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808d6fd7b97f71f64a14ad4eecb9afd7b4d9dcf8
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65 Commits

Author SHA1 Message Date
elvischenv
808d6fd7b9 Bump Flashinfer to v0.6.1 (#30993) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2026-01-21 08:49:50 -08:00
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
bnellnm
e74698c27a [Misc][Refactor] Add FusedMoERouter object (#30519) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-01-08 20:52:55 +00:00
BlankR
0790f07695 [Misc] Improve error messages for unsupported types and parameters (#30593) 
Signed-off-by: BlankR <hjyblanche@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-01-07 09:00:16 +00:00
Vaibhav Sourirajan
1f43c121d5 Remove unused use_marlin variable in Mxfp4MoEMethod (#31549) 
Signed-off-by: vaibhav sourirajan <vs2787@columbia.edu>
 2026-01-01 21:13:36 -08:00
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
Xin Yang
9a5e96523b [LoRA] Set default MXFP4 LoRA backend to Marlin (#30598) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-12-18 08:42:22 -08:00
Roberto L. Castro
4fa7ce46f3 [Feature] Add SM103 (Blackwell Ultra) Support to vLLM (#30484) 
Signed-off-by: LopezCastroRoberto <robertol.c510@gmail.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-12-12 19:34:23 -08:00
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
Xin Yang
a491b0911b [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#29708) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Signed-off-by: Xin Yang <105740670+xyang16@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-30 10:37:25 +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
Huamin Li
3fd1fb0b60 Revert "[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971)" (#29697) 
Signed-off-by: Huamin Li <3ericli@gmail.com>
 2025-11-28 15:26:52 -08:00
Xin Yang
745a3bae1a [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-28 10:48:28 +08:00
Matthew Bonanni
fc1d8be3dc [Attention] Update attention imports (#29540) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-11-27 11:19:09 -05:00
Michael Goin
7df0289782 Change warning logs to debug for unimplemented MXFP4 Linear/Attention (#29441) 
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-11-25 22:52:31 +00:00
Michael Goin
c17610e2ba [Bugfix] Only use triton_kernels for MXFP4 on SM90 and SM100 (#29339) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-24 18:22:46 -05:00
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
Xin Yang
468a8d72ba [Bugfix] Fix FusedMoEModularKernel for triton backend (#28913) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2025-11-19 13:05:22 +08:00
Zhewen Li
f8b19c0ffd [Bugfix] Fix GPT-OSS on AMD after #28603 (#28816) 
Signed-off-by: zhewenli <zhewenli@meta.com>
 2025-11-17 13:15:26 -05:00
Zijing Liu
5e973209aa [BugFix] Fix type error when assign a trition kernel tensor to a torch.nn.Parameter (#28603) 
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
 2025-11-13 11:30:04 +00:00
Harry Mellor
54aecd9ed5 Fix pre-commit (and XPU) on main (#28556) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-12 06:13:41 -08:00
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
xuebwang-amd
5a1271d83a [Quantization] fix attention quantization of gpt_oss model (#27334) 
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
 2025-11-11 12:06:00 -05:00
bnellnm
a1448b4b69 [Kernels] Split up fused_moe/layer.py, isolate more modular kernel code (#28064) 2025-11-11 07:29:02 -07:00
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
smit kadvani
11fd69dd54 [amd][gptoss] Perf gain because of block alignment (#28024) 
Signed-off-by: Smit Kadvani <smit.kadvani@gmail.com>
Co-authored-by: Smit Shaileshbhai Kadvani <kadvani@meta.com>
 2025-11-07 05:27:42 +00:00
Kunshang Ji
18b39828d9 [XPU] Add gpt-oss model support for Intel GPU (#27786) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2025-11-05 02:17:23 +00:00
bnellnm
938772af03 [Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123) 2025-11-04 21:59:45 +08:00
Varun Sundar Rabindranath
4022a9d279 [BugFix][Performance] Restore flashinfer autotuning for all scenarios (#27904) 2025-11-04 15:56:21 +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
Cyrus Leung
7c2bdb83dc [Misc] Clean up utils (#27552) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-27 09:05:40 +00:00
Varun Sundar Rabindranath
269c4db0a4 [Misc][DP] Guard mxfp4 implementation selection (#27484) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-24 23:29:24 +00:00
fhl2000
284cc92275 [MISC] cudagraph_capture_sizes related improvements (#26016) 
Signed-off-by: fhl <2410591650@qq.com>
Signed-off-by: fhl2000 <63384265+fhl2000@users.noreply.github.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-24 05:11:05 -07:00
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
Varun Sundar Rabindranath
5ff5d94e77 [Bugfix] Fix gpt-oss w4a8 DP/EP on B200 (#26729) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-21 01:51:14 -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
jiahanc
41d3071918 [NVIDIA] [Perf] Update to leverage flashinfer trtllm FP4 MOE throughput kernel (#26714) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-16 16:20:25 -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
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
fxmarty-amd
41f1cf38f2 [Feature][OCP MX] Support mxfp6 and mixed mxfp6-mxfp4 (#21166) 2025-10-07 09:35:26 -04:00
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
Varun Sundar Rabindranath
7ef40bb983 [GPTOSS][DP/EP][Marlin] Enable GPTOSS DP/EP using Marlin kernels (#25488) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-10-03 20:13:13 -04:00
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
Juan Villamizar
bde2a1a8a4 [ROCm] Small functional changes for gptoss (#25201) 
Signed-off-by: jpvillam <jpvillam@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
 2025-09-23 23:39:50 +00:00
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
Varun Sundar Rabindranath
7852b82b93 [Bugfix] GPT OSS Attritbute error on H100 (#25228) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-09-19 13:14:09 -06:00
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
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