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Optionally use flash-attn's CE loss for metrics
What does this PR do?
Resubmission of https://github.com/mosaicml/composer/pull/3394 -- using FA's CE Loss results in lower peak reserved memory usage and higher throughput. We are not adding flash attention as an optional dependency to composer since this makes installs and correct builds messy & take a lot longer.
Manual tests:
Run started on dev (13b-dense-fsdp-fullshard-hsdp-adam-shardedckpt-start-5PtEdK), resumed with this branch (13b-dense-fsdp-fullshard-hsdp-adam-shardedckpt-resume-E5SieL) Run started on this branch (13b-dense-fsdp-fullshard-hsdp-adam-shardedckpt-start-0g8uD4), resumed with dev branch (13b-dense-fsdp-fullshard-hsdp-adam-shardedckpt-resume-TSGoUC) 4th time's the charm :0
Run with torch CE loss (green): tiny-sp-dtms1-32h-wCFWfa Run with FA CE loss (tan): tiny-sp-dtms1-32h-jOfIPL
What issue(s) does this change relate to?
Before submitting
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- [ ] Is this change a documentation change or typo fix? If so, skip the rest of this checklist.
- [ ] Was this change discussed/approved in a GitHub issue first? It is much more likely to be merged if so.
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pre-commiton your change? (see thepre-commitsection of prerequisites)
gloo change is in https://github.com/mosaicml/composer/pull/3509