Sketched SGD
Installation
Dependencies: pytorch, numpy, and csvec (https://github.com/nikitaivkin/csh). Tested with torch==1.0.1 and numpy==1.15.3, but this should work with a range of versions.
git clone the repository to your local machine, move to the directory containing setup.py, then run
pip install -e .
to install this package.
Description
This is the code accompanying the paper ``Communication-efficient distributed SGD with Sketching'' by Nikita Ivkin, Daniel Rothchild, Enayat Ullah, Vladimir Braverman, Ion Stoica, and Raman Arora (https://arxiv.org/abs/1903.04488)
This package contains three classes that can be used to carry out Sketched SGD in the simulated distributed setting. A simple example script is included showing how to train a model with these three classes.
We are currently (July 2019) working on code to run Sketched SGD in the real distributed setting. Stay tuned!