p2pfl.learning.aggregators.fedopt.fedadam module

FedAdam Aggregator - Adaptive Federated Optimization using Adam.

class p2pfl.learning.aggregators.fedopt.fedadam.FedAdam(eta=0.1, beta_1=0.9, beta_2=0.99, tau=1e-09, disable_partial_aggregation=False)

Bases: FedOptBase

FedAdam - Adaptive Federated Optimization using Adam [Reddi et al., 2020].

FedAdam adapts the Adam optimizer to federated settings, maintaining both momentum and adaptive learning rates on the server side.

Paper: https://arxiv.org/abs/2003.00295

Parameters:

• eta (float)

• beta_1 (float)

• beta_2 (float)

• tau (float)

• disable_partial_aggregation (bool)