Skip to content

harshv834/optml_proj

Repository files navigation

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 ([email protected])

Aditya Vardhan Varre ([email protected])

Harshvardhan ([email protected])

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Contributors 4

  •  
  •  
  •  
  •