[Feature] Offload optimizer states to CPU to reduce memory #1524
Open
tina-wen wants to merge 1 commit intoInternLM:mainfrom
Open
[Feature] Offload optimizer states to CPU to reduce memory #1524tina-wen wants to merge 1 commit intoInternLM:mainfrom
tina-wen wants to merge 1 commit intoInternLM:mainfrom
Conversation
0242b59 to
b8035c2
Compare
b8035c2 to
ec2fff5
Compare
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Description
This PR adds CPU offloading for optimizer states to reduce NPU memory usage. Optimizer states stay in host memory and are transferred to device only during optimizer.step() via h2d/d2h communications.
Changes
Testing
Verified with: