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Add merge() method to LoRALinear for zero-cost inference deployment#18321

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derekxu wants to merge 1 commit intopytorch:mainfrom
derekxu:export-D97174451
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Add merge() method to LoRALinear for zero-cost inference deployment#18321
derekxu wants to merge 1 commit intopytorch:mainfrom
derekxu:export-D97174451

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@derekxu derekxu commented Mar 19, 2026

Summary:
Implements W_merged = W + (alpha/rank) * B @ A, allowing LoRA weights
to be folded into the base linear layer at deployment time, eliminating
additional inference latency per the LoRA paper (arxiv 2106.09685).

Differential Revision: D97174451

Summary:
Implements W_merged = W + (alpha/rank) * B @ A, allowing LoRA weights
to be folded into the base linear layer at deployment time, eliminating
additional inference latency per the LoRA paper (arxiv 2106.09685).

Differential Revision: D97174451
@derekxu derekxu requested a review from lucylq as a code owner March 19, 2026 16:02
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pytorch-bot bot commented Mar 19, 2026

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/18321

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

❌ 1 New Failure, 2 Unrelated Failures

As of commit 388cd45 with merge base b2f0a5a (image):

NEW FAILURE - The following job has failed:

BROKEN TRUNK - The following jobs failed but were present on the merge base:

👉 Rebase onto the `viable/strict` branch to avoid these failures

This comment was automatically generated by Dr. CI and updates every 15 minutes.

@meta-cla meta-cla 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 Mar 19, 2026
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meta-codesync bot commented Mar 19, 2026

@derekxu has exported this pull request. If you are a Meta employee, you can view the originating Diff in D97174451.

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