target steps. If use_seconds==true, elapsed_secs is used instead of steps. Also, in this case, the parameters max_num_steps and min_num_steps are overloaded to contain max_elapsed_seconds and min_elapsed_seconds.

Property Value
Type Description
bool