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45 Commits
Author SHA1 Message Date
Jiayi YanandHarry Mellor 6a895197fa [Bugfix][CI] fix typos (#34934) 
Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-05 17:05:46 +00:00
yugong333 ffe1fc7a28 Reduce the kernel overhead when num of active loras is smaller than max loras. Multiple cuda graphs are captured for each num of active-loras. (#32005) 
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
 2026-02-02 12:30:06 -05:00
杨朱 · KikiandClaude Opus 4.5 1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332) 
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-30 01:56:59 -08:00
Xu Jinyang fc37187a51 [Bugfix] ModelScope is supported when downloading LORA models. (#32844) 
Signed-off-by: AuYang <459461160@qq.com>
 2026-01-22 16:33:21 +00:00
Lucain 24a163ed77 Cleanup some huggingface_hub-related stuff (#32788) 2026-01-22 03:38:17 +00:00
danisereb aa7f37ccfa Add support for LoRA adapters in Nemotron-H models (#30802) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
 2026-01-19 22:30:44 +08:00
Jee Jee Li 27c6c2f98c [Bugfix] Fix MoE LoRA bin/pt loading (#31161) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-23 19:09:15 +08:00
Jee Jee Li 67312cad11 [Misc] Split the LoRA code (#30253) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-09 00:59:31 +08:00
Jee Jee Li 2f5f9acd55 [LoRA] Continue optimizing MoE LoRA weight loading (#29322) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-27 05:56:28 -08:00
Jee Jee Li 1073ba68b0 [LoRA] Optimize 3D MoE logic (#29222) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-24 10:27:23 +08:00
Jee Jee Li 9875be6431 [LoRA][2/2]Remove LoRA extra vocab (#28545) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-21 09:46:43 +08:00
Chen WuwuchenNathan Van GheembanjuedeDanielle RobinsonJee Jee Libk-201
 		5f6cbf60d6 [Feature][Kernel]FusedMoE LoRA (#21229) 
Signed-off-by: wuchen <cntryroa@gmail.com>
Signed-off-by: banjuede <lmklhc@163.com>
Signed-off-by: Chen Wu <cntryroa@gmail.com>
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: wuchen <wuchen@zetyun.com>
Co-authored-by: Nathan Van Gheem <vangheem@gmail.com>
Co-authored-by: banjuede <lmklhc@163.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
 2025-10-21 03:01:37 +00:00
Harry Mellor 8fcaaf6a16 Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Ashwin PhadkeandJee Jee Li ab196edefb Remove LoRA bias support (#25807) 
Signed-off-by: Ashwin Phadke <ashwinphadke12@rediffmail.com>
Signed-off-by: Ashwin Phadke <23502062+ashwin-phadke@users.noreply.github.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-10 09:50:33 +00:00
Harry Mellor 4e256cadc2 Remove all references to yapf as it's no longer used (#26251) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 09:18:11 -07:00
Harry Mellor d6953beb91 Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Harry Mellor 5f5271f1ee Move LoRAConfig from config/__init__.py to config/lora.py (#24644) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-11 11:01:38 +00:00
Jee Jee Li bb3eb80d92 [Core] Split LoRA layers (#24574) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-10 07:47:51 -07:00
Didier Durand d7e1e59972 [Doc]: fix typos in Python comments (#24093) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-09-02 21:05:45 -07:00
Jee Jee Li 1eaff27815 [V0 deprecation] Remove long context LoRA (#21169) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-07-19 02:15:41 -07:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 9ffe905a41 [Bugfix][Model] Fix LoRA for Mistral-Small-3.1-24B-Instruct-2503 (#21183) 
Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
 2025-07-18 21:15:03 -07:00
wangxiyuan 89e3c4e9b4 [Misc] Avoid unnecessary import (#21106) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-07-17 12:57:41 +00:00
Simon Mo 02f0c7b220 [Misc] Add SPDX-FileCopyrightText (#19100) 
Signed-off-by: simon-mo <simon.mo@hey.com>
 2025-06-03 11:20:17 -07:00
Feng XiaoLongandCrucifixion-Fxl 4fc1bf813a [Bugfix] Migrate to REGEX Library to prevent catastrophic backtracking (#18454) 
Signed-off-by: Crucifixion-Fxl <xmufxl@gmail.com>
Co-authored-by: Crucifixion-Fxl <xmufxl@gmail.com>
 2025-05-23 16:16:26 -07:00
Harry Mellor 9b5b39b650 Update deprecated type hinting in vllm/lora (#18128) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-14 03:57:59 -07:00
Isotr0py f98e307588 [Bugfix] Fix missing lora name mapping for lora without prefix (#17793) 
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-05-07 16:17:12 +00:00
Alex BrooksandJee Jee Li 756848e79e [Bugfix] Fix Lora Name Parsing (#17196) 
Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-04-27 20:33:09 +08:00
Isotr0py e17e4488bd [LoRA] Remove linear hack outside transformers backend (#14177) 
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-03-05 15:06:28 +00:00
Jee Jee Li cc5e8f6db8 [Model] Add LoRA support for TransformersModel (#13770) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-03-02 09:17:34 +08:00
Jee Jee Li 5157338ed9 [Misc] Improve LoRA spelling (#13831) 2025-02-25 23:43:01 -08:00
Jee Jee Li 105b8ce4c0 [Misc] Reduce LoRA-related static variable (#13166) 2025-02-22 00:21:30 -08:00
Russell Bryant e489ad7a21 [Misc] Add SPDX-License-Identifier headers to python source files (#12628) 
- **Add SPDX license headers to python source files**
- **Check for SPDX headers using pre-commit**

commit 9d7ef44c3cfb72ca4c32e1c677d99259d10d4745
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:18:24 2025 -0500

    Add SPDX license headers to python source files
    
This commit adds SPDX license headers to python source files as
recommended to
the project by the Linux Foundation. These headers provide a concise way
that is
both human and machine readable for communicating license information
for each
source file. It helps avoid any ambiguity about the license of the code
and can
    also be easily used by tools to help manage license compliance.
    
The Linux Foundation runs license scans against the codebase to help
ensure
    we are in compliance with the licenses of the code we use, including
dependencies. Having these headers in place helps that tool do its job.
    
    More information can be found on the SPDX site:
    
    - https://spdx.dev/learn/handling-license-info/
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

commit 5a1cf1cb3b80759131c73f6a9dddebccac039dea
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:36:32 2025 -0500

    Check for SPDX headers using pre-commit
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

---------

Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-02-02 11:58:18 -08:00
Jee Jee Li aa25985bd1 [Misc][LoRA] Fix LoRA weight mapper (#11495) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2024-12-26 15:52:48 +08:00
Jee Jee Li b1b1038fbd [Bugfix] Fix Qwen2-VL LoRA weight loading (#11430) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2024-12-24 09:56:10 +00:00
UmeshandUmesh Deshpande 8a06428c70 [LoRA] Adds support for bias in LoRA (#5733) 
Signed-off-by: Umesh Deshpande <udeshpa@us.ibm.com>
Co-authored-by: Umesh Deshpande <udeshpa@us.ibm.com>
 2024-11-12 11:08:40 -08:00
Jee Jee Li 36ea79079b [Misc][LoRA] Support loading LoRA weights for target_modules in reg format (#9275) 2024-10-11 12:31:21 +00:00
Jee Jee Li 99d7cabd7b [LoRA] ReplicatedLinear support LoRA (#7081) 2024-08-02 22:40:19 -07:00
Jiaxin ShanandAntoni Baum 42c7f66a38 [Core] Support dynamically loading Lora adapter from HuggingFace (#6234) 
Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
 2024-07-22 15:42:40 -07:00
Jee LiandAntoni Baum 67005a07bc [Bugfix] Add fully sharded layer for QKVParallelLinearWithLora (#5665) 
Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
 2024-06-21 04:46:28 +00:00
Cyrus Leung 0bfa1c4f13 [Misc] Improve error message when LoRA parsing fails (#5194) 2024-06-10 19:38:49 +08:00
Antoni Baum ccdc490dda [Core] Change LoRA embedding sharding to support loading methods (#5038) 2024-06-06 19:07:57 -07:00
SangBin Cho 2e9a2227ec [Lora] Support long context lora (#4787) 
Currently we need to call rotary embedding kernel for each LoRA, which makes it hard to serve multiple long context length LoRA. Add batched rotary embedding kernel and pipe it through.

It replaces the rotary embedding layer to the one that is aware of multiple cos-sin-cache per scaling factors.

Follow up of https://github.com/vllm-project/vllm/pull/3095/files
 2024-05-18 16:05:23 +09:00
Austin VeselkaandAntoni Baum eefeb16464 [Kernel] Full Tensor Parallelism for LoRA Layers (#3524) 
Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
 2024-04-27 00:03:48 -07:00
Nick Hill 991143cfcd [BugFix] Use consistent logger everywhere (#3738) 2024-03-29 23:26:44 +00:00
Antoni BaumChen ShenShreyas KrishnaswamyAvnish Narayan
 		9b945daaf1 [Experimental] Add multi-LoRA support (#1804) 
Co-authored-by: Chen Shen <scv119@gmail.com>
Co-authored-by: Shreyas Krishnaswamy <shrekris@anyscale.com>
Co-authored-by: Avnish Narayan <avnish@anyscale.com>
 2024-01-23 15:26:37 -08:00