Class FederatedServerOptimizerBase<T>

Namespace

AiDotNet.FederatedLearning.ServerOptimizers

Assembly

AiDotNet.dll

Base class for server-side federated optimizers.

public abstract class FederatedServerOptimizerBase<T> : FederatedLearningComponentBase<T>, IFederatedServerOptimizer<T>

Type Parameters

T

Inheritance

object

FederatedLearningComponentBase<T>

FederatedServerOptimizerBase<T>

Implements

IFederatedServerOptimizer<T>

Derived

FedAdagradServerOptimizer<T>

FedAdamServerOptimizer<T>

FedAvgMServerOptimizer<T>

FedYogiServerOptimizer<T>

Inherited Members

FederatedLearningComponentBase<T>.NumOps

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Methods

GetOptimizerName()

Gets the name of the server optimizer.

public abstract string GetOptimizerName()

Returns

string

Step(Vector<T>, Vector<T>)

Updates global parameters given the current parameters and an aggregated target.

public abstract Vector<T> Step(Vector<T> currentGlobalParameters, Vector<T> aggregatedTargetParameters)

Parameters

currentGlobalParameters Vector<T>

The current global parameter vector.

aggregatedTargetParameters Vector<T>

The aggregated target parameter vector (e.g., FedAvg output).

Returns

Vector<T>

The updated global parameter vector.

ValidateVectors(Vector<T>, Vector<T>)

protected static void ValidateVectors(Vector<T> currentGlobalParameters, Vector<T> aggregatedTargetParameters)

Parameters

currentGlobalParameters Vector<T>

aggregatedTargetParameters Vector<T>