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General multi-model test code for federated learning.

License: MIT License

Python 100.00%

fl-multimodel's Introduction

fl

General multi-model test code for federated learning.

Prerequisites

Sept 29 2021

Python 3.6.9

Options selected on pytorch official website:

Pytorch1.9.1 Linux Pip Python CUDA10.2

Command used:

pip install --upgrade pip

pip3 install torch torchvision torchaudio torchtext

Device allowed:

CUDA, cpu

Known Issues

When the dataset is not downloaded, do not run multiple simulation, i.e., do not set configs.simulation.simulation_num > 1.

Set configs.simulation.simulation_num = 1 and let it download the dataset. Then restart.

Usage

Add new task:

Inherite Task class in task.py, and modify UniTask. Please refer to existing tasks.

TODO

Add support for:

batch configurations

splitting dataset in the non-IID manner

fl-multimodel's People

Contributors

jiyao17 avatar

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