Commit Graph
240 Commits
Author SHA1 Message Date
Xin Yang 1f19d8f899 [Perf] Set split_k to 1 for triton_kernels (#30528)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2025-12-12 14:07:57 -05:00
jiahanc 0ab23c2b2b [fix] fix SM check for Flashinfer TRTLLM MOE (#30314)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
2025-12-12 01:00:58 +00:00
Andrew BriandandAndrew Briand a00d88973d [EPLB] Support EPLB w/ NVFP4 (#29804)
Signed-off-by: Andrew Briand <abriand@nvidia.com>
Co-authored-by: Andrew Briand <abriand@nvidia.com>
2025-12-11 22:59:40 +00:00
ElizaWszola 2e7035dd8c [Bugfix] Fix fp8 DeepGemm compilation issues (#30336) 2025-12-09 20:17:25 -05:00
3c680f4a17 [Rocm][torch.compile] Adding layernorm + fp8 block quant and silu + fp8 block quant for Aiter (#25693)
Signed-off-by: charlifu <charlifu@amd.com>
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Signed-off-by: Charlie Fu <Charlie.Fu@amd.com>
Co-authored-by: Micah Williamson <micah.williamson@amd.com>
Co-authored-by: wuhuikx <hattie.wu@amd.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
2025-12-09 22:39:26 +00:00
Kyle Sayers fccd532587 [Quantization] FP8 Weight Reloading for Quantized RL Rollout (#28480)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2025-12-09 13:54:32 -08:00
czhu-cohere f6227c22ab [Kernel]Support W4A8 Grouped GEMM on Hopper (#29691)
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
2025-12-08 19:29:06 -08:00
Zhewen Li ae339b1a67 [Bugfix] Fix DeepGEMM after #29546 (#30267)
Signed-off-by: zhewenli <zhewenli@meta.com>
Signed-off-by: Zhewen Li <zhewenli@meta.com>
2025-12-09 01:05:27 +00:00
ElizaWszolaandyewentao256 af0444bf40 [Performance] Fused blockwise quant RMS norm (#27883)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
2025-12-07 16:38:04 +00:00
Wentao Ye 541a2ef892 [Perf] Deepgemm fused layout kernel for activations, 4.3% throughput improvement, 10.7% TTFT improvement. (#29546)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-12-07 20:31:14 +08:00
yuttian1 c4d62618ca Fix AWQ MoE marlin check issue in marlin_utils.py for AMD backend (#30102)
Signed-off-by: yuttian1 <yuttian@amd.com>
2025-12-05 20:54:38 -08:00
rasmithandRandall Smith dc839ad03d [CI/Build][AMD][Quantization] Fix test_int8_kernel.py by updating int8_utils to use hip.libdevice.round (#30151)
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
2025-12-05 20:52:11 -08:00
Wentao Ye 7b5575fa7d [Bug] Fix vLLM config is not set error (#29999)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-12-05 16:42:12 -05:00
19bee6d12d [Performance][DP/EP] Add silu_mul_per_token_group_quant_fp8_colmajor kernel (#29470)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-12-03 18:04:59 +00:00
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
jiahancandmgoin 5f96c00c55 [Fix] Add SM check to flashinfer MOE backend (#29144)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-11-23 00:39:30 +00:00
Lukas Geiger d045e22dfe [Model][Qwen3VL] Tune Triton w8a8 block fp8 kernel for L40s (#29217)
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
2025-11-21 17:30:55 -08:00
Mingyuan Maandmgoin b4c8fbaae2 Add TRTLLM MoE NVFP4 kernel to CompressedTensorsW4A4MoeMethod (#28892)
Signed-off-by: mingyuanm <mingyuanm@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-11-21 09:54:11 -07:00
Hongxia Yang 3f5f36da3f [ROCm] Fix for import when building with upstream triton for gfx1100 for gpt-oss serving (#29127)
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
2025-11-21 03:30:07 +00:00
Shu WangandMichael Goin 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
Varun Sundar RabindranathandVarun Sundar Rabindranath 9912b8ccb8 [Build] Add OpenAI triton_kernels (#28788)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-11-18 16:45:20 -08:00
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