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48 Commits
Author SHA1 Message Date
fxmarty-amdandAndreas Karatzas 63988f3c2d [Quantization][Refactor][1/N] Adopt QuantKey in QuarkConfig and methods, relying on weight_quant_key, act_quant_key for quant method dispatch (#52958) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
 2026-09-01 02:55:54 -05:00
+5
Harry Huangzjy0516KungYorkThien TranYifan Qiaoandyluo7Isotr0pyandyluo7OpenAI Codexlishunyang12Vadim GimpelsonIsotr0pyLucas WilkinsonClaude Opus 5OpenAI Codex
 		e126687a9a [Model] Support Qwen3.8-Flash-Next (#53896) 
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: lishunyang12 <lishunyang03@gmail.com>
Signed-off-by: Harry Huang <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: KungYork <firelikest@163.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: andyluo7 <43718156+andyluo7@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: andyluo7 <andy.luo@amd.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: lishunyang12 <lishunyang03@gmail.com>
Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
 2026-08-31 05:57:56 +00:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> a5e0045433 [Refactor] Remove dead code quantization 2 (#52821) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-08-25 20:28:44 -07:00
jimmy-adamsAndreas KaratzashujiCursor
 		da788334bc Support DeepSeek-V4 AMD Quark NVFP4 with emulation kernel (#47972) 
Signed-off-by: Jimmy Adams <Adam_ji@outlook.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: huji <huidong.ji@amd.com>
Signed-off-by: jimmy-adams <41593649+jimmy-adams@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: huji <huidong.ji@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-08-07 01:19:31 -07:00
fxmarty-amd e67a2e0a56 [ROCm][Quark][7/N] Use MXFP4 linear kernel abstraction for emulation backend (#48949) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
 2026-07-31 10:07:15 -07:00
+1
Juan VillamizarDouglas LehrClaude Opus 4.7DanielJaden MathiasjpvillamrootDouglas LehrdllehrDaniel ChanAndreas Karatzas
 		4f1da84eb5 Enable gfx1250 ROCm architecture (#46516) 
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Signed-off-by: jpvillam <juan.villamizar@amd.com>
Signed-off-by: Daniel <danichan@amd.com>
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com>
Signed-off-by: jpvillam <jpvillam@amd.com>
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Signed-off-by: Jaden Mathias <Jaden.Mathias@amd.com>
Co-authored-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-authored-by: Daniel <danichan@amd.com>
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
Co-authored-by: root <root@ctheliosr-1b114-f01-2.mnb.dcgpu>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: dllehr <douglehr@amd.com>
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
 2026-07-31 01:41:12 +00:00
fxmarty-amdandAndreas Karatzas 7aea73d83d [ROCm][Quark][6/N] Use MXFP4 linear kernel abstraction for aiter backend (#49348) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
 2026-07-27 21:35:57 -05:00
music-dino 7d56fe2adc [ROCm][CI] Avoid HIP init at config time via lazy aiter import in Quark OCP-MX (#48015) 
Signed-off-by: Dino Music <Dino.Music@amd.com>
 2026-07-16 16:47:08 +00:00
xaguilar-amd 0b131b16c9 [ROCm][AITER][Quark] Tag per-channel FP8 weights as PER_CHANNEL so AITER pre-shuffled GEMM is selected (#44626) 
Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com>
 2026-06-17 14:05:34 +00:00
Harry Mellor a80af24356 Speed up docs build (#44635) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-05 14:51:44 +00:00
fxmarty-amdandKyle Sayers 40330967ab [Quark] Support loading Quark NVFP4 checkpoints in vLLM (#35859) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-05-13 11:17:36 -07:00
PikaPikachu 3b1ef03be4 [Bugfix][Quark] Fix W8A8 INT8 garbage outputs on Step-3.5-Flash (and other 3-key fused-MoE Quark exports) (#41892) 
Signed-off-by: kangletian <kangletian@hotmail.com>
 2026-05-13 11:59:49 +00:00
chelnnexy d109eacd05 [Bugfix][ROCm] Fix gemm_a4w4 call to use updated AITER API signature (#40754) 
Signed-off-by: cheiluno <cheiluno@amd.com>
 2026-04-29 09:04:53 +09:00
Andreas Karatzas 5e2c37facd [ROCm][CI] Add missing quantization methods and fix online quant test failures (#39801) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-04-27 15:08:57 -05:00
vllmellm 5f7fab881a [ROCm][FEAT] Integrate aiter gemm w8a8 ptpc (#33773) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
 2026-04-16 09:55:29 +08:00
Maral 2e9034c998 [W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892) 
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
 2026-04-09 08:50:39 +08:00
rasmith 83d09d36b5 [CI][Bugfix][AMD][ Ensure weights created when using emulating OCP MXFP4 (#36993) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2026-04-08 00:37:16 +08:00
Chuan (Richard) Li e99fb98867 [ROCm] Fix fused_moe_fake signature mismatch and other AITER bugs (#36100) 
Signed-off-by: Li <chuali@amd.com>
 2026-03-23 15:48:31 +08:00
xuebwang-amd 44eea10f68 [ROCm][Quantization] make quark ocp mx dtype parser robust for weight-only quantization (#36232) 
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
 2026-03-20 10:10:03 -05:00
Divakar Verma 6341d43043 [ROCm][Quantization] add quark w4a8 mxfp4_fp8 for LinearLayer (#35316) 
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
 2026-03-13 19:44:24 +00:00
Douglas LehrDoug LehrRohan PotdarGregory Shtrasberg
 		ec8ab9d254 [ROCm] Add dynamic mxfp4 quantization for DeepSeek V2 projection layers (#34157) 
Signed-off-by: Doug Lehr <douglehr@amd.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
 2026-02-26 10:00:49 -06:00
BadrBasowidvllmellmTJian
 		6af03f2394 [Refactor] [1/N] Reorganize kernel abstraction directory (#34055) 
Signed-off-by: BadrBasowid <badr.basowid@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2026-02-24 06:47:22 +00:00
Charlie Fu fe5438200b [Rocm][Bugfix] Fix dtype not same for gemm_a4w4 op (#33734) 
Signed-off-by: charlifu <charlifu@amd.com>
 2026-02-06 19:09:59 +00:00
TJian 9b67338b78 [Bugfix] Suppress log on non-ROCm platform (#32703) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2026-01-20 13:38:20 -08:00
vllmellm 148117ea2e [Refactor] Make FP8 Linear Ops use kernel abstraction (#27814) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
 2026-01-20 14:48:20 +08:00
brian033andTJian b89275d018 [ROCm] Improve error handling while loading quantized model on gfx120… (#31715) 
Signed-off-by: brian033 <85883730+brian033@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2026-01-15 04:16:00 -08:00
Didier Durand 04a797cd0e [Doc]: fixing typos in various files. (#29717) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-11-29 01:15:39 -08:00
Aleksandr MalyshevandAleksandr Malyshev b7f1f490a6 Upstream triton fp4 weight preshuffle (#28888) 
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
 2025-11-21 11:34:46 -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
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 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
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
Zhewen Li 711f485643 [Bugfix] Fix import gemm_afp4wfp4 failure on AMD (#26068) 
Signed-off-by: zhewenli <zhewenli@meta.com>
 2025-10-02 22:37:25 -07:00
Aleksandr MalyshevAleksandr MalyshevDoug Lehr
 		53a30845be Llamas 3.1 405B fp4 changes upstreaming from 355_wip (#25135) 
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
 2025-09-25 19:16:53 -06:00
Luka Govedičandmgoin 31d5c1797f [Perf][fp8] Use CustomOp abstraction for fp8 quant for better perf (#19830) 
Signed-off-by: Luka Govedic <lgovedic@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-11 04:56:28 +00:00
fxmarty-amdandBowen Bao 332d4cb17b [Feature][Quantization] MXFP4 support for MOE models (#17888) 
Signed-off-by: Felix Marty <felmarty@amd.com>
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Bowen Bao <bowenbao@amd.com>
 2025-07-09 13:19:02 -07:00
li haoyangandHaoyang Li 1c50e100a9 [Bugfix] fix quark ptpc (#20251) 
Signed-off-by: Haoyang Li <Haoyang.Li@amd.com>
Co-authored-by: Haoyang Li <307790822@qq.com>
 2025-06-30 22:24:50 +09:00
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
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
fxmarty-amdandkewang2 bb239a730f [Bugfix] Fix quark fp8 format loading on AMD GPUs (#12612) 
Signed-off-by: Felix Marty <felmarty@amd.com>
Signed-off-by: kewang2 <kewang2@amd.com>
Co-authored-by: kewang2 <kewang2@amd.com>
 2025-05-08 02:53:53 -07:00
Bowen Bao db593aa67f [Quantization] Quark MXFP4 format loading (#16943) 2025-05-07 15:05:05 -04:00
chaow-amd 9e90c9f73f [Bugfix] Fix bugs of running Quark quantized models (#16236) 
Signed-off-by: chaow <chaow@amd.com>
 2025-04-11 10:18:32 -04:00
Gregory ShtrasbergandLuka Govedič 4d0ec37267 [Quantization][FP8] Adding support for fp8 gemm layer input in fp8 (#14578) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-03-28 02:58:16 +00:00
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
Russell Bryant e489ad7a21 [Misc] Add SPDX-License-Identifier headers to python source files (#12628) 
- **Add SPDX license headers to python source files**
- **Check for SPDX headers using pre-commit**

commit 9d7ef44c3cfb72ca4c32e1c677d99259d10d4745
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:18:24 2025 -0500

    Add SPDX license headers to python source files
    
This commit adds SPDX license headers to python source files as
recommended to
the project by the Linux Foundation. These headers provide a concise way
that is
both human and machine readable for communicating license information
for each
source file. It helps avoid any ambiguity about the license of the code
and can
    also be easily used by tools to help manage license compliance.
    
The Linux Foundation runs license scans against the codebase to help
ensure
    we are in compliance with the licenses of the code we use, including
dependencies. Having these headers in place helps that tool do its job.
    
    More information can be found on the SPDX site:
    
    - https://spdx.dev/learn/handling-license-info/
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

commit 5a1cf1cb3b80759131c73f6a9dddebccac039dea
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:36:32 2025 -0500

    Check for SPDX headers using pre-commit
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

---------

Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-02-02 11:58:18 -08:00
kewang-xlnxkewang2Michael Goin
 		de0526f668 [Misc][Quark] Upstream Quark format to VLLM (#10765) 
Signed-off-by: kewang-xlnx <kewang@xilinx.com>
Signed-off-by: kewang2 <kewang2@amd.com>
Co-authored-by: kewang2 <kewang2@amd.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
 2025-01-15 11:05:15 -05:00