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3934 Commits

Author SHA1 Message Date
Patrick von Platen
15e0bb9c42 [Streaming -> Realtime] Rename all voxtral related classes, fn, files (#33415) 
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
 2026-01-31 04:49:00 +00:00
Matthew Bonanni
aaa901ad55 [Attention] Move MLA forward from backend to layer (#33284) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-30 19:30:00 -08:00
Wentao Ye
010ec0c30e [Deprecation] Deprecate seed_everything and scatter_mm_placeholders in v0.15 (#33362) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-31 02:54:16 +00:00
Gregory Shtrasberg
31aedfe7d6 [Bugfix][ROCm] Fixing the skinny gemm dispatch logic from #32831 (#33366) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2026-01-30 19:05:23 -06:00
Michael Goin
67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 16:37:42 -08:00
Pavani Majety
c3a9752b0c [Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2026-01-30 10:30:46 -08:00
xuebwang-amd
f451b4558b [Quantization][ROCm] Fix MoE weight loading to be robust (Qwen3_MoE/Qwen3_next as example models) (#33173) 
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
 2026-01-30 17:50:23 +00:00
Vasiliy Kuznetsov
3f96fcf646 fix QERL attention import path (#33432) 
Signed-off-by: vasiliy <vasiliy@fb.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-01-30 09:29:09 -08:00
Michael Goin
fd0e377244 Support FP8 block quant for CompressedTensorsW8A16Fp8 (#33280) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 11:15:20 -05:00
Kyle Sayers
f857a03f6b [QeRL] Layerwise Reloading (#32133) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-01-30 08:50:05 -07:00
Frank Wang
8f5d51203b Disable Cascade Attention for Batch Invariance (#32561) 
Signed-off-by: frankwang28 <frank.wbb@hotmail.com>
Signed-off-by: Frank Wang <41319051+frankwang28@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-01-30 10:00:46 -05:00
Julien Denize
8e2ad97ad0 [BUGFIX] Pixtral cannot be loaded with --limit-mm-per-prompt 0 (#33406) 
Signed-off-by: juliendenize <julien.denize@mistral.ai>
 2026-01-30 02:52:02 -08:00
Patrick von Platen
10152d2194 [Realtime API] Adds minimal realtime API based on websockets (#33187) 
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
 2026-01-30 18:41:29 +08:00
杨朱 · Kiki
1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332) 
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-30 01:56:59 -08:00
tianshu-Michael-yu
f45870b53f fix: allow LFM2 MoE prefix caching (align) (#33376) 
Signed-off-by: Tianshu Yu <tianshuyu.formal@gmail.com>
 2026-01-30 08:23:14 +00:00
hujiaxin0
ba45bedfd1 [model] Add support for openPangu7B-VL (#32449) 
Signed-off-by: hujiaxin <524446785@qq.com>
Signed-off-by: Emilie1001 <79921183+Emilie1001@users.noreply.github.com>
Co-authored-by: Emilie1001 <79921183+Emilie1001@users.noreply.github.com>
 2026-01-30 15:54:27 +08:00
Harry Mellor
9432ed8c7e Explicitly set return_dict for apply_chat_template (#33372) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-30 07:27:04 +00:00
Isotr0py
8bfc8d5600 [Models] Refactor Kimi-K2.5 weight loading (#33346) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-30 05:31:20 +00:00
Wang Haoyu
c46b0cd0af [Model][Multimodal] Add explicit MusicFlamingo adapter (#32696) 
Signed-off-by: WangHaoyuuu <mailwhaoyu@gmail.com>
 2026-01-30 11:01:29 +08:00
Michael Goin
bfb9bdaf3f [Bugfix] Enable Triton MoE for FP8 per-tensor dynamic (#33300) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-29 12:15:17 -08:00
danisereb
8e2a469b3b Add Triton fused MoE config for B200 (Nemotron Nano) (#32804) 2026-01-29 19:21:33 +00:00
CarstyYou
23591e631e [Bugfix][Kernel] Fix negative memory offset in GDN Triton kernel (#33326) 
Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
 2026-01-29 10:40:11 -08:00
Linda
0493d897c4 [NVIDIA] [feat] Integrate flashinfer Trtllmgen bf16 moe (#32954) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2026-01-29 10:00:13 -08:00
Cyrus Leung
831453fcef [Chore] Move MediaConnector to vllm.multimodal.media (#33324) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-29 16:54:31 +00:00
Isotr0py
5e73e4900c [Bugfix] Fix broken GLM-OCR initialization (#33350) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-29 07:56:05 -08:00
sthWrong
17b17c0684 [Backport] [Kimi-K2.5] Replace torch.cuda with current_platform for d… (#33320) 2026-01-29 12:29:17 +00:00
Roger Wang
8b3f0a99dd [Models] Qwen3-ASR (#33312) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2026-01-29 19:27:15 +08:00
zofia
a5aa4d5c0f [Quantization][Refactor] use platform dict to choose kernel (#33130) 
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
 2026-01-29 10:44:58 +00:00
Isotr0py
5400014d55 [Chore] Remove use_data_parallel kwargs from ViT implementation (#33310) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-29 10:20:52 +00:00
amirkl94
e01ff5c070 Bugfix: Pass router logits dtype in nemotron shared experts (#32669) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
 2026-01-29 09:36:34 +00:00
whx
08b1195e62 [PluggableLayer][2/N] Apply PluggableLayer to linear layers (#33152) 
Signed-off-by: whx-sjtu <2952154980@qq.com>
 2026-01-29 16:53:15 +08:00
Ilya Markov
53fc166402 [BugFix] Fix EPLB fail for MoeFP4 model with Marlin backend (#33262) 
Signed-off-by: ilmarkov <markovilya197@gmail.com>
 2026-01-29 16:52:11 +08:00
Didier Durand
31b25f6516 [Doc]: fixing multiple typos in diverse files (#33256) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Signed-off-by: Didier Durand <2927957+didier-durand@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-29 16:52:03 +08:00
wang.yuqi
abb34ac43a [Bugfix] Fix Qwen3-VL-Reranker load. (#33298) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-29 08:42:53 +00:00
Kiersten Stokes
9e138cb01d [Misc][Build] Lazy load cv2 in nemotron_parse.py (#33189) 
Signed-off-by: kiersten-stokes <kierstenstokes@gmail.com>
 2026-01-29 06:55:50 +00:00
Cyrus Leung
51550179fc [Refactor] Define MM data parser in processing info instead of processor itself (#33260) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-29 13:55:17 +08:00
Angela Yi
07ea184f00 [ez] Delete more torch version checks <= 2.8 (#33288) 
Signed-off-by: angelayi <yiangela7@gmail.com>
 2026-01-29 05:28:46 +00:00
Michael Goin
141cd43967 [UX] Remove noisy CT UnquantizedLinearMethod warn (#33273) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-28 16:09:30 -08:00
Angela Yi
4197168ea5 [ez] Remove checks for torch version <= 2.8 (#33209) 
Signed-off-by: angelayi <yiangela7@gmail.com>
 2026-01-28 16:03:56 -05:00
Rohan Potdar
59bcc5b6f2 Use aiter triton fused_add_rmsnorm_pad for gpt-oss (#30976) 
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
 2026-01-28 20:47:47 +00:00
Robert Shaw
af9b69f977 [Quantization][Deprecation] Remove Marlin 24 (#32688) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 15:54:59 +00:00
Robert Shaw
247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683) 
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>
 2026-01-28 11:06:22 +00:00
Harry Mellor
f1acbd68c5 [CI] Enable mypy import following for vllm/compilation (#33199) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 08:59:54 +00:00
ramos
36d450e3b8 Adds FunAudioChat multimodal audio model support (#2) (#33058) 
Signed-off-by: ramos <49182011+nemoramo@users.noreply.github.com>
Signed-off-by: mayufeng <mayufeng@example.com>
Co-authored-by: mayufeng <mayufeng@example.com>
 2026-01-28 05:18:09 +00:00
Harry Mellor
35fb0b8613 Don't use min_pixels/max_pixels from Qwen2VL's processor (#33208) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 05:02:08 +00:00
Harry Mellor
2eb673a088 Add flake8-implicit-str-concat rules to Ruff (#33191) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 04:56:10 +00:00
Richard Zou
d9aa39a3bb [torch.compile] Speed up MOE handling in forward_context (#33184) 
Signed-off-by: Richard Zou <zou3519@gmail.com>
 2026-01-27 15:17:54 -08:00
Matthew Bonanni
1cbccb6dba [Attention] Use has_flashinfer helper (#33177) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-27 18:33:17 +00:00
Iris
bd92089d33 feature: support eagle3 for HunyuanVL & Hunyuan (#33035) 
Signed-off-by: irisliu10 <601012173@qq.com>
Signed-off-by: Iris <38269816+irisliu10@users.noreply.github.com>
 2026-01-27 17:55:48 +00:00
IriKa
66e601ef79 Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076) 
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
 2026-01-27 11:04:05 -05:00