Commit Graph
1262 Commits
Author SHA1 Message Date
Jiangyun Zhu 98ed0856f3 [Model] add GLM-5.3-Flash support (#53906) 2026-09-03 09:40:35 -07:00
fxmarty-amd 7894394b07 [Online quantization] Add targeted online quantization configuration based on user patterns (#51285) 2026-09-02 08:55:15 -04:00
Micah Williamson ce6a283c09 [Bugfix] Restore weight_dtype in QuarkW8A8Fp8MoEMethod to fix GPT-OSS FP8 MoE weight loading (#54824)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
2026-09-01 16:08:11 -05:00
7a977c0699 [ModelOpt] Redesign the LinearMethod classes using the generic QuantKey-driven method (#49381)
Signed-off-by: Juhi Mittal <juhim@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-09-01 16:28:56 -04:00
2fe5cef35e [Fix] Fix FSE compatibility detection for Quark-produced models (#54573)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-01 12:12:20 -05:00
Liang LvKunshang Jimergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
92ccd2c306 [Bugifx][INC] Fix INC quantization method selection for non-quantized layers (#47237)
Signed-off-by: lvliang-intel <liang1.lv@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-01 10:40:47 +00:00
Ganesh RCursormergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
8f03625b3d [CPU][Zen] Route Int8 MoE inference through zentorch on AMD (#44834)
Signed-off-by: R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-01 09:31:31 +00:00
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
Lain 882ca8d696 [Kernel] add Flashinfer cutedsl w4a16 linear (#53014)
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
2026-09-01 02:49:14 +00:00
Zhenzhong XuandKunshang Ji bd575a0d0b [AutoRound] Support AutoRound Format Block-Wise FP8 in vLLM (#47434)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-31 22:56:20 +08:00
jl9876andKunshang Ji 1b9539d37c [Quantization][Autoround][XPU] Support AutoRound MXFP8 MoE models (#51248)
Signed-off-by: jl9876 <jia.li@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-31 16:37:01 +08:00
+5 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
Aditya JhaandClaude 9d0fe9bac8 [Bugfix][Quantization][MoE] Route weight only NVFP4 checkpoints through W4A16 (#54427)
Signed-off-by: Aditya Jha <4adityajha@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-08-30 13:02:15 -04:00
xuebwang-amd 06569a8696 [ROCm][Quantization][MOE] Enable fused shared experts for block-quantized FP8 (#53097)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2026-08-28 09:23:07 -07:00
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
Elvir CrnčevićClaude Opus 4.8Tyler Michael Smithmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
ca29cd48ba [Quantization][Humming] Support MXFP4 weight + block-FP8 activation for MoE (#51332)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Elvir Crnčević <elvircrn@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-25 10:21:00 -04:00
Wentao Ye 29c9af5211 [Kimi K3 Refactor] Add UnfinalizedMoEOutput proto following up for #53152 (#53310)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-24 11:21:11 -04:00
stefankoncarevic 7f4a1b7e24 [Bugfix][ROCM] Fix the MXFP8 block scale exponent (#53110)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
2026-08-22 01:26:19 +00:00
vllm-agentandvllm-ci-failure-analyzer ba53da60bb Revert "[Bugfix][MoE] Tune FlashInfer experts to scheduler token limit" (#52989) (#53186)
Co-authored-by: vllm-ci-failure-analyzer <kevin@inferact.ai>
2026-08-21 12:39:28 -06:00
7a2fdbaac4 [K3 Perf] Fuse MXFP4 top-k finalization into latent-tail, ~5% E2E latency reduction (#53152)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-21 13:29:59 -04:00
ErenAta16 fbb17e780b [Bugfix] Fix six quantization exception messages split across positional args (#50479)
Signed-off-by: ErenAta16 <erena6466@gmail.com>
2026-08-21 09:06:56 -07:00
Luke Alonsoandmgoin 2740c817ff [Kernel] Add b12x FP4 MoE backend (#52018)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-08-21 08:04:36 -07:00
Thanaji Rao ThakkalapelliandKunshang Ji 9fd750f00d [XPU][INC] Add int4 w4a8 (dynamic int8 activation) backend for INC linear layers (#50501)
Signed-off-by: Thanaji Rao Thakkalapelli <thanaji.rao.thakkalapelli@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-21 14:38:59 +08:00
Wei ZhaoandOpenAI Codex f8e0602713 Support kimi k3 nvfp4 checkpoint (#53132)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-21 05:59:44 +00:00
Misha GoinandOpenAI Codex bfb6c13499 [Bugfix][MoE] Tune FlashInfer experts to scheduler token limit (#52989)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-20 16:26:24 -04:00
Yi LiuOpenAI CodexOpenAI CodexMisha Goinmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
54dd98be28 [CT] Support Humming for WNA16 MoE (#48918)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-19 12:31:32 -04:00
Andreas Karatzas 160f7f0840 [ROCm][CI] Extended Fused MoE and FP8 MoE test support (#41100)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
2026-08-19 10:19:42 -05:00
Yohann PrigentandMisha Goin be06873198 [Bugfix] compressed-tensors: restore int8 grouped WNA16 MoE support (#52002)
Signed-off-by: Yohann Prigent <prigent.yohann@gmail.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-08-19 07:55:59 -07:00
fxmarty-amd 88b2bff2c6 [MOE] Standardize and abstract fused shared expert optimization selection (#51695)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-08-18 12:56:56 -04:00
qli88 e8ad2855e7 [Bugfix][ROCm] Fix a few int4/int8 quantization errors (#52112)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
2026-08-18 08:31:51 +00:00
69d3335066 [Bugfix][Quantization] Guard the MXFP8 FlashInfer path on FlashInfer availability (#52648)
Signed-off-by: Han Li <han.li124@imperial.ac.uk>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-08-17 18:38:42 -07:00
Kunshang Ji 0e8989b416 [ROCm] gaurd on_gfx1250 call with rocm platform (#52625)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-18 08:05:48 +08:00
Wentao Ye 7d7b6f26f4 [Refactor] Remove dead code for quantization (#52221)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-16 13:10:16 -04:00
sroberts-amdandStacy Roberts c794754062 [ROCm]Remove special-case SiTU support model-specific gating (#50597)
Signed-off-by: Stacy Roberts <sroberts@amd.com>
Signed-off-by: Stacy Roberts <robers23@utexas.edu>
Co-authored-by: Stacy Roberts <robers23@utexas.edu>
2026-08-14 13:38:04 -05:00
fxmarty-amd 48825acc23 [Quantization] Remove dead QuantizationConfig.is_mxfp4_quant (#51793)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-08-13 13:58:31 -04:00
kiroxuCopilotWentao Yemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
19d61b1273 [Bugfix] Initialize DeepGemmQuantScaleFMT oracle lazily; bound QuantFP8 UE8M0 packed path to group_size 128 (#51359)
Signed-off-by: BabyDrangoner <148877251+BabyDrangoner@users.noreply.github.com>
Signed-off-by: kiroxu <148877251+BabyDrangoner@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-12 14:27:50 -04:00
Tan Pin Siang e60f3c4c13 [Bugfix] Fix MiniMax-M3 compressed-tensors FP8 MoE SwiGLU params (#46845)
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
2026-08-12 10:52:30 +00:00
Chaojun Zhang 8c011da6d0 [XPU] Route block-quantized FP8 weights to the W8A8 kernel (#50787)
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
2026-08-12 16:57:22 +08:00
Matej SirovatkaandJee Jee Li 3ac9525507 [Bugfix][Quantization] Reuse online NVFP4 MoE kernel across reloads (#50074)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-08-12 14:06:53 +08:00
Rohan PotdarandClaude Opus 4.8 0f0cb918b7 [ROCm][MoE] Fix expert_map vs AITER expert_mask for non-AITER experts under EP (#49758)
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-08-11 15:33:02 -05:00
zexplorerhjIsotr0pymergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
ba1cdcfcf0 [Model][Quantization] Add Ling-3.0-flash-fp8 support (#51265)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-09 23:09:08 -07:00
Isotr0py 3b4c86e489 [Bugfix][Quantization] Fix fp32 weight scale for mxfp4 quantization and per-expert checkpoint mapping (#51419)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
2026-08-09 23:08:52 -07:00
Lena OnyshchenkoandKunshang Ji 751f2ccdd3 [Kernel][XPU] Tensor-descriptor operand loads for Triton W8A8 scaled_mm (#47205)
Signed-off-by: oonyshch <xonyshch@gmail.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-10 00:56:11 +00:00
Isotr0py 073c510c91 [Migration] Migrate bitsandbytes support to OOT plugin (#43529)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
2026-08-09 10:27:31 +08:00
Nick Hill 9823714346 [Bugfix] Drop stale layer kwarg from online MXFP4 kernel creation (fix precommit) (#51442)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
2026-08-07 13:49:00 -07:00
fxmarty-amd 3518110f2f [Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-08-07 12:39:46 -07:00
Jinzhen LinandOpenAI Codex fcde8e1460 [Refactor] refactor humming linear and moe backends to use explicit layer configs (#49610)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-08-07 10:03:19 -07:00
Xiaochang WuandKunshang Ji d5aae2b464 Fix ROCm architecture import on non-ROCm platforms (#51357)
Signed-off-by: Wu, Xiaochang <xiaochang.wu@intel.com>
Signed-off-by: Xiaochang Wu <xiaochang.wu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-07 05:32:56 -07:00
Julien Debache ae934ba8a5 feat: extended EPLB support for Mistral Large 3 and additional MoE backends (#48355)
Signed-off-by: jdebache <jdebache@nvidia.com>
2026-08-07 05:32:52 -07:00
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