1657 Commits

Author SHA1 Message Date
Matthew Bonanni
4c23690f43
[Attention] FlashAttention ViT support, make default backend (#28763)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2025-11-18 20:06:21 -08:00
Jialin Ouyang
40b6b38f2c
[Core] Switch Flat logprob control from environment variable to SamplingParams (#28914)
Signed-off-by: Jialin Ouyang <Jialin.Ouyang@gmail.com>
Co-authored-by: 22quinn <33176974+22quinn@users.noreply.github.com>
2025-11-19 02:10:02 +00:00
Kunshang Ji
2a2d5d2780
Replace torch.cuda.Event with torch.Event for better hardware compatibility (#26985)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2025-11-18 11:34:36 -08:00
vllmellm
0af3d4f0df
[FEAT] [AITER] [ROCm] integrate aiter sampling ops (#26084)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2025-11-18 17:28:34 +00:00
Nick Hill
da8dadf68b
[Minor] Rename ec_producer field to is_ec_producer (#28884)
Signed-off-by: Nick Hill <nhill@redhat.com>
2025-11-18 17:26:07 +00:00
Luciano Martins
c2612371ad
[Model] Add Gemma3 GGUF multimodal support (#27772)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-11-18 08:56:29 -08:00
Nick Hill
439368496d
[BugFix] Fix PP/async scheduling with pooling models (#28899)
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-11-18 00:20:45 -08:00
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
Bangsheng Tang
61485844fc
[BugFix] Corner case that could cause out-of-sync with external launcher mode and dp >1 (#28774) 2025-11-17 15:22:11 -08:00
Nick Hill
7765e5ba75
[BugFix] Fix PP performance and PP kv connector output regression (#28768)
Signed-off-by: Nick Hill <nhill@redhat.com>
2025-11-17 14:08:50 -08:00
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
Lucas Wilkinson
64e39d667c
[BugFix] Temporary fix for IMA with MTP = 2 and full-cg (#28315)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-11-17 09:41:22 -05:00
Jae-Won Chung
d4acf518d0
[Metrics] Fix KV cache usage percent metric multiproc (#28792)
The `vllm:kv_cache_usage_perc` Gauge metric is missing `multiprocess_mode="mostrecent"` and ends up returning

```
vllm:kv_cache_usage_perc{engine="0",model_name="Qwen/Qwen3-VL-8B-Instruct",pid="277"} 0.0
vllm:kv_cache_usage_perc{engine="0",model_name="Qwen/Qwen3-VL-8B-Instruct",pid="275"} 0.0
vllm:kv_cache_usage_perc{engine="0",model_name="Qwen/Qwen3-VL-8B-Instruct",pid="273"} 0.6530455880475035
...
```

The deprecated `vllm:gpu_cache_usage_perc` Gauge metric has `multiprocess_mode="mostrecent"`.

Signed-off-by: Jae-Won Chung <jwnchung@umich.edu>
2025-11-17 09:54:15 +00:00
Li, Jiang
577bb34fff
[CPU][Bugfix] Fix _to_list in CPU model runner (#28824)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2025-11-17 07:47:24 +00:00
Xiake Sun
60e089f0b9
[ROCm][Qwen3-32B] Fix AITER MHA accuracy issue cause by #25763 (#28670)
Signed-off-by: Xiake Sun <xiake.sun@amd.com>
2025-11-16 20:52:11 -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
Lucia Fang
b316ac6589
[V1] Support MP Executor for multi node distributed inference (#23691)
Signed-off-by: Lu Fang <fanglu@fb.com>
Signed-off-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Signed-off-by: Lucia Fang <fanglu@fb.com>
Signed-off-by: Lucia Fang <116399278+luccafong@users.noreply.github.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-11-16 09:01:21 +00:00
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
Lucas Wilkinson
be263f7645
[BugFix] Fix AssertionError: DCP not support reorder_batch_threshold > 1 now. (#28751)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-11-15 22:35:06 +00:00
Didier Durand
2bb4435cb7
[Doc]: fix typos in various files (#28567)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-11-15 19:27:50 +00:00
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
tingtinggithub
cb15ee28db
Allow Gemma3 to take image embeddings (#28483)
Signed-off-by: tingtinggithub <streamttt@gmail.com>
2025-11-15 04:18:08 -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
Zhuohan Li
dd6ac1c2bb
[RL] [V1] Remove unused device argument from reset_kv_cache (#28766)
Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
2025-11-14 23:59:42 -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
rasmith
ba041d980b
[Log] Save profiler results to file instead of stdout (#28144)
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
2025-11-14 23:26:39 +00:00
Laith Sakka
2e0ad629b0
Avoid bytecode hook and simplify TorchCompileWrapperWithCustomDipatch (#25110)
Signed-off-by: Laith Sakka <lsakka@meta.com>
2025-11-14 14:11:10 -08:00
Cyrus Leung
e2741f6cbc
[Chore] Rename SchedulerConfig.chunked_prefill_enabled (#28735)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-11-14 18:39:57 +00:00
Nicolò Lucchesi
6f1e7f7226
[DisaggEverything] Tokens in<>out /generate endpoint (#24261)
Signed-off-by: NickLucche <nlucches@redhat.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 09:58:01 -07:00
Nicolò Lucchesi
96b23b8e3b
[Bugfix][Nixl] Fix kernel physical<>logical block_size issue (#28677)
Signed-off-by: NickLucche <nlucches@redhat.com>
2025-11-14 22:40:05 +08:00
Lucas Wilkinson
db56a59970
[BugFix] Fix FA3 IMA with FULL_AND_PIECEWISE and cascade attention (default) (#28702) 2025-11-14 12:19:22 +00:00
Yong Hoon Shin
9324e10275
Fix KV sharing fast prefill with cudagraph enabled (#28537)
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-11-14 11:53:42 +00:00
Jingchun Gao
4516d44b7f
[DCP] Support Decode Context Parallel (DCP) for GQA with Flashinfer (#25438)
Signed-off-by: gaojc <1055866782@qq.com>
Signed-off-by: Jingchun Gao <gaojingchun1@huawei.com>
Signed-off-by: Jingchun Gao <63247409+gjc0824@users.noreply.github.com>
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Co-authored-by: gaojingchun (A) <g00955623@china.huawei.com>
Co-authored-by: Jingchun Gao <gaojingchun1@huawei.com>
Co-authored-by: QiuChunshuo <qiuchunshuo@huawei.com>
2025-11-14 11:24:10 +00:00
lyn610
ecf8230d4d
[Metrics] Log number of preempted requests (#28522)
Add tracking and periodic logging for the number of preempted requests in the
metrics logger. This helps monitor system behavior under load.

Signed-off-by: Yining Liu <610lyn@gmail.com>
2025-11-14 09:47:45 +00:00
Nick Hill
bc3e43069a
[BugFix] Fix multi-modal async scheduling race condition (#28706)
Signed-off-by: Nick Hill <nhill@redhat.com>
2025-11-14 01:11:13 -08:00
Yan Ma
529cea343d
use default CCL_ZE_IPC_EXCHANGE (#28700)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2025-11-14 16:55:29 +08:00
Cyrus Leung
01bea115c4
[Misc] Remove warn_for_unimplemented_methods (#28613)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-11-14 11:10:10 +08:00
Wentao Ye
e64011f29a
[CI] Bug: Fix ci entrypoint pooling (#28684)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-11-13 14:19:35 -08:00
Qiu
968060c15a
[bugfix] correct local_chunk_len for DCP in reorg_kvcache with long context (#28526)
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2025-11-13 11:29:22 -08:00
elvischenv
5d6ce2b960
[Perf] Support stream interval for reducing host overhead (#27869)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-11-13 13:21:25 -05:00
Matthew Bonanni
f9f3b596f3
[Attention][Bugfix] Fix FA sink support (#28660)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2025-11-13 13:20:01 -05:00
Yannick Schnider
119c4927b3
[Bugfix] Fix validate model input for decoder models (#27099)
Signed-off-by: Yannick Schnider <yannick.schnider1@ibm.com>
Signed-off-by: Yannick Schnider <Yannick.Schnider1@ibm.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: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
2025-11-13 10:18:47 -08:00
Huamin Li
07a606aa7e
[CI Failure] Fix backend selection for encoder-only models (#28534)
Signed-off-by: Huamin Li <3ericli@gmail.com>
2025-11-13 10:11:27 -05:00
Pleaplusone
8da2f28f53
[ROCm][BugFix]Fix get_cu_count in rocm_aiter_fa.py (#28618)
Signed-off-by: ganyi <ygan@amd.com>
2025-11-13 14:18:20 +00:00
tjandy98
4504e8029b
[Bugfix] Prevent crash on empty grammar string (#28210)
Signed-off-by: tjandy98 <3953059+tjandy98@users.noreply.github.com>
2025-11-13 06:42:29 +00:00
Pleaplusone
ca00b1bfc6
[ROCm][BugFix] Remove the usage of device_info from aiter (#28383)
Signed-off-by: ganyi <ygan@amd.com>
2025-11-12 21:43:42 -08:00
Jialin Ouyang
a1d3866dda
[n-gen] DO NOT repeatedly return finished child requests (#28591)
Signed-off-by: Jialin Ouyang <Jialin.Ouyang@gmail.com>
2025-11-13 03:36:07 +00:00
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