[Feature] Support LoRA path renaming and add LoRA serving benchmarks #1433
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Outdated suggestions cannot be applied.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.
This PR supports LoRA path renaming. See example below:
What has been done:
This PR gives initial multi-LoRA serving support. Currently, it supports LoRA on attention (
qkvo
) and mlp (gate, up, down
) linear layers. It supports dynamic loading and offloading, but it does not support unified memory. The memory pool for LoRA adapters is pre-allocated. Please use a smaller--mem-frac
to launch server with larger--max-loras-per-batch
.You can expect the items below in the follow-up PRs.
References:
S-LoRA: Serving Thousands of Concurrent LoRA Adapters
Punica: Multi-Tenant LoRA Serving