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Add a configuration for training Llama 2 13B QLoRA on single device #779

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merged 3 commits into from
Apr 17, 2024

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@rohan-varma rohan-varma commented Apr 17, 2024

Context

  • We can finetune 13B on a single device w/QLoRA, but didn't have an explicit config for doing so. This PR adds that.
  • Also added the finetuning option in the output of tune ls.
  • Want to get this in so users can OOTB finetune w/13B, so doesn't have CI yet. Filed Add CI for 13B QLoRA #780 to add CI.

Changelog

  • ...

Test plan

  • Loss looks reasonable:
    image
  • Will run eval as well
  • tune ls output:
image

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pytorch-bot bot commented Apr 17, 2024

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/torchtune/779

Note: Links to docs will display an error until the docs builds have been completed.

✅ No Failures

As of commit cc8682d with merge base da608e6 (image):
💚 Looks good so far! There are no failures yet. 💚

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@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Apr 17, 2024
@rohan-varma rohan-varma mentioned this pull request Apr 17, 2024
@rohan-varma rohan-varma merged commit 161d529 into main Apr 17, 2024
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@joecummings joecummings deleted the 13b_qlora branch April 17, 2024 13:21
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3 participants