Commit Graph
4575 Commits
Author SHA1 Message Date
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
Lukas Geiger 4f6eed3bd4 [Core] Simplify multimodal masking (#34246)
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
2026-04-01 01:18:22 -07:00
Lucas Wilkinson eb47454987 [Bugfix][MLA] Add logits size budget to sparse indexer prefill chunking (#36178)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-04-01 00:15:53 -04:00
Matthew Bonanni 116f4be405 [1/N][Cleanup] Standardize on use of is_quantized_kv_cache (#38659)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-04-01 04:08:01 +00:00
Wentao Ye 7b01d97a22 [Perf] Optimize mean pooling using chunks and index_add, 5.9% E2E throughput improvement (#38559)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-01 03:54:58 +00:00
40bb175027 [vLLM IR] 1/N Implement IR skeleton and rms_norm op (#33825)
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Xinyu Chen <xinyu1.chen@intel.com>
Signed-off-by: chzhang <chaojun.zhang@intel.com>
Signed-off-by: Luka Govedic <luka.govedic@gmail.com>
Co-authored-by: Xinyu Chen <xinyu1.chen@intel.com>
Co-authored-by: Chaojun Zhang <chaojun.zhang@intel.com>
Co-authored-by: Luka Govedič <ProExpertProg@h100-01.nemg-001.lab.rdu2.dc.redhat.com>
2026-03-31 22:15:05 -04:00
Asaf Gardin 3dc01ef352 [Quantization] Consolidate dummy format logic into DummyModelLoader (#38637)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
2026-03-31 22:20:45 +00:00
czhu-cohere 517b769b58 [Perf] Fix DBO overlap: capture DeepEP event before yield (#38451)
Signed-off-by: root <conway.zhu@cohere.com>
2026-03-31 20:38:59 +00:00
d9b90a07ac [MoE Refactor] Migrate Unquantized to Full Oracle Flow (#36286)
Signed-off-by: Yifan Zong <yzong@redhat.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: yzong-rh <yzong@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-03-31 15:43:33 -04:00
Olya Kozlova 598190aac3 [fix] Remove trtllm ragged mla prefills (#36540)
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
2026-03-31 12:30:27 -07:00
Xu JinyangandJiangyun Zhu b779eb3363 [Model] Sync upstream BT=chunk_size fix for GDN chunk_fwd_kernel_o, simplify warmup to single pass (#38343)
Signed-off-by: AuYang <459461160@qq.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
2026-03-31 23:03:24 +04:00
Yi Liu 0dd25a44ea [Quantization][Autoround][XPU] Add W4A16 Support (#37986)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
2026-03-31 16:48:24 +00:00
SandishKumarHN 3896e021a0 [Bugfix] Fix FusedMoE weight loading with padded hidden dimensions (#37010)
Signed-off-by: SandishKumarHN <sandish@fb.com>
2026-03-31 12:22:26 -04:00