huggingface / huggingface/open-muse

adafactor optimizer

Open
#106 1 comment 0 reactions 0 assignees View on GitHub
Dominant language
Python
Stars
359
Forks
30
PR merge metrics
No merged PRs in 30d

Description

I'm planning to add in adafactor optimizer used in the official implementation. The main benefit of this over adam +adamw is that we don't need 3x the vram but I think a bit above 2x the vram of the models. I currently have the code up https://github.com/isamu-isozaki/adafactor-pytorch and after adding a triton version, I will bring a pr to here!

Contributor guide

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Research direction

Start by reviewing the linked adafactor-pytorch implementation and its planned Triton version, then compare the optimizer requirements with this repository's existing training entry points. The issue does not name files or tests; done would require an agreed integration scope, a working optimizer implementation, and validation of its memory and training behavior.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
20/100

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