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130 Commits

Author SHA1 Message Date
Nikhil Gupta
6b87ce2ecd [fix]: add Arm 4bit fused moe support (#23809) 
Signed-off-by: Nikhil Gupta <nikhil.gupta2@arm.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 13:35:54 -07:00
Michael Goin
907bbca7b7 Remove redundant mutates_args and dispatch_key for direct_register_custom_op (#25512) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 13:35:54 -07:00
Joel
0eddd2b528 [BugFix] Register expert_map as named buffer for wake_up and sleep (#25458) 
Signed-off-by: wuxibin <wuxibin@bytedance.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 13:35:54 -07:00
Varun Sundar Rabindranath
675fc471bf [DP/EP][GPTOSS] Use triton matmul-ogs kernels for GPTOSS DP/EP (#24588) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 13:35:54 -07:00
Bowen Wang
3968ae72ed [EPLB] Reduce EPLB Inference Overhead (#24573) 
Signed-off-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 13:35:53 -07:00
YiwenC
9d8a2d86d2
[EPLB] Add EPLB support for hunyuan_v1 (#23078) 2025-09-18 04:51:35 +00:00
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
Sage Moore
567939953b
[Core/DBO][1/N] Add Dual-Batch Overlap mechanism to VLLM (#23693) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Sage Moore <sage@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2025-09-16 12:21:48 -04:00
Chen Bruce
7ea5c73ad7
[Feat][EPLB] A novel static EPLB placement strategy for MoE models. (#23745) 
Signed-off-by: bruceszchen <bruceszchen@tencent.com>
Signed-off-by: Chen Bruce <bruceszchen@tencent.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Chen Bruce <cszwwdz@vip.qq.com>
Co-authored-by: lemon412 <lemon412@foxmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-16 10:55:16 +00:00
Duncan Moss
074854b24f
[Kernel][B200] mxfp4 fused cutlass moe (#23696) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-11 17:04:56 -04:00
Konrad Zawora
4aa23892d6
[Bugfix] Fix platform-specific routing in CustomOp implementations (#24444) 
Signed-off-by: Konrad Zawora <kzawora@habana.ai>
 2025-09-11 17:15:01 +00:00
Hyogeun Oh (오효근)
ccee371e86
[Docs] Fix warnings in mkdocs build (continued) (#24092) 
Signed-off-by: Zerohertz <ohg3417@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-10 06:23:28 -07:00
bnellnm
b23fb78623
[Bugfix] Fix for 24530. Fix naive all2all shared expert overlap. (#24538) 2025-09-09 17:53:53 -07:00
Tyler Michael Smith
955c624915
[Bugfix][Wide EP] Fix redundant work when using DeepEP, TP Attn, and EP MoE (#24134) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-09-08 19:01:51 -07:00
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
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
Chaojun Zhang
235c9db8a7
[XPU] support data parallel for MoE models on XPU (#22887) 
Signed-off-by: chzhang <chaojun.zhang@intel.com>
 2025-08-29 09:23:04 +08:00
Po-Han Huang (NVIDIA)
95089607fa
[Model][gpt-oss] Support DP+EP for GPT-OSS with FlashInfer trtllm-gen MoE (#23819) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-08-28 06:56:20 -07:00
Yongye Zhu
082cc07ef8
DP/EP Support for gpt-oss with deepep-ht comm kernel on SM100 (#23608) 2025-08-27 17:33:21 -04:00
TianyuLi0
f58675bfb3
[CPU] add cpu fused moe pytorch native implementation (#23146) 
Signed-off-by: Tianyu Li <tianyu.li@arm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
 2025-08-26 14:09:17 +00:00
Li, Jiang
7be5d113d8
[CPU] Refactor CPU W8A8 scaled_mm (#23071) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-08-21 09:34:24 +08:00
22quinn
4b795020ed
[EP] Add logging for experts map (#22685) 
Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
 2025-08-20 23:46:06 +00:00
bnellnm
b94faf9d50
[Bugfix] Fix accuracy issue when using flashinfer cutlass moe, TP=1 and modelopt. (#23125) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-19 14:00:51 -04:00
Michael Goin
6d25e3fd6e
Use Blackwell FlashInfer MXFP4 MoE by default if available (#23008) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-18 15:25:49 -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: 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
wangxiyuan
0b1bdac6af
[Platform] Custom ops support for FusedMoe (#22509) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-08-13 04:12:00 -07:00
Wentao Ye
77a6bf07ae
[Bug] Fix Unexpected Keyword Argument 'w1_bias' (#22757) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-12 21:31:47 -07:00
zifeitong
6534d2fc97
Fix torch version check for SM100 mxfp4 (#22535) 
Signed-off-by: Zifei Tong <zifeitong@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-08-12 12:54:42 -07:00
Jee Jee Li
0c5254b82a
[oss] Init gpt-oss bf16 support (#22508) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-09 20:19:13 -07:00
Yongye Zhu
e789cad6b8
[gpt-oss] triton kernel mxfp4 (#22421) 
Signed-off-by: <zyy1102000@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2025-08-08 08:24:07 -07:00
Shu Wang
b2c8ce57c6
Fix Flashinfer CUTLASS MOE Allgather (#21963) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
 2025-08-07 19:18:25 -07:00
Ming Yang
82216dc21f
[Misc] Support routing logic simulation (#21990) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-08-06 23:06:20 -07:00
WeiQing Chen
4be02a3776
[Bugfix] EPLB load statistics problem (#22167) 
Signed-off-by: ycyaw66 <497410282@qq.com>
Signed-off-by: David Chen <530634352@qq.com>
Co-authored-by: ycyaw66 <497410282@qq.com>
 2025-08-07 04:07:54 +00:00
Yongye Zhu
31f09c615f
[gpt-oss] flashinfer mxfp4 (#22339) 
Signed-off-by: simon-mo <xmo@berkeley.edu>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
 2025-08-06 12:37:27 -07:00
Po-Han Huang (NVIDIA)
bdcb42e45d
[NVIDIA] Auto detect modelopt quant and fix DSR1-FP4 weight loading (#22073) 2025-08-04 21:02:55 -04:00
Weixiao Huang
c1b4eb048a
[feat] move WEIGHT_SCALE_SUPPORTED into raise block to accelerate RLHF weight loading (#21164) 
Signed-off-by: huangweixiao <huangweixiao@msh.team>
 2025-08-04 15:43:06 +08:00
Yan Ma
73e1b9b1d4
[xpu]support moe models on XPU platform (#21643) 
Signed-off-by: yan <yan.ma@intel.com>
Signed-off-by: Yan Ma <yan.ma@intel.com>
 2025-08-02 07:49:08 -07:00
Po-Han Huang (NVIDIA)
ff08e51940
[NVIDIA] Fix Llama4 Scout FP4 functionality issues (#21499) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-07-30 07:33:40 -07:00
Woosuk Kwon
fe56180c7f
[MoE] More balanced expert sharding (#21497) 
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>
 2025-07-24 15:56:08 -07:00
Chengji Yao
e74bfc70e4
[TPU][Bugfix] fix moe layer (#21340) 
Signed-off-by: Chengji Yao <chengjiyao@google.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
 2025-07-24 00:38:39 -07:00
Rui Qiao
217937221b
Elastic Expert Parallel Initial Support (#20775) 
Signed-off-by: Rui Qiao <ruisearch42@gmail.com>
 2025-07-18 17:46:09 -07:00
Shu Wang
c7d8724e78
[Core] FlashInfer CUTLASS fused MoE backend (NVFP4) (#20037) 
Signed-off-by: shuw <shuw@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-17 21:32:45 -07:00
Woosuk Kwon
4de7146351
[V0 deprecation] Remove V0 HPU backend (#21131) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-07-17 16:37:36 -07:00
Zhiyu
4afe687a82
Enable ModelOpt Llama4 fp8 checkpoint deployment (#20419) 
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
 2025-07-11 23:07:16 -07:00
Varun Sundar Rabindranath
53fa457391
[Misc] Add unit tests for MoE ModularKernel combinations + Profiling utility (#20449) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-07-11 07:51:46 -07:00
Jee Jee Li
8020e98c9f
[Quantization][1/N] MoE support BNB-Inflight Quantization (#20061) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-07-11 08:01:13 +00:00
Chengji Yao
4548c03c50
[TPU][Bugfix] fix the MoE OOM issue (#20339) 
Signed-off-by: Chengji Yao <chengjiyao@google.com>
 2025-07-05 21:19:09 -07:00
bnellnm
78fe77534b
[Kernel] Enable fp8 support for pplx and BatchedTritonExperts. (#18864) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-07-03 14:55:40 -07:00