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1710 Commits

Author SHA1 Message Date
wang.yuqi
2eb4fe9129 [examples] Resettle pooling examples. (#29365) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-02 15:54:28 +00:00
Julien Denize
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
Louie Tsai
8bbcf8b6e7 [vLLM Benchmark Suite] Add default parameters section and update CPU benchmark cases (#29381) 
Signed-off-by: Tsai, Louie <louie.tsai@intel.com>
Signed-off-by: Louie Tsai <louie.tsai@intel.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Li, Jiang <bigpyj64@gmail.com>
 2025-12-02 09:00:23 +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
Kevin H. Luu
1336a1ea24 Revert #29787 and #29690 (#29815) 2025-12-01 13:42:03 -08:00
Finbarr Timbers
38caf7fa1a Update FAQ on interleaving sliding windows support (#29796) 
Signed-off-by: Finbarr Timbers <finbarrtimbers@gmail.com>
 2025-12-01 19:15:19 +00:00
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
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
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
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
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
Jinzhen Lin
1656ad3704 [Kernel][Quantization] add w4a8 support for marlin kernel (#24722) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
 2025-11-29 07:19:33 -08:00
dublc
f4341f45d3 [Doc]: fix code block rendering (#29728) 
Signed-off-by: dublc <jdublc0x@gmail.com>
 2025-11-29 13:46:48 +00:00
Cyrus Leung
34a984274e [Misc] Refactor tokenizer interface (#29693) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-29 04:02:21 -08:00
Yanan Cao
3461e7efd8 [Frontend] Remap -O to -cc commandline flag (#29557) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2025-11-28 21:51:12 +00:00
Harry Mellor
4332955602 [Docs] Add CLI reference doc for vllm bench sweep plot_pareto (#29689) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-28 08:10:08 -09:00
Wilson Wu
5c2b5cb422 [Docs] Add SPLADE and Ultravox models to supported models documentation (#29659) 
Signed-off-by: Wilson Wu <iwilsonwu@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-11-28 01:29:28 -09:00
Cyrus Leung
ccbdf51bd5 [Doc] Reorganize benchmark docs (#29658) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-28 17:19:25 +08:00
rongfu.leng
480598958e [Feature][Bench] Add pareto visualization (#29477) 
Signed-off-by: rongfu.leng <rongfu.leng@daocloud.io>
 2025-11-27 23:53:20 -08:00
Wilson Wu
18523b87f6 [Docs] Update supported models for Olmo 3 in tool calling documentation (#29411) 
Signed-off-by: Wilson Wu <iwilsonwu@gmail.com>
 2025-11-28 02:53:55 +00:00
Morrison Turnansky
0838b52e2e [Frontend][torch.compile] CompilationConfig Overhaul (#20283): Set up -O infrastructure (#26847) 
Signed-off-by: morrison-turnansky <mturnans@redhat.com>
Signed-off-by: adabeyta <aabeyta@redhat.com>
Signed-off-by: Morrison Turnansky <mturnans@redhat.com>
Co-authored-by: adabeyta <aabeyta@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-27 01:55:58 -08:00
TJian
da8e1a1bf9 [DOC] Add vLLM Bangkok Meetup info (#29561) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-11-27 04:42:50 +00:00
Louie Tsai
9bb33c8919 add xpu supported model and model id for cpu (#29380) 
Signed-off-by: Tsai, Louie <louie.tsai@intel.com>
 2025-11-27 11:30:50 +08:00
Lucas Wilkinson
56539cddac [Core] Refactor padding logic and pad for CUDA graphs before attention metadata building (#28579) 2025-11-26 14:07:13 -05:00
Matthew Bonanni
430dd4d9eb [Attention] Remove imports from vllm/attention/__init__.py (#29342) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-11-26 10:53:15 -07:00
yxt
3650a74ed8 Optimize the wording of the document and unify the terminology and th… (#29491) 2025-11-26 05:16:12 -08:00
Michael Goin
e502098643 [Kernel] Add NVFP4 MoE CUTLASS support for SM120 (#29242) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
 2025-11-25 06:59:07 -08:00
Ben Browning
e1dd706cd1 [Frontend] Respect Chat Completion parallel_tool_calls param (#26233) 
Signed-off-by: Ben Browning <bbrownin@redhat.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
 2025-11-25 09:56:15 +00:00
Harry Mellor
316c8492bf Scheduled removal of guided_* config fields (#29326) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-25 05:24:05 +00:00
Isotr0py
92effb07a4 [Model] Add HunyuanOCR support (#29327) 
Signed-off-by: manayang <jackmanayang@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: sergeywang <sergeywang@tencent.com>
Co-authored-by: manayang <jackmanayang@gmail.com>
Co-authored-by: manayang <manayang@tencent.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-11-25 03:28:51 +00:00
Tyler Michael Smith
4dd42db566 Remove VLLM_SKIP_WARMUP tip (#29331) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-11-24 22:16:05 +00:00
Benjamin Bartels
4d6afcaddc [CI/Build] Moves to cuda-base runtime image while retaining minimal JIT dependencies (#29270) 
Signed-off-by: bbartels <benjamin@bartels.dev>
Signed-off-by: Benjamin Bartels <benjamin@bartels.dev>
 2025-11-24 11:40:54 -08:00
Laith Sakka
7a228b5305 Add option to use unbacked, and backed size obl dynamic shapes for more sounds compilation. (#26199) 
Signed-off-by: Laith Sakka <lsakka@meta.com>
 2025-11-24 10:12:41 -05:00
Yuan Tang
f716a15372 Update KServe guide link in documentation (#29258) 
Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
 2025-11-24 14:40:05 +00:00
Roger Wang
0ff70821c9 [Core] Deprecate xformers (#29262) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-11-24 04:18:55 +00:00
Zero
30854783ad [Model] Add OpenCUA-7B support (#29068) 
Signed-off-by: lim4349 <rockmanzero@naver.com>
Signed-off-by: Zero <rockmanzero@naver.com>
Co-authored-by: Cloud User <ubuntu@a100-80g-4.novalocal>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-11-24 10:27:55 +08:00
Cyrus Leung
389aa1b2eb [Doc] Update more docs with respect to V1 (#29188) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-23 10:58:48 +08:00
Michael Act
3ed767ec06 docs: fixes distributed executor backend config for multi-node vllm (#29173) 
Signed-off-by: Michael Act <michael.a.c.tulenan@gdplabs.id>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-23 10:58:28 +08:00
Benjamin Bartels
eb5352a770 [CI/build] Removes source compilation from runtime image (#26966) 
Signed-off-by: bbartels <benjamin@bartels.dev>
 2025-11-22 10:23:09 -08:00
Angela Yi
d5dbdbfcb2 [docs] Fix cudagraph mode config (#29170) 
Signed-off-by: angelayi <yiangela7@gmail.com>
 2025-11-21 17:10:27 -08:00
Julien Denize
57430fc95c Default model load/config/tokenizer to mistral format if relevant files exist (#28659) 
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
Signed-off-by: Julien Denize <40604584+juliendenize@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-11-21 13:58:59 -08:00
wangxiyuan
4050bae417 [Doc] Update plugin doc (#28532) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-11-21 14:57:26 +00:00
Cyrus Leung
9452863088 Revert "Revert #28875 (#29159)" (#29179) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-21 04:27:43 -08:00
Cyrus Leung
aab0102a26 [V0 deprecation] Remove more V0 references (#29088) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-21 11:56:59 +00:00
Cyrus Leung
4d7231e774 Revert #28875 (#29159) 2025-11-21 01:40:17 -08:00
Cyrus Leung
56e96b37e4 [V0 Deprecation] Remove best_of (#29090) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-21 11:40:40 +08:00
Qidong Su
698024ecce [Doc] update installation guide regarding aarch64+cuda pytorch build (#28875) 
Signed-off-by: Qidong Su <soodoshll@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-11-20 19:40:25 -08:00
jeremyteboul
0730414999 [Core] Add audio_embeds support to chat completions (#29059) 
Signed-off-by: Jeremy Teboul <jeremyteboul@fb.com>
Co-authored-by: Jeremy Teboul <jeremyteboul@fb.com>
 2025-11-21 11:39:47 +08:00
Michael Goin
87cbbdff63 Update model references for OLMo3 (#29099) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-11-21 09:16:52 +08:00