pymc-devs / pymc-devs/pytensor-ml

Implement ASGD optimizer

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Dominant language
Python
Stars
9
Forks
7
Avg merge
6h 55m
Merged PRs (30d)
40

Description

Averaged SGD, see torch.optim.ASGD.

Contributor guide

No contributing guide indexed for this repository

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start with the linked torch.optim.ASGD documentation to understand the expected Averaged SGD behavior and interface. Then locate the optimizer entry points in pytensor-ml and compare the project’s existing optimizer implementations; done means ASGD is implemented with behavior matching the referenced PyTorch optimizer.

Written by the indexing model from the issue text.

Assessment

Tech stack
python, pytorch
Domain
machine-learning
Issue type
Feature
Difficulty
4/5
Estimated time
3-5 days
Activity status
Quiet
Clarity
Needs clarification
Newbie friendliness
38/100

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