Class BaseOptimizer

Inheritance

System.Object

BaseOptimizer

Adadelta

Adagrad

Adam

Adamax

RMSProp

SGD

Namespace: SiaNet.Optimizers

Assembly: SiaNet.dll

Syntax

public abstract class BaseOptimizer

Constructors

BaseOptimizer(Single, String)

Initializes a new instance of the BaseOptimizer class.

Declaration

public BaseOptimizer(float lr, string name)

Parameters

Type	Name	Description
System.Single	lr	The lr.
System.String	name	The name.

Properties

DecayRate

Learning rate decay over each update.

Declaration

public float DecayRate { get; set; }

Property Value

Type	Description
System.Single	The decay rate.

LearningRate

Gets or sets the learning rate for the optimizer.

Declaration

public float LearningRate { get; set; }

Property Value

Type	Description
System.Single	The learning rate.

Momentum

Parameter that accelerates SGD in the relevant direction and dampens oscillations.

Declaration

public float Momentum { get; set; }

Property Value

Type	Description
System.Single	The momentum.

Name

Gets or sets the name of the optimizer function

Declaration

public string Name { get; set; }

Property Value

Type	Description
System.String	The name.