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85 Commits

Author SHA1 Message Date
bnellnm
d1481ba783 [MoE Refactor] Introduce MoERunner abstraction and move execution logic from FusedMoE to DefaultMoERunner (#32344) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-02-10 19:51:07 -05:00
bnellnm
a57c8228ff [Moe Refactor] Make Inplace Flag for FusedMoEModularKernel part of the constructor (#33375) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-02-05 18:07:18 +00:00
杨朱 · Kiki
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
bnellnm
dc917cceb8 [MoE Refactor] Move select_experts from FusedMoEQuantMethod -> FusedMoE (#31996) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-01-22 18:21:35 -05:00
Robert Shaw
42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
bnellnm
327a02d8db [MoE Refactor] Separate Router into OO Classes (#30623) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-01-18 11:40:49 -05:00
TomerBN-Nvidia
c277fbdf31 [Feat] Support non-gated MoE with Marlin, NVFP4 CUTLASS, FP8, INT8, compressed-tensors (#32257) 
Signed-off-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@ipp1-1429.ipp1a1.colossus.nvidia.com>
 2026-01-15 16:15:05 -08:00
bnellnm
e74698c27a [Misc][Refactor] Add FusedMoERouter object (#30519) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-01-08 20:52:55 +00:00
Li, Jiang
8becf146bd [Quantization][Refactor] Move CPU GPTQ kernel into MP linear (#31801) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-06 19:10:18 +00:00
baonudesifeizhai
54c8924384 [MoE Refactor][5/N] Isolate zero expert to LongCatFlash (#28891) 
Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: Dongjie Zou <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
 2025-12-20 18:22:04 +00:00
Jinzhen Lin
ce96857fdd [Kernel][Quantization][MoE] add marlin kernel support for turing (sm75) (#29901) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-12-16 14:35:28 -08:00
Bhanu Prakash Voutharoja
6a6fc41c79 gptq marlin quantization support for fused moe with lora (#30254) 
Signed-off-by: Bhanu068 <voutharoja.bhanu06@gmail.com>
 2025-12-12 02:27:22 +00:00
bnellnm
00e5cbb967 [MoE][Refactor] Remove most arguments to FusedMoEMethodBase.apply (#29066) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-12-09 13:48:25 -08:00
Jinzhen Lin
1656ad3704 [Kernel][Quantization] add w4a8 support for marlin kernel (#24722) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
 2025-11-29 07:19:33 -08:00
bnellnm
8f066146c3 [MoE][Refactor] Make select_experts a non-static method (#29067) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-11-24 13:38:04 -05:00
Michael Goin
e5f599d4d1 [Bugfix] Disable shared expert overlap if Marlin MoE is used (#28410) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-11 23:16:12 +00:00
bnellnm
938772af03 [Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123) 2025-11-04 21:59:45 +08:00
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
d2740fafbf [Chore] Separate out vllm.utils.collections (#26990) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-16 08:35:35 +00:00
Varun Sundar Rabindranath
8ae169286f [torch.compile] Unwrap fused_marlin_moe custom op (#26739) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-14 02:22:16 +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
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
61aedb5ffe MoveVllmConfig from config/__init__.py to config/vllm.py (#25271) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-29 19:49:49 -07:00
Isotr0py
d4d9899860 [Quantization] Add field to skip unquantized modules for GPTQ config (#25455) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-26 15:47:41 +00:00
XuruiYang
845adb3ec6 [Model] Add LongCat-Flash (#23991) 
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
 2025-09-24 21:53:40 -07:00
bnellnm
5963b98b46 [Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-17 17:43:31 -06:00
Didier Durand
35bf193864 [Doc]: fix typos in Python comments (#24294) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-05 19:41:12 -07:00
bnellnm
e9b92dcd89 [Kernels] Overlap shared experts with send/recv (#23273) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-03 12:35:18 -04:00
JartX
183a70967a [BUGFIX] GPTQ quantization compatibility for Qwen3 MOE models (AutoGPTQ and AutoRound-GPTQ) (#23994) 
Signed-off-by: JartX <sagformas@epdcenter.es>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-01 03:33:40 +00:00
Xin Yang
8fb85b7bb6 Add routed_scaling_factor to MoE grouped topk (#23123) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-08-29 21:36:48 -07:00
Simon Mo
0fc8fa751a fix: gptq marlin weight loading failure (#23066)
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2025-08-17 15:56:07 -07:00
bnellnm
8ad7285ea2 [Kernels] Clean up FusedMoeMethodBase and modular kernel setup. Remove extra arguments from modular kernel methods. (#22035) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-15 14:46:00 -04:00
Jinzhen Lin
33c63e9547 [Kernel] [Quantization] Add MXFP4 and bias support for marlin kernel (#22428) 
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Co-authored-by: qscqesze <qingjun@minimaxi.com>
Co-authored-by: Syed Muhammad Bin Asif <92625830+syedmba@users.noreply.github.com>
Co-authored-by: Lionel Villard <villard@us.ibm.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: ycyaw66 <497410282@qq.com>
Co-authored-by: Moritz Sanft <58110325+msanft@users.noreply.github.com>
Co-authored-by: Ming Yang <minos.future@gmail.com>
Co-authored-by: Adrián García García <adrigarvk8@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
Co-authored-by: JaceyShao <65159281+JaceyShao@users.noreply.github.com>
Co-authored-by: shaojunqi <shaojunqi.sjq@alibaba-inc.com>
Co-authored-by: Ricardo Decal <crypdick@users.noreply.github.com>
Co-authored-by: Andrew Chan <andrewkchan.akc@gmail.com>
Co-authored-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Andrew Sansom <andrew@protopia.ai>
Co-authored-by: Zhiyu <zhiyuc@nvidia.com>
Co-authored-by: Shu Wang <shuw@nvidia.com>
Co-authored-by: XIn Li <xinli@nvidia.com>
Co-authored-by: Junhao Li <streaver91@gmail.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
Co-authored-by: iAmir97 <71513472+iAmir97@users.noreply.github.com>
Co-authored-by: iAmir97 <Amir.balwel@embeddedllm.com>
Co-authored-by: Hong Hanh <hanh.usth@gmail.com>
Co-authored-by: Daniel Serebrenik <74646983+pliops-daniels@users.noreply.github.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Guy Stone <guys@spotify.com>
Co-authored-by: yyweiss <70619747+yyweiss@users.noreply.github.com>
Co-authored-by: Pradyun92 <142861237+Pradyun92@users.noreply.github.com>
Co-authored-by: Pradyun Ramadorai <pradyunr@amazon.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@gmail.com>
 2025-08-14 11:23:22 -07:00
Michael Goin
0e3fe896e2 Support Llama 4 for fused_marlin_moe (#20457) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-04 07:55:10 +00:00
Bowen Wang
e9fd658a73 [Feature] Expert Parallelism Load Balancer (EPLB) (#18343) 
Signed-off-by: Bowen Wang <abmfy@icloud.com>
 2025-06-26 15:30:21 -07:00
Jun-Howie
dd2ccf8dde Feat Dynamic Quantization for MoE Layers in GPTQ Marlin Backend (#19395) 2025-06-24 07:23:28 +09:00
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
Harry Mellor
6223dd8114 Update deprecated type hinting in model_executor/layers (#18056) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-13 04:17:23 -07:00
Michael Goin
1df491c522 [Bugfix] Fixes for new marlin moe usage (#18017) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-13 03:50:04 +00:00
Jinzhen Lin
1d0c9d6b2d [Kernel] some optimizations for dense marlin and moe marlin (#16850) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
 2025-05-05 09:39:30 -07:00
Eric Hartford
9b103a1d76 fix typo in logging (#17605) 2025-05-02 18:04:40 -07:00
Harry Mellor
13698db634 Improve configs - ModelConfig (#17130) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-04-30 10:38:22 +08:00
Jinzhen Lin
d06ba4ed3f [Kernel] moe wna16 marlin kernel (#14447) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-04-14 20:05:22 -07:00
Lu Fang
55dcce91df Upstream Llama4 Support to Main (#16113) 
Signed-off-by: Aston Zhang <22279212+astonzhang@users.noreply.github.com>
Signed-off-by: Chris Thi <chris.c.thi@gmail.com>
Signed-off-by: drisspg <drisspguessous@gmail.com>
Signed-off-by: Jon Swenson <jmswen@gmail.com>
Signed-off-by: Keyun Tong <tongkeyun@gmail.com>
Signed-off-by: Lu Fang <fanglu@meta.com>
Signed-off-by: Xiaodong Wang <xdwang@meta.com>
Signed-off-by: Yang Chen <yangche@fb.com>
Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
Signed-off-by: Lu Fang <lufang@fb.com>
Signed-off-by: Lu Fang <fanglu@fb.com>
Signed-off-by: Lucia Fang <fanglu@fb.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Lu Fang <fanglu@fb.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-04-07 08:06:27 -07:00
rainkert
0df25101d6 [Bugfix] Fix gptq_marlin for deepseek-v3 (#13750) 
Signed-off-by: dangshunya <dangshunya@baichuan-inc.com>
Co-authored-by: dangshunya <dangshunya@baichuan-inc.com>
 2025-03-05 12:25:53 +08:00
Michael Goin
07c4353057 [Model] Support Grok1 (#13795) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-02-26 01:07:12 +00:00
Tyler Michael Smith
1e15aaef56 [Bugfix][Quantization] Fix FP8 + EP (#13784) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-02-25 10:54:17 +08:00
Jongseok Park
781096e385 Expert Parallelism (EP) Support for DeepSeek V2 (#12583) 2025-02-24 07:33:20 -08:00
Kyle Sayers
12913d17ba [Quant] Add SupportsQuant to phi3 and clip (#13104) 2025-02-15 19:28:33 -08:00
Michael Goin
5e5c8e091e [Quant][Perf] Use moe_wna16 kernel by default for MoEs with many experts (#13236) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-02-14 12:53:42 -08:00