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585 Commits

Author SHA1 Message Date
Cyrus Leung
33b06a6f24
[Misc] Remove redundant attention var constants (#29650) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-28 04:35:19 -08:00
Xin Yang
745a3bae1a
[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-28 10:48:28 +08:00
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
Pleaplusone
77e10c9cab
[Perf][Deepseek] optimize gather_and_maybe_dequant_cache kernel's perf for extremely long sequence (#28029) 
Signed-off-by: ganyi <ygan@amd.com>
 2025-11-24 19:05:46 -07:00
bnellnm
8f066146c3
[MoE][Refactor] Make select_experts a non-static method (#29067) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-11-24 13:38:04 -05:00
Roger Wang
0ff70821c9
[Core] Deprecate xformers (#29262) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-11-24 04:18:55 +00:00
rasmith
fd65015a14
[CI/Build] Only use supported types and features on ROCm in MoE kernel tests (#29149) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
 2025-11-21 20:34:33 -07:00
rasmith
711241c13c
[CI/Build] Fix illegal memory access and unsupported test in kernels/attention/test_cache.py (#29118) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
 2025-11-21 10:58:38 -05:00
rasmith
5e5a7eb16f
[CI/Build] Make test_attention_selector.py run tests on correct platform (#29064) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Signed-off-by: rasmith <Randall.Smith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-11-20 20:45:56 +00:00
rasmith
3d84ef9054
[CI/Build][AMD] Skip if flash_attn_varlen_func not available in test_aiter_flash_attn.py (#29043) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
 2025-11-20 20:39:49 +00:00
Vensen
fb8851f254
[Bugfix][cache_kernels]: Fix OOB in cache_kernels.cu (#28760) 
Signed-off-by: vensen <vensenmu@gmail.com>
Signed-off-by: Vensenmu <vensenmu@gmail.com>
 2025-11-20 02:52:02 -08:00
rasmith
322cb02872
[CI/Build][AMD] Fix import errors in tests/kernels/attention (#29032) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
 2025-11-20 17:48:09 +08:00
Alexander Matveev
3aaa94ac99
[Performance] Reduce DeepGEMM N dim restriction from 128 to 64 multiplier (#28687) 
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-11-19 15:47:13 -08:00
Shu Wang
613abb50d5
[MoE] Nvfp4 Masked Gemm: Add flashinfer grouped_gemm_nt_masked (#25990) 
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-19 13:29:06 -08:00
Ryan Rock
68d7231991
[CI/Build] Fix test_prefix_prefill for AMD (#28905) 
Signed-off-by: Ryan Rock <ryan.rock@amd.com>
 2025-11-19 16:04:36 -05:00
Qiu
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
Harry Mellor
a8b70304d6
Update rope_scaling to rope_parameters in preparation for Transformers v5 (#28542) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-19 09:06:36 -08:00
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
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
amirkl94
03ee48111d
Feature: Support Relu2 in FusedMoE fp8 cutlass path (#27261) 2025-11-16 13:39:44 -05:00
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
Varun Sundar Rabindranath
6965ef436f
[Performance][DeepGEMM] Estimate expected_m (#28694) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-15 13:52:14 +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
Varun Sundar Rabindranath
fe1cd7704d
[Performance][B200] silu_mul_quant: pack scales in int32 (#28358) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-13 10:16:55 -08:00
wangxiyuan
2dacd57394
[platform] Move get_cu_count to utils (#27005) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-11-13 08:48:47 +08:00
TJian
edb59a9470
[ROCm] [Bugfix] Fix fused_qknorm_rope_kernel rocm compatibility (#28500) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-11-12 05:01:14 -08:00
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
Zhewen Li
e553424919
[CI/Build] Refactor Attention backend for test_prefix_prefill from xformers to SDPA (#28424) 
Signed-off-by: zhewenli <zhewenli@meta.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-11-12 01:09:47 +08:00
zhrrr
68c09efc37
[Kernel][Perf] fuse QK Norm and RoPE into one cuda kernel for Qwen Model (#27165) 
Signed-off-by: zhuhaoran <zhuhaoran.zhr@alibaba-inc.com>
 2025-11-11 12:00:31 -05:00
bnellnm
a1448b4b69
[Kernels] Split up fused_moe/layer.py, isolate more modular kernel code (#28064) 2025-11-11 07:29:02 -07:00
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
Matthew Bonanni
0bf29fadf5
[Test] Remove old non-varlen FA2 test (#28420) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-11-10 23:57:41 +00:00
Varun Sundar Rabindranath
b039bfda8f
[Bugfix] Fix persistent_masked_m_silu_mul_quant tests (#28366) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-10 09:21:52 -08:00
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
ElizaWszola
171133f929
[Bugfix] Fix test fused quant layernorm tests (#27865) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-11-08 14:31:33 -08:00
Harry Mellor
811df41ee9
Update Flashinfer from v0.4.1 to v0.5.2 (#27952) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-07 16:24:42 -08:00
Pavani Majety
72b1c2ae2c
[Bugfix] Use latency MOE backend as default for Flashinfer and other misc fixes (#27439) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2025-11-07 04:18:39 -08:00
Pleaplusone
6cae1e5332
[ROCm][MLA] Support block-size > 1 for AITER MLA backend (#27224) 
Signed-off-by: ganyi <ygan@amd.com>
Co-authored-by: wuhuikx <hattie.wu@amd.com>
 2025-11-05 10:43:02 -05:00
amirkl94
6b7a81185d
Bugfix: Cutlass FP8 FusedMoE bad scaling factors (#27255) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-05 06:06:06 -05:00
Asaf Joseph Gardin
00b31a36a2
[V1] [Hybrid] Mamba1 Automatic Prefix Caching (#26377) 
Signed-off-by: asafg <39553475+Josephasafg@users.noreply.github.com>
 2025-11-02 04:16:23 -08:00
Fardin Hoque
b8c48c5d72
kernels/moe test pruning (#27053) 
Signed-off-by: Fardin Hoque <kfhfar@amazon.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-10-30 12:10:34 +08:00
bnellnm
1891cf605a
[Bugfix] Fix modular kernel tests (#27707) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-10-29 16:14:33 +08:00
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
Xiangyu Li
5cc6bddb6e
[Kernel] Add GPTQv2 format support for low-bit or asymmetric quantization, by adapting gptq_gemm (#26092) 2025-10-23 23:26:13 -04:00
Jonathan Chen
ca76486a16
[Chore] Separate out vllm.utils.platform_utils.py (#27374) 
Signed-off-by: Jonathan <chenleejonathan@gmail.com>
 2025-10-23 19:08:06 +00:00
Varun Sundar Rabindranath
a9f55dc588
[Misc] Add triton_kernels dependency (#27370) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-23 12:04:14 -07:00
dongbo910220
a0003b56b0
[Chore] Separate out system utilities from vllm.utils (#27201) 
Signed-off-by: dongbo910220 <1275604947@qq.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-10-22 20:25:25 +00:00
dongbo910220
3ae082c373
[Chore] Separate out optional dependency checks from vllm.utils (#27207) 
Signed-off-by: dongbo910220 <1275604947@qq.com>
Signed-off-by: dongbo910220 <32610838+dongbo910220@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-10-22 10:44:21 -04:00