Commit Graph
6505 Commits
Author SHA1 Message Date
C 44198f577f [Bugfix][Model] Fix M-RoPE offset double-count in Qwen3-Omni (#58890)
Signed-off-by: C1ves <3121985758@qq.com>
2026-10-03 09:00:51 +08:00
Julien Debache 111f71a6db [feat] FlashInfer CuteDSL MegaMoE integration (#54049)
Signed-off-by: jdebache <jdebache@nvidia.com>
2026-10-02 15:43:33 -04:00
jackLeiandMisha Goin 10f6ab01a9 [Perf] Use value-only reduction for native per-token FP8 quantization (#59800)
Signed-off-by: jackLei0901 <841747318@qq.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-02 18:37:17 +00:00
Thang NguyenandClaude Opus 5.5 7cfd233538 Revert "[Bugfix] Tie lm_head.weight for Nemotron Parse when checkpoint omits it" (#53020) (#59805)
Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 10:19:25 -07:00
9cf087fd14 [Perf] Tune MoE weighted-sum kernel launch configuration (#59731)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-02 17:09:29 +00:00
4c4003bb5f [Bugfix] Bind routed-experts capture to the MoE layer, not the kernel (#59455)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 15:50:38 +00:00
aoshen02andClaude Opus 5.5 c91dccc080 [Bugfix][Quark] Pass grouped-routing arguments to OCP MX monolithic kernels (#59752)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 13:46:48 +00:00
e4294144a8 [Perf] Keep non-speculative GDN decode on the standard path (#59735)
Signed-off-by: DimensionSTP <65501090+DimensionSTP@users.noreply.github.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Kimi Code <noreply@moonshot.ai>
2026-10-02 13:44:53 +00:00
24df2d3fc7 [Model] Add Qwen4Exp to the Qwen GDN Triton warmup (#56742)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-02 21:38:15 +08:00
Rajeev Warrierandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 30e956fad3 [Docs] Fix stale W4A16 NVFP4 default kernel in ModelOpt docs (#59135)
Signed-off-by: Rajeev Warrier <warrier.rajeev.95@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-02 13:21:43 +00:00
pmanczakandPawel Manczak bdfb02674f [XPU][Kernel] Tune Triton W8A8 block-FP8 GEMM for Intel B70 (#56063)
Signed-off-by: Pawel Manczak <203671809+pmanczak@users.noreply.github.com>
Co-authored-by: Pawel Manczak <203671809+pmanczak@users.noreply.github.com>
2026-10-02 12:56:11 +01:00
Harry MellorandClaude Opus 5.5 6e4efafc6e [Model] Migrate GPT-NeoX, Phi, Seed-OSS and Jais2 to the Transformers modeling backend (#59701)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 11:18:35 +00:00
Harry MellorandClaude Opus 5.5 5d20979fc9 [Misc] Remove code paths for Transformers < 5.16.1 (#59762)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 11:17:24 +00:00
Simon Danielssonandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 98b29aa99a [ROCm][Perf][GLM-5.3-Flash] Add AITER topk backend for decodes (#58167)
Signed-off-by: simondanielsson <simon.danielsson99@hotmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-02 11:47:41 +01:00
af2a582d5c [Bugfix][Spec Decode] Qualify Transformers backend attention layer names with the model prefix (#59293)
Signed-off-by: Farhad Al-Amin <99006654+Legend-2727@users.noreply.github.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-10-02 11:21:20 +01:00
Juan Pérez de Algaba c15672cfb4 [Security] Accept zero-sum DeepSeek-OCR pixel tensors (#59417)
Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com>
2026-10-02 09:17:12 +00:00
4056c8ac1f [Bugfix][HiSparse] Fix MTP acceptance collapse under FULL graphs with a saturated GPU pool (#59309)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-10-01 23:04:21 -07:00
0cbac6cd13 [Model][Spec Decode] Enable EAGLE3/DSpark pipeline parallelism for Sarvam MLA (#55902)
Signed-off-by: mohit-sarvam <mohit@sarvam.ai>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-02 04:28:19 +00:00
Qiu ChunshuoandLucas Wilkinson 8486f1ebfe [Perf][PCP] Shard decode requests across PCP ranks (#52162)
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-10-01 23:50:13 -04:00
a810316c08 [Bugfix] Keep batch-invariance NCCL pins out of the weight-transfer group (#59500)
Signed-off-by: aoshen524 <aoshen524@gmail.com>
Co-authored-by: aoshen524 <aoshen524@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-10-02 11:19:28 +08:00
Harry MellorandClaude Opus 5.5 8faacd707f [Model] Migrate Glm, Arcee, CWM and Mellum to the Transformers modeling backend (#59679)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 03:15:14 +00:00
Flora Feng 785b990116 [Distributed] Enable custom all-reduce under VLLM_BATCH_INVARIANT (#58623)
Signed-off-by: Flora Feng <4florafeng@gmail.com>
Signed-off-by: sfeng33 <4florafeng@gmail.com>
2026-10-02 02:25:48 +00:00
Harry MellorandClaude Opus 5.5 7b44aad5db [MyPy] Fix mypy errors in vllm/model_executor/models/[kK]* (#59402)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-01 19:32:27 +00:00
Mehmet Cagri 08e03df940 [Bugfix][ROCm] Use a zero default for masked scales in the MXFP8 GEMM (#59454)
Signed-off-by: Mehmet Cagri Kaymak <mehmet.kaymak@amd.com>
2026-10-01 11:32:25 -05:00
aniskumar-nvandCyrus Leung 83cadd65d9 [Bugfix] Tie lm_head.weight for Nemotron Parse when checkpoint omits it (#53020)
Signed-off-by: Anish Kumar <aniskumar@nvidia.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-10-01 09:26:33 -07:00
b538d807ff [Bugfix][MRV2] Keep GDN prefill checkpoint metadata local to each cache group (#59536)
Signed-off-by: Jingqiao Zhang <ai-jz@users.noreply.github.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Jingqiao Zhang <ai-jz@users.noreply.github.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
2026-10-01 22:59:15 +08:00
cb6458c5ce [Core] Remove deprecated mamba_cache_mode "all" (#58997)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com>
2026-10-01 02:59:37 -07:00
08d77cad7b [Bugfix] Gate Kimi-K3 KDA warmup on sys.modules to skip Kimi import for non-Kimi models (#59257)
Signed-off-by: YueshenZ <YueshenZ@users.noreply.github.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: YueshenZ <YueshenZ@users.noreply.github.com>
Co-authored-by: Claude Code <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
2026-10-01 09:25:45 +00:00
c4fc3c7d32 [Bugfix][Spec Decode] Per-module LM heads for multi-layer MTP on Model Runner V2 (#58921)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: chanh <channguyen@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-01 01:09:14 -07:00
5addde2a0a [CPU][Zen] Pass f32 weight scales to the zentorch INT8 MoE (#59434)
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-10-01 15:51:53 +08:00
Ganesh RCursormergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
e12291d733 [CPU][Zen] Add DA8W4 (W4A8) int4 support for dense and MoE layers (#54024)
Signed-off-by: R <Ganesh.R@amd.com>
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-01 15:18:25 +08:00
Ning Xie a37c402f32 [weight loader] add dtype equality validation between parameter and weight (#51792)
Signed-off-by: Andy Xie <andy.xning@gmail.com>
2026-10-01 03:07:31 +00:00
Ning Xie bfbcde26d5 [Observability] add model initializing duration log (#52141)
Signed-off-by: Andy Xie <andy.xning@gmail.com>
2026-10-01 02:54:33 +00:00
Andrii SkliarandAndrii Skliar deb148e730 [Mamba] Add FlashInfer ReplaySSM support for MTP (#52928)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
2026-09-30 21:41:17 +00:00
VenkyandClaude Opus 5.5 42f0c17ea7 [Bugfix][PP][Spec Decode] MiniMax-M3 EAGLE3 aux-state relay at PP > 1 and per-stage FlashInfer autotune (#57197)
Signed-off-by: venkywonka <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-01 01:14:24 +04:00
Aarushi JainandAndreas Karatzas b33e1cb172 [ROCm]Transpose compressed-tensors MoE weights on device (#59253)
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-30 12:44:40 -05:00
Sergey Shlyapnikov 4e1182a3a6 [ROCm][MoE] Pad the AITER MoE intermediate size at allocation time, and round the expert-group count to a kernel that exists (#55368)
Signed-off-by: Sergei Shliapnikov <sergei.shliapnikov@amd.com>
2026-09-30 23:08:21 +08:00
Varun Sundar Rabindranath 5463fe4962 [KV-Offloading][TP] : Expand replicated_layout detection to multi-group MLA (#57652) 2026-09-30 09:11:03 -04:00
Jakub ZakrzewskiNicolò Lucchesimergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
effdea9a53 [MM][Mistral] Add compile support for Pixtral vision encoders (#57168)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-30 20:27:12 +08:00
almayneandLi, Jiang <jiang1.li@intel.com> 93dd80f636 [CPU] Conv1d optimised kernel for aarch64 (#54093)
Signed-off-by: Anna Mayne <anna.mayne@arm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
2026-09-30 20:23:42 +08:00
df5668e5c9 [XPU] Dispatch nn.LayerNorm to fused SYCL kernel via CustomOp (#57172)
Signed-off-by: Michal Ganczarenko <michal.ganczarenko@intel.com>
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-09-30 12:19:33 +00:00
Rukhaiya2004andLi, Jiang <jiang1.li@intel.com> 72e7874fa6 [Hardware][Power] Enable W4A16 (AWQ & GPTQ) quantization on POWER10 using VSX (#59149)
Signed-off-by: Rukhaiya <bibirukhaiya123@gmail.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
2026-09-30 19:44:48 +08:00
Jakub ZakrzewskiandCodex 5a4351ab09 [MM] Keep device input normalization fused when encoder compilation is enabled (#59195)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Codex <codex@openai.com>
2026-09-30 11:08:24 +00:00
0103a9b96f [Quantization] Add per-token NVFP4 CuTe-DSL MoE backend (#50030)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
2026-09-30 10:42:03 +00:00
Akash kaothalkarAkash kaothalkarAntigravityLi, Jiang <jiang1.li@intel.com>
d71f662606 [Bugfix][Model][CPU] Fix Mamba2 quantized in_proj weight and scale loading for TP >1 (#58083)
Signed-off-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Antigravity <antigravity@google.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
2026-09-30 17:59:02 +08:00
yhcheong (vllmellm) 16d4ac4ba3 [ROCm][MoE] Support MiMo-V2.6 MXFP4 on gfx942 (#58262)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-09-30 17:23:00 +08:00
Avishek GoswamiandAvishek Goswami fb91712b38 [Model] Make the BERT/RoBERTa embedding class a class attribute (#59348)
Signed-off-by: Avishek Goswami <avishek.goswami@ibm.com>
Signed-off-by: Avishek Goswami <86944690+GOavi101@users.noreply.github.com>
Co-authored-by: Avishek Goswami <avishek.goswami@ibm.com>
2026-09-30 08:57:21 +00:00
Alexandra Sidorova b81984879a [K2 Horizon] fold partial-RoPE permutation into q/k (and norm) weights (#55335)
Signed-off-by: Alexandra Sidorova <asidorov@amd.com>
2026-09-30 16:03:37 +08:00
cjackal 0a30bc3f9a [Model] Extend device-side mm normalization to GLM4V/GLM5Next (#55389)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-09-30 15:44:46 +08:00
Fangzhou AiandCursor Agent 77e8b02c8d [ROCm][Perf] Add opt-in a4w4 (FP4 activation) MoE for DeepSeek V4.1 on AITER (#58819)
Signed-off-by: fai <fangzhouai@gmail.com>
Signed-off-by: Fangzhou Ai <31551580+Fangzhou-Ai@users.noreply.github.com>
Co-authored-by: Cursor Agent (Claude Sonnet 5) <cursoragent@cursor.com>
2026-09-30 15:07:44 +08:00