Commit Graph
2185 Commits
Author SHA1 Message Date
Jesus FedericoandClaude Opus 4.6 b87575d24b feat: add logit_scale to PoolerConfig for affine score calibration (#39435)
Signed-off-by: Jesus Federico <jefp@amazon.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-10 17:21:14 +00:00
Jee Jee Li ecd1ea1363 [Kernel] Porting the TRTLLM minimax_allreduce_rms kernels (#37045)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2026-04-11 00:20:20 +08:00
wang.yuqi cb5f7501cb [New Model]: jinaai/jina-reranker-v3 (#38800)
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-04-10 15:20:40 +00:00
Hexiang Wangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 1dfd64c1cc [PluggableLayer][3/N] Apply PluggableLayer to llm_head and vocab embedding layer (#33465)
Signed-off-by: whx-sjtu <2952154980@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-10 16:12:59 +08:00
Richard Zou f44afef6d6 [compile] Allow strings in custom ops without regressing compilation times (#38123)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-04-10 07:26:37 +00:00
Kunshang Ji 55d037e2e5 [CT][FP8][Marlin] refactor CompressedTensorsW8A16Fp8 to use kernel abstraction (#38244)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
2026-04-10 09:58:35 +08:00
Ibrahim Arshad 9853a3c159 fix(gdn): Align prefill warmup with real prefill path (#39169)
Signed-off-by: Ibrahim Arshad <38925737+ibrahim1023@users.noreply.github.com>
2026-04-10 00:49:50 +00:00
Michael Goin 2800706f06 [Refactor] Move NVFP4 GEMM management into NvFp4LinearKernel (#39129)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-09 15:05:36 -04:00
PikaPikachu 827268e98d [Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
2026-04-09 17:24:43 +00:00
Richard Zou 6c749399b7 [BugFix] fix tests/kernels/moe/test_moe_layer.py (#39404)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-04-09 08:48:59 -04:00
Yongye Zhu 2e98406048 [Refactor] Improve indexer decode path metadata preparation (#38865) 2026-04-08 20:49:15 -07:00
Wei ZhaoandJee Jee Li 92fbec391b [Bug] Fix routing bias dtype for trtllm per-block fp8 moe (#38989)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-04-08 19:42:43 -07:00
Maral 2e9034c998 [W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892)
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
2026-04-09 08:50:39 +08:00
Benjamin Chislettandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 8332078cfd [Bugfix] FlashInfer MXINT4 MoE crashes, missing do_finalize (#39315)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-08 20:36:33 -04:00
Wentao Ye 2018137242 [Feature] Batch invariant nvfp4 linear support (#39322)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-08 16:29:13 -04:00
a776a48b1c [MoE] Move DEEP_GEMM into experts/ subdirectory (#39005)
Signed-off-by: Jackmin801 <ongjackm@gmail.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>
2026-04-08 19:23:08 +00:00
b55d830ec7 [Perf][Kernel] Persistent TopK scheduler: unified CUDAGraph-safe kernel with dynamic per-row dispatch - DeepSeek-V3.2 DSA decode (#37421)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-04-08 13:35:57 -04:00
rasmith 78434b923c [CI][AMD][BugFix][Kernel] Cast induction variable to int64 on MI350 for chunk_gated_delta_rule_fwd_kernel_h_blockdim64 to avoid illegal memory access (#39087)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2026-04-08 16:57:18 +08:00
Andrey Talman 2111997f96 [release 2.11] Update to torch 2.11 (#34644) 2026-04-07 18:55:48 -07:00
zofiaandKunshang Ji ad3304425b [XPU] add xpu backend implementation of mxfp8 quant (#38682)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-08 08:30:35 +08:00
Lucas Wilkinson 70406eb1dc [Attention][V0 Deprecation] Deprecate accept output buffer (#39125)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-04-07 17:14:58 -04:00
rasmith 83d09d36b5 [CI][Bugfix][AMD][ Ensure weights created when using emulating OCP MXFP4 (#36993)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2026-04-08 00:37:16 +08:00
Chendi.XueandKunshang Ji 92b9afeecd [XPU] Quick fix for TritonMLA to remove cuda hardcode (#39088)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-08 00:17:58 +08:00
Jinzhen Lin 7310555482 [Bugfix] Fix marlin nvfp4 rescaling (#37502)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2026-04-07 08:57:17 -07:00
kkyyxhll 98e1a43af7 [Bugfix][Quantization] Fix PerTensorScale loading with tuple shard_id in MergedColumnParallelLinear (#38517)
Signed-off-by: loukang <loukang@xiaohongshu.com>
2026-04-07 11:16:26 -04:00
Wei Zhao 0be9516ea4 [Bug] Fix Trtllm Fp8 MoE Weight Shuffle Memory Fragamentation (#39054)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
2026-04-07 08:04:08 -04:00
Jiangyun ZhuandLuka Govedič 8060bb0333 [vLLM IR] rework gemma_rms_norm (#39014)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-04-07 01:37:00 -07:00
Andreas Karatzas 2df2c85be4 [Kernels][MoE] Fix legacy_routing to use bitmatrix-based routing path (#38504)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-04-07 10:57:09 +08:00
bnellnm b2b2c5239e [MoE Refactor] Split up compressed_tensors_moe.py (#38960)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-06 20:07:54 -04:00
fxmarty-amdandKyle Sayers 00d7b497b3 [NVFP4] Support NVFP4 dense models from modelopt and compressed-tensors on AMD Instinct MI300, MI355X and Hopper through emulation (#35733)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>
2026-04-06 16:18:27 -06:00
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
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
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
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