Robustness of decentralized compressed SGD with gossip communication

To install required libraries

pip install -r requirements.txt

To run an instance of our network :

python run.py

Index --

• run.py : Defines a network according to our design choices performs training.
• network.py : Contains definition of our NN model, Nodes, and Network to perform decentralized training.
• optimizer.py : Contains definitions for our custom optimizers for each optimization scheme
• protecc.py : Contains functions which define our protection schemes against attacks
• model_utils.py : Contains miscellaneous functions required to define ring, torus and quantizers

Authors--

Moulik Choraria (moulik.choraria@epfl.ch)

Aditya Vardhan Varre (aditya.varre@epfl.ch)

Harshvardhan (harshvardhan.harshvardhan@epfl.ch)