 Zhenzhong XuandKunshang Ji
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bd575a0d0b
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[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>
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2026-08-31 22:56:20 +08:00 |
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jl9876andKunshang Ji
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1b9539d37c
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[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>
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2026-08-31 16:37:01 +08:00 |
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+5
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e126687a9a
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[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>
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2026-08-31 05:57:56 +00:00 |
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ca29cd48ba
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[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>
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2026-08-25 10:21:00 -04:00 |
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Lucas Wilkinson
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8bdc70ec7b
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[6/N][KV-Cache Layout Refactor] Standardize KV cache layout (#51718)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
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2026-08-21 17:47:49 -07:00 |
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djramic
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f15ea66b30
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[ROCm][Test] Use platform FP8 dtype in ModelOpt FP8_PB_WO test (#53268)
Signed-off-by: Djordje Ramic <djoramic@amd.com>
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2026-08-21 15:06:19 -05:00 |
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Luke Alonsoandmgoin
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2740c817ff
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[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>
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2026-08-21 08:04:36 -07:00 |
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Thanaji Rao ThakkalapelliandKunshang Ji
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9fd750f00d
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[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>
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2026-08-21 14:38:59 +08:00 |
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Wei ZhaoandOpenAI Codex
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f8e0602713
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Support kimi k3 nvfp4 checkpoint (#53132)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-08-21 05:59:44 +00:00 |
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Harry Mellor
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1fe3a1571a
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Reduce AutoWeightsLoader kwargs (#53106)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-08-20 15:40:11 +00:00 |
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Misha GoinandOpenAI Codex
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541c6d64c1
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[Bugfix][Quantization] Support CT block FP8 with Marlin (#52966)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-08-19 12:41:26 -07:00 |
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54dd98be28
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[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>
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2026-08-19 12:31:32 -04:00 |
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Andreas Karatzas
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160f7f0840
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[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>
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2026-08-19 10:19:42 -05:00 |
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Misha GoinandOpenAI Codex
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bca7bea240
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Remove VLLM_TEST_FORCE_FP8_MARLIN to replace with linear_backend/moe_backend (#52182)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-08-18 12:58:04 -04:00 |
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Micah Williamson
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8878ebd8fd
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[ROCm][CI] Expand AITER W4A4 MoE Coverage (#52647)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
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2026-08-17 15:46:22 -05:00 |
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Lucas WilkinsonandClaude
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57bd0ed441
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[5/N][KV-Cache Layout Refactor] Backend-published KV packing via customize_spec (#51704)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-08-14 09:47:55 -04:00 |
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Tan Pin Siang
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e60f3c4c13
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[Bugfix] Fix MiniMax-M3 compressed-tensors FP8 MoE SwiGLU params (#46845)
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
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2026-08-12 10:52:30 +00:00 |
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Matej SirovatkaandJee Jee Li
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3ac9525507
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[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>
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2026-08-12 14:06:53 +08:00 |
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ba1cdcfcf0
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[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>
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2026-08-09 23:09:08 -07:00 |
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fxmarty-amd
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3518110f2f
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[Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-08-07 12:39:46 -07:00 |
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Jinzhen LinandOpenAI Codex
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fcde8e1460
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[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>
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2026-08-07 10:03:19 -07:00 |
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Julien Debache
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ae934ba8a5
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feat: extended EPLB support for Mistral Large 3 and additional MoE backends (#48355)
Signed-off-by: jdebache <jdebache@nvidia.com>
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2026-08-07 05:32:52 -07:00 |
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Yan Ma
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8d9b52f7c2
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[XPU] quick fix online quantization UT break (#51365)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-08-07 10:25:31 +00:00 |
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da788334bc
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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>
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2026-08-07 01:19:31 -07:00 |
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8170c23c4f
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[Quantization] Share online weight scales across TP (#49764)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
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2026-08-06 16:34:33 -07:00 |
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Matej Sirovatka
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9c22668436
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[Quantization] Preserve precision in online NVFP4 expert packing (#50029)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
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2026-08-06 02:23:54 -07:00 |
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7c77868cdf
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[Bugfix] Size and iterate w13 by shard count for non-gated MoE (#51125)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Matej Sirovatka <matej.sirovatka@gmail.com>
Co-authored-by: Rishi Puri <riship@nvidia.com>
Co-authored-by: Hsiao-Yuan Chen <littlecircle0730@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-08-05 17:24:47 -07:00 |
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Netanel Haber
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482c613423
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[Bugfix][Humming] Preserve ModelOpt FP8 weight dimensions (#51093)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
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2026-08-05 14:08:55 -07:00 |
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Wentao Ye
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613411a90c
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[CI Bug] Fix Chunked prefill is required for mamba cache mode 'align'. (#51177)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-08-05 11:33:45 -07:00 |
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wangxiyuan
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dd11df04f3
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[Misc] Remove deprecated calculate_kv_scales runtime KV scale calculation (#49389)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
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2026-08-03 11:15:13 -04:00 |
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Qiming Zhang
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2755489a26
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[INC] fix w4a4 model (#50807)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
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2026-08-03 14:28:58 +08:00 |
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454ea5b526
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[MoE Refactor] Combine CompressedTensorsWNA16MarlinMoEMethod with CompressedTensorsWNA16MoEMethod (#44570)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Signed-off-by: Dobrzyniewicz, Agata <agata.dobrzyniewicz@intel.com>
Signed-off-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Co-authored-by: Agata Dobrzyniewicz <160237065+adobrzyn@users.noreply.github.com>
Co-authored-by: Tushar Jain <8455015+tushar00jain@users.noreply.github.com>
Co-authored-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
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2026-07-31 14:13:03 -07:00 |
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Soila KavulyaandClaude
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aef85aed5d
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[Bugfix][TurboQuant] Add KV quant mode for turboquant (#50533)
Signed-off-by: Soila Kavulya <soila.p.kavulya@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-07-31 17:42:32 +00:00 |
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bnellnmandHarry Mellor
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6e311c6e20
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[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-07-31 11:28:18 +01:00 |
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Netanel HaberandOpenAI Codex
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70bd10930b
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[Quantization] Honor --linear-backend for ModelOpt W4A16 (#50273)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-07-30 13:19:56 -07:00 |
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lkkandKunshang Ji
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e5f48dfda2
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[Quantization][Autoround][XPU] Add W4A16(moe) / MXFP4(linear/moe) Support (#47124)
Signed-off-by: lkk12014402 <kaokao.lv@intel.com>
Signed-off-by: lkk <33276950+lkk12014402@users.noreply.github.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-30 09:52:13 +08:00 |
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30c2718eaa
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[CompressedTensors] FP4 Qutlass Integration (#43229)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
Signed-off-by: Brian Dellabetta <bdellabe@redhat.com>
Signed-off-by: Brian Dellabetta <brian-dellabetta@users.noreply.github.com>
Co-authored-by: Brian Dellabetta <bdellabe@redhat.com>
Co-authored-by: Brian Dellabetta <brian-dellabetta@users.noreply.github.com>
Co-authored-by: Dipika Sikka <dipikasikka1@gmail.com>
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2026-07-28 20:34:20 -06:00 |
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Xin HeandKunshang Ji
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948107acf7
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[Bugfix] Enhance extra_config handling for layer name suffix matching (#48589)
Signed-off-by: Xin He <xin3.he@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-28 20:37:55 +08:00 |
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33fe71a4d3
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[AMD] Revert Mxfp4MoeBackend.TRITON_UNFUSED fallback (#46491)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 22:31:23 -05:00 |
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fxmarty-amdandAndreas Karatzas
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7aea73d83d
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[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>
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2026-07-27 21:35:57 -05:00 |
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Yan Ma
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73af7a362a
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[XPU] Add online fp8 quantization test (#44513)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-07-28 10:34:33 +08:00 |
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fxmarty-amd
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53f6dd5c6f
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[CI][ROCm] Fix test_ocp_mx_wikitext_correctness reference value (#49690)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-07-27 21:47:07 +00:00 |
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1053e248f0
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[ROCm][Quantization][5/N] Refactor quark_moe w8a8-int8 w/ oracle (#46765)
Signed-off-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 16:01:34 -05:00 |
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bc3629b1c4
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[ROCm][CI] Skip three torchao tests of gfx950 until torchao==0.18 is released (#49732)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-07-27 09:36:38 +00:00 |
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5d07e268b1
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[Quantization][INC]Add MXFP8 Linear Support (#47514)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: Yi Liu <yi4.liu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-27 14:26:31 +08:00 |
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Harry MellorandAndreas Karatzas
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ca0defa343
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Make bare hugging_face imports forbidden (#49726)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-25 04:18:39 -07:00 |
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Harry Mellor
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84d26b9ee3
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[Model] Remove Plamo2 (#49729)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-07-24 13:54:24 -07:00 |
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80c9d5d5e0
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[ROCm][Quantization] Add Quark W4A8 (INT4-FP8) MoE CI coverage (#48050)
Signed-off-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-23 21:56:40 -05:00 |
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Matej Sirovatka
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b07ec92faa
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[Bugfix] Make shared NVFP4 MoE scales writable (#49489)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
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2026-07-22 19:17:53 -07:00 |
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ec59c1579f
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[MoE Refactor] Migrate MoeWNA16Method quantization method over to using the new MK oracle scheme. (#44120)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-21 19:20:30 -07:00 |
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