Steps to do a release

Update the CHANGELOG.md
Update "what's new" in README.md
Update fairscale/__init__.py and docs/source/conf.py for the new version number
git commit the change with title like "[chore] 0.3.1 release"
make a tag, like git tag v0.3.1
git push --tags origin [your/branch]
python3 setup.py sdist to build a new package (will be in dist/)
python3 -m twine upload --repository pypi dist/* to upload to pypi
visit this page and create the newly tagged release.

Provide feedback