PyTorch implementation of federated learning framework based on the acceleration of global momentum

Last update: Dec 23, 2021

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Deep Learning FedAGM

Overview

Federated Learning with Acceleration of Global Momentum

PyTorch implementation of federated learning framework based on the acceleration of global momentum.

Federated Learning with Acceleration of Global Momentum

Geeho Kim, Jinkyu Kim, Bohyung Han

1. Dependencies

This repository is implemented based on PyTorch with Anaconda.

2. Training models

CIFAR-100, 100 clients, Dirichlet (0.3) split, 5% participation

python federated_train.py --cuda_visible_device=1 --method=FedAGM --global_method=FedAGM --config=configs/cifar_actl2.yaml --arch=ResNet18 --weight_decay=1e-3 --gr_clipping_max_norm=10 --alpha=1 --mu=0.001 --gamma=0.9 --momentum=0.0 --tau 1.0 --lr=1e-1 --mode=dirichlet --dirichlet_alpha=0.3  --participation_rate=0.05 --learning_rate_decay 0.995 --set CIFAR100

Owner

GitHub Repository

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PyTorch implementation of federated learning framework based on the acceleration of global momentum

Related tags

Overview

Federated Learning with Acceleration of Global Momentum

1. Dependencies

2. Training models

Owner

Photographic Image Synthesis with Cascaded Refinement Networks - Pytorch Implementation

Neural Scene Graphs for Dynamic Scene (CVPR 2021)

Does Oversizing Improve Prosumer Profitability in a Flexibility Market? - A Sensitivity Analysis using PV-battery System

Official implementation of ACMMM'20 paper 'Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework'

Demonstrational Session git repo for H SAF User Workshop (28/1)

Graph Convolutional Networks for Temporal Action Localization (ICCV2019)

Seq2seq - Sequence to Sequence Learning with Keras

Annotate datasets with a semi-trained or fully trained YOLOv5 model

hipCaffe: the HIP port of Caffe

This is the open-source reference implementation of the SIGGRAPH 2021 paper Intersection-free Rigid Body Dynamics.

Hierarchical Motion Encoder-Decoder Network for Trajectory Forecasting (HMNet)

Automatic 2D-to-3D Video Conversion with CNNs

Machine Learning Toolkit for Kubernetes

YOLOv5 detection interface - PyQt5 implementation

PASTRIE: A Corpus of Prepositions Annotated with Supersense Tags in Reddit International English

Implementation of the paper Scalable Intervention Target Estimation in Linear Models (NeurIPS 2021), and the code to generate simulation results.

An Artificial Intelligence trying to drive a car by itself on a user created map

An implementation of the WHATWG URL Standard in JavaScript

DirectVoxGO reconstructs a scene representation from a set of calibrated images capturing the scene.