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34553b9d2702dd2a27a578fec819e88e76dcbfb4
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164 Commits

Author SHA1 Message Date
jiahanc
34553b9d27 [Performance] Support FP8 flashinfer TRTLLM MOE on Qwen3 and Qwen-3next (#27492) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-11-10 12:34:57 -05:00
vllmellm
f080a83511 [RFC][ROCm][AITER] Keep all AITER kernels in _aiter_ops class like _custom_ops and _ipex_ops (#24490) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-11-10 08:20:53 -08:00
Kunshang Ji
1aaecda078 [XPU] Enable Expert parallel for MoE models (#28263) 
Signed-off-by: Yan Ma <yan.ma@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2025-11-08 00:33:11 +00:00
Wentao Ye
d71af5f502 [Feature] Enable TP + EP shared_experts overlap with router, 3.7% E2E performance improvement (#28164) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-05 17:21:08 -08:00
Frost Mitchell
6e97eccf5d [XPU] Enable custom routing functions in IPEX for Llama4 (#28004) 
Signed-off-by: frost-intel <frost.mitchell@intel.com>
 2025-11-05 13:39:57 +00:00
bnellnm
938772af03 [Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123) 2025-11-04 21:59:45 +08:00
Tyler Michael Smith
3758757377 [Bugfix] Fix MoE Routing Simulation (#28002) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-11-03 22:26:49 +00:00
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
Wentao Ye
fcb1d570bb [Bug] Fix DeepEP low latency assert self.batched_router_logits.size(-1) == full_router_logits.size(-1) Bug (#27682) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-29 14:50:39 -04:00
Wentao Ye
0484b64248 [Bug] Fix shape issue for eplb expert weights (#27589) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-10-28 20:44:05 +08:00
Varun Sundar Rabindranath
5d3be3ba4c [Bugfix][LoRA][FusedMoE] Select MxFP4 Backend based on LoRA Enablement (#27487) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-27 07:32:50 -07:00
Yeshwanth N
71b1c8b667 [Chore]:Extract math and argparse utilities to separate modules (#27188) 
Signed-off-by: Yeshwanth Surya <yeshsurya@gmail.com>
Signed-off-by: Yeshwanth N <yeshsurya@gmail.com>
Signed-off-by: yeshsurya <yeshsurya@gmail.com>
 2025-10-26 04:03:32 -07:00
Wentao Ye
52efc34ebf [Log] Optimize Startup Log (#26740) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-24 19:27:04 -04:00
Alexander Matveev
9ef3d5b875 [Bugfix] Fix dp_chunking enablement logic in FusedMoE layer (#27220) 
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
 2025-10-24 00:03:14 +08:00
tomeras91
61089465a6 [Model] Add MoE support for NemotronH (#25863) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-10-23 10:27:23 +00:00
dongbo910220
3ae082c373 [Chore] Separate out optional dependency checks from vllm.utils (#27207) 
Signed-off-by: dongbo910220 <1275604947@qq.com>
Signed-off-by: dongbo910220 <32610838+dongbo910220@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-10-22 10:44:21 -04:00
Alexander Matveev
344a0017c0 [Performance] Dual stream execution of "shared_experts" and "selected_experts" inside FusedMoE (#26440) 
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
 2025-10-21 21:38:29 +00:00
Shu Wang
f95da13c3d [ModelOpt] Load w13/w2_input_scale for all experts, nvfp4 (#26135) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-21 01:50:31 -04:00
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
Varun Sundar Rabindranath
fb0571b077 [GPTOSS][DP/EP][Marlin] Enable GPTOSS Batched DP/EP using Marlin kernels (#25997) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-16 12:53:11 -07:00
kliuae
1317034379 [ROCm][FEAT] Fuse DeepSeek shared experts into AITER fused_moe ops (#24097) 
Signed-off-by: chenjun <junchen2@amd.com>
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Co-authored-by: valarLip <103567126+valarLip@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2025-10-16 10:41:34 +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
bnellnm
da364615fc [Kernels] Modular kernel refactor (#24812) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-10-08 17:51:52 -04:00
Benjamin Chislett
2161efe978 [Bugfix] Allow skipping MoE in NVFP4 (fix for MTP) (#25987) 
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
 2025-10-06 16:16:30 -04:00
Harry Mellor
b893d661b1 Fix per file ruff ignores related to simplification (#26259) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 20:31:53 +00:00
Harry Mellor
4e256cadc2 Remove all references to yapf as it's no longer used (#26251) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 09:18:11 -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
10d765482d FusedMoE support for the Transformers backend (#22650) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-02 23:12:15 -07:00
Matthew Bonanni
13cdc02173 Fix MTP with deepep_low_latency (#25904) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-10-02 21:29:49 +00:00
Tyler Michael Smith
a5354b3ed2 [Bugfix][WideEP] Apply TP Attn + EP MoE fix to other models (#24982) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-09-27 14:22:28 +00:00
Sage Moore
dfb9af2014 [Bugfix] Fix Shared Expert/Zero expert code in FusedMoE.process_chunk (#25698) 
Signed-off-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2025-09-26 01:25:28 -07:00
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
Duncan Moss
6160ba4151 feat: BF16 FlashInfer Fused Cutlass MOE for Hopper and Blackwell Expert Parallel (#25503) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
 2025-09-24 18:50:04 -04:00
Harry Mellor
8c853050e7 [Docs] Enable fail_on_warning for the docs build in CI (#25580) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-24 19:30:33 +00:00
Nikhil Gupta
359d293006 [fix]: add Arm 4bit fused moe support (#23809) 
Signed-off-by: Nikhil Gupta <nikhil.gupta2@arm.com>
 2025-09-24 01:32:22 +00:00
Michael Goin
7361ab379f Remove redundant mutates_args and dispatch_key for direct_register_custom_op (#25512) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-09-23 22:48:40 +00:00
Joel
61d1b35561 [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>
 2025-09-23 21:49:13 +08:00
Varun Sundar Rabindranath
e8db44f883 [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>
 2025-09-22 21:01:09 -07:00
Bowen Wang
06a41334c7 [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>
 2025-09-22 16:31:05 +00:00
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