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522 Commits

Author SHA1 Message Date
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
Benjamin Chislett
304419576a
[Perf] Refactor cudagraph_support to enable full CUDA graphs for spec decoding with FlashInfer (#28479) 
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
 2025-11-13 01:56:40 +09:00
Nicolò Lucchesi
728a9eb70e
[Misc] Refactor Attention kv transfer methods into decorator (#27816) 
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
 2025-11-12 16:05:44 +00:00
wangxiyuan
10138c92a5
[V0 deprecation] Deprecate use_v1 parameter (#28112) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-11-12 14:03:52 +00:00
Andreas Karatzas
9f0247cfa4
VLLM_USE_TRITON_FLASH_ATTN V0 variable deprecation (#27611) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
 2025-11-11 18:34:36 -08:00
Li, Jiang
7f829be7d3
[CPU] Refactor CPU attention backend (#27954) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-11-12 09:43:06 +08:00
Lukas Geiger
76e4dcf225
[Misc] Remove unused attention prefix prefill ops functions (#26971) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-11-11 18:26:04 +00:00
Matthew Bonanni
b30dfa03c5
[Attention] Refactor CUDA attention backend selection logic (#24794) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-11-11 07:40:44 -05:00
David Ben-David
cc079763c5
[BugFix] Avoid calling KV connector layer APIs when metadata is unset (#28253) 
Signed-off-by: David Ben-David <davidb@pliops.com>
Co-authored-by: David Ben-David <davidb@pliops.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
 2025-11-10 23:39:36 -08:00
Lucas Wilkinson
39029d5192
[CI/Test Fix] Fix CP tests on Blackwell (#28404) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-11-11 01:36:29 +00:00
Adrian Abeyta
a5a790eea6
[Bugfix] Ensure calculated KV scales are applied in attention. (#27232) 
Signed-off-by: adabeyta <aabeyta@redhat.com>
 2025-11-10 23:42:37 +00:00
vllmellm
f080a83511
[RFC][ROCm][AITER] Keep all AITER kernels in _aiter_ops class like _custom_ops and _ipex_ops (#24490) 
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
Lucas Wilkinson
e8697faf03
[V0 deprecation] Remove no longer used get_metadata_cls (#28370) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-11-10 14:32:09 +08:00
zhangsicheng5
2108a571d7
[DCP] Support dcp kv_cache interleave size > 1 (#26696) 
Signed-off-by: zhangsicheng5 <zhangsicheng5@huawei.com>
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Signed-off-by: Qiu <qiuchunshuo@huawei.com>
Co-authored-by: QiuChunshuo <qiuchunshuo@huawei.com>
 2025-11-09 04:45:27 +09:00
wangxiyuan
428bc7bf1c
[V0 deprecation] Remove VLLM_USE_V1 usage in most modules (#27955) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-11-04 20:51:16 -08:00
Kunshang Ji
18b39828d9
[XPU] Add gpt-oss model support for Intel GPU (#27786) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2025-11-05 02:17:23 +00:00
Lucas Kabela
55011aef24
[Bugfix][Qwen][Multimodal] Move Qwen2_5_vl sdpa to custom op and reenable compile (#27764) 
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
 2025-11-03 11:12:15 -08:00
Yan Ma
7e2729b57e
[Multimodal][XPU]Enable vision attn backend for xpu platform (#27525) 
Signed-off-by: Yan Ma <yan.ma@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Yejing Lai <yejing.lai@intel.com>
Co-authored-by: Guancheng Fu <110874468+gc-fu@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
 2025-11-01 04:45:02 +00:00
Lucas Kabela
94666612a9
[Misc][qwen2_5_vl][torch.compile] Enable supports_torch_compile on generic nn.Module and demonstrate speedup on Qwen Vision model (#23207) 
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
Signed-off-by: Lucas Kabela <lucasakabela@gmail.com>
 2025-10-28 22:36:43 +00:00
Yeshwanth N
71b1c8b667
[Chore]:Extract math and argparse utilities to separate modules (#27188) 
Signed-off-by: Yeshwanth Surya <yeshsurya@gmail.com>
Signed-off-by: Yeshwanth N <yeshsurya@gmail.com>
Signed-off-by: yeshsurya <yeshsurya@gmail.com>
 2025-10-26 04:03:32 -07:00
JartX
65d2cf9511
[BUGFIX][ROCM] ViT FlashAttention on ROCm (no GFX9) and contiguous on qwen3vl ROCm TORCH_SDPA (#27190) 
Signed-off-by: JartX <sagformas@epdcenter.es>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-10-26 15:08:52 +08:00
Matthew Bonanni
a99564ac5b
[Attention] Add missing kv cache scale setup (#27490) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-10-25 00:12:49 -07:00
Bradley D
570c3e1cd4
[Bugfix] Honor --mm_encoder_attn_backend when used (#27124) 
Co-authored-by: Bradley D <4551889+bradleyhd@users.noreply.github.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-10-23 20:09:52 +08:00
Tao He
250fb1b8ea
[Bugfix] fixes the decoding metadata of dense mla's fp8 kvcache. (#27144) 
Signed-off-by: Tao He <linzhu.ht@alibaba-inc.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-10-21 18:27:03 +00:00
Roger Wang
c3a2c6ac5f
[MM][Core] Decouple ViT backend from LM backend (#27061) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-10-21 00:30:10 -07:00
Isotr0py
6ac5e06f7c
[Chore] Clean up pytorch helper functions in vllm.utils (#26908) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
 2025-10-18 09:48:22 -07:00
Nicolò Lucchesi
b26b70bec4
[Misc] Refactor get_kv_cache_spec into AttentionLayerBase (#26587) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2025-10-18 13:51:21 +00:00
Zhuohan Li
d29483b58a
[Minor] Remove unnecessary error message (#27115) 
Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
 2025-10-17 20:02:12 +00:00
Cyrus Leung
4d4d6bad19
[Chore] Separate out vllm.utils.importlib (#27022) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-17 00:48:59 +00:00
rongfu.leng
5afd3276df
[Feature] Add process_weights_after_loading to AttentionImpl (#26870) 
Signed-off-by: rongfu.leng <rongfu.leng@daocloud.io>
 2025-10-16 08:02:30 -07:00
Adrian Abeyta
0a9ef0cfce
Move query quantization to attention layer for Flashinfer & Triton. (#26534) 
Signed-off-by: adabeyta <aabeyta@redhat.com>
Signed-off-by: Adrian Abeyta <aabeyta@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-10-15 19:01:38 -04:00
Mengqing Cao
302ef403a2
[DSA][MLA] Tiny refactor on DeepSeek to make it reusable for different backends (#26656) 
Signed-off-by: MengqingCao <cmq0113@163.com>
 2025-10-15 00:16:44 -07:00
Luka Govedič
2dcd12d357
[torch.compile] Fix tests for torch==2.9 inductor partition (#26116) 
Signed-off-by: ProExpertProg <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
 2025-10-14 19:55:02 -04:00
Boyuan Feng
a86b4c58e8
remove attn output view kernel (#26680) 
Signed-off-by: Boyuan Feng <boyuan@meta.com>
Signed-off-by: Boyuan Feng <fby.1994@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-10-14 22:53:10 +00:00
Jaya Yuan
ea97940d6c
[DCP] Support Decode Context Parallel (DCP) for GQA with FlashAttention (#24864) 
Signed-off-by: yuanyongjie.yyj <yuanyongjie.yyj@antgroup.com>
Signed-off-by: FENP <32334296+FENP@users.noreply.github.com>
Signed-off-by: Jaya Yuan <yuanyongjie.yyj@antgroup.com>
 2025-10-14 13:07:50 +00:00
Harry Mellor
8fcaaf6a16
Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Huamin Li
0cd103e7cb
CP: make correct_attn_out robust to 4‑D views and fix Triton arg binding (#26509) 
Signed-off-by: Huamin Li <3ericli@gmail.com>
 2025-10-11 20:50:57 +00:00
Wenzheng Bi
ec10fd0abc
[Bugfix] Move current_platform import to avoid python import cache. (#16601) 
Signed-off-by: iwzbi <wzbi@zju.edu.cn>
 2025-10-09 10:46:19 +00:00
Zhiyuan Li
d24cf322e1
[Hybrid]: Decouple Kernel Block Size from KV Page Size (#24486) 
Signed-off-by: lizhiyuan <uniartisan2017@gmail.com>
Signed-off-by: Zhiyuan Li <uniartisan2017@gmail.com>
 2025-10-08 23:43:39 -07:00
Naveenraj Kamalakannan
e614ab7806
Separate MLAAttention class from Attention (#25103) 
Signed-off-by: Naveenraj Kamalakannan <therealnaveenkamal@gmail.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-10-08 17:11:11 -07:00
Matthew Bonanni
2a03f93de9
[Attention] Register FLASHMLA_SPARSE (#26441) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-10-08 22:28:52 +00:00
Matthew Bonanni
76879cc160
[Attention] Implement universal BACKEND_MAP (#25900) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-10-08 12:00:25 -07:00
Lucas Wilkinson
f80e7866c0
[Misc] Clean up cruft from previous FlashMLA sparse implementation (#26125) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-10-08 10:09:34 +08:00
Gregory Shtrasberg
f231e5bc21
[ROCm] Split AITER unified attention into its own backend (#25507) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-10-06 22:49:23 +00:00
Harry Mellor
6c04638214
Fix per file ruff ignores related to line length (#26262) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-06 05:12:40 +00:00
Harry Mellor
b893d661b1
Fix per file ruff ignores related to simplification (#26259) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 20:31:53 +00:00
Harry Mellor
1c0c68202c
Fix per file ruff ignores related to typing (#26254) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 16:37:55 +00:00
Harry Mellor
d6953beb91
Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Cyrus Leung
4570535ec4
[Model] CLIP Embedding Support (#26010) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-04 06:21:42 -07:00
TJian
9c5ee91b2a
[ROCm] [VL] [Bugfix] Fix vit flash attn dispatcher logic for ROCm (#26104) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-10-02 22:34:53 -07:00