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175 Commits
Author SHA1 Message Date
MOVZX e0fe5df731 Merge branch 'main' into patches 2026-10-17 08:06:56 +00:00
wangxiyuanClaude Opus 5.5Yifan Qiao
 		b544587408 [Core][Feat] Pluggable KVCacheConfigBuilder for platform/model-specific KV cache planning (#53558) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
 2026-10-16 23:16:47 +00:00
MOVZX 76df77c04e Merge branch 'main' into patches 
Signed-off-by: MOVZX <movzx@yahoo.com>
 2026-10-15 21:16:39 +07:00
Haiyu ZuoandKevin H. Luu ff5a91a456 [Feature][Model Loader] Apply model-owned MTP shard selection to RunAI ModelStreamer (#60759) 
Signed-off-by: 浩韵 <zuohaiyu.zhy@alibaba-inc.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
 2026-10-15 12:23:11 +08:00
Jiangyun ZhuClaude Opus 5.5mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 		2cc2e68d1c [Core][Mamba] Remove leftovers of mamba_cache_mode="all" (#60043) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <zhujiangyun@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-10-13 00:58:59 -07:00
Harry Huangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> c75cb63cd2 [Qwen4Exp] support Sequence Parallelism for Qwen3.8-Flash-Next (#56322) 
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-10-12 20:56:44 +08:00
MOVZX ac305c44cb Merge branch 'main' into patches 
Signed-off-by: MOVZX <movzx@yahoo.com>
 2026-10-09 17:41:13 +00:00
Harry MellorandClaude Opus 5.5 21d9758459 Remove Python 3.10 support now that it is EOL (#60402) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
 2026-10-08 02:30:52 -07:00
Jee Jee Li e3af5bf3ce [LoRA] Code cleanup (#60017) 
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
 2026-10-05 09:15:53 +00:00
MOVZX 2877121b2d Merge remote-tracking branch 'upstream/main' into patches 
Signed-off-by: MOVZX <movzx@yahoo.com>
 2026-10-03 21:59:03 +07:00
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
Jürgen SchmiedandClaude 03cae7837f [Spec Decode][Qwen4Exp] RecoverSSM for Qwen GDN and the PLE short conv 
With --use-replayssm and speculative decoding, Qwen4Exp's Gated DeltaNet layers verify the
draft window from a read-only checkpoint and keep a per-token replay record
[correction(V), normalized key(K), gate(1)] in fp32. After sampling, one commit replays the
accepted tokens and writes the recurrent state once (plus the block-boundary state in align
mode), instead of snapshotting the state after every draft position. The PLE dilated short
conv follows the same protocol (accepted-suffix compaction). num_speculative_blocks = 0,
so no per-draft Mamba blocks are reserved.

- GDN verify/commit kernels: model_executor/layers/mamba/gdn/recoverssm_gdn.py
- metadata/backends: v1/attention/backends/gdn_recoverssm.py, ple_recoverssm.py
- the verify reads strided q/k/v views of the conv output and writes in place
- builders declare AttentionCGSupport.NEVER: FULL_AND_PIECEWISE falls back to PIECEWISE;
  the fallback now also counts breakable CUDA graphs (empty splitting_ops, with or
  without torch.compile) as piecewise
  attention instead of dropping to NONE
- the generic Mamba metadata builder skips the Mamba2 ReplaySSM ring-buffer workspaces
  when --use-replayssm selects RecoverSSM (the PLE short conv uses that builder)
- tests: GDN verify/commit vs the native kernels (fp32 and bf16 state, align boundaries,
  mixed and ragged batches, extreme gates), PLE vs token-by-token decode, config selection

Signed-off-by: Jürgen Schmied <juergenschmied70@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-09-27 01:17:24 +02:00
Ashraf Bhuiyan 5113cf9d16 [Mypy] Fix mypy typing for Qwen and Qianfan models (#58046) 
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
 2026-09-26 14:31:51 +00:00
Taneem Ibrahim 2b8a5495a8 [Mypy] Fix mypy typing for N/O models (#54142) 
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
 2026-09-18 12:50:01 +01:00
Harry MellorandClaude Opus 5 651a88c09a [CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-16 10:57:24 -07:00
Harry MellorandClaude Opus 5 8c1557a79c Add pydocstyle to the ruff rules (#52136) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-16 16:44:29 +00:00
linitra24 9d4d9aa5bc [LoRA][Refactor] Unify multimodal LoRA token count hooks (#55071) 
Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
 2026-09-14 13:19:15 +00:00
Yunzhu LuandIsotr0py 442d36031c [MM][CG] Enable encoder CUDA Graph for MiniCPM-V (#42785) 
Signed-off-by: YunzhuLu <lucia.yunzhu@gmail.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
 2026-09-10 06:28:48 +00:00
Harry MellorandClaude Opus 5 42d76ee35a [Docs] Fix griffe docstring indentation warning in SupportsMRoPE (#56112) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-09 10:11:40 -07:00
Harry MellorandClaude Opus 5 719284fe15 [Core][Model] Unify XD-RoPE into M-RoPE and derive the channel count (#56078) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-09 09:23:30 -07:00
yongqinwang-cmdCursorWentao Ye
 		d87a440f88 [Core][MRV2] Support eagle3 spec decode with pipeline parallel (#50514) 
Signed-off-by: Yongqin Wang <yongqinwang@roblox.com>
Co-authored-by: Cursor <noreply@cursor.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-09-05 11:45:34 +08:00
+5
Harry Huangzjy0516KungYorkThien TranYifan Qiaoandyluo7Isotr0pyandyluo7OpenAI Codexlishunyang12Vadim GimpelsonIsotr0pyLucas WilkinsonClaude Opus 5OpenAI Codex
 		e126687a9a [Model] Support Qwen3.8-Flash-Next (#53896) 
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: lishunyang12 <lishunyang03@gmail.com>
Signed-off-by: Harry Huang <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: KungYork <firelikest@163.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: andyluo7 <43718156+andyluo7@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: andyluo7 <andy.luo@amd.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: lishunyang12 <lishunyang03@gmail.com>
Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
 2026-08-31 05:57:56 +00:00
Oxana KorzhandClaude Opus 5 fb68025138 [Bugfix][MRV2] Release model and KV cache on in-process engine shutdown (#54162) 
Signed-off-by: Oxana Korzh <okorzh@amd.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-28 22:09:08 -07:00
Taneem IbrahimandWentao Ye 21fa2c5a2a [Mypy] Fix mypy typing for model interfaces and H/I models (#54079) 
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-08-28 16:49:19 -04:00
ray24777Claude Opus 5Isotr0pymergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 		61d4f56635 [Offloader] Offload submodules that make_layers never reaches (#53120) 
Signed-off-by: ray24777 <103923677+ray24777@users.noreply.github.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-08-26 18:37:00 +08:00
linitra24 e85d1b69cf [Bugfix][LoRA] Use an explicit capability flag for tower connector LoRA (#53092) 
Signed-off-by: linitra24 <Joy25810@foxmail.com>
 2026-08-21 09:45:54 +00:00
Harry Mellor 1fe3a1571a Reduce AutoWeightsLoader kwargs (#53106) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-08-20 15:40:11 +00:00
Jiangyun ZhuOpenAI CodexBenjamin Chislettmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 		70afdedc10 [K3] support recoverssm for K3 (#51855) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-08-17 19:34:14 +08:00
Tiezhen WANGBeto de PaolaGiancarlo DelfinJee Jee LiClaude Opus 5Jee Jee Lizixi-qi
 		6adad08767 Add Muse Glimmer model support (#51655) 
Signed-off-by: Tiezhen Wang <tiezhen@inferact.ai>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: zixi-qi <zixi@inferact.ai>
Co-authored-by: Beto de Paola <betodepaola@meta.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: zixi-qi <zixi@inferact.ai>
 2026-08-14 12:28:56 +08:00
linitra24Jee Jee Lilinitra24
 		95c9144424 [LoRA][Gemma4] Support vision tower LoRA (#42662) 
Signed-off-by: bk-201 <joy25810@foxmail.com>
Signed-off-by: linitra24 <Joy25810@foxmail.com>
Signed-off-by: linitra24 <joy25810@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: linitra24 <joy25810@gmail.com>
 2026-08-13 22:07:43 +08:00
Julien Debache ae934ba8a5 feat: extended EPLB support for Mistral Large 3 and additional MoE backends (#48355) 
Signed-off-by: jdebache <jdebache@nvidia.com>
 2026-08-07 05:32:52 -07:00
Wentao Ye adc3e03517 [Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-08-06 19:30:15 +00:00
wang.yuqiandCyrus Leung 2fa490470d [Model] Fused mm preprocess normalisation on the Device (#50411) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2026-08-06 03:11:14 -07:00
Raphaël Rialland 4a3447d200 [Bugfix][Model Runner V2] Restore multimodal draft capability detection (#50417) 
Signed-off-by: Raphael Rialland <raphael.rialland@mistral.ai>
 2026-08-03 14:18:14 -07:00
Isotr0pyandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> e2fa28594f [1/N] Unify multiple-path encoder cuda graph support (#49934) 
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-08-02 10:33:23 +08:00
+13
Jiangyun ZhuIsotr0pyThien TranBugen ZhaoYongye ZhuZiming HuangRoger WangIsotr0pyaoshen02Woosuk KwonJee Jee Liaoshen02Summer YangKevin H. LuuBowen WanggnovackNick HillYifan QiaoxiaozhoupyRoy WangJeff MaCodexWei Zhao
 		aeeb36b1f1 [New model] Kimi K3 (#50000) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
 2026-07-30 03:49:58 -07:00
christian 9d1aa4dda8 [Frontend] Add diarized_json support for MOSS-Transcribe-Diarize (#48543) 
Signed-off-by: Lucas Christian <lucaschgf7@gmail.com>
 2026-07-29 23:24:30 +00:00
nvbfalk 60915c972c [Feature] Add VidCom2 video token pruning (#47750) 
Signed-off-by: Benedikt Falk <bfalk@nvidia.com>
 2026-07-28 03:20:17 +00:00
Johnny-LiouClaude Opus 4.8mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>tomeras91Cyrus Leung
 		866fea2b99 [Kernel] ReplaySSM: cache SSM inputs for faster Mamba2 standard decode (#48018) 
Signed-off-by: Johnny-Liou <a897111@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-07-24 09:39:49 -07:00
JooHo LeeandJooHo Lee a07765c6bd [Bugfix] Fix Qwen3-ASR transcription streaming postprocessing (#42478) 
Signed-off-by: JooHo Lee <BWAAEEEK@users.noreply.github.com>
Signed-off-by: JooHo Lee <jooho414@gmail.com>
Co-authored-by: JooHo Lee <BWAAEEEK@users.noreply.github.com>
 2026-07-09 00:33:27 -07:00
Harry Mellor 5051698e41 Remove unnecessary load_weights methods (#44589) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-29 01:52:23 -07:00
Harry Mellor d8eb734d94 Fix Transformers backend FP8 MoE and remove some boilerplate (#46820) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-27 00:16:05 +01:00
Nick Hillandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 84c62e1cbd [Model Runner V2][MM] Support EVS (#46535) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-06-24 10:18:56 -04:00
Martin Hickey ccd49f6821 [MyPy] Fix mypy for vllm/lora (#41722) 
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
 2026-06-22 10:57:09 -04:00
Shanshan ShenRoger WangIsotr0py
 		ad32608e24 [MM][Perf][CG] Support dual-path ViT full CUDA graph for DeepSeek-OCR (#43586) 
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-06-16 04:35:20 -07:00
yiheng bd2d83ff31 [SpecDecode] Reduce TP communication for large-vocab draft models speculative decoding (#39419) 
Signed-off-by: EanWang211123 <wangyiheng@sangfor.com.cn>
 2026-06-10 07:59:24 +00:00
Shanshan Shen 8fb0274415 [MM][CG] Simplify ViT CUDA graph interfaces (#44484) 
Signed-off-by: shen-shanshan <467638484@qq.com>
 2026-06-08 05:57:06 +00:00
Weida Hong dfe8ba7c80 Adjust design around encoder_cudagraph_forward (#42288) 
Signed-off-by: Weida Hong <wdhongtw@google.com>
 2026-05-29 03:02:52 +00:00
Isotr0py f0feb15e7f [Multimodal] Simplify ViT CUDA graph interfaces (#41234) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-05-22 22:31:00 +08:00
Soyaazz 990f49bdcb [MM][CG] Enable encoder Cudagraph for Step3VL (#42224) 
Signed-off-by: JisoLya <523420504@qq.com>
Signed-off-by: Soyaazz <523420504@qq.com>
 2026-05-17 20:19:13 -07:00