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797 Commits

Author SHA1 Message Date
Andreas Karatzas
bdc1719eb9 [ROCm][CI] Fix AITER state leak in shared_fused_moe_routed_transform test (#38137) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-26 09:26:46 -07:00
Zhewen Li
be1a85b7a2 Revert "[MoE Kernel] Flashinfer nvfp4 cutedsl moe kernel integration" (#38050) (#38169) 
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
 2026-03-26 07:59:09 -07:00
Andreas Karatzas
7d6917bef5 [ROCm] Fix MoE kernel test failures on gfx950 (#37833) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
 2026-03-25 13:46:40 -05:00
Yongye Zhu
678b3c99e8 [MoE Kernel] Flashinfer nvfp4 cutedsl moe kernel integration (#38050) 2026-03-25 10:16:40 -07:00
liangel-02
8c47fdfdb1 [FlexAttention] allow custom mask mod (#37692) 
Signed-off-by: Angel Li <liangel@meta.com>
 2026-03-24 16:03:24 -04:00
Ranran
dc6908ac6a [Bugfix] Register VLLM_BATCH_INVARIANT in envs.py to fix spurious unknown env var warning (#35007) 
Signed-off-by: Ranran <1012869439@qq.com>
Signed-off-by: Ranran <hzz5361@psu.edu>
Signed-off-by: ran <hzz5361@psu.edu>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-03-23 18:31:14 -04:00
Kyle Sayers
38364a7e32 [Sparse24] [Deprecation] Remove Sparse24 CT integration and kernels (#36799) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-03-23 16:03:29 -04:00
Robert Shaw
4383f1532e [MoE] Move PF Methods to Folder (#35927) 2026-03-22 02:42:59 -06:00
Robert Shaw
6b2fa3a762 [MoE] Move FlashInfer CuteDSL experts into fused_moe/experts/ (#37759) 
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
 2026-03-21 19:15:16 -04:00
Andreas Karatzas
3ffa52009f [ROCm][CI] Guard CudaPlatform/RocmPlatform imports to fix test collection on cross-platform builds (#37617) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-21 11:58:58 +08:00
Yongye Zhu
87bd91892f [MoE Refactor] Mxfp4 oracle rebased (#37128) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-03-21 03:37:04 +00:00
Xin Yang
d0532bf38d [Perf] Eliminate redundant SparseMatrix creation in gpt_oss_triton_kernels (#37683) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-03-20 11:28:41 -06:00
L.B.R.
1779c09898 [ROCm] Enable wvSplitK skinny GEMM kernel for RDNA4/gfx1x decode (#34709) 
Signed-off-by: L.B.R. <lbr@mmonad.com>
Co-authored-by: L.B.R. <lbr@mmonad.com>
 2026-03-20 10:11:23 -05:00
rasmith
98ff042917 [CI][BugFix][AMD] Don't set VLLM_ROCM_USE_AITER anymore in test_rocm_aiter_topk since its not necessary (#36996) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2026-03-20 07:12:45 +08:00
Xin Yang
b1169d7be8 [Kernel] Add gpt-oss Router GEMM kernel (#37205) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-03-18 08:15:56 -07:00
Andreas Karatzas
58cde5c026 [ROCm][CI] Skip trtllm kvfp8 dequant tests on ROCm (#37330) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-18 11:12:26 +08:00
Yanan Cao
ff9fbc9aff [Kernel][Helion] [16/N] Refactor register_kernel API to be more Dynamo-friendly (#36705) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-18 01:23:35 +00:00
Andrey Talman
68f783a727 [Torch 2.11] Guard torch._C._cpu attribute checks for forward compatibility (#35673) 
Signed-off-by: atalman <atalman@fb.com>
 2026-03-17 18:47:59 +00:00
Vadim Gimpelson
6c1cfbad32 Support non-contiguous KV cache in TRTLLM fp8 dequant kernel (#36867) 
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Signed-off-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
Co-authored-by: Pavani Majety <pavanimajety@gmail.com>
 2026-03-16 17:48:42 -07:00
Terry Gao
3e6a1e1686 [Custom Ops] Add functional + out variant for scaled_fp4_quant (#34389) 
Signed-off-by: tianrengao <terrygao87@gmail.com>
 2026-03-16 18:51:46 -04:00
Krish Gupta
c0f011918d [Bugfix] opcheck false mutation error in rms_norm_per_block_quant (#36688) (#36779) 
Signed-off-by: Krish Gupta <krishom70@gmail.com>
 2026-03-16 21:11:33 +00:00
leo-cf-tian
2754231ba3 [Kernel] Add FlashInfer MoE A2A Kernel (#36022) 
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Signed-off-by: Leo Tian <lctian@nvidia.com>
Co-authored-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: root <root@lyris0267.lyris.clusters.nvidia.com>
 2026-03-15 23:45:32 -07:00
Xinan Miao
2cdf92228c [Feature]: Remove Chunking From FusedMoE (#34086) 
Signed-off-by: SouthWest7 <am1ao@qq.com>
Signed-off-by: Southwest <1403572259@qq.com>
Signed-off-by: southwest <am1ao@qq.com>
Signed-off-by: Xinan Miao <1403572259@qq.com>
Co-authored-by: SouthWest7 <am1ao@qq.com>
 2026-03-12 14:24:38 -04:00
SoluMilken
85199f9681 [Bugfix] fix main branch pre-commit error (1 line change) (#36897) 
Signed-off-by: SoluMilken <ypiheyn.imm02g@g2.nctu.edu.tw>
 2026-03-12 09:08:37 -07:00
grimulkan
a1257fd1ea [Kernel] Add FP8 KV cache support to Triton MLA decode attention (#34597) 
Signed-off-by: grimulkan <grimulkan@gmail.com>
 2026-03-12 08:32:34 -07:00
Kunshang Ji
53ec16a705 [Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145) 
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-12 07:57:47 -07:00
Wei Zhao
2e693f48e7 [Perf] Add TRTLLM FP8 MoE Modular Kernel (#36307) 
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-03-12 07:32:31 -07:00
caozuoba
9e19f8338b [Perf] add packed recurrent fast path for decode (#36596) 
Signed-off-by: hdj <1293066020@qq.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-03-12 04:01:57 -07:00
Shanshan Shen
f0d3658c0f [MM][OOT] Support CPU seq_lens for OOT MMEncoderAttention kernels (#36605) 
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-12 03:28:23 -07:00
Yanan Cao
584a3f56de [Kernel][Helion][13/N] Force static_shapes=False in helion register (#36677) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-12 05:35:29 +00:00
Yanan Cao
cf632499ee [Kernel] [Helion] [15/N] Split config files into per-platform files (#36698) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-11 17:25:29 -04:00
Luka Govedič
9556af87d5 [torch.compile] Add support for non-contiguous fused RMSNorm + group quant (#36551) 
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: ProExpertProg <11367180+ProExpertProg@users.noreply.github.com>
 2026-03-11 10:56:55 -07:00
Julien Denize
a5d06dc557 Add 320 dimension size support to MLA (#36161) 
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
 2026-03-11 10:21:22 -07:00
Wuxun Zhang
e584dce52b Add XPU MLA Sparse backend for DeepSeek v3.2 (#33230) 
Signed-off-by: Zhang, Wuxun <wuxun.zhang@intel.com>
 2026-03-11 19:19:15 +08:00
Hashem Hashemi
721ae79f50 Improvements to wvSplitKrc skinny GEMM solution (#34304) 
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
 2026-03-10 09:14:27 -07:00
Roberto L. Castro
580864d81e [Attention][Perf][Kernel] Replace torch.cat with vectorized CUDA kernel MLA query concat - DeepSeek-V3.2 (#34917) 
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
 2026-03-09 09:50:36 -07:00
Roberto L. Castro
2b28b9b269 [Attention][Perf] Optimize cp_gather_and_upconvert_fp8_kv_cache - DeepSeek-v3.2 (#35290) 
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-03-09 09:46:57 -07:00
Matthew Bonanni
77a73458e3 Reapply [Attention] Refactor check_and_update_config (#35122) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-03-09 07:17:14 -07:00
Isotr0py
b0906d8b02 [MM Encoder] Default to use TORCH_SDPA backend for ViT on Volta/Turing GPU (#36472) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-09 03:43:44 -07:00
Xin Yang
dc6b578466 [Kernel] Add fused_sigmoid_gating_delta_rule_update kernel for Qwen3 Next (#35777) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-03-08 23:41:01 -07:00
danisereb
0a6a3a1290 Add support for ModelOpt MXFP8 MoE models (#35986) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
 2026-03-08 13:00:05 -07:00
Alexei-V-Ivanov-AMD
225d1090a0 Enabling some B200-specific tests on MI355 (#35253) 
Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com>
Signed-off-by: Alexei-V-Ivanov-AMD <156011006+Alexei-V-Ivanov-AMD@users.noreply.github.com>
 2026-03-06 19:27:20 +00:00
eellison
f3c6c9c9d7 [CustomOp] CustomOp FusedRMSNormGated (#35877) 
Signed-off-by: Elias Ellison <elias.ellison@gmail.com>
Signed-off-by: eellison <elias.ellison@gmail.com>
 2026-03-06 10:53:37 -08:00
Jiayi Yan
6a895197fa [Bugfix][CI] fix typos (#34934) 
Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-05 17:05:46 +00:00
Sage Moore
8c760b6ab6 [ROCm] Refactor ROCm attention backend selection logic (#35246) 
Signed-off-by: Sage Moore <sage@neuralmagic.com>
 2026-03-05 10:51:26 -06:00
Kunshang Ji
66a2209645 [Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-05 10:36:39 +00:00
Harry Mellor
17dc9c7fc9 [CI] Bump mypy version (#34950) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-04 20:55:11 +00:00
Nicolò Lucchesi
18e01a0a10 [Misc] Add --attention-backend auto option (#35738) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-03-04 15:12:27 +00:00
Kunshang Ji
16d2ad1d38 [Hardware] Replace torch.cuda.empty_cache with torch.accelerator.empty_cache (#30681) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-04 09:49:47 +00:00
Robert Shaw
97995f6376 [MoE Refactor] Create MK for TRTLLM Kernels (#32564) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
 2026-03-03 10:39:50 -08:00