Commit Graph
6483 Commits
Author SHA1 Message Date
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
Harshal AdhavCursorLi, Jiang <jiang1.li@intel.com>
5faf81a429 [CPU][Whisper] Support W4A16 quantized Whisper on the CPU WNA16 kernel (#58268)
Signed-off-by: Harshal Adhav <harshal.adhav@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
2026-09-30 13:52:53 +08:00
Fabian Joswigandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 1117140edb [Bugfix][Model] Fix DiffusionGemma silently freezing attention mask under CUDA graph replay (#51994)
Signed-off-by: Fabian Joswig <fjosw@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-30 05:34:26 +00:00
42d9f8ccdb support rl feature : weight checker (#51350)
Signed-off-by: shiyuan680 <yangcheng104@huawei.com>
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: shiyuan680 <yangcheng104@huawei.com>
Co-authored-by: Ronald1995 <ronaldautomobile@163.com>
Co-authored-by: DeepSeek Harness <noreply@deepseek.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-09-30 03:13:43 +00:00
a8e069f81b [Bugfix][MiniMax M3] Share target embeddings with MTP under PP (#58648)
Signed-off-by: Peiyuan Zhou <peiyuanzhou1994@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-09-29 20:04:10 -07:00
Matthew BonanniandClaude Opus 5.5 2798f66860 [Bugfix][HiSparse] Resolve MTP verification rows with a union residency kernel (#59235)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-09-30 03:01:45 +00:00
Lio Einaudiandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 4e0a414c44 [Kernel][Perf] Add TP=2/4/8 per-rank shapes to the sm_120 batch-invariant matmul table (#58495)
Signed-off-by: LioEinaudi <zhao3024667639@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-29 23:51:50 +00:00
9a190f142c [Mypy] Fix mypy typing for Zamba2 models (#58255)
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-09-29 18:13:52 +00:00
467d81d9a0 [ROCm] Upgrade MoRI version on rocm dockers required for WideEP DP16 DI CI enablement and fixes for combine API (#56073)
Signed-off-by: Shiksha Patel <shiksha.patel@amd.com>
Signed-off-by: lcskrishna <lollachaitanya@gmail.com>
Co-authored-by: shikamd123 <shikpate@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-29 18:07:31 +00:00
f5ed3d9c03 [Fast Start] Charge daemon-held weights against gpu_memory_utilization (#57298)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Xun Sun <UNIDY2002@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Xun Sun <UNIDY2002@outlook.com>
2026-09-29 17:58:35 +00:00
Ashraf BhuiyanandWentao Ye 2454b5a4f0 [Mypy] Fix mypy typing for Whisper models (#58254)
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-09-29 17:10:28 +01:00
f4917dadc8 [Bugfix][Quantization] Stop sleep(level=2) from zeroing compressed-tensors KV scales (#57163)
Signed-off-by: AlanFokCo <alanfok2868@gmail.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-09-29 15:34:15 +00:00
Giulio De Pasquale 8aaeef343a [Bugfix][MiMo] Declare embedding_fields so an EPD pair can serve images (#58938)
Signed-off-by: Giulio De Pasquale <git@depasquale.giugl.io>
2026-09-29 23:33:01 +08:00
af5b4857e1 [Fast Start] Support PP (#55477)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Xun Sun <UNIDY2002@outlook.com>
2026-09-29 09:37:43 +00:00
yhcheong (vllmellm) 77e52645e9 [Bugfix][Model] MiMo: keep fused fp8 qkv_proj pairing state across weight-loading calls (#58142)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-09-29 09:37:20 +00:00
Chauncey 3e2a7e74a5 [Feat][Model] Enable KDA prefill checkpoints for GLM-5.3-Flash (#56960)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2026-09-29 09:14:30 +00:00
Jakub ZakrzewskiandOpenAI Codex 70dc122f81 [MM] Enable device normalization for Llama Nemotron VL Embed/Rerank (#57928)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-09-29 08:33:52 +00:00
Jakub ZakrzewskiOpenAI CodexOpenAI Codexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
d86cf91240 [MM][Mistral3] Image preprocessing optimization (#57531)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-29 06:53:38 +00:00
63b9931b73 [ROCm][DSv4.1] Paged MXFP4 sparse indexer on aiter's MQA-logits kernel (#58671)
Signed-off-by: Mehmet Cagri Kaymak <mehmet.kaymak@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
2026-09-29 14:37:57 +08:00
debanshd 13c8589b86 fix: return loaded parameters in Aria load_weights (#57476)
Signed-off-by: Debanshu Das <debanshu@google.com>
2026-09-29 04:05:07 +00:00
Daniel M. García-Ocaña Hernández 295a0b8d64 [Bugfix][Multimodal] Fix flat/scoped mm_processor_kwargs merge and resolution (#56372)
Signed-off-by: Daniel M. García-Ocaña Hernández <danielgarciaocana@gmail.com>
2026-09-29 03:58:39 +00:00
cjackalandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 491f44adfa [Model] Extend device-side mm normalization to Qwen3VL/Qwen3.5/Qwen4Next (#51289)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-29 11:44:54 +08:00
Isotr0pyandcjackal 07f1ba2ec6 [Multimodal] Remove processsor fallback for fused input norm params resolve (#59073)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-09-29 03:33:43 +00:00