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[Doc] V1 : Update LoRA status #17133

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Apr 25, 2025
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[Doc] V1 : Update LoRA status #17133

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7 changes: 1 addition & 6 deletions docs/source/getting_started/v1_user_guide.md
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Original file line number Diff line number Diff line change
Expand Up @@ -44,8 +44,8 @@ This living user guide outlines a few known **important changes and limitations*
|-----------------|-----------------------------------------------------------------------------------|
| **Prefix Caching** | <nobr>🚀 Optimized</nobr> |
| **Chunked Prefill** | <nobr>🚀 Optimized</nobr> |
| **LoRA** | <nobr>🚀 Optimized</nobr> |
| **Logprobs Calculation** | <nobr>🟢 Functional</nobr> |
| **LoRA** | <nobr>🟢 Functional ([PR #13096](https://github.com/vllm-project/vllm/pull/13096))</nobr>|
| **Multimodal Models** | <nobr>🟢 Functional</nobr> |
| **FP8 KV Cache** | <nobr>🟢 Functional on Hopper devices ([PR #15191](https://github.com/vllm-project/vllm/pull/15191))</nobr>|
| **Spec Decode** | <nobr>🚧 WIP ([PR #13933](https://github.com/vllm-project/vllm/pull/13933))</nobr>|
Expand Down Expand Up @@ -121,11 +121,6 @@ Although we have re-implemented and partially optimized many features and models
These features are already supported in vLLM V1, but their optimization is still
in progress.

- **LoRA**: LoRA is functionally working on vLLM V1 but its performance is
inferior to that of V0. The team is actively working on improving its
performance
(e.g., see [PR #13096](https://github.com/vllm-project/vllm/pull/13096)).

- **Spec Decode**: Currently, only ngram-based spec decode is supported in V1. There
will be follow-up work to support other types of spec decode (e.g., see [PR #13933](https://github.com/vllm-project/vllm/pull/13933)). We will prioritize the support for Eagle, MTP compared to draft model based spec decode.

Expand Down