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395 Commits
Author SHA1 Message Date
Marko Rosenmueller 1d9e9ae8a4 [Bugfix]: prevent leaking tokens in crash log (#30751) 
Signed-off-by: Marko Rosenmueller <5467316+dr75@users.noreply.github.com>
 2026-01-07 16:15:19 +00:00
Benjamin ChislettandNick Hill f7008ce1c4 [Perf] Async Scheduling + Speculative Decoding + Structured Outputs (#29821) 
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
 2026-01-06 18:50:37 +00:00
Nick Hill 32f4e4db00 [Cleanup] Remove deprecated fields from CachedRequestData class (#31734) 
Signed-off-by: njhill <nickhill123@gmail.com>
 2026-01-05 21:07:14 +00:00
Nick Hill 43e3f8e4a9 [Misc] Various code simplifications (#31666) 
Signed-off-by: njhill <nickhill123@gmail.com>
 2026-01-04 18:35:56 -08:00
Nick Hill bd877162eb [BugFix] Support online dense model DP without overhead (#30739) 
Signed-off-by: Nick Hill <nhill@redhat.com>
Signed-off-by: njhill <nickhill123@gmail.com>
 2026-01-02 23:36:38 +08:00
yt0428Lucas WilkinsonCyrus Leung
 		3f52fa5aa2 [Model] Add support for openPangu moe model (#28775) 
Signed-off-by: yuantao <2422264527@qq.com>
Signed-off-by: yt0428 <51468697+yt0428@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-12-30 08:11:38 -08:00
SageandSage 39512aba72 [Prefix Cache] Include lora_name in BlockStored event for deterministic KV-cache reconstruction (#27577) 
Signed-off-by: Sage Ahrac <sagiahrak@gmail.com>
Co-authored-by: Sage <80211083+sagiahrac@users.noreply.github.com>
 2025-12-30 00:17:16 +00:00
Yifan QiaoandKuntaiDu 52bf066516 [Core][Hybrid allocator + connector] Support hybrid allocator + kv cache connector (#30166) 
Signed-off-by: Yifan Qiao <yifanqiao@berkeley.edu>
Co-authored-by: KuntaiDu <kuntai@uchicago.edu>
 2025-12-26 18:25:46 -08:00
Stan WozniakandChen Zhang f1531d9f2a [Hybrid] Mamba2 prefix cache blocks freeing for running requests (#28047) 
Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2025-12-25 20:54:06 +00:00
Cyrus Leung 7adeb4bfa8 [Bugfix] Fix max_model_len="auto" handling (#31260) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-24 19:15:27 +08:00
Michael Goin 8ee90c83f8 Add --max-model-len auto to auto-fit context to available memory (#29431) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-12-23 21:37:14 -08:00
Chen ZhangandYifan Qiao 538e830caa [KVEvent] User request.block_hash for parent block_hash (#30544) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Signed-off-by: Yifan Qiao <yifanqiao@berkeley.edu>
Co-authored-by: Yifan Qiao <yifanqiao@berkeley.edu>
 2025-12-23 18:23:43 -08:00
SungMinChoandMark McLoughlin a0b782f9cc [Metrics] Model FLOPs Utilization estimation (#30738) 
Signed-off-by: SungMinCho <tjdals4565@gmail.com>
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
 2025-12-18 01:40:51 +00:00
Roger WangandSun Kim f5f51e5931 [Core][MM] Optimize encoder cache manager by operating with embeddings only (#30475) 
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Sun Kim <sunytokki@gmail.com>
 2025-12-16 14:18:17 -08:00
Nicolò Lucchesi 75eb302a2e [Bugfix] Whisper fix number of allocated CrossAttn blocks per-request (#30772) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2025-12-16 14:20:19 +00:00
Nick Hill 1cec5b7ea9 [Scheduer] Simplify stop checking for pooling models (#30591) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-12-13 09:45:26 +00:00
Nicolò Lucchesi 0efd9f867c [Core] Whisper Enable Encoder Batching (#29421) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2025-12-11 21:06:51 +00:00
shivamprandChen Zhang 8580919ac3 [Bugfix] fix confusing OOM errors during v1 init (#28051) 
Signed-off-by: Shivam <shivamprasad91@gmail.com>
Signed-off-by: shivampr <shivampr.dev@gmail.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2025-12-10 23:17:41 +00:00
Will EatonMark McLoughlinNick Hillchaunceyjiang
 		a9e4106f28 [P/D] KV Load Failure Recovery/Abort Configuration (#26813) 
Signed-off-by: Will Eaton <weaton@redhat.com>
Signed-off-by: Will Eaton <me@wseaton.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
Co-authored-by: chaunceyjiang <chaunceyjiang@gmail.com>
 2025-12-10 11:00:52 -08:00
Yifan Qiao 1b0482b9d1 [Misc][Core] Remove unused req_index increment in scheduler (#30176) 
Signed-off-by: Yifan Qiao <yifanqiao@berkeley.edu>
 2025-12-07 08:39:21 +00:00
Cyrus Leung e83b7e379c Revert "[Renderer] Separate out RendererConfig from ModelConfig (#30145)" (#30199) 2025-12-07 00:00:22 -08:00
Cyrus Leung 27f4c2fd46 [Renderer] Separate out RendererConfig from ModelConfig (#30145) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 23:15:42 -08:00
Tova Movshovitzandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> adb315060c [KVConnector][Feature] Support KV connector cache reset via /reset_prefix_cache (#27170) 
Signed-off-by: tovam <tovam@pliops.com>
Signed-off-by: Tova Movshovitz <tovam@pliops.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-05 18:33:26 +00:00
Lumis ChenandRussell Bryant 9bcf92295a [Core] Add xxHash as a high-performance hash option for accelerating prefix caching (#29163) 
Signed-off-by: LuminolT <lumischen01@gmail.com>
Signed-off-by: Lumis Chen <lumischen01@gmail.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
 2025-12-03 16:06:57 +00:00
Yong Hoon Shin 69520bc695 Add logging for cudagraph related info (#29825) 
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
 2025-12-03 01:01:48 -08:00
maang-handChen Zhang 5d91d2b292 [Doc] Add allocate_slots parameter docs (#29777) 
Signed-off-by: maang <maang_h@163.com>
Signed-off-by: maang-h <55082429+maang-h@users.noreply.github.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2025-12-02 23:23:09 +00:00
ChaunceyandNick Hill 0a9caca9f5 [Bugfix] fix --scheduling-policy=priority & n>1 crashes engine (#29764) 
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-12-02 22:42:28 +00:00
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
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
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
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
Nick Hill 8e7a891602 [BugFix] Fix spec decoding max_tokens scheduling perf issue (#29542) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-11-28 20:52:23 +08:00
maang-h c7ba1f6bc7 [BugFix] Fix ValueError in NewRequestData repr methods (#29392) 
Signed-off-by: maang <maang_h@163.com>
 2025-11-28 13:42:30 +08:00
Cyrus Leung a24ea5414b [Deprecation] Advance deprecation status (#29617) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-27 19:04:58 +00:00
Nick Hill 4e57c6587f [Core] Support logprobs with spec decode + async scheduling (#29223) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-11-25 12:55:24 -08:00
Yifan QiaoandChen Zhang 48ddb02b79 [Hybrid Allocator] Support KV cache groups with different block_size (#29143) 
Signed-off-by: Yifan Qiao <yifanqiao@berkeley.edu>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2025-11-25 10:30:57 -05:00
wang.yuqi 67fc16cd8c [Bugfix] If chunked_prefill is disabled, end the scheduling early. (#28911) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2025-11-25 16:06:09 +08:00
Chen Zhang 71df2a57ef [Hybrid Allocator] Better layer padding strategy for gpt-oss eagle (#29303) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-11-24 14:28:32 -08:00
Cyrus Leung 5a4802588e [Misc] Further clean up chunked prefill and prefix caching init (#29186) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-22 19:34:15 +08:00
Mark McLoughlinandNicolò Lucchesi c6fa3895e9 [KV Connector] Fix async connector prefix cache metrics (#28585) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
 2025-11-21 17:45:00 -05:00
Wentao YeandNick Hill a42ab317ac [Log] Optimize startup log (#28948) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-11-21 08:46:20 -08:00
Woosuk Kwon 30b44a1598 GPU Model Runner V2 (#25266) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-11-21 08:20:55 -08:00
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
QiuFENPLookAroundJingchun Gaozhenwenqi2024Jingchun Gao
 		2fd893b4ce [Feature] Prefill Context Parallel (PCP) basic support (#28718) 
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Signed-off-by: FENP <yuanyongjie.yyj@antgroup.com>
Signed-off-by: LookAround <lixushi@huawei.com>
Signed-off-by: Jingchun Gao <gaojingchun1@huawei.com>
Signed-off-by: zhenwenqi2024 <zhenwenqi_2022@qq.com>
Co-authored-by: FENP <yuanyongjie.yyj@antgroup.com>
Co-authored-by: LookAround <lixushi@huawei.com>
Co-authored-by: Jingchun Gao <gaojingchun1@huawei.com>
Co-authored-by: zhenwenqi2024 <zhenwenqi_2022@qq.com>
Co-authored-by: Jingchun Gao <63247409+gjc0824@users.noreply.github.com>
 2025-11-19 15:52:44 -05:00
Zhuohan Li 552cac95b5 [Misc] Fix wrong comment in scheduler (#28880) 
Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
 2025-11-17 15:32:22 -08:00
RonaldNick HillBenjamin Chislett
 		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
Nick Hill 80b6080ddc [BugFix] Fix async scheduling + chunked prefill + preemption (#28787) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-11-17 06:46:46 +08:00
wang.yuqi a55b64635c [Model] Allow users to control skip reading cache per request. (#28194) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
 2025-11-16 00:04:50 -08:00
Cyrus Leung 638e4196d1 [Misc] Make SchedulerConfig.max_model_len init-only (#28733) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-15 01:59:31 -08:00
Cyrus LeungandJialin Ouyang 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