Commit Graph
4587 Commits
Author SHA1 Message Date
e8ebbdde83 [Quantization] Add FlashInfer CuteDSL batched experts backend for NVFP4 MoE (#38251)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-04-06 11:57:53 -07:00
namgyu-youn 94fbb09894 [EASY] Drop duplicate KV-cache initialization (#38799)
Signed-off-by: namgyu-youn <namgyu.dev@gmail.com>
2026-04-06 18:05:39 +00:00
bnellnmandRobert Shaw f01482408c [MoE Refactor][Test] FusedMoE layer test (#24675)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-06 17:17:23 +00:00
bnellnmandRobert Shaw 93bada494f [MoE Refactor] Split of DefaultMoERunner class (#35326)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-06 12:41:59 -04:00
Wentao Ye 4ae218c122 [Refactor] Remove unused dead code (#38842)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-06 11:52:05 -04:00
Lucas Wilkinson 47e605092b [Gemma4] Enable Fast Prefill Optimization (#38879)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-04-06 11:19:39 -04:00
bhargav-patel-29andgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> c5e3454e5a [Model] Add support for BharatGen's Param2MoE model (#38000)
Signed-off-by: bhargav-patel-29 <bhargav.patel@tihiitb.org>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-06 16:19:56 +08:00
liuchenbing2026andliuchenbing f6983f01de MiniMax-M2: add Eagle3 speculative decoding support (#37512)
Signed-off-by: liuchenbing <chenliumail@163.com>
Signed-off-by: liucb <liuchengbao_work@163.com>
Co-authored-by: liuchenbing <chenliumail@163.com>
2026-04-05 19:50:18 -07:00
Andreas Karatzas 780ba37458 [ROCm][Quantization] Add asymmetric INT8 quantization support to TritonInt8ScaledMMLinearKernel (#38501)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-04-06 09:42:10 +08:00
Netanel Haber d56e952239 nano_nemotron_vl: fix tensor device mismatch exception when video profiling (#39029)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2026-04-05 22:23:45 +00:00
Greg PereiraandRobert Shaw 4dd49b06f8 [Bug] Fix Import paths for encoder_cudagraph modules (#38997)
Signed-off-by: greg pereira <grpereir@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-05 19:11:58 +00:00
Wei ZhaoandRobert Shaw 1af6f78ae5 [Perf] Change Trtllm fp8 MoE to use Shuffled Weights and BlockMajorK Layout (#38993)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-05 10:54:31 -04:00
228023b3a5 [Bugfix][MoE] Fix 6-8% decode regression: prefer multi-stream shared expert overlap (#38990)
Signed-off-by: Martin Vit <martin@voipmonitor.org>
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>
2026-04-05 10:28:31 -04:00
Robert ShawandRobert Shaw 968ed02ace [Quantization][Deprecation] Remove Petit NVFP4 (#32694)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-04-05 00:07:45 +00:00
Robert Shaw 7d266abb22 Revert "[vLLM IR] gemma_rms_norm" (#38998) 2026-04-04 17:48:08 -04:00
Xiaoshuang Wang 156405d243 [vLLM IR] gemma_rms_norm (#38780)
Signed-off-by: Icey <1790571317@qq.com>
2026-04-04 13:55:52 -04:00
Artem Perevedentsevandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 99e5539a67 [Perf][GDN] Align TMA usage with upstream FLA (#38981)
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-05 00:38:02 +08:00
LinkunandLuka Govedič a88ce94bbb [IR][RmsNorm] pass None if not has_weight (#38961)
Signed-off-by: Linkun Chen <github@lkchen.net>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-04-04 11:02:30 -04:00
lalit10andLalit Laxminarayan Bangad 93726b2a1c Refactor Arctic loading to use AutoWeightsLoader (#38955)
Signed-off-by: Lalit Laxminarayan Bangad <lalitbangad@gmail.com>
Co-authored-by: Lalit Laxminarayan Bangad <lalitbangad@meta.com>
2026-04-04 05:01:09 +00:00
Yongye Zhu 8617f8676b [Bugfix] Fix DSV32 weight loading (#38870)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-03 19:57:52 -07:00
elenalil-aws 81994e1d0e [Bugfix][LoRA] Fix missing in_proj_z in Qwen3_5ForConditionalGenerati… (#38927)
Signed-off-by: elenalil-aws <elenalil@amazon.com>
2026-04-03 23:30:09 +00:00
yzong-rh a5a623d961 [Bugfix] Re-enable Renormalize routing for TRT-LLM MoE experts (#38859)
Signed-off-by: Yifan Zong <yzong@redhat.com>
2026-04-04 01:48:17 +08:00
Vasiliy Kuznetsov 7b1a7423be [Frontend] new online quantization frontend (#38138)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-03 11:58:39 -04:00
Yusuf Mohammadandyusuf 46f02e00f2 [Bugfix] Fix AWQ models batch invariance issues (#38670)
Signed-off-by: yusuf <yusuf@deeplearningmachine.mynet>
Signed-off-by: <>
Co-authored-by: yusuf <yusuf@deeplearningmachine.mynet>
2026-04-03 14:54:15 +00:00
Qiming ZhangandKunshang Ji 6b4872240f [XPU] bump up xpu-kernel v0.1.5, transpose moe weights (#38342)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
Signed-off-by: Qiming Zhang <qiming1.zhang@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-03 14:10:02 +00:00
Artem Perevedentsev cb10b7e80b [GDN] Eliminate GPU->CPU sync in prepare_chunk_indices during prefill (#38361)
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
Signed-off-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
2026-04-03 13:38:02 +00:00
bf8b022e60 [Intel][Triton] Support round_int8 for Intel backend (#38825)
Signed-off-by: Mieszko Dziadowiec <mdziadowiec@habana.ai>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-03 20:47:35 +08:00
Netanel Haber fa9e68022d Fix Nano Nemotron VL regressions (#38655)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2026-04-03 15:22:06 +08:00
Isotr0py 5506435419 [Misc] Clean up Gemma4 implementation (#38872)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-04-03 05:47:02 +00:00
Aaron Hao 4729b90838 [Bug] Add e_score_correction_bias to SKIP_TENSORS (#38746)
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
2026-04-02 21:15:05 -07:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 2ad7c0335f [Model] Add Phi4ForCausalLMV for microsoft/Phi-4-reasoning-vision-15B (#38306)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2026-04-02 21:14:57 -07:00
Bowen BaoandRobert Shaw 103f0de565 [ROCm][Quantization][1/N] Refactor quark_moe w_mxfp4 w/ oracle (#38774)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-03 03:29:57 +00:00
Carl YandClaude Opus 4.6 1f5ec2889c [mla] Support fused FP8/NVFP4 output quantization in MLA attention (#35792) (#36205)
Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com>
Signed-off-by: Carl Y <4531192+carlyou@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-02 21:16:11 -04:00
ee3cf45739 [XPU] Initial support for GDN attention on Qwen3-next/Qwen3.5 (#33657)
Signed-off-by: Yan Ma <yan.ma@intel.com>
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-03 08:59:11 +08:00
Vadim Gimpelson 771913e4a0 [Bugfix] Fix NVFP4+MTP crash: force unquantized mtp.fc for Qwen3.5 (#38832)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
2026-04-03 04:45:57 +04:00
1096125073andxiayongqiang 71a9125c67 [New Model]: add support for telechat3 (#38510)
Signed-off-by: xiayongqiang <xiayq1@chinatelecom.cn>
Co-authored-by: xiayongqiang <xiayq1@chinatelecom.cn>
2026-04-03 08:26:22 +08:00
Nicolò Lucchesi 66e86f1dbd [Kernel] Mamba support different layout for Conv state (#37416) 2026-04-03 01:50:09 +02:00
08ed2b9688 feat(models): implement Google Gemma 4 architecture support (MoE, Multimodal, Reasoning, Tool-Use) (#38826)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Signed-off-by: Luciano Martins <lucianomartins@google.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2026-04-02 11:13:28 -07:00
16a65e4173 [Bugfix] Enable batch-invariant Triton matmul on all Ampere GPUs (SM 8x) (#38427)
Signed-off-by: yusuf <yusufmohammad@live.com>
Signed-off-by: yusuf <yusuf@deeplearningmachine.mynet>
Signed-off-by: Yusuf Mohammad <79484377+YM2132@users.noreply.github.com>
Signed-off-by: <>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: yusuf <yusuf@deeplearningmachine.mynet>
2026-04-02 09:29:58 -04:00
bsliu c0817e4d39 [Model] Add support for Cheers multimodal model (#38788)
Signed-off-by: bsliu <1187291748@qq.com>
Signed-off-by: 吴炳贤 <wubingxian24@mails.ucas.ac.cn>
2026-04-02 21:01:40 +08:00
Harry Mellor dfe5e31689 Don't compile vision encoder for Transformers backend (#30518)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-04-02 12:42:29 +00:00
2ce3d0ce36 [Feature] KV cache per-token-head INT8/FP8 quantization (#38378)
Signed-off-by: JartX <sagformas@epdcenter.es>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: yangyang4991 <yangyang4991@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2026-04-02 08:13:26 -04:00
Jiangyun Zhu 4eefbf9609 [Perf] fuse kernels in gdn (#37813)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
2026-04-02 11:52:18 +00:00
vllmellm 551b3fb39f [ROCm] Enable VLLM triton FP8 moe for gfx1201, tuned for Qwen3-30B-A3B-FP8 tp=2 and Qwen/Qwen3.5-35B-A3B-FP8 tp=2 (#38086)
Signed-off-by: big-yellow-duck <jeffaw99@hotmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-04-02 08:13:42 +00:00
Li, Jiang c6f722b93e [CPU] Support gelu act in cpu_fused_moe (#38770)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2026-04-02 14:14:32 +08:00
Xin Yang 9bd7231106 Revert "[Kernel] Add gpt-oss Router GEMM kernel (#37205)" (#38778)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-04-01 22:02:32 -07:00
Benjamin Chislett 5f96f9aff1 [Perf] DSV3.2 Indexer Fused Weights Projection (#38684)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
2026-04-02 03:34:49 +00:00
Michael Goin db5d0719e1 [Kernel] Add MXFP8 to Marlin GEMM/MoE and refactor Mxfp8LinearOp (#34664)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-01 09:41:42 -07:00
bnellnm 7cf56a59a2 [MoE Refactor] Make SharedExperts class for use with DefaultMoERunner (#35153)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-01 09:44:08 -04:00
Zhanda Zhu c75a313824 [Perf] triton bilinear_pos_embed kernel for ViT (#37948)
Signed-off-by: Zhanda Zhu <zhandazhu@gmail.com>
2026-04-01 01:52:02 -07:00