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61 Commits

Author SHA1 Message Date
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
Aleksandr Malyshev
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
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
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
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
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
ElizaWszola
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
Wentao Ye
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
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
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
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
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
ElizaWszola
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
bnellnm
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
Michael Goin
c3aea10dc8 [Perf] Use upstream CUTLASS for SM90 Block FP8 kernel (#23280) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-11 15:43:14 -07:00
Wentao Ye
3af47c3cc6 [Feature] Add Hopper DeepGEMM E8M0 for DeepSeekV3.1 scale_fmt (#23666) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-08-27 14:09:08 +00:00
Wentao Ye
394591e343 [Feature] Enable DeepGEMM Linear on B200; 1.5% E2E throughput improvement (#23351) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-21 21:01:08 -07:00
Wentao Ye
f7dcce7a4a [Feature] Add VLLM_USE_DEEP_GEMM_E8M0 Env to Control E8M0 Scale (#21968) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-11 09:39:08 -07:00
Wentao Ye
eec890c1c1 [Bug] Fix B200 DeepGEMM E8M0 Accuracy Issue (#22399) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-06 17:03:53 -07:00
TJian
e626d286f5 [FEAT] [ROCm] [AITER]: Add AITER HIP block quant kernel (#21242) 2025-07-28 05:07:06 +00:00
Wentao Ye
633f6e804b [Bug] Fix DeepGemm Init Error (#21554) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-24 20:07:22 -07:00
Wentao Ye
774d0c014b [Perf] Cuda Kernel for Per Token Group Quant (#21083) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-22 07:27:15 -07:00
Wentao Ye
76ddeff293 [Doc] Remove duplicate docstring (#21012) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-15 20:09:13 -07:00
TJian
80d38b8ac8 [V1] [ROCm] [AITER] Upgrade AITER to commit 916bf3c and bugfix APIs (#20880) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-07-13 15:19:32 +00:00
Wentao Ye
42d440c22b [Perf] Use Triton instead of Torch for DeepGEMM Per Token Group Quant (#20841) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-12 19:38:45 -07:00
Wentao Ye
e2de455c34 [Feature] Integrate SM100 DeepGEMM support (#20087) 2025-07-10 20:18:05 -07:00
Li, Jiang
0ec3779df7 [Bugfix][CI/CD][CPU] Fix CPU CI tests (#20383) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-07-02 20:11:36 -07:00
Wentao Ye
4d36693687 [Refactor] Create a function util and cache the results for has_deepgemm, has_deepep, has_pplx (#20187) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-28 22:06:38 +00:00
Wentao Ye
879f69bed3 [Refactor] Remove duplicate ceil_div (#20023) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-25 05:19:09 +00:00
Wentao Ye
a6c4b87fbc Revert "[Feature] Integrate new deepgemm (#19820)" (#20049) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-24 19:45:22 -07:00
Wentao Ye
c6e3bba8e6 [Feature] Integrate new deepgemm (#19820) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-24 12:51:56 -07:00
Varun Sundar Rabindranath
e5d35d62f5 [BugFix] Force registration of w8a8_block_fp8_matmul_deepgemm via lazy import (#19514) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-06-12 04:28:12 +00:00
artetaout
b8e809a057 [Kernel] Support deep_gemm for linear methods (#19085) 
Signed-off-by: artetaout <lulala341@gmail.com>
 2025-06-11 15:14:45 +08:00
Varun Sundar Rabindranath
5cf2daea9a [Misc] Fixes and Optimizations for DeepEP + DeepGEMM combination. (#19298) 
Signed-off-by: Varun <vsundarr@redhat.com>
Co-authored-by: Varun <vsundarr@redhat.com>
 2025-06-09 10:50:39 -04:00
Lain
5f2cd251d2 Sm100 blockwise fp8 swap ab (#18564) 2025-06-04 07:48:45 -07:00
Simon Mo
02f0c7b220 [Misc] Add SPDX-FileCopyrightText (#19100) 
Signed-off-by: simon-mo <simon.mo@hey.com>
 2025-06-03 11:20:17 -07:00
Lain
e23564cb70 use ceil_div in cutlass block scaling shape check (#17918) 2025-05-16 03:02:58 -07:00
vllmellm
40de1ef455 [FEAT] [ROCm]: Add AITER Block-Scaled GEMM Feature (#14968) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-05-13 19:08:20 -07:00
Harry Mellor
6223dd8114 Update deprecated type hinting in model_executor/layers (#18056) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-13 04:17:23 -07:00
Shu Wang
376786fac1 Add cutlass support for blackwell fp8 blockwise gemm (#14383) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
 2025-05-08 15:09:55 -07:00
Mengqing Cao
f9bc5a0693 [Bugfix] Fix triton import with local TritonPlaceholder (#17446) 
Signed-off-by: Mengqing Cao <cmq0113@163.com>
 2025-05-06 17:53:09 +08:00
Lucas Wilkinson
9532c49836 [Attention] MLA get rid of materialization (#14770) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-03-13 23:39:02 -07:00
Jeff Daily
a1c8f3796c dynamic distpatch of fp8 kernels (#14245) 
Signed-off-by: Jeff Daily <jeff.daily@amd.com>
 2025-03-11 10:54:56 -04:00
Luka Govedič
e1744502c2 [FP8] Refactor apply_fp8_linear and apply_fp8_linear_generic into an object (#14390) 
Signed-off-by: luka <luka@neuralmagic.com>
 2025-03-07 05:20:16 +00:00
Woosuk Kwon
b382a7f28f [BugFix] Make FP8 Linear compatible with torch.compile (#13918) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-02-26 13:48:55 -08:00
Gregory Shtrasberg
c904fdddf6 [ROCm] Apply FP8 weights padding to values not divisible by 512 bytes on ROCm (#13231) 2025-02-22 05:54:38 -08:00