Commit Graph
1694 Commits
Author SHA1 Message Date
Michael Goin d5ec6c056f [UX] Add vLLM model inspection view (#29450)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-09 10:12:35 -07:00
Shanshan Shen 08d954f036 [Doc] Add developer guide for CustomOp (#30886)
Signed-off-by: shen-shanshan <467638484@qq.com>
2026-01-09 16:21:11 +00:00
Michael Goin 34cd32fe30 [Perf][Kernel] Fused SiLU+Mul+Quant kernel for NVFP4 cutlass_moe (#31832)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-01-09 07:40:33 -07:00
Xin Yang e7b68f4d6c [Bugfix] Fix Triton FusedMoE LoRA (#30585)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-09 11:46:59 +00:00
Cyrus Leung c8ed39b9dd [Model] Reorganize pooling layers (#31973)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-09 11:02:14 +00:00
Robert ShawandRobert Shaw 0fa8dd24d2 [Bugfix] Fix Typo from NVFP4 Refactor (#31977)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-08 16:18:50 -08:00
5825bbc1f7 [Quantization] Deprecate Long Tail of Schemes (#31688)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-08 19:07:45 -05:00
Yongye ZhuandRobert Shaw d62cfe546d [MoE Refactoring][Bugfix]Wrap WNA16 Triton kernel into mk and change compressed tensor kernel selection (#31752)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-08 19:01:30 -05:00
Lucas WilkinsonandLuka Govedič 6cdf015c3c [Misc] Fix Current vLLM config is not set. warnings, assert to avoid issues in the future (#31747)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-01-08 15:20:49 -08:00
Dipika Sikka 5d3b6097ad [Compressed-Tensors] Simplify NVFP4 Conditions, enable marlin support for NVFP4A16 MoEs (#30881) 2026-01-08 17:45:17 -05:00
bnellnm e74698c27a [Misc][Refactor] Add FusedMoERouter object (#30519)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-08 20:52:55 +00:00
Michael Goin 87e07a6b46 Revert "feat(moe): Add is_act_and_mul=False support for Triton MoE kernels" (#31978) 2026-01-08 11:31:53 -08:00
danisereb b8112c1d85 [Bugfix] Fix vllm serve failure with Nemotron Nano V3 FP8 (#31960)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-01-08 16:08:37 +00:00
Cyrus Leung d1b6fe007f [Chore] Further cleanup pooler (#31951)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-08 02:16:21 -08:00
Andreas Karatzas c4041f37a4 [ROCm][LoRA] Fix MoE accuracy regression by preserving float32 router weight scaling (#31931)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-01-08 04:17:56 +00:00
9f6dcb71ae [MoE Refactor][16/N] Apply Refactor to NVFP4 (#31692)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
2026-01-08 03:46:27 +00:00
Rabi Mishra 25eef3dc2e feat(moe): Add is_act_and_mul=False support for Triton MoE kernels (#31645)
Signed-off-by: rabi <ramishra@redhat.com>
2026-01-08 10:27:09 +08:00
Robert Shaw 5dcd7ef1f2 [MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) 2026-01-07 19:42:33 -05:00
Elvir Crnčević ffc0a2798b Add back missing DeepEP LL params (#31911)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
2026-01-07 17:47:54 -05:00
Xin YangandMichael Goin 0ada960a20 [Kernel] Support bias type in grouped_topk kernel (#31781)
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-07 12:16:32 -08:00
Cyrus Leung b7036c87a1 [Refactor] Clean up pooler modules (#31897)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-08 00:07:43 +08:00
Kate ChengandJhao-Ting Chen cc6dafaef2 [Perf][Kernels] Enable FlashInfer DeepGEMM swapAB on SM90 (for W8A8 Linear Op) (#29213)
Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
2026-01-07 10:53:54 -05:00
Cyrus Leung b665bbc2d4 [Chore] Migrate V0 attention utils (#31891)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-07 13:44:36 +00:00
BlankRandWentao Ye 0790f07695 [Misc] Improve error messages for unsupported types and parameters (#30593)
Signed-off-by: BlankR <hjyblanche@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-07 09:00:16 +00:00
weiyu e7596371a4 [Refactor][TPU] Remove torch_xla path and use tpu-inference (#30808)
Signed-off-by: Wei-Yu Lin <weiyulin@google.com>
Signed-off-by: weiyu <62784299+weiyu0824@users.noreply.github.com>
2026-01-07 16:07:16 +08:00
xuebwang-amd 0dd5dee9b9 [Bugfix][Kernel] fix bias adding in triton kernel implemented fused moe (#31676)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2026-01-07 07:36:13 +00:00
Kevin McKayandClaude Sonnet 4.5 4614c5a539 [Bugfix][Hardware][AMD] Consolidate FP8 min/max values helper function (#31106)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Signed-off-by: Kevin McKay <kevin@example.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-01-07 06:55:03 +00:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟 482914849c [BugFix] LoRA: Support loading base_layer of experts (#31104)
Signed-off-by: Hollow Man <hollowman@opensuse.org>
2026-01-07 14:49:39 +08:00
0a2c2dc3f1 fixed mypy warnings for files vllm/v1/attention with TEMPORARY workaround (#31465)
Signed-off-by: Zhuohao Yang <zy242@cornell.edu>
Co-authored-by: Zhuohao Yang <zy242@cornell.edu>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-07 04:08:47 +00:00
Li, Jiangandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 8becf146bd [Quantization][Refactor] Move CPU GPTQ kernel into MP linear (#31801)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-06 19:10:18 +00:00
Yakine Tahtah 4e67a8f616 [Bugfix] Fix GLM-4 MoE router logits dtype for data parallel chunking (#31055)
Signed-off-by: ReinforcedKnowledge <reinforced.knowledge@gmail.com>
2026-01-06 17:57:56 +00:00
Vadim Gimpelson 22dffca982 [PERF] Speed-up of GDN attention decode part (Qwen3-Next) (#31722)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
2026-01-06 17:32:46 +00:00
Jinzhen LinandMichael Goin 2f4bdee61e [Quantization][MoE] remove unused ep logic from moe marlin (#31571)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-06 09:07:19 -08:00
Robert ShawandRobert Shaw af8fd73051 [MoE Refactor][14/N] Clean Up FI Quant Config Smuggling (#31593)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-06 15:47:04 +00:00
kzwrime bf0f3a4638 [Bugfix] Fix torch.compile error for DP + MoE on CPU Backend (#31650)
Signed-off-by: kunzh <zhikun.wu@outlook.com>
2026-01-06 12:06:20 +00:00
Wentao Ye ffec815422 [Perf] Optimize additional fill(0) in cutlass moe, 2.9% E2E throughput improvement, 10.8% TTFT improvement (#31754)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-01-05 18:01:13 -08:00
d386ab1412 [Docs] Improve malformed exception caused by backslash line continuations (#31694)
Signed-off-by: maang <maang_h@163.com>
Signed-off-by: maang <55082429+maang-h@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-05 17:51:54 -08:00
Robert ShawandRobert Shaw f6c0009afa [Bugfix] Fix Broken ModelOpt NVFP4 MoE (#31742)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-05 23:18:38 +00:00
Yongye ZhuandRobert Shaw 776ca1e187 [MoE Refactor] Aiter Experts for BF16 MoE (#31542)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-01-05 14:52:59 -08:00
Wang Kunpeng 5708297e4e [Misc][Model][Refactor] Pass the prefix into Linear layers (#31669)
Signed-off-by: Wang Kunpeng <1289706727@qq.com>
2026-01-05 20:03:18 +00:00
RickyChen / 陳昭儒 c455b771fd [Bugfix][CPU] Fix RotaryEmbedding fallback causing gibberish with --enforce-eager (#31643)
Signed-off-by: rickychen-infinirc <ricky.chen@infinirc.com>
2026-01-06 01:25:38 +08:00
268b1c55ad [MoE Refactor][13/N] Convert FI to Use PFNoEP (#31533)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-03 12:26:36 -08:00
Yongye ZhuandRobert Shaw a3f2f40947 [MoE Refactor] Explicit construct mk for flashinfer bf16 kernel (#31504)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-01-02 13:54:50 -08:00
Yongye ZhuandRobert Shaw 5a468ff7c7 [MoE Refactor] Split invoke_fused_moe_kernel (#31050)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-01-02 13:47:15 -08:00
Andreas Karatzas 6ef770df7c [MoE] Fix output_shape calculation in Attention layer to handle 3D query inputs (#31596)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-01-02 15:46:23 +00:00
Kyuyeun Kim cc410e8644 [Bugfix] Fix weight_loader v1 block scale (#31103)
Signed-off-by: Kyuyeun Kim <kyuyeunk@google.com>
2026-01-02 13:14:10 +08:00
Vaibhav Sourirajan 1f43c121d5 Remove unused use_marlin variable in Mxfp4MoEMethod (#31549)
Signed-off-by: vaibhav sourirajan <vs2787@columbia.edu>
2026-01-01 21:13:36 -08:00
Tmn07 ca179d0f64 [Bugfix] Fix activation quantization for compressed-tensors W4A16 (#31572)
Signed-off-by: Tmn07 <tmn0796@gmail.com>
2026-01-01 21:13:22 -08:00
Kevin McKay 5fff44064b [Bugfix] Replace BaseException with specific exceptions in FLA utils (#31590)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
2026-01-01 19:27:54 -08:00
Qiu 84f6cd741b [Mics] add pcp basic support to MoE model (#31003) 2025-12-30 20:01:29 -08:00