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122 Commits

Author SHA1 Message Date
Cyrus Leung
64bc09ba27
[Core] Enable inputs_embeds_size separate from hidden_size (#29741) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-30 17:31:12 +08:00
Benjamin Chislett
1986de1375
[Perf] Optimize EAGLE prepare_inputs_padded with triton kernels (#28597) 
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
 2025-11-28 22:25:05 +00:00
Didier Durand
fae6943068
[Doc]: fixing typos in multiple files. (#29685) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-11-28 08:41:41 -08:00
Cyrus Leung
9e6bcda3ac
[mypy] Enable type checking for more directories (#29674) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-28 08:39:27 -08:00
EanWang211123
37b15e97e8
[Multimodal][Speculative Decoding]Eagle3 mm support, enablement on qwen3vl (#29594) 
Signed-off-by: Tsai, Louie <louie.tsai@intel.com>
Signed-off-by: EanWang211123 <wangyiheng@sangfor.com.cn>
Co-authored-by: Louie Tsai <louie.tsai@intel.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-11-27 22:05:45 -08:00
Matthew Bonanni
fc1d8be3dc
[Attention] Update attention imports (#29540) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-11-27 11:19:09 -05:00
Eldar Kurtić
0231ce836a
Revert back to torch.equal over torch.allclose from #28819 (#29086) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
 2025-11-25 14:23:38 +00:00
Rémi Delacourt
12c007e288
EAGLE Support DP>1 (#26086) 
Signed-off-by: Rémi Delacourt <remi@mistral.ai>
Signed-off-by: Rémi Delacourt <54138269+Flechman@users.noreply.github.com>
Signed-off-by: remi <remi@mistral.ai>
 2025-11-25 07:32:21 +00:00
Hanjie Qiu
5f9679a43b
[Spec Decode] Add support for EAGLE3 heads that do not use_aux_hidden_states (#27688) 
Signed-off-by: hjjq <hanjieq@nvidia.com>
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
 2025-11-24 20:13:12 -05:00
Lucas Wilkinson
30d6466238
[BugFix] Fix Eagle IndexError: list index out of range for even num_speculative_tokens (#29102) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-11-22 00:47:05 +00:00
Jialin Ouyang
30b9c67743
Revert "[Redo] #26368 (#28771)" (#29121) 
Signed-off-by: Jialin Ouyang <Jialin.Ouyang@gmail.com>
 2025-11-20 21:27:45 -08:00
Zhewen Li
93c8672ceb
[Bugfix] Fix spec decode memory regression after #28549 (#28819) 
Signed-off-by: zhewenli <zhewenli@meta.com>
 2025-11-20 19:05:50 +08:00
Izzy Putterman
02f5903b84
Eagle: MM Cuda Graphs with MRope (#28896) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-11-19 15:01:05 -05:00
Ronald
d8874c61a5
[Core] Async Scheduling X Spec Decoding Compatibility (#24799) 
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com>
 2025-11-17 12:16:20 -08:00
Eldar Kurtić
e439c784fa
Add support for Eagle with separate lm-head and embed_tokens layers (#28549) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
 2025-11-15 06:12:02 -08:00
Cyrus Leung
98b4d389ed
[Redo] #26368 (#28771) 
Signed-off-by: Jialin Ouyang <Jialin.Ouyang@gmail.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Jialin Ouyang <Jialin.Ouyang@gmail.com>
 2025-11-14 22:47:41 -08:00
Nick Hill
ac86bff8cb
Revert "[Core] Performance: Use list[np.ndarray] instead of list[list… (#28773) 2025-11-14 20:24:00 -08:00
Jialin Ouyang
186352b270
[Core] Performance: Use list[np.ndarray] instead of list[list[int]] for output tokens for GC optimization (#26368) 
Signed-off-by: Jialin Ouyang <Jialin.Ouyang@gmail.com>
 2025-11-14 16:04:04 -08:00
Harry Mellor
97d1c99302
Rename clashing method names for vLLM model protocol (#27583) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-12 19:14:33 -08:00
Matthew Bonanni
b30dfa03c5
[Attention] Refactor CUDA attention backend selection logic (#24794) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-11-11 07:40:44 -05:00
Ilya Markov
e50c454672
[BugFix] Support EP/DP + EPLB with MTP (#25311) 
Signed-off-by: ilmarkov <markovilya197@gmail.com>
Signed-off-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
 2025-11-05 15:22:17 +00:00
yt0428
05cae69f0f
[model] Add support for openPangu_Ultra_MoE (#27521) 
Signed-off-by: yuantao <2422264527@qq.com>
Signed-off-by: yt0428 <51468697+yt0428@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-04 08:17:20 -08:00
Aurick Qiao
2c19d96777
[Spec Decode] Integrate Suffix Decoding from Arctic Inference (#25784) 
Co-authored-by: Aurick Qiao <aurick.qiao@snowflake.com>
 2025-11-03 09:23:31 -08:00
Haco
d811b442d3
[Bugfix] DeepSeek V3.2 MTP metadata & CUDA graph issues (#26779) 
Signed-off-by: xiaohajiayou <923390377@qq.com>
 2025-11-01 10:52:43 -04:00
fhl2000
284cc92275
[MISC] cudagraph_capture_sizes related improvements (#26016) 
Signed-off-by: fhl <2410591650@qq.com>
Signed-off-by: fhl2000 <63384265+fhl2000@users.noreply.github.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-24 05:11:05 -07:00
Jonathan Chen
ca76486a16
[Chore] Separate out vllm.utils.platform_utils.py (#27374) 
Signed-off-by: Jonathan <chenleejonathan@gmail.com>
 2025-10-23 19:08:06 +00:00
Giancarlo Delfin
6644796bf4
[V1][spec decode] return logprobs for spec decoding (#26060) 
Signed-off-by: Giancarlo Delfin <gdelfin@meta.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-10-22 22:59:59 -07:00
Nicolò Lucchesi
b26b70bec4
[Misc] Refactor get_kv_cache_spec into AttentionLayerBase (#26587) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2025-10-18 13:51:21 +00:00
Pradyun92
acedc74b1a
[V1][Spec Decode] Fix greedy temperature detection after sampler refactor (#27077) 
Signed-off-by: Pradyun Ramadorai <pradyunr@amazon.com>
Co-authored-by: Pradyun Ramadorai <pradyunr@amazon.com>
 2025-10-17 13:27:47 -07:00
Morrison Turnansky
96b9aa5aa0
[Frontend][torch.compile] CompilationConfig Overhaul (#20283): name change compilation level to compilation mode, deprecation compilation level (#26355) 
Signed-off-by: morrison-turnansky <mturnans@redhat.com>
Signed-off-by: Morrison Turnansky <mturnans@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-10-15 02:51:16 +00:00
Harry Mellor
8fcaaf6a16
Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Vadim Gimpelson
e94cfd51da
[BUG] Qwen3-next MTP. Fix attn metadata build bug (#26564) 
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
 2025-10-10 14:59:03 -04:00
Lucas Wilkinson
29255cfc3b
[Spec-Decode] Support piecewise cudagraphs for Eagle head (#25109) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com>
 2025-10-10 01:20:31 -04:00
Ming Yang
3b736e1c38
[Attention][DCP] Support DCP with query length > 1 (MTP) with FA3 (#25049) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
 2025-10-09 08:06:29 -07:00
Naveenraj Kamalakannan
e614ab7806
Separate MLAAttention class from Attention (#25103) 
Signed-off-by: Naveenraj Kamalakannan <therealnaveenkamal@gmail.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-10-08 17:11:11 -07:00
7mile
b2ea5ba677
[Bugfix][Spec Decode] Fix wrong valid_mask for padded speculation when chunked prefill occurs (#26231) 
Signed-off-by: seven-mile <i@7li.moe>
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
 2025-10-06 18:24:22 +00:00
Harry Mellor
d6953beb91
Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Lucia Fang
001e50c92c
[Model] MTP fallback to eager for DeepSeek v32 (#25982) 
Signed-off-by: Lu Fang <fanglu@fb.com>
 2025-10-01 01:53:22 +00:00
Yongye Zhu
fa7e254a7f
[New Model] DeepSeek-V3.2 (Rebased to Main) (#25896) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Lucia Fang <fanglu@meta.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Lucia Fang <116399278+luccafong@users.noreply.github.com>
Co-authored-by: Lucia Fang <fanglu@meta.com>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Siyuan Fu <siyuanf@nvidia.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Xiaozhu Meng <mxz297@gmail.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-09-30 17:14:41 +08:00
Kunshang Ji
143844fa43
[XPU]Fix xpu spec decoding UTs, avoid using cuda graph (#25847) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2025-09-29 05:15:10 +00:00
Cyrus Leung
27d7638b94
[Bugfix] Merge MM embeddings by index instead of token IDs (#16229) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-09-27 08:15:12 +00:00
WeiQing Chen
f1d53d150c
[Multimodal][Speculative Decoding]Eagle Eagle3 mm support, enablement on qwen2.5vl (#22872) 
Signed-off-by: Junhong <liujunhong11@huawei.com>
Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com>
Co-authored-by: Junhong <liujunhong11@huawei.com>
Co-authored-by: LJH-LBJ <98734602+LJH-LBJ@users.noreply.github.com>
 2025-09-27 03:35:47 +00:00
Jonas M. Kübler
6f5c0931c1
[Spec decode] automatically disable mm for text-only draft models (#25667) 
Signed-off-by: Jonas Kuebler <kuebj@amazon.com>
 2025-09-27 08:10:21 +08:00
qizixi
c70ac4b8ff
[spec decode] Consolidate speculative decode method name for MTP (#25232) 
Signed-off-by: zixi-qi <qizixi@meta.com>
 2025-09-26 22:27:05 +00:00
yitingdc
3edf87d25f
[CI/Build] fix doc build warning: Failed to get 'name: description' pair (#25733) 
Signed-off-by: yiting.jiang <yiting.jiang@daocloud.io>
 2025-09-26 01:18:02 -07:00
Ekagra Ranjan
e71b8e210d
[Spec Decode] Add Batch Parallel Ngram. Upto 8x lower overhead. (#24986) 
Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-09-25 15:22:03 -07:00
XuruiYang
845adb3ec6
[Model] Add LongCat-Flash (#23991) 
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
 2025-09-24 21:53:40 -07:00
Woosuk Kwon
e6750d0b18
[V0 Deprecation] Remove unused classes in attention (#25541) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>
 2025-09-24 13:24:40 -07:00
Benjamin Chislett
c30b405b8f
[Spec Decode] Enable FlashInfer Spec Decoding (#25196) 
Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai>
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: lhsjohn <huashuoli@tencent.com>
 2025-09-23 22:29:58 -04:00
jiahanc
d5944d5146
[Speculators][Speculative Decoding] Fix gpt-oss eagle3 accuracy issue (#25406) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-09-23 15:44:35 -04:00