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554 Commits

Author SHA1 Message Date
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
Lain
09a7e6f617 [Deepseek v3.2] Remove extra logics in indexer (#26465) 
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Lain <siyuanf@nvidia.com>
Co-authored-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-10-21 23:34:03 +00:00
Daniel Cámpora
80e9452984 [Deepseek v3.2] Optimize top_k_per_row (#26763) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-10-21 08:30:07 +00:00
iAmir97
7a6c8c3fa1 [Chore] Separate out vllm.utils.network_utils (#27164) 
Signed-off-by: iAmir97 <Amir.balwel@embeddedllm.com>
Co-authored-by: iAmir97 <Amir.balwel@embeddedllm.com>
 2025-10-19 03:06:32 -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
iAmir97
1d165d6d85 [Chore] Separate out vllm.utils.mem_utils (#27143) 
Signed-off-by: iAmir97 <Amir.balwel@embeddedllm.com>
Signed-off-by: iAmir97 <71513472+iAmir97@users.noreply.github.com>
Co-authored-by: iAmir97 <Amir.balwel@embeddedllm.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-10-18 10:06:59 +00:00
Isotr0py
3125d79950 [Chore] Remove unused PolyNorm layer (#27110) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-10-17 19:03:43 +00:00
Luka Govedič
bd7157a071 [torch.compile] Enable attention and allreduce fusion without custom ops enabled (#24604) 
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-10-17 08:10:23 -06:00
jiahanc
41d3071918 [NVIDIA] [Perf] Update to leverage flashinfer trtllm FP4 MOE throughput kernel (#26714) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-16 16:20:25 -07:00
Wentao Ye
b3dda72c23 [Feature] Migrate DeepGEMM API from get_m_alignment_for_contiguous_layout to get_mk_alignment_for_contiguous_layout (#26935) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-10-16 16:46:48 -04:00
Varun Sundar Rabindranath
fb0571b077 [GPTOSS][DP/EP][Marlin] Enable GPTOSS Batched DP/EP using Marlin kernels (#25997) 
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
kliuae
1317034379 [ROCm][FEAT] Fuse DeepSeek shared experts into AITER fused_moe ops (#24097) 
Signed-off-by: chenjun <junchen2@amd.com>
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Co-authored-by: valarLip <103567126+valarLip@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2025-10-16 10:41:34 +08:00
Varun Sundar Rabindranath
8ae169286f [torch.compile] Unwrap fused_marlin_moe custom op (#26739) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-14 02:22:16 +00:00
Fardin Hoque
fa96fb9c70 Pruning kernel Core Tests (#26727) 
Signed-off-by: Fardin Hoque <kfhfar@amazon.com>
 2025-10-13 23:08:18 +00:00
Fardin Hoque
577c72a227 [CI Perf]Prune Tests in kernel/mamba (#26538) 
Signed-off-by: Fardin Hoque <kfhfar@amazon.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-10-13 18:22:31 -04:00
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
Vadim Gimpelson
82e64c7a20 [PERF] [Qwen3-next] Speed up gated RMSNorm (#26207) 
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Signed-off-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-10-12 08:27:50 +00:00
Roberto L. Castro
96ad65b7fe [Transform] [Quantization] Add QuTLASS support to vLLM (#24440) 
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-10 09:43:40 -07:00
Elvir Crnčević
7b03584de8 Silu v2 (#25074) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: elvircrn <elvircrn@gmail.com>
Signed-off-by: Elvir Crnčević <elvircrn@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
 2025-10-10 15:19:53 +00:00
Daniel Cámpora
0e67102d93 Added test_top_k_per_row to test-pipeline.yaml. (#26569) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-10-10 10:48:33 -04:00
elvischenv
44f633dba1 [Flashinfer][gpt-oss] Support FP8-qkv Flashinfer TRTLLM Sinks Attention (#25674) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2025-10-09 16:13:39 -04:00
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
elvischenv
5e49c3e777 Bump Flashinfer to v0.4.0 (#26326) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2025-10-08 23:58:44 -07:00
bnellnm
da364615fc [Kernels] Modular kernel refactor (#24812) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-10-08 17:51:52 -04:00
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
Wentao Ye
9fb3ae4e6f [Bug] Fix DeepGEMM Attention Test (#26423) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-08 12:23:41 -04:00
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
Cyrus Leung
1e4ecca1d0 [V0 Deprecation] Remove VLLM_USE_V1 from tests (#26341) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-07 15:42:31 +00:00
fxmarty-amd
41f1cf38f2 [Feature][OCP MX] Support mxfp6 and mixed mxfp6-mxfp4 (#21166) 2025-10-07 09:35:26 -04:00
Daniel Cámpora
e1098ced95 Add topk logits torch op for DS3.2. (#25945) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-10-07 10:07:32 +00:00
Crefeda Rodrigues
c02058c222 Add bias handling to CPUFusedMOE kernel (#26289) 
Signed-off-by: Crefeda Rodrigues <crefeda.rodrigues@arm.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Crefeda Rodrigues <65665931+cfRod@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Sharif Inamdar <Sharif.Inamdar@arm.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
 2025-10-06 18:39:10 +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