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mpi4py-federated-learning's Introduction

Guide to run the components of this project:

  1. To generate the dataset
$ python data_generator.py
  1. To run the baseline model
$ python baseline.py
  1. To run the Distributed FedAvg Model:
$ mpiexec -n 3 python -m mpi4py fedavg.py
  1. To run the Distributed FedSGD Model:
$ mpiexec -n 3 python -m mpi4py fedsgd.py

Guide to set-up the system:

  1. Create and activate a conda environment with python=3.10
$ conda create -n mpi4py python=3.10
$ conda activate mpi4py
  1. Run following command:
$ conda install -c conda-forge mpi4py openmpi
  1. To execute the files (not-preferred):
$ mpiexec -n 3 script.py 

3.1 To excute the files with exceptions that might cause deadlock (https://mpi4py.readthedocs.io/en/stable/mpi4py.run.html) - preferred option:

mpiexec -n 3 python -m mpi4py script.py

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