 Bugen Zhao
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cf1584f373
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[Refactor] Normalize DeepSeek V4.1 model package naming (#56741)
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
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2026-09-13 23:17:50 -07:00 |
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b7e0cdac5d
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[Bugfix] Detect unloaded NVFP4 weight scales with a NaN sentinel (#52501)
Signed-off-by: pavelzak <pavel.zakharov@gmail.com>
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-09-13 14:58:09 +00:00 |
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JartX
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986e2f870a
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[Refactor][ROCm] Migrate the RDNA3 W4A16 MoE to the oracle/experts pa… (#55522)
Signed-off-by: JartX <sagformas@epdcenter.es>
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2026-09-12 21:20:26 +08:00 |
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e77daef89e
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[Model] Support DeepSeek-V4.1-Flash (#56214)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: andyluo7 <andy.luo@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-11 02:11:19 -07:00 |
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siyuandIsotr0py
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73fb19151f
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[Fast Start] Support fp4 (#55465)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-10 13:22:17 +00:00 |
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9b959b8657
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[Model] DeepSeek-V4.1-Flash Model Definitions (#56228)
Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Codex <noreply@openai.com>
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2026-09-10 20:16:26 +08:00 |
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83fe99399e
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[Spec Decode] Add NVFP4 DSpark gathered top-k projection (#55713)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-09 17:33:46 +00:00 |
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Harry Huangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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3116c5d06b
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[Qwen4Exp] Support UVA PLE-offload and Engram tensor parallelism (#54371)
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-09 07:32:34 -07:00 |
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60ad959b6f
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Fix block FP8 MTP in ModelOpt mixed checkpoints (#55513)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-08 22:47:21 +00:00 |
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Roderick Wuandmgoin
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2c9d68f80b
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[Quant][Kernel] Remove GPTQ Group/Dynamic Activation Ordering (#54809)
Signed-off-by: Roderick-Wu <roderickwu2003@gmail.com>
Signed-off-by: Roderick Wu <roderickwu2003@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-09-08 12:45:12 -07:00 |
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jimmy-adams
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e41a17e606
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[ROCm][Quantization] Support AMD Quark per-block FP8 for fused MoE layers (#52263)
Signed-off-by: huji <huidong.ji@amd.com>
Signed-off-by: jimmy-adams <41593649+jimmy-adams@users.noreply.github.com>
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2026-09-08 10:30:26 +00:00 |
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Artur FierkaandClaude
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9dbdf8e9af
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[Bugfix][Quantization][MoE] Normalise an unset group_size on the compressed-tensors WNA16 MoE path (#53163)
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-09-08 09:42:46 +08:00 |
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Artur Fierka
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5e6f6a8ed4
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[Bugfix][Quantization][XPU] Fix moe_wna16 linear weight loading (#52651)
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
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2026-09-07 20:20:17 +08:00 |
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Wei Zhao
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6748217fb9
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[Bugfix] Fix Kimi K3 NVFP4 MoE weight conversion OOM (#55407)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
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2026-09-07 11:45:25 +08:00 |
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Wenhua Cheng
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294fbb4f59
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add 2/3/5/6/7 CUDA support in AutoRound format (#52890)
Signed-off-by: Wenhua Cheng <wenhua.cheng@intel.com>
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2026-09-07 09:59:19 +08:00 |
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Wei ZhaoandOpenAI Codex
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16328c7a77
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[Perf] Kimi K3 nvfp4 Align in_proj weights by 128 to avoid elementwise copy (#55242)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-09-05 10:46:47 +08:00 |
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385ba6b5b0
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[Bugfix][Quantization] Register Quark per-block FP8 scales as weight_scale (#54770)
Signed-off-by: jimmy-adams <41593649+jimmy-adams@users.noreply.github.com>
Co-authored-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
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2026-09-05 10:44:24 +08:00 |
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5690b02c03
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[Quantization] Support online quantization with partially pre-quantized checkpoints (#51392)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-09-04 11:46:06 -07:00 |
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a69e75b9b6
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Fast Start (#54921)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: liusy58 <liusy58@smail.nju.edu.cn>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-04 06:32:06 -07:00 |
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Jiangyun Zhu
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98ed0856f3
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[Model] add GLM-5.3-Flash support (#53906)
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2026-09-03 09:40:35 -07:00 |
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fxmarty-amd
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7894394b07
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[Online quantization] Add targeted online quantization configuration based on user patterns (#51285)
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2026-09-02 08:55:15 -04:00 |
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Micah Williamson
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ce6a283c09
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[Bugfix] Restore weight_dtype in QuarkW8A8Fp8MoEMethod to fix GPT-OSS FP8 MoE weight loading (#54824)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
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2026-09-01 16:08:11 -05:00 |
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7a977c0699
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[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>
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2026-09-01 16:28:56 -04:00 |
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2fe5cef35e
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[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>
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2026-09-01 12:12:20 -05:00 |
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92ccd2c306
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[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>
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2026-09-01 10:40:47 +00:00 |
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8f03625b3d
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[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>
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2026-09-01 09:31:31 +00:00 |
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fxmarty-amdandAndreas Karatzas
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63988f3c2d
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[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>
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2026-09-01 02:55:54 -05:00 |
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Lain
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882ca8d696
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[Kernel] add Flashinfer cutedsl w4a16 linear (#53014)
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
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2026-09-01 02:49:14 +00:00 |
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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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Aditya JhaandClaude
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9d0fe9bac8
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[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>
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2026-08-30 13:02:15 -04:00 |
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xuebwang-amd
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06569a8696
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[ROCm][Quantization][MOE] Enable fused shared experts for block-quantized FP8 (#53097)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
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2026-08-28 09:23:07 -07:00 |
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Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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a5e0045433
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[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>
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2026-08-25 20:28:44 -07:00 |
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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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Wentao Ye
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29c9af5211
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[Kimi K3 Refactor] Add UnfinalizedMoEOutput proto following up for #53152 (#53310)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-08-24 11:21:11 -04:00 |
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stefankoncarevic
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7f4a1b7e24
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[Bugfix][ROCM] Fix the MXFP8 block scale exponent (#53110)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
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2026-08-22 01:26:19 +00:00 |
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vllm-agentandvllm-ci-failure-analyzer
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ba53da60bb
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Revert "[Bugfix][MoE] Tune FlashInfer experts to scheduler token limit" (#52989) (#53186)
Co-authored-by: vllm-ci-failure-analyzer <kevin@inferact.ai>
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2026-08-21 12:39:28 -06:00 |
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7a2fdbaac4
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[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>
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2026-08-21 13:29:59 -04:00 |
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ErenAta16
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fbb17e780b
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[Bugfix] Fix six quantization exception messages split across positional args (#50479)
Signed-off-by: ErenAta16 <erena6466@gmail.com>
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2026-08-21 09:06:56 -07:00 |
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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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Misha GoinandOpenAI Codex
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bfb6c13499
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[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>
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2026-08-20 16:26:24 -04:00 |
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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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Yohann PrigentandMisha Goin
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be06873198
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[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>
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2026-08-19 07:55:59 -07:00 |
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fxmarty-amd
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88b2bff2c6
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[MOE] Standardize and abstract fused shared expert optimization selection (#51695)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-08-18 12:56:56 -04:00 |
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qli88
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e8ad2855e7
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[Bugfix][ROCm] Fix a few int4/int8 quantization errors (#52112)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
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2026-08-18 08:31:51 +00:00 |
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69d3335066
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[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>
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2026-08-17 18:38:42 -07:00 |
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