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f0d525171557e3fe74e8e6df52257f9d66831d3f
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228 Commits

Author SHA1 Message Date
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
Runkai Tao
7320ca3942 Add unpermute-aware fused MoE LoRA path (#32655) 
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
 2026-02-02 09:46:09 +08:00
Jackmin801
12dab78f49 [Feat] allow inplace loading lora (#31326) 
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Signed-off-by: Jackmin801 <56836461+Jackmin801@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-20 10:15:20 +08:00
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
Xin Yang
e7b68f4d6c [Bugfix] Fix Triton FusedMoE LoRA (#30585) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-09 11:46:59 +00:00
gnovack
bde38c11df fix lora moe sharding when rank < max_lora_rank (#31994) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-09 14:43:25 +08:00
Lucas Wilkinson
6cdf015c3c [Misc] Fix Current vLLM config is not set. warnings, assert to avoid issues in the future (#31747) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2026-01-08 15:20:49 -08:00
wangxiyuan
bb4337b34c [Platform] Deprecate seed_everything (#31659) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2026-01-04 18:34:04 -08:00
B-201
ecd49ce7e6 [Fix] Align fused moe lora_b shape with peft (#31534) 
Signed-off-by: bk-201 <joy25810@foxmail.com>
 2025-12-31 09:44:59 +08:00
ZT-AIA
f84bf7d79b Add Loraconfig parameter to get_punica_wrapper function (#31408) 
Signed-off-by: ZT-AIA <1028681969@qq.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-29 22:27:31 -08:00
Jee Jee Li
ce1eafd1a5 [Core] Initialize LoRA support for tower and connector in multi-modal models (#26674) 
Signed-off-by: bk-201 <joy25810@foxmail.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: prashanth058 <prashanth.dannamaneni@uipath.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: prashanth058 <prashanth.dannamaneni@uipath.com>
Co-authored-by: Anexdeus <5142168@mail.ru>
 2025-12-26 04:48:20 -08:00
Harry Mellor
af506fd76a Fix instantiation of HfHubHTTPError in LoRA test (#30768) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-16 08:02:24 -08:00
Jee Jee Li
0e391e7570 [Bugfix] Fix RequestOutput miss lora_request (#30636) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-16 01:36:35 -08:00
gnovack
ea657f2078 Lora MoE Align Improvements (#29257) 
Signed-off-by: gnovack <gnovack@amazon.com>
 2025-12-09 10:35:16 +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
b0f4866a77 [CI/Build]Temporary workaround for test_default_mm_loras timeout (#30202) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-07 20:27:11 +08:00
Cyrus Leung
e83b7e379c Revert "[Renderer] Separate out RendererConfig from ModelConfig (#30145)" (#30199) 2025-12-07 00:00:22 -08:00
Cyrus Leung
27f4c2fd46 [Renderer] Separate out RendererConfig from ModelConfig (#30145) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 23:15:42 -08:00
Harry Mellor
951445a52d Remove default values from InitVars so that they're not stored (#29859) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-02 12:16:37 +00:00
Jee Jee Li
39e63dec7c [LoRA] Cleanup LoRA unused code (#29611) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-11-28 22:52:58 -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
Roger Wang
0ff70821c9 [Core] Deprecate xformers (#29262) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-11-24 04:18:55 +00:00
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
Alex Brooks
b4734b9550 [Bugfix] Fix default MM LoRA alignment for single str prompts (#29140) 
Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>
 2025-11-21 13:32:30 +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
gnovack
d69062c67a add support for --fully-sharded-loras in fused_moe (#28761) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-19 16:32:00 +08:00
Varun Sundar Rabindranath
6b2b9fd934 [CI] lora/test_mixtral.py : Add additional expected outputs due to flakiness (#28322) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-10 10:45:29 +08:00
yugong333
2ec401bc39 Load tuned fused_moe_lora shrink and expand kernel configs separately (#27435) 
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-04 18:27:35 +08:00
gnovack
294c805f1d Early exit for MoE LoRA kernels (#27131) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-03 20:22:17 +08:00
Jee Jee Li
32257297dd [CI/Build] Remove the flaky gpt-oss lora test (#27966) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-03 16:50:06 +08:00
Jee Jee Li
0384aa7150 [CI/Build] Add gpt-oss LoRA test (#27870) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-31 22:17:21 +08:00
Huamin Li
c7d2a554ba [CI Failure] fix test_default_mm_loras (#27795) 
Signed-off-by: Huamin Li <3ericli@gmail.com>
 2025-10-30 18:13:03 +08:00
Jee Jee Li
f4e8154076 [Kernel] Enable moe LoRA kernel support FP16 (#27468) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-27 19:48:37 +08:00
Danielle Robinson
9932ed6a83 [Kernel] Adding split_K implementation for fused_moe_lora (#27291) 
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Signed-off-by: Danielle Robinson <dcmaddix@gmail.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-27 02:05:24 -07:00
gnovack
8e4ca4d14e Bugfix - pass 'max_num_tokens_padded' into 'moe_lora_align_block_size' (#27311) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-22 12:23:57 +00:00
Huy Do
becb7de40b Update PyTorch to 2.9.0+cu129 (#24994) 
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-10-21 17:20:18 -04:00
Chen Wu
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
Andy Lo
b63f2143f8 [LoRA] LoRA cuda graph specialization (#25914) 
Signed-off-by: Andy Lo <andy@mistral.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-20 04:21:09 +00:00
Cyrus Leung
d31f7844f8 [Misc] Move utils to avoid conflicts with stdlib, and move tests (#27169) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-19 05:20:55 -07:00
Cyrus Leung
f6cdc9a02f [Chore] Rename utils submodules (#26920) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-16 03:58:13 +00:00
Cyrus Leung
828523ad8e [Chore] Separate out vllm.utils.async_utils (#26913) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-15 15:33:00 +00:00
Jee Jee Li
fdd32750f0 [CI/Build] Cleanup LoRA test (#26752) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-14 12:06:35 +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 Phadke
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
6c04638214 Fix per file ruff ignores related to line length (#26262) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-06 05:12:40 +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
Jee Jee Li
273690a50a [Core] Optimize LoRA weight loading (#25403) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-23 18:19:45 +08:00
Woosuk Kwon
572ddf83ce [Chore] Remove unused sampler in models (#25324) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-09-20 19:53:20 -07:00
Woosuk Kwon
52c2a8d4ad [V0 Deprecation] Remove LLMEngine (#25033) 
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-09-20 17:56:30 -07:00