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231 Commits

Author SHA1 Message Date
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
quanliu
a37328fc5c
[Feature] Batch invariant: Lora (#30097) 
Signed-off-by: quanliu <18646313696@163.com>
 2025-12-23 10:32:47 +08:00
gnovack
5a3adf581e
fused_moe_lora PDL improvements (#30716) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-17 19:55:00 -08:00
Mark McLoughlin
66c3537e5d
[Docs][API] Remove warning about LoRARequest being internal-only (#30774) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
 2025-12-16 08:35:46 -08:00
Yongtao Huang
e4605d225e
[Misc] Fix safetensors import for safe_open (#30300) 
Signed-off-by: Yongtao Huang <yongtaoh2022@gmail.com>
 2025-12-09 06:50:06 +00:00
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
80433e225e
[LoRA] Reduce the loading time of MoE LoRA (#30243) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-08 13:29:47 +00:00
Yongtao Huang
dd97e047e0
Fix broken multiline assert in LoRAModelManager.register_module (#30032) 
Signed-off-by: Yongtao Huang <yongtaoh2022@gmail.com>
 2025-12-04 22:04:42 +08:00
Jee Jee Li
dd38ba3a26
[Bugfix] Fix adapter_enabled IMA (#29977) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-04 12:51:15 +08:00
Xin Yang
a491b0911b
[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#29708) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Signed-off-by: Xin Yang <105740670+xyang16@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-30 10:37:25 +08:00
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
Huamin Li
3fd1fb0b60
Revert "[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971)" (#29697) 
Signed-off-by: Huamin Li <3ericli@gmail.com>
 2025-11-28 15:26:52 -08:00
Xin Yang
745a3bae1a
[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-28 10:48:28 +08:00
Didier Durand
66d3d5422c
[Doc]: fixing typos in diverse files (#29492) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-11-27 07:15:50 -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
c069086b9c
[Bugfix] Fix getting device for MoE LoRA (#29475) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-26 23:16:07 -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
1489902b53
[LoRA] Cleanup FusedMoEWithLoRA (#29187) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-22 04:01:30 +00:00
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
prashanth058
0cca9b4d13
[Bugfix] Fix precision loss in LoRA-wrapped RowParallelLinear by fusing bias into GEMM (#28972) 
Signed-off-by: prashanth058 <prashanth.dannamaneni@uipath.com>
 2025-11-20 03:50:37 +00:00
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
Didier Durand
083cf326dc
[Doc]: fix typos in various files (#28863) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-11-17 20:32:14 -08:00
Harry Mellor
5f3cd7f7f2
[Docs] Update the name of Transformers backend -> Transformers modeling backend (#28725) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-14 16:34:14 +00:00
Fanli Lin
dbbe0c756a
[XPU] Support Triton path for LoRA operations on XPU (#28511) 
Signed-off-by: Fanli Lin <fanli.lin@intel.com>
 2025-11-13 05:31:42 +00:00
bnellnm
a1448b4b69
[Kernels] Split up fused_moe/layer.py, isolate more modular kernel code (#28064) 2025-11-11 07:29:02 -07:00
Chaojun Zhang
7dbe6d81d6
Fix Fused MoE LoRA Triton kernel bug (#28450) 
Signed-off-by: chaojun-zhang <chaojun.zhang@intel.com>
 2025-11-11 20:46:47 +08:00
caozuoba
40e2eeeb92
[Kernel] Optimization of the mm_k operator. (#28280) 
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-10 16:03:46 +00:00
Xiaohong (Sean) Chen
d0c7792004
[Bugfix][LoRA][Spec Decode] Support LoRA with speculative decoding (#21068) 
Signed-off-by: Sean Chen <xiaohong_chen1991@hotmail.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Danielle Robinson <dcmaddix@gmail.com>
Co-authored-by: Haipeng Li <li2haipeng@gmail.com>
Co-authored-by: li2haipeng <44383182+li2haipeng@users.noreply.github.com>
 2025-11-08 01:58:22 +00:00
Jee Jee Li
21b82f4ea2
[Kernel] LoRA triton kernels support PDL (#27402) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-07 08:05:48 +00:00
Varun Sundar Rabindranath
ca6f755d24
[BugFix] Fix FusedMoELoRA + ModularKernel Integration (#28237) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-06 22:53:30 +00:00
Michael Yao
518ec6b722
[Docs] Clean up README_TUNING.md (#28088) 
Signed-off-by: windsonsea <haifeng.yao@daocloud.io>
 2025-11-05 19:01:34 +00:00
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
li2haipeng
6ddae74054
[LoRA] Lora shrink swizzle (#27694) 
Signed-off-by: li2haipeng <44383182+li2haipeng@users.noreply.github.com>
Signed-off-by: Haipeng Li <li2haipeng@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-04 09:30:20 +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
yugong333
29de3cdee4
Adding SplitK in fused_moe_lora kernel (#27818) 
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-01 12:55:46 +08:00
Jee Jee Li
bc4486d609
[Kernel] Enable FusedMoEModularKernel support bias (#27754) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-01 02:05:12 +00:00
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
Cyrus Leung
7c2bdb83dc
[Misc] Clean up utils (#27552) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-27 09:05:40 +00:00
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
a806c14cc7
[Performance][LoRA] add context varying params to 'do_not_specialize' in fused moe lora (#27445) 
Signed-off-by: gnovack <gnovack@amazon.com>
 2025-10-27 06:31:55 +00:00
Jonathan Chen
ca76486a16
[Chore] Separate out vllm.utils.platform_utils.py (#27374) 
Signed-off-by: Jonathan <chenleejonathan@gmail.com>
 2025-10-23 19:08:06 +00:00
Jee Jee Li
9771e0b432
[Bugfix] Add missing 'is_internal_router' attribute to FusedMoEWithLoRA (#27351) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-22 08:19:12 -07:00
Jee Jee Li
abf3db40ef
[Core] Handle MoE LoRA edge cases (#27335) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-22 13:14:33 +00:00
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
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
Isotr0py
6ac5e06f7c
[Chore] Clean up pytorch helper functions in vllm.utils (#26908) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
 2025-10-18 09:48:22 -07:00
Jee Jee Li
87bc0c492f
[Bugfix] Fix ReplicatedLinearWithLoRA (#27065) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-17 04:43:16 +00:00
Cyrus Leung
4d4d6bad19
[Chore] Separate out vllm.utils.importlib (#27022) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-17 00:48:59 +00:00
li2haipeng
d4d1a6024f
[Lora]Load tuned multi-lora kernel configs from json files (#26319) 
Signed-off-by: li2haipeng <44383182+li2haipeng@users.noreply.github.com>
Signed-off-by: Haipeng Li <li2haipeng@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-15 09:45:14 +00:00