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36 Commits
Author SHA1 Message Date
Michael Goin ff1f83b056 [Refactor] Replace activation: str with MoEActivation enum (#33843) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
 2026-02-11 17:29:32 -08:00
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
bnellnmandRobert Shaw 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 · 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
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
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
bnellnm e74698c27a [Misc][Refactor] Add FusedMoERouter object (#30519) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-01-08 20:52:55 +00:00
baonudesifeizhaiRobert ShawRobert Shaw
 		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
tjp_zju 6ecc1e411b [Bugfix] fix _get_quant_method of FusedMoE for deepseekV3.2 on non-NV… (#30057) 
Signed-off-by: tjp_zju <tanjianpingzju1990@gmail.com>
 2025-12-14 02:20:51 -08:00
bnellnmRobert ShawLucas WilkinsonTyler Michael Smith
 		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
Dongjie Zou 1166c31cc7 [Bugfix]: Fix glm46 awq marlin moe wna16 compatibility (#30210) 
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
 2025-12-09 12:20:21 +00:00
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
bnellnm 938772af03 [Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123) 2025-11-04 21:59:45 +08:00
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
XuruiYangandyangxurui 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 4979eb79da [Doc]: fix typos in various files (#24821) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-09-15 01:08:52 -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
Xin YangMichael GoinCyrus Leung
 		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
JartXandMichael Goin 3462c1c522 [FIXBUG] Add return_success parameter to moe_wna16_weight_loader function (#22797) 
Signed-off-by: JartX <sagformas@epdcenter.es>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-28 09:03:22 +00:00
bnellnmandMichael Goin 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
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
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
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
Lu FangLu FangRoger WangDarkLight1337
 		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
Jee Jee Li e0734387fb [Bugfix] Fix MoeWNA16Method activation (#14024) 2025-02-28 15:22:42 +00:00
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
Michael Goin 09972e716c [Bugfix] Allow fallback to AWQ from AWQMarlin at per-layer granularity (#13119) 2025-02-12 09:19:53 -08:00
+24
Srikanth SrinivasHarry MellorBeimRobert Shawmgoinsimon-moNishidhaLucas WilkinsonAleksandr MalyshevAleksandr MalyshevWoosuk Kwonsimon-moMichael GoinZhuohan LiTyler Michael SmithAlexander MatveevRoger WangCody YuChen ZhangKevin H. LuuTyler Michael SmithRyan NguyenBrian Dellabettafade_awayweilong.yuJee Jee LiEldar KurticRahul TuliRussell BryantVicente HerreraJinzhen LinShawn DuKunshang Jiyoukaichao
 		b9986454fe Fix for attention layers to remain unquantized during moe_wn16 quant (#12570) 
Fix to AWQ quant loading of the new R1 model

The new optimized MoE kernels for a large number of experts `moe_wn16`
uses AWQ quant which requires the attention layers to be in 16bit

The current merge has broken this, and the `get_quant_method` must
return None for it to work correctly again

---------

Signed-off-by: Srikanth Srinivas <srikanth@astrum.ai>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Beim <beim2015@outlook.com>
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Signed-off-by: mgoin <michael@neuralmagic.com>
Signed-off-by: npanpaliya <nishidha.panpaliya@partner.ibm.com>
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: simon-mo <xmo@berkeley.edu>
Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: Ryan N <ryan.nguyen@centml.ai>
Signed-off-by: Brian Dellabetta <bdellabe@redhat.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Rahul Tuli <rahul@neuralmagic.com>
Signed-off-by: Russell Bryant <rbryant@redhat.com>
Signed-off-by: simon-mo <simon.mo@hey.com>
Signed-off-by: Vicente Herrera <vicenteherrera@vicenteherrera.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: Shawn Du <shawnd200@outlook.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Beim <805908499@qq.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Nishidha <nishidha.panpaliya@partner.ibm.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Aleksandr Malyshev <164964928+maleksan85@users.noreply.github.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: simon-mo <simon.mo@hey.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Alexander Matveev <59768536+alexm-neuralmagic@users.noreply.github.com>
Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Kevin H. Luu <kevin@anyscale.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Ryan Nguyen <96593302+xpbowler@users.noreply.github.com>
Co-authored-by: Brian Dellabetta <brian-dellabetta@users.noreply.github.com>
Co-authored-by: fade_away <1028552010@qq.com>
Co-authored-by: weilong.yu <weilong.yu@shopee.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Eldar Kurtic <eldarkurtic314@gmail.com>
Co-authored-by: Rahul Tuli <rahul@neuralmagic.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Vicente Herrera <vicenteherrera@vicenteherrera.com>
Co-authored-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Shawn Du <shawnd200@outlook.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-02-03 13:46:19 +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
Jinzhen Lin baaa2b24da [Bugfix] fix moe_wna16 get_quant_method (#12648) 
Fix https://github.com/vllm-project/vllm/issues/12647
The `get_quant_method` of `moe_wna16` always return moe method,
GPTQ-based linear method or AWQ-based linear method, even when the
target module is attention layer.


https://github.com/vllm-project/vllm/blob/baeded25699f9f4851843306f27f685c4d4ee7c5/vllm/attention/layer.py#L86-L92

Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
 2025-02-02 15:29:56 +08:00
Jinzhen Lin 27b78c73ca [Kernel] add triton fused moe kernel for gptq/awq (#12185) 2025-01-29 09:07:09 -05:00