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123 Commits

Author SHA1 Message Date
Omer Ullman Argov
39d28108f4 [Feat] Support non-gated activations in NVFP4 modelopt path (#29004) 2025-11-30 11:02:40 -05:00
Xin Yang
a491b0911b [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#29708) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Signed-off-by: Xin Yang <105740670+xyang16@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-30 10:37:25 +08:00
Jinzhen Lin
1656ad3704 [Kernel][Quantization] add w4a8 support for marlin kernel (#24722) 
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
Huamin Li
3fd1fb0b60 Revert "[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971)" (#29697) 
Signed-off-by: Huamin Li <3ericli@gmail.com>
 2025-11-28 15:26:52 -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
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
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
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
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
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
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
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
bnellnm
a1448b4b69 [Kernels] Split up fused_moe/layer.py, isolate more modular kernel code (#28064) 2025-11-11 07:29:02 -07:00
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
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
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
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
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
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
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
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
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
bnellnm
da364615fc [Kernels] Modular kernel refactor (#24812) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-10-08 17:51:52 -04:00
fxmarty-amd
41f1cf38f2 [Feature][OCP MX] Support mxfp6 and mixed mxfp6-mxfp4 (#21166) 2025-10-07 09:35:26 -04:00
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
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
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
XuruiYang
845adb3ec6 [Model] Add LongCat-Flash (#23991) 
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
 2025-09-24 21:53:40 -07:00
Shu Wang
54e42b72db Support mnnvl all2allv from Flashinfer (#21003) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-09-24 14:38:16 -04:00
Cyrus Leung
3d9a1d2de5 [V1] Support LLM.apply_model (#18465) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-20 07:14:35 +00:00
Zhiyu
431535b522 Enable modelopt gemma3 nvfp4/fp8, make workflow more robust (#22771) 
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-19 22:40:33 +00:00
bnellnm
5963b98b46 [Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-17 17:43:31 -06:00
Michael Goin
59d7ffc17f [CI Failure] Fix test_flashinfer_cutlass_mxfp4_mxfp8_fused_moe (#24750) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-09-13 07:29:19 +00:00
Elvir Crnčević
98229db244 [Kernels][DP/EP] Optimize Silu Kernel for R1 (#24054) 
Signed-off-by: elvircrn <elvircrn@gmail.com>
 2025-09-13 00:17:27 -07:00
Duncan Moss
074854b24f [Kernel][B200] mxfp4 fused cutlass moe (#23696) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-11 17:04:56 -04:00
Wei
0efdb5c3ba [gpt-oss] Cache permute indices for faster MXFP4 MoE layer loading (#24154) 
Signed-off-by: Wei Wei <wwei6@meta.com>
 2025-09-10 04:27:53 +00:00
Jee Jee Li
7555d6b34a [Bugfix] Fix test_mixtral_moe (#24371) 2025-09-06 09:32:03 -07:00
bnellnm
e9b92dcd89 [Kernels] Overlap shared experts with send/recv (#23273) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-03 12:35:18 -04:00