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1705 Commits

Author SHA1 Message Date
jiahanc
5f96c00c55 [Fix] Add SM check to flashinfer MOE backend (#29144) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-11-23 00:39:30 +00:00
Federico
f55c76c2b3 chore: add RTX_PRO_6000 GLM4.6-FP8 kernel tuning (#29240) 2025-11-22 08:42:48 -08:00
Bram Wasti
5f7209a793 [tiny] Remove unsupported TRITON_MLA backend from batch invariance (#28832) 
Signed-off-by: Bram Wasti <bwasti@meta.com>
Signed-off-by: Bram Wasti <bwasti@fb.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-11-22 21:00:50 +08:00
jinghanhu
988ee66b0d Handle triton kernel import exception (#29062) 2025-11-22 10:07:50 +00:00
FlintyLemming
052950e5b3 Add fused MoE config for H200 E160 N192 fp8 (#29182) 
Signed-off-by: FlintyLemming <admin@flinty.moe>
 2025-11-21 17:37:51 -08:00
Lukas Geiger
d045e22dfe [Model][Qwen3VL] Tune Triton w8a8 block fp8 kernel for L40s (#29217) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-11-21 17:30:55 -08:00
Varun Sundar Rabindranath
3137991f55 [BugFix] EPLB + B200 + DeepGEMM : Handle column-major scales tensor (#29162) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-21 14:28:17 -08:00
Lucas Wilkinson
1840c5cb18 [BugFix] Make sure to allocate worst case MoE workspace during profile run in the DP + EP case (#27426) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-11-21 11:41:52 -08:00
Mingyuan Ma
b4c8fbaae2 Add TRTLLM MoE NVFP4 kernel to CompressedTensorsW4A4MoeMethod (#28892) 
Signed-off-by: mingyuanm <mingyuanm@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-11-21 09:54:11 -07:00
rasmith
e99e467384 [CI/Build][Kernel][AMD] Move extra dim to after load in _fwd_kv_parallel in lighting_attn.py (#29132) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
 2025-11-21 11:53:09 -05:00
Wentao Ye
a42ab317ac [Log] Optimize startup log (#28948) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-11-21 08:46:20 -08:00
Aleksandr Malyshev
b7f1f490a6 Upstream triton fp4 weight preshuffle (#28888) 
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
 2025-11-21 11:34:46 -05:00
Cyrus Leung
aab0102a26 [V0 deprecation] Remove more V0 references (#29088) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-21 11:56:59 +00:00
Hongxia Yang
3f5f36da3f [ROCm] Fix for import when building with upstream triton for gfx1100 for gpt-oss serving (#29127) 
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
 2025-11-21 03:30:07 +00:00
Wentao Ye
e1eefa4c40 [Bug] Fix torch warning of tf32 usage (#29112) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-21 01:54:59 +00:00
Wentao Ye
df44df0143 [Feature] Shared Experts Overlap with FI deepgemm swap kernel, 2.2% throughput improvement and 3.6% TTFT improvement (#28879) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-20 18:41:49 -07:00
Anna Shors
6eb745d9bd Add truncate arg to yarn to match openai implementation of gpt-oss (#28244) 
Signed-off-by: ashors1 <ashors@nvidia.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2025-11-20 18:53:50 +08:00
Wentao Ye
2c52c7fd9a [Bug] Fix torch dynamo warning Dynamo detected a call to a functools.lru_cache (#29038) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-20 16:52:23 +08:00
Shengliang Xu
a8c536829c Consolidate Nvidia ModelOpt quant config handling for all quantization methods (#28076) 
Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>
 2025-11-19 22:39:36 -05:00
Wentao Ye
5031cd5d55 [Refactor] Optimize select_experts (#28069) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-19 18:53:15 -05:00
JartX
8e38e99829 [Feature] EPLB on Qwen3VLMoe and CompressedTensorsWNA16MoEMethod (#28849) 2025-11-19 18:30:08 -05:00
Max Hu
cb0a7b4bea [Bugfix] Move flashinfer kernel check into ``__init__` function of `FusedMoE`` (#29018) 
Signed-off-by: Max Hu <hyoung2991@gmail.com>
 2025-11-19 21:54:15 +00:00
Yongye Zhu
88f5b19f0b [DeepSeek] Fix DeepSeek V3.2 Rope Embedding (#28968) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2025-11-19 16:30:04 -05:00
Shu Wang
613abb50d5 [MoE] Nvfp4 Masked Gemm: Add flashinfer grouped_gemm_nt_masked (#25990) 
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-19 13:29:06 -08:00
Wentao Ye
1607e664f0 [Bug] Fix Batch Invariant MLA test (#28967) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-19 21:18:32 +00:00
Qiu
2fd893b4ce [Feature] Prefill Context Parallel (PCP) basic support (#28718) 
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Signed-off-by: FENP <yuanyongjie.yyj@antgroup.com>
Signed-off-by: LookAround <lixushi@huawei.com>
Signed-off-by: Jingchun Gao <gaojingchun1@huawei.com>
Signed-off-by: zhenwenqi2024 <zhenwenqi_2022@qq.com>
Co-authored-by: FENP <yuanyongjie.yyj@antgroup.com>
Co-authored-by: LookAround <lixushi@huawei.com>
Co-authored-by: Jingchun Gao <gaojingchun1@huawei.com>
Co-authored-by: zhenwenqi2024 <zhenwenqi_2022@qq.com>
Co-authored-by: Jingchun Gao <63247409+gjc0824@users.noreply.github.com>
 2025-11-19 15:52:44 -05:00
杰兮
9d2d561257 [Bugfix] Fix precision corruption when shared_experts_stream=None (#28942) 
Signed-off-by: zhyajie <yajizhan@amd.com>
Co-authored-by: zhyajie <yajizhan@amd.com>
 2025-11-19 19:30:57 +00:00
Robert Shaw
fe69f331f8 [Kernels] Improve H200 Fused MoE Config (#28992) 
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2025-11-19 19:23:54 +00:00
Harry Mellor
a8b70304d6 Update rope_scaling to rope_parameters in preparation for Transformers v5 (#28542) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-19 09:06:36 -08:00
Shanshan Shen
d44e9df7d4 [Model][Mamba] Add selector for mamba attention backend and make it pluggable for other device (#26487) 
Signed-off-by: shen-shanshan <467638484@qq.com>
 2025-11-19 16:24:55 +00:00
Chen Bruce
da2f6800e0 [Feat][Perf] Enable deepep-low-latency with round-robin expert placement. (#28449) 
Signed-off-by: bruceszchen <bruceszchen@tencent.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-19 13:46:24 +01:00
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
Li, Jiang
20852c8f4c [CPU] Refactor CPU WNA16 (#28826) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-11-19 10:32:00 +08:00
tomeras91
1395461f5f [Hybrid][torch.compile] Refactor mamba2 forward to avoid obscuring linear projections under custom op (#28587) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-11-18 16:49:36 -08:00
Varun Sundar Rabindranath
9912b8ccb8 [Build] Add OpenAI triton_kernels (#28788) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-18 16:45:20 -08:00
Isotr0py
e4bb2684bc [Models] Replace all nn.Conv2d with vLLM's Conv2dLayer (#28842) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-18 18:56:04 +00:00
Luciano Martins
c2612371ad [Model] Add Gemma3 GGUF multimodal support (#27772) 
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-18 08:56:29 -08:00
Canlin Guo
b9489f51e1 [Model][Perf] Use cos and sin cache in QwenVL (#28798) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2025-11-18 11:51:54 +00:00
Wentao Ye
3ddcf46011 [Refactor] Remove Unused Func in Batch Invariant (#28881) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-17 20:29:29 -08:00
xuebwang-amd
d0a73620cc [ROCm][Quantization] add apply_vllm_mapper in quark config for models like gpt-oss (#28638) 
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-11-18 11:16:45 +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
jiahanc
561253b37f [Performance][Fix] update nvfp4 code to support renorm routing (#28569) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-16 18:02:42 -08:00
amirkl94
03ee48111d Feature: Support Relu2 in FusedMoE fp8 cutlass path (#27261) 2025-11-16 13:39:44 -05:00
Zhewen Li
1ec978c209 [Kernel][Moe Configs] llama4 maverick fp8 moe config tp8 on mi325 (#28709) 
Signed-off-by: Zhewen Li <zhewenli@meta.com>
 2025-11-15 01:10:48 -08:00
Varun Sundar Rabindranath
6965ef436f [Performance][DeepGEMM] Estimate expected_m (#28694) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-15 13:52:14 +08:00
Thomas Parnell
e0c910bb89 [Hybrid] [Kernel] Fix chunk scan kernel when BLOCK_SIZE_DSTATE > 128 (#28295) 
Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
 2025-11-14 22:55:42 +00:00
Alexander Matveev
e5c78956c0 [Bugfix] Fix incorrect use of hidden_states for shared_experts due to do_naive_dispatch_combine (#28740) 
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
 2025-11-14 14:13:46 -08:00
Andrey Khalyavin
fd4555089a [BugFix] Fix misprint introduced by modular_kernel refactoring. (#28728) 
Signed-off-by: Andrey Khalyavin <halyavin@yandex-team.ru>
 2025-11-14 10:58:18 -08:00
TJian
a425dc256e [Bugfix] [ROCm] [AITER]: Fix aiter block quant not compatible with torch compile dynamo (#28716) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-11-14 10:30:50 -08:00
Duncan Moss
3f8a874065 [Kernels] Enable FlashInfer FP8 Blockscale on SM90 (for TEP DSR1) (#27134) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-11-14 08:02:44 -08:00