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59 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
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
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-NvidiaTomer NatanmgoinTomer Natan
 		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
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
Jinzhen LinandMichael Goin 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
汪志鹏 0e71eaa644 [Feature] AWQ marlin quantization support for fused moe with lora (#30442) 
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2025-12-11 18:03:32 +00:00
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
Jinzhen LinMichael GoinMichael Goin
 		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
Isotr0py 81d5bb765a [Bugfix] Fix AWQ marlin layer skipping (#27416) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-10-23 18:30:28 +00:00
Isotr0py 352c0c8a28 [Quantization] Automatically infer AWQ modules_to_not_convert field (#26909) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-10-21 01:49:28 +00:00
Varun Sundar RabindranathandVarun 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
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
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
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
+105
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 		33c63e9547 [Kernel] [Quantization] Add MXFP4 and bias support for marlin kernel (#22428) 
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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
Jun-HowieJunHowiegemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 		1ece7f30ba Fix: AWQ Marlin get_quant_method does not recognize "modules_to_not_convert" (#21888) 
Signed-off-by: JunHowie <JunHowie@aliyun.com>
Co-authored-by: JunHowie <JunHowie@aliyun.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-08-12 02:03:53 -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
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
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
Aaron Pham da4e7687b5 [Fix] Support passing args to logger (#17425) 
Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
 2025-04-30 08:06:58 -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 LinMichael Goinmgoin
 		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 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
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
Michael Goin 09972e716c [Bugfix] Allow fallback to AWQ from AWQMarlin at per-layer granularity (#13119) 2025-02-12 09:19:53 -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
Dipika SikkaElizaWszolaMichael Goin
 		eb5cb5e528 [BugFix] Fix parameter names and process_after_weight_loading for W4A16 MoE Group Act Order (#11528) 
Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
Co-authored-by: ElizaWszola <eliza@neuralmagic.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
 2025-01-23 21:40:33 +00:00
Robert Shaw 2339d59f92 [BugFix] Fix quantization for all other methods (#11547) 2024-12-26 22:23:29 -08:00
Michael Goin 399c798608 Remove ScaledActivation for AWQ (#10057) 
Signed-off-by: mgoin <michael@neuralmagic.com>
 2024-11-06 14:27:06 +00:00
Michael Goin 8f0a9ca890 [Bugfix] Respect modules_to_not_convert within awq_marlin (#9895) 
Signed-off-by: mgoin <michael@neuralmagic.com>
 2024-11-04 16:57:44 -07:00
youkaichao 32176fee73 [torch.compile] support moe models (#9632) 
Signed-off-by: youkaichao <youkaichao@gmail.com>
 2024-10-27 21:58:04 -07:00