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An Efficient Blockchain assisted Reputation aware Decentralized Federated Learning Framework

  • If Docker installed

    • docker-compose up -d
    • open host_ip:42065 for opening jupyter notebook
    • open host_ip:45175 for opening tensorboard
    • run centralized notebook for simulating the centralized fl

  • If Conda enviroment

    • conda env create --name env_name --file=cenv.yml
      • it will also add this conda env in your base jupyter notebook, look for reference
    • conda activate env_name
    • open host_ip:port for opening jupyter notebook
      • jupyter notebook --no-browser --ip="*" --port=xxxx --NotebookApp.token='xx' --NotebookApp.iopub_data_rate_limit=1.0e1000
    • tensorboard --logdir runs/ --port 45175 --bind_all
    • open host_ip:45175 for opening tensorboard

  • If running with kafka

    • host kafka broker and other essential components with docker
    • before running update the host ip in the broker service, and also update the same in producer and consumer files
    • good to run this file for simulation