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1cdf1689e5
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[Quantization][XPU] Enable int8_w8a8 MoE on the Triton backend for XPU (#53162)
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-09-18 22:38:15 +08:00 |
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44dd18fe0b
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[Model][Gemma4] Load Weights with AutoWeightsLoader (#55911)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-18 12:07:30 +00:00 |
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meng-amd
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6df2b1a8c6
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[Quantization] Support native Quark W4A16 INT4/UINT4 exports in vLLM (#48606)
Signed-off-by: HongWei Meng <HongWei.Meng@amd.com>
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2026-09-18 17:52:46 +08:00 |
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andrewor14
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62f9482583
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[Tests] Delete deprecate torchao tests for v1 configs (#52956)
Signed-off-by: andrewor14 <andrewor14@gmail.com>
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2026-09-16 23:11:27 +00:00 |
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Harry MellorandClaude Opus 5
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651a88c09a
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[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-16 10:57:24 -07:00 |
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Rebecca LeeandCursor
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6ca2b23e22
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[ROCm] Expose kFp8DynamicTokenSym on AITER PTPC linears (#54248)
Signed-off-by: Rebecca Lee <rebecca.lee@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-09-16 11:48:30 -05:00 |
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Harry MellorandClaude Opus 5
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8c1557a79c
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Add pydocstyle to the ruff rules (#52136)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-16 16:44:29 +00:00 |
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Colin ZandAndreas Karatzas
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c8d1cf077a
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[ROCm] [Bugfix] Enable Load and Inference of GLM-5.3-Flash Quark MXFP4 Checkpoint (#56176)
Signed-off-by: Colin Zeng <Colin.Zeng@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-16 01:25:29 +00:00 |
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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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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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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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Chaojun Zhang
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392db567b2
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[CI] [Test] skip test_wna16_cuda_high_bit_skips_humming on non-CUDA platforms (#55660)
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
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2026-09-07 16:57:15 +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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Andreas KaratzasandOpenAI Codex
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ea5f41edd7
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[CI][ROCm] Restore Wikitext coverage for Qwen OCP-MX (#55410)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-09-05 10:50:54 +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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fxmarty-amd
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488e6fd53c
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[CI] Revert flaky test_quark_int8_w8a8_moe (#54991)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-09-02 13:58:14 -04:00 |
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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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Qiming Zhang
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aae36577fb
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[XPU][UT] skip fp8_per_channel test on XPU (#54861)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
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2026-09-02 13:17:10 +08:00 |
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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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fxmarty-amdandAndreas Karatzas
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d1c15e589d
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[CI] Speed up quantization test group (#53291)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-01 13:15:24 -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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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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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
|
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
|
[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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