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170 Commits

Author SHA1 Message Date
rasmith
c1395f72cd [CI][AMD][BugFix] Ensure VLLM_ROCM_USE_AITER is set so test_rocm_aiter_topk.py can run correctly (#33840) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2026-02-05 05:05:48 +00:00
杨朱 · Kiki
b95cc5014d [Misc] Remove deprecated VLLM_ALL2ALL_BACKEND environment variable (#33535) 
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-02-03 15:01:59 +08:00
danielafrimi
0aca8b8c62 [MoE] Enable Shared/Routed Overlap For Latent MoE (Nemotron-H) (#32790) 
Signed-off-by: dafrimi <dafrimi@nvidia.com>
 2026-02-02 09:18:50 -05:00
Roy Wang
63c0889416 [Misc] Fix flashinfer related tests (#33462) 
Signed-off-by: esmeetu <jasonailu87@gmail.com>
 2026-01-31 16:10:24 -05:00
Dimitrios Bariamis
f0bca83ee4 Add support for Mistral Large 3 inference with Flashinfer MoE (#33174) 
Signed-off-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-01-30 22:48:27 -08:00
Michael Goin
67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 16:37:42 -08:00
Pavani Majety
c3a9752b0c [Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2026-01-30 10:30:46 -08:00
Harry Mellor
a11bc12d53 Fix test_moe.py for Transformers v5 (#33413) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-30 14:03:25 +00:00
Richard Zou
d9aa39a3bb [torch.compile] Speed up MOE handling in forward_context (#33184) 
Signed-off-by: Richard Zou <zou3519@gmail.com>
 2026-01-27 15:17:54 -08:00
Robert Shaw
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
 2026-01-27 01:28:02 +00:00
Fadi Arafeh
aac0b817fa [CPU Backend][BugFix] Fix failing CPU MoE test (#32876) 
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
 2026-01-23 12:06:51 +00:00
Karan Bansal
fa6e599a61 [Bugfix] Fix _CPU_MOE_ACT AssertionError when vLLM config not set (#32777) 
Signed-off-by: Karan Bansal <karanb192@gmail.com>
 2026-01-23 08:22:37 +00:00
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
Richard Zou
654a71fc3c [torch.compile] Improve Cold Start for MoEs (#32805) 
Signed-off-by: Richard Zou <zou3519@gmail.com>
 2026-01-22 10:44:40 -05:00
Alex Sun
49a1262267 [AMD][ROCm] MoRI EP: a high-performance all2all backend (#28664) 
Signed-off-by: Alex Sun <alex.s@amd.com>
 2026-01-22 16:33:18 +08:00
Xin Yang
63227accf5 [Kernel] Add topk_sigmoid kernel (#31246) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-21 22:49:51 +00:00
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
Robert Shaw
4a6af8813f [MoE Refactor] Move Test Impl into Test Dirs (#32129) 
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
 2026-01-18 12:16:59 +08:00
TomerBN-Nvidia
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
Hongxia Yang
048bb59728 AMD CI Test - unskip moe_sum test and moe_align_block_size tests (#32039) 
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
 2026-01-13 23:25:10 -08:00
Rabi Mishra
69f8a0ea37 fix(rocm): Use refresh_env_variables() for rocm_aiter_ops in test_moe (#31711) 
Signed-off-by: rabi <ramishra@redhat.com>
 2026-01-13 19:11:54 +00:00
danielafrimi
3f72639d36 [FIX] Add NO_MUL activation support for modular kernel path (#31528) 
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Signed-off-by: <>
Co-authored-by: root <root@gpu-267.slurm-workers-slurm.slurm.svc.cluster.local>
Co-authored-by: root <root@gpu-537.slurm-workers-slurm.slurm.svc.cluster.local>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: root <root@pool0-01777.cm.cluster>
 2026-01-12 11:55:49 -05:00
Runkai Tao
a4d5d663e2 Add unpermute-aware fused MoE path and small-batch fallback (#29354) 
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-09 12:58:39 -07:00
Lucas Wilkinson
6cdf015c3c [Misc] Fix Current vLLM config is not set. warnings, assert to avoid issues in the future (#31747) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2026-01-08 15:20:49 -08:00
Michael Goin
87e07a6b46 Revert "feat(moe): Add is_act_and_mul=False support for Triton MoE kernels" (#31978) 2026-01-08 11:31:53 -08:00
Robert Shaw
9f6dcb71ae [MoE Refactor][16/N] Apply Refactor to NVFP4 (#31692) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
 2026-01-08 03:46:27 +00:00
Rabi Mishra
25eef3dc2e feat(moe): Add is_act_and_mul=False support for Triton MoE kernels (#31645) 
Signed-off-by: rabi <ramishra@redhat.com>
 2026-01-08 10:27:09 +08:00
Robert Shaw
5dcd7ef1f2 [MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) 2026-01-07 19:42:33 -05:00
Xin Yang
0ada960a20 [Kernel] Support bias type in grouped_topk kernel (#31781) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-01-07 12:16:32 -08:00
Robert Shaw
af8fd73051 [MoE Refactor][14/N] Clean Up FI Quant Config Smuggling (#31593) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-06 15:47:04 +00:00
wangxiyuan
bb4337b34c [Platform] Deprecate seed_everything (#31659) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2026-01-04 18:34:04 -08:00
Xinyu Chen
08f425bad1 CustomOp: test forward dispatch for grouped_topk (#31530) 
Signed-off-by: Xinyu Chen <xinyu1.chen@intel.com>
 2026-01-02 10:04:01 -05:00
Andreas Karatzas
45c1ca1ca1 [ROCm][CI] Skip DeepGemm-dependent test on ROCm platform (#31462) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2025-12-29 16:31:10 +09:00
Yongye Zhu
7b926e8901 [MoE Refactor][9/N] Use modular kernel for unquantized Triton MoE (#31052) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2025-12-22 17:34:19 +00:00
Kevin McKay
ec58c10ce1 [Misc] Fix quantization-related typos (#31116) 
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
 2025-12-21 21:13:48 -08:00
Robert Shaw
83a317f650 [MoE Refactor][3/N] Deprecate cutlass block quant fp8 (b200) (#30990) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2025-12-19 13:09:54 -08:00
Li, Jiang
e3ab93c896 [CPU] Refactor CPU fused MOE (#30531) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-12-18 14:36:49 +08:00
Xinyu Chen
3b1d440ede CustomOp: grouped topk (#29575) 
Signed-off-by: Xinyu Chen <xinyu1.chen@intel.com>
 2025-12-17 17:43:00 +08:00
Wentao Ye
3778673ea8 [Feat] Refactor for parallel_config in FusedMoEModularKernel (#30282) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2025-12-15 04:21:36 +00:00
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
Lucas Wilkinson
3e41992fec [Attention] Use sparse prefill kernel for fp8 kv-cache in DeepSeek-v3.2 (#27532) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-12-12 05:57:47 -08:00
Cyrus Leung
5a87d8b9b1 [Deprecation] Remove deprecated plugin and compilation fields for v0.13 release (#30396) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-10 19:59:35 -08:00
Jinzhen Lin
879ddb09c3 [Kernel][MoE] optimize moe_align_block_size (#29642) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-07 01:58:47 -08:00
bnellnm
2902c34826 [Kernels] Remove BatchedTritonOrDeepGemmExperts and default fallback to Triton (#29929) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-12-03 20:49:00 +00:00
Varun Sundar Rabindranath
19bee6d12d [Performance][DP/EP] Add silu_mul_per_token_group_quant_fp8_colmajor kernel (#29470) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-12-03 18:04:59 +00:00
Omer Ullman Argov
39d28108f4 [Feat] Support non-gated activations in NVFP4 modelopt path (#29004) 2025-11-30 11:02:40 -05:00
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