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

Download and install

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

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.
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.

Name		Name	Last commit message	Last commit date
Latest commit History 65 Commits
config		config
data/mnist		data/mnist
osm_boston_common		osm_boston_common
run		run
shell_utils		shell_utils
srds_paper		srds_paper
.gitattributes		.gitattributes
.gitignore		.gitignore
CloudServer.py		CloudServer.py
EdgeServer.py		EdgeServer.py
Msg.py		Msg.py
README.md		README.md
Simulator.py		Simulator.py
Utils.py		Utils.py
Worker.py		Worker.py
byzantine.py		byzantine.py
install.sh		install.sh
local_run.sh		local_run.sh
locationPicker_v3.py		locationPicker_v3.py
requirements.txt		requirements.txt