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Update FSDP mixed precision setter to enable fsdp+qlora - #2544

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pacman100 merged 3 commits into
huggingface:mainfrom
pacman100:smangrul/fsdp_dsz3_qlora
Mar 12, 2024
Merged

pacman100 merged 3 commits into
huggingface:mainfrom
pacman100:smangrul/fsdp_dsz3_qlora

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@pacman100

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What does this PR do?

  1. Update FSDP mixed precision setter to enable fsdp+qlora. When using quantization storage datatype as float32, the MixedPrecision policy should use float32 but with autocasting enabled. This PR supports this.
  2. It adds override argument to force update the mixed precision policy.
  3. It adds buffer_autocast argument to support casting buffers to float32 which can be important for RoPE layer which gives incorrect results when cast to lower precision especially with longer context lengths.

@HuggingFaceDocBuilderDev

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The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

@muellerzr muellerzr left a comment

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Thanks!

@pacman100
pacman100 marked this pull request as ready for review March 12, 2024 09:25
@pacman100
pacman100 merged commit 92b1ad0 into huggingface:main Mar 12, 2024
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3 participants