EdgeMLSim: A Framework for Modeling and Simulation of Edge Computing and Evaluation of Fault-tolerant Machine Learning

Anran Du, Yicheng Shen, Zhangyang Wei, Lewis Tseng

The 40th International Symposium on Reliable Distributed Systems (SRDS) poster 2021

Paper: link

How to run on multiple machines

1. Download and install

   git clone https://github.com/YichengShen/EdgeMLSim.git
   cd EdgeMLSim
   git checkout [branchname]
   . install.sh
   

2. Modify config

   • In config/config.yml, set local_run: false.
   • Change ip address (sim_ip, cloud_ip, edge_ip) to match the internal ip of your VMs.

3. Run

   • Stay at the root directory of the project
   • In the Simulator VM, run

     tmux
     . run/sim.sh [num_round]
     

   • In the Cloud VM, run

     tmux
     . run/cloud.sh
     

   • Do the same for edge servers and workers.