wang.yuqi
2eb4fe9129
[examples] Resettle pooling examples. ( #29365 )
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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
shivampr
cabc77cc86
[Core][Observability] Add KV cache residency metrics ( #27793 )
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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
wang.yuqi
62de4f4257
[Frontend] Resettle pooling entrypoints ( #29634 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
2025-12-01 15:30:43 +08:00
Cyrus Leung
2afcec4dec
[Misc] Update TokenizerLike interface and move get_cached_tokenizer ( #29730 )
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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 )
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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 )
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Signed-off-by: dublc <jdublc0x@gmail.com>
2025-11-29 13:46:48 +00:00
Yanan Cao
3461e7efd8
[Frontend] Remap -O to -cc commandline flag ( #29557 )
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Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2025-11-28 21:51:12 +00:00
Morrison Turnansky
0838b52e2e
[Frontend][torch.compile] CompilationConfig Overhaul ( #20283 ): Set up -O infrastructure ( #26847 )
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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
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
Michael Goin
e502098643
[Kernel] Add NVFP4 MoE CUTLASS support for SM120 ( #29242 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2025-11-25 06:59:07 -08:00
Laith Sakka
7a228b5305
Add option to use unbacked, and backed size obl dynamic shapes for more sounds compilation. ( #26199 )
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Signed-off-by: Laith Sakka <lsakka@meta.com>
2025-11-24 10:12:41 -05:00
Angela Yi
d5dbdbfcb2
[docs] Fix cudagraph mode config ( #29170 )
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Signed-off-by: angelayi <yiangela7@gmail.com>
2025-11-21 17:10:27 -08:00
wangxiyuan
4050bae417
[Doc] Update plugin doc ( #28532 )
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Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-11-21 14:57:26 +00:00
Cyrus Leung
aab0102a26
[V0 deprecation] Remove more V0 references ( #29088 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-11-21 11:56:59 +00:00
Didier Durand
09540cd918
[Doc]: fix typos in various files ( #29010 )
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Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-19 04:56:21 -08:00
Michael Yao
fdf93486d6
[Docs] Clean up moe_kernel_features.md ( #28530 )
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Signed-off-by: windsonsea <haifeng.yao@daocloud.io>
2025-11-19 02:35:29 -08:00
Didier Durand
7ed27f3cb5
[Doc]: fix typos in various files ( #28945 )
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Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-18 22:52:30 -08:00
Didier Durand
083cf326dc
[Doc]: fix typos in various files ( #28863 )
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Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-17 20:32:14 -08:00
Didier Durand
63fed55506
[Doc]: fix typos in various files ( #28811 )
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Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-16 14:30:06 +00:00
Didier Durand
2bb4435cb7
[Doc]: fix typos in various files ( #28567 )
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Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-15 19:27:50 +00:00
Harry Mellor
67187554dd
[Docs] Enable some more markdown lint rules for the docs ( #28731 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-11-14 18:39:19 +00:00
Chen Wang
9261eb3dc1
docs(lora_resolvers): clarify multi-resolver order and storage path requirement ( #28153 )
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Signed-off-by: Chen Wang <Chen.Wang1@ibm.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-11-14 18:08:30 +00:00
Benjamin Chislett
304419576a
[Perf] Refactor cudagraph_support to enable full CUDA graphs for spec decoding with FlashInfer ( #28479 )
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Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
2025-11-13 01:56:40 +09:00
Harry Mellor
a742134cc5
Remove deprecated fields from CompilationConfig ( #27593 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-11-12 16:10:28 +00:00
vllmellm
f080a83511
[RFC][ROCm][AITER] Keep all AITER kernels in _aiter_ops class like _custom_ops and _ipex_ops ( #24490 )
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Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2025-11-10 08:20:53 -08:00
Richard Zou
65ac8d8dc4
[Docs] Add guide to debugging vLLM-torch.compile integration ( #28094 )
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Signed-off-by: Richard Zou <zou3519@gmail.com>
2025-11-05 21:31:46 +00:00
Isotr0py
3f5a4b6473
[Bugfix] Validate custom logits processor xargs for online serving ( #27560 )
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-11-05 16:53:33 +00:00
ahao-anyscale
cac4c10ef0
[BUG] Make 'binary' default option for saving torch compile artifacts when using standalone_compile ( #27616 )
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Signed-off-by: ahao-anyscale <ahao@anyscale.com>
2025-11-03 11:13:51 -05:00
wang.yuqi
4464723f22
[Frontend][Doc][5/N] Improve all pooling task | Polish encode (pooling) api & Document. ( #25524 )
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Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-10-30 12:13:05 +00:00
Lifans
6454afec90
[Doc] Fix minor issues in docs/design/metrics.md ( #27436 )
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Signed-off-by: Lifan Shen <lifans@meta.com>
2025-10-24 05:40:54 -07:00
fhl2000
85fee74b33
[Bugfix][CI] Move resolving cudagraph_mode before initializing attn_metadata_builder ( #27427 )
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Signed-off-by: fhl2000 <63384265+fhl2000@users.noreply.github.com>
2025-10-23 20:31:14 -07:00
wang.yuqi
3fa2c12185
[Frontend][4/N] Improve all pooling task | Add plugin pooling task ( #26973 )
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Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: Christian Pinto <christian.pinto@ibm.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Christian Pinto <christian.pinto@ibm.com>
2025-10-23 14:46:18 +00:00
William Song
1cb8c6c5fe
[Doc] Fix numbering sequence in prefix caching ( #27357 )
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Signed-off-by: William Song <jinwook@umich.edu>
2025-10-22 17:35:47 +00:00
Mark McLoughlin
141d3b9fc5
[docs] Update v1 metrics design doc ( #27332 )
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Signed-off-by: Simon Mo <simon.mo@hey.com>
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Signed-off-by: atalhens <sneh.lata@nutanix.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
Co-authored-by: atalhens <sneh.lata@nutanix.com>
2025-10-22 06:29:15 -07:00
Tova Movshovitz
83e760c57d
[V1][Metrics][Plugin] Add plugin support for custom StatLoggerBase implementations ( #22456 )
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Signed-off-by: tovam <tovam@pliops.com>
2025-10-18 15:12:46 -07:00
Harry Mellor
483ea64611
[Docs] Replace all explicit anchors with real links ( #27087 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-10-17 02:22:06 -07:00
Harry Mellor
4ffd6e8942
[Docs] Reduce custom syntax used in docs ( #27009 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-10-16 20:05:34 -07:00
Varun Sundar Rabindranath
fb0571b077
[GPTOSS][DP/EP][Marlin] Enable GPTOSS Batched DP/EP using Marlin kernels ( #25997 )
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Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-10-16 12:53:11 -07:00
Morrison Turnansky
96b9aa5aa0
[Frontend][torch.compile] CompilationConfig Overhaul ( #20283 ): name change compilation level to compilation mode, deprecation compilation level ( #26355 )
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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
Cyrus Leung
ef9676a1f1
[Doc] ruff format some Python examples ( #26767 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-10-14 03:21:53 -07:00
Michael Goin
3e051bda82
[UX] Replace VLLM_ALL2ALL_BACKEND with --all2all-backend ( #26732 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-10-13 18:12:52 -07:00
Harry Mellor
8fcaaf6a16
Update Optional[x] -> x | None and Union[x, y] to x | y ( #26633 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-10-12 09:51:31 -07:00
fhl2000
63773a6200
[Docs] add docs for cuda graph v1 ( #24374 )
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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: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2025-10-07 05:25:05 -07:00
Cyrus Leung
7e4cd070b0
[V0 Deprecation] Remove VLLM_USE_V1 from docs and scripts ( #26336 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-10-07 16:46:44 +08:00
Sage Moore
c50901f3b9
[Docs][DBO] Add initial doc that describes the DBO implementation ( #26024 )
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Signed-off-by: Sage Moore <sage@neuralmagic.com>
2025-10-07 00:47:28 +00:00
Varun Sundar Rabindranath
93540958b8
[Docs] Fix broken table in moe_kernel_features doc ( #26314 )
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Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-10-06 15:58:05 -04:00
orangeng
59b477645c
[Doc] Edited minor typo ( #26266 )
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Signed-off-by: Orange Ng <ngquanhao@outlook.com>
2025-10-05 19:53:09 -07:00
Varun Sundar Rabindranath
7ef40bb983
[GPTOSS][DP/EP][Marlin] Enable GPTOSS DP/EP using Marlin kernels ( #25488 )
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Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-10-03 20:13:13 -04:00
Cyrus Leung
d00d652998
[CI/Build] Replace vllm.entrypoints.openai.api_server entrypoint with vllm serve command ( #25967 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-10-02 10:04:57 -07:00
nadathurv
57b46d769e
[Doc] updating torch.compile doc link ( #25989 )
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Signed-off-by: nadathurv <work.vnadathur@gmail.com>
Signed-off-by: WorldExplored <srreyansh.sethi@gmail.com>
Co-authored-by: Srreyansh Sethi <107075589+WorldExplored@users.noreply.github.com>
2025-10-01 07:04:56 +00:00