submission: XSA-all + Soft-Round QAT + Full GPTQ + MLP 3.5x + AdamW TTT#631
Open
senstar-hsoleimani wants to merge 1 commit intoopenai:mainfrom
Conversation
Track: 10min_16mb Based on: PR openai#549 (LeakyReLU+ParallelMuon), PR openai#606 (Soft-Round+AdamW TTT), PR openai#609 (XSA-all+Full GPTQ) Changes from SOTA (openai#549): - XSA on all 11 layers (was 4) - Soft-Round QAT with tanh-based differentiable rounding (alpha 1->16) - Full GPTQ with Hessian-aware column-reordered Cholesky error compensation - MHA 8/8 (was GQA 8/4) - MLP 3.5x expansion (1792 hidden, was 3.0x/1536) - BigramHash vocabulary 8192 (was 2048) - AdamW TTT with grouped LR and cosine schedule (was SGD) - Early QAT threshold 0.5 (was late 0.15) - Selective ±1 magnitude pruning to hit size target
Contributor
|
This has no submission.json / val_bpb value, so I can't score it. Also, since this is based on #609, a word of warning that you need to make sure no training data is accessed at eval time, so any calibration mechanisms have to be part of the 600s of training time. |
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
2 participants
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Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be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.
Track: 10min_16mb
Based on: PR #549 (LeakyReLU+ParallelMuon), PR #606 (Soft-Round+AdamW TTT), PR #609 (XSA-all+Full GPTQ)
Changes from SOTA (#549):