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8283 Commits
Author SHA1 Message Date
jthomson04 1528e079e2 [Perf] Avoid pageable HtoD transfer in MinTokensLogitsProcessor (#29826) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
 2025-12-02 21:25:52 +00:00
Copilotcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>ProExpertProgLuka GovedičLuka Govedič
 		1c593e117d Fix boolean nested params, add dict format support, and enhance plotting for vllm bench sweep (#29025) 
Signed-off-by: Luka Govedič <luka.govedic@gmail.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: ProExpertProg <11367180+ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <luka.govedic@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-12-02 20:40:56 +00:00
Navanit Dubey a2b053dc85 feat(model): Add BitsAndBytes quantization support for Qwen3-Omni-MoE (#29896) 
Signed-off-by: navanit-git <navanitdubey@gmail.com>
 2025-12-02 19:28:35 +00:00
Matthew Bonanni 1d93f11675 [Attention][CUDAGraph] Remove CG padding from attention backends (#29352) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-12-02 13:48:08 -05:00
Isotr0py 63b1da76ba [Chore]: Reorganize gguf utils funtions under transformers_utils (#29891) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-12-02 17:33:23 +00:00
Andrew XiaandAndrew Xia 52cb349fc0 [responsesAPI][3] ResponsesParser to set up non harmony MCP (#29413) 
Signed-off-by: Andrew Xia <axia@fb.com>
Co-authored-by: Andrew Xia <axia@fb.com>
 2025-12-02 11:24:45 -05:00
Isotr0pyandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 0ec8422171 [Bugfix] Fix incorrect channel order for idefics3 in edge case (#29881) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-02 16:03:52 +00:00
Matthew BonanniandBenjamin Chislett 51c57b51dd [Bugfix] Fix DeepSeek R1 MTP weight loading (#29545) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
 2025-12-02 15:52:18 +00:00
ImaGoodFellaandCyrus Leung 60c3d413af [Multimodal][Core] Optimize multimodal preprocessing cache by hashing image bytes instead of pixel values (#29621) 
Signed-off-by: Rahul Steiger <rasteiger@ethz.ch>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-12-02 21:49:02 +08:00
Cyrus Leung 68ffbca7e4 [Chore] Use tokenizer.encode and tokenizer.decode directly (#29851) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-02 12:30:40 +00:00
Harry Mellor 951445a52d Remove default values from InitVars so that they're not stored (#29859) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-02 12:16:37 +00:00
Julien DenizeRoger WangMickael Seznec
 		d8c6210eea Add Mistral Large 3 and Ministral 3 (#29757) 
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
Signed-off-by: Julien Denize <40604584+juliendenize@users.noreply.github.com>
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Mickael Seznec <mickael@mistral.ai>
 2025-12-02 10:29:00 +00:00
Boyuan Feng 70fb77b4dc [BugFix] add max-num-batched-token to scheduler hash (#29829) 
Signed-off-by: Boyuan Feng <boyuan@meta.com>
 2025-12-02 08:55:02 +00:00
Boyuan Feng 3b221cb661 [BugFix] respect VLLM_LOGGING_LEVEL in logger (#29761) 
Signed-off-by: Boyuan Feng <boyuan@meta.com>
 2025-12-02 07:49:16 +00:00
Wushi Dong 0037b5746a [Core] Eliminate redundant is_encoder_decoder lookups (20-40us/step) (#29800) 
Signed-off-by: Wushi Dong <dongws@meta.com>
 2025-12-02 07:08:07 +00:00
Harry Mellor f5b0846ba0 Fix some Transformers nightly tests (#29802) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-02 07:05:27 +00:00
Shengqi Chen 4b612664fd [CI] Renovation of nightly wheel build & generation (take 2) (#29838) 
Signed-off-by: Shengqi Chen <harry-chen@outlook.com>
 2025-12-01 22:17:10 -08:00
Cyrus Leung 653591d5e7 [Chore] Move tokenizer initialization methods (#29793) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-02 13:33:37 +08:00
usberkeley 81fe3f82af [BugFix] Fix index error in ngram_proposer (#29779) 
Signed-off-by: Bradley <bradley.b.pitt@gmail.com>
 2025-12-02 04:48:11 +00:00
Johnny Yang f441d36cee Add missing return in _check_vllm_model_embed_input_ids (#29834) 
Signed-off-by: Johnny Yang <johnnyyang@google.com>
 2025-12-01 19:22:50 -08:00
Seiji Eicherandrongfu.leng 22274b2184 [Misc] Add ReplicaId to Ray metrics (#24267) 
Signed-off-by: Seiji Eicher <seiji@anyscale.com>
Co-authored-by: rongfu.leng <1275177125@qq.com>
 2025-12-02 03:21:44 +00:00
Wei Wei fc95521ba5 [Misc] Throw error on unintended access to scheduler_config.max_model_len (#29771) 
Signed-off-by: Wei Wei <wwei6@meta.com>
 2025-12-02 10:58:44 +08:00
Zhuohan LiandNick Hill d0cd728907 [Core] Support reseting all running requests' KV while calling reset_prefix_cache (#28827) 
Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-12-02 02:25:05 +00:00
Andrew XiaandAndrew Xia fa8804ad9c [responsesAPI][4] fix responseOutputItem Kimi K2 thinking bug (#29555) 
Signed-off-by: Andrew Xia <axia@fb.com>
Co-authored-by: Andrew Xia <axia@fb.com>
 2025-12-02 02:11:35 +00:00
Divakar Vermaandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 4b40924998 [ROCm] Fallback pytorch GELU with tanh approximation to GELU() (#29244) 
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
Signed-off-by: Divakar Verma <137818590+divakar-amd@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-02 02:02:22 +00:00
Nick Hill 44822d7ff2 [BugFix] Preserve spec decoding uniform decode when scheduling (#29759) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-12-01 17:15:52 -08:00
Kevin H. Luu 1336a1ea24 Revert #29787 and #29690 (#29815) 2025-12-01 13:42:03 -08:00
Nengjun Ma eaf81485ed [Ascend]: Fixed the issue where OOT Platform vllm-ascend could not enable SP in Eager mode (#28935) 
Signed-off-by: leo-pony <nengjunma@outlook.com>
 2025-12-01 15:02:18 -05:00
shivampr cabc77cc86 [Core][Observability] Add KV cache residency metrics (#27793) 
Introduces three new Prometheus histograms for fine-grained observability of KV cache residency behavior:

vllm:kv_block_lifetime_seconds — total lifetime from allocation to free
vllm:kv_block_idle_before_evict_seconds — idle duration before eviction
vllm:kv_block_reuse_gap_seconds — time between consecutive reuses of the same block

These metrics help operators analyze KV cache efficiency, reuse patterns, and eviction timing beyond simple utilization rates.

Implementation uses monotonic timestamps for accuracy, 1% sampling for minimal overhead (~48 bytes/block), and is fully thread-safe with zero runtime cost when disabled.

Two new runtime flags are introduced:

--kv-cache-metrics – enable KV cache residency metrics
--kv-cache-metrics-sample – control sampling ratio (default: 0.01)

Signed-off-by: Shivam <shivamprasad91@gmail.com>
 2025-12-01 18:27:53 +00:00
knlnguyen1802Chenguang ZhengCyrus LeungCyrus Leung
 		fc6acc88ca [Bugfix] Missing cached item in the MultiModalReceiverCache (#28525) 
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com>
Co-authored-by: Chenguang Zheng <645327136@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-12-01 10:18:07 -08:00
sangbumlikeagod 092bb73b8a [Frontend] add 'verbose_json' and 'timestamp' feature on Whisper Transcription/Translation (#24209) 
Signed-off-by: sangbumlikeagod <oironese@naver.com>
Signed-off-by: sangbumlikeagod <98077576+sangbumlikeagod@users.noreply.github.com>
 2025-12-01 18:19:17 +01:00
FredericOdermatt 5d43f7372e [Doc] Update description disable_any_whitespace (#29784) 
Signed-off-by: Frederic Odermatt <frederic.odermatt@44ai.ch>
 2025-12-01 16:48:33 +00:00
Shengqi Chen 36db0a35e4 [CI] Renovation of nightly wheel build & generation (#29690) 
Signed-off-by: Shengqi Chen <harry-chen@outlook.com>
 2025-12-01 21:25:39 +08:00
Isotr0pyandbaonudesifeizhai b95db244ee [v1] Add real sliding window calculation to FlexAttention direct BlockMask building (#26015) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
Co-authored-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
 2025-12-01 13:12:51 +00:00
Fanli Lin f37e8938d2 [XPU] Fix AWQ skipped layer detection in IPEX quantization (#29774) 
Signed-off-by: Fanli Lin <fanli.lin@intel.com>
 2025-12-01 12:00:52 +00:00
Cyrus Leung f0a28bf661 [Misc] Unify tokenizer registration (#29767) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-01 11:34:58 +00:00
Mickaël SeznecandRoger Wang 86e178f7c4 [crashfix] Eagle + multimodal can crash on mm cache miss (#29750) 
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-12-01 17:29:33 +08:00
daniel-salibandChauncey 014ece97c7 [Frontend] Add tool filtering support to ToolServer (#29224) 
Signed-off-by: Daniel Salib <danielsalib@meta.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
 2025-12-01 08:03:57 +00:00
wang.yuqi 62de4f4257 [Frontend] Resettle pooling entrypoints (#29634) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2025-12-01 15:30:43 +08:00
Yifei Zhang 1ab8fc8197 Make PyTorch profiler gzip and CUDA time dump configurable (#29568) 
Signed-off-by: Yifei Zhang <yifei.zhang1992@outlook.com>
 2025-12-01 04:30:46 +00:00
Shu WangrootMichael Goin
 		f72a817bdf [MoE] CuteDSL MoE with Nvfp4 DeepEP dispatch (#27141) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: root <root@umbriel-b200-017.ipp4a1.colossus.nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-30 16:05:32 -08:00
Woosuk Kwon ec38a7368d [Model Runner V2] Use packed mask for prompt bin counts (#29756) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-11-30 14:15:42 -08:00
Xingyu LiuandHarry Mellor 21c2627934 [Misc]Remove redundant hidden_size property in ModelConfig (#29749) 
Signed-off-by: Xingyu Liu <charlotteliu12x@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-30 17:14:23 +00:00
Omer Ullman Argov 39d28108f4 [Feat] Support non-gated activations in NVFP4 modelopt path (#29004) 2025-11-30 11:02:40 -05:00
Harry Mellor cd719de5cb Fix RoPE failures in Transformers nightly (#29700) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-30 14:29:32 +00:00
Pleaplusone 8c363ed666 [ROCm][Attention] Sliding window support for AiterFlashAttentionBackend (#29234) 
Signed-off-by: ganyi <ygan@amd.com>
 2025-11-30 11:31:50 +00:00
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
Isotr0py 47539cfd3e [Bugfix] Fix mismatched nvfp4 gemm output shape (#29742) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-30 09:15:01 +00:00
Cyrus Leung 2afcec4dec [Misc] Update TokenizerLike interface and move get_cached_tokenizer (#29730) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-30 14:59:47 +08:00
朝 9381b5cde0 [Doc]: Fix typo in fused_moe layer (#29731) 
Signed-off-by: BowTen <bowten@qq.com>
 2025-11-29 22:29:13 -08:00