[WIP] Type hints for NN and param store

[kamathhrishi]

This PR continues the effort of adding type hints to the codebase as described in issue #2550. This PR will add type hints to NN and param module. Additionally, it will cover the utils script and some parts of Optim that weren't completed in the previous PR.

[kamathhrishi]

@fritzo What exactly are the datatypes parameters? in

pyro/pyro/params/param_store.py

Line 185 in 005032f

def replace_param(self, param_name, new_param, old_param):

[fritzo]

@kamathhrishi I believe the types are

def replace_param(self, param_name: str, new_param: torch.Tensor, old_param: torch.Tensor):

[fritzo]

Hi @kamathhrishi no rush, just FYI we switched from travis-ci to github actions so you'll need to merge the dev branch into this for ci to pass.

[kamathhrishi]

Hi @kamathhrishi no rush, just FYI we switched from travis-ci to github actions so you'll need to merge the dev branch into this for ci to pass.

Thanks for letting me know. Not sure why Github doesn't notify here when my fork is lagging behind. Also I haven't formatted my code yet so it will continue to fail.

[eb8680]

@kamathhrishi is this ready for review? No rush, just don't want you blocked - if so, can you run make lint locally and fix the linter errors?

[kamathhrishi]

@eb8680 I will come back to this in September. Till then I will close it.