Commit Graph
219 Commits
Author SHA1 Message Date
jiahancandMichael Goin 561253b37f [Performance][Fix] update nvfp4 code to support renorm routing (#28569)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-11-16 18:02:42 -08:00
TJian a425dc256e [Bugfix] [ROCm] [AITER]: Fix aiter block quant not compatible with torch compile dynamo (#28716)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2025-11-14 10:30:50 -08:00
3f8a874065 [Kernels] Enable FlashInfer FP8 Blockscale on SM90 (for TEP DSR1) (#27134)
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2025-11-14 08:02:44 -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
vllmellm d8140b9833 [ROCM] Fix ROCm warnings, environment flag access, and GEMM kernel naming for consistency in _aiter_ops.py (#28464)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2025-11-12 21:46:57 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 74a9a9faad [Performance][B200] Fix deepgemm prologue (#27897)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-11-12 13:13:03 -08:00
Alexander Matveev f76e85c299 [Performance][Hopper] Avoid M dim padding to 4x for most cases (due to cuda graphs paddings) (#28492)
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
2025-11-12 10:51:43 -05:00
Michael Goin f9a4087182 Remove weight_scale.T special case for SM90 Block FP8 CUTLASS kernel (#28431)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-11-11 11:46:04 -05:00
Yong Hoon Shin 021143561f [ROCm] Add missing gemm_a8w8_blockscale import (#28378)
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
2025-11-10 23:13:36 +00:00
jiahanc 34553b9d27 [Performance] Support FP8 flashinfer TRTLLM MOE on Qwen3 and Qwen-3next (#27492)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
2025-11-10 12:34:57 -05:00
vllmellmandLuka Govedič 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
smit kadvaniandSmit Shaileshbhai Kadvani 11fd69dd54 [amd][gptoss] Perf gain because of block alignment (#28024)
Signed-off-by: Smit Kadvani <smit.kadvani@gmail.com>
Co-authored-by: Smit Shaileshbhai Kadvani <kadvani@meta.com>
2025-11-07 05:27:42 +00:00
449de9001a [ROCm] triton fp8 kernel (#27058)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
2025-11-06 14:46:44 -05:00
Shu Wang fc16f1c477 Flashinfer_CUTLASS_MOE fuses quantization for TP (#27223)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
2025-10-31 17:54:29 +00:00
5ff5d94e77 [Bugfix] Fix gpt-oss w4a8 DP/EP on B200 (#26729)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-21 01:51:14 -04:00
Shu WangandMichael Goin f95da13c3d [ModelOpt] Load w13/w2_input_scale for all experts, nvfp4 (#26135)
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-21 01:50:31 -04:00
Isotr0py 352c0c8a28 [Quantization] Automatically infer AWQ modules_to_not_convert field (#26909)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-10-21 01:49:28 +00:00
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
vllmellm e33ee23ee3 [Bugfix] [AITER] [ROCm] Fix Quark MoE Quant Config and AITER Fused MoE quant type logic (#27029)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2025-10-17 12:51:10 -06:00
Harry Mellor 6c9fdbf725 [Docs] Replace rst style double-backtick with md single-backtick (#27091)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-10-17 02:47:34 -07:00
XiaobingZhangandMichael Goin 0b99f5d302 support flashinfer_fp4 moe for 5090 gpu (#26669)
Signed-off-by: XiaobingSuper <xiaobingzhangupc@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-15 15:06:47 -04:00
Morrison TurnanskyandLuka Govedič 96b9aa5aa0 [Frontend][torch.compile] CompilationConfig Overhaul (#20283): name change compilation level to compilation mode, deprecation compilation level (#26355)
Signed-off-by: morrison-turnansky <mturnans@redhat.com>
Signed-off-by: Morrison Turnansky <mturnans@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2025-10-15 02:51:16 +00:00
Michael Goin 3e051bda82 [UX] Replace VLLM_ALL2ALL_BACKEND with --all2all-backend (#26732)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-10-13 18:12:52 -07:00
Alex Kogan 89342ce4c0 [Quantization] [Performance] Enable Marlin GEMM kernels for the calibration-free RTN-based quantization (#26051)
Signed-off-by: Alex Kogan <alex.kogan@oracle.com>
Signed-off-by: Alex Kogan <82225080+sakogan@users.noreply.github.com>
2025-10-13 18:52:54 +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
Lucas Kabela 213b64452a [Bugfix] Convert untraceable GroupShape to list for AMD impl (#26535)
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
2025-10-10 13:32:29 +00:00
fxmarty-amd 41f1cf38f2 [Feature][OCP MX] Support mxfp6 and mixed mxfp6-mxfp4 (#21166) 2025-10-07 09:35:26 -04:00
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
7ef40bb983 [GPTOSS][DP/EP][Marlin] Enable GPTOSS DP/EP using Marlin kernels (#25488)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-10-03 20:13:13 -04:00
502640c3f9 [Perf] Fix and reapply move apply w8a8 block fp8 linear to class (#25696)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
2025-10-02 19:35:13 +00:00
Harry Mellor 61aedb5ffe MoveVllmConfig from config/__init__.py to config/vllm.py (#25271)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-09-29 19:49:49 -07:00
Wentao Yeandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 89e4050af4 [Bug] Fix Weight Loading for Block FP8 Cutlass SM90 (#25909)
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>
2025-09-30 09:15:19 +08:00
Isotr0py d4d9899860 [Quantization] Add field to skip unquantized modules for GPTQ config (#25455)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-09-26 15:47:41 +00:00
Wentao Ye 9fe4c2bdb9 [Refactor] Remove DeepGEMM OP Register (#25710)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-09-25 20:13:41 -04:00
Tyler Michael Smith 1260180c67 Revert "[Performance] Move apply_w8a8_block_fp8_linear to an op class… (#25607)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
2025-09-25 08:05:21 +00:00
XuruiYangandyangxurui 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
Wentao Ye 1f29141258 [Refactor] Use DeepGEMM Col Major TMA Aligned Tensor (#25517)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-09-24 18:52:36 -04:00
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
Li, Jiang 1cbcfb94de [Bugfix][CPU] Skip unsupported custom op register on CPU (#25534)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2025-09-24 06:21:51 +00:00
Juan Villamizarandjpvillam bde2a1a8a4 [ROCm] Small functional changes for gptoss (#25201)
Signed-off-by: jpvillam <jpvillam@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
2025-09-23 23:39:50 +00:00
Michael Goin 7361ab379f Remove redundant mutates_args and dispatch_key for direct_register_custom_op (#25512)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-09-23 22:48:40 +00:00
63400259d0 [Performance] Move apply_w8a8_block_fp8_linear to an op class (#24666)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
2025-09-23 12:03:10 -07:00
Hashem Hashemi a3a7828010 [ROCm] Add skinny gemm bias support for dtypes fp16,bf16,fp8 (#24988)
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
Signed-off-by: Hashem Hashemi <159079214+amd-hhashemi@users.noreply.github.com>
2025-09-23 14:31:45 -04:00
bnellnmandMichael Goin f11e3c516b [Kernels] Support blocked fp8 quantization for compressed tensors MoE (#25219)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-09-23 16:11:34 +00:00
Michael Goin fbd6523ac0 Refactor dense FP8 tensor/channel/block utils and add CT FP8 block (#21404) 2025-09-18 08:53:45 -04:00
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
Tahsin Tunangemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>Luka Govedič
cef32104b4 [FP8] Extend per-token-group quantization support to QuantFP8 (#24342)
Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
2025-09-16 18:31:06 -07:00
Gregory Shtrasberg 2891603efd [ROCm][Bugfix] Fix the case where there's bias (#24895)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2025-09-15 20:05:12 -06:00
Didier Durand 4979eb79da [Doc]: fix typos in various files (#24821)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
2025-09-15 01:08:52 -07:00
Hyogeun Oh (오효근) 41f17bf290 [Docs] Fix warnings in mkdocs build (continued) (#24740)
Signed-off-by: Zerohertz <ohg3417@gmail.com>
2025-09-12 06:43:15 -07:00