Commit Graph
354 Commits
Author SHA1 Message Date
JartX 986e2f870a [Refactor][ROCm] Migrate the RDNA3 W4A16 MoE to the oracle/experts pa… (#55522)
Signed-off-by: JartX <sagformas@epdcenter.es>
2026-09-12 21:20:26 +08:00
e77daef89e [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>
2026-09-11 02:11:19 -07:00
sychen52mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Isotr0py
60ad959b6f 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>
2026-09-08 22:47:21 +00:00
Roderick Wuandmgoin 2c9d68f80b [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>
2026-09-08 12:45:12 -07:00
jimmy-adams e41a17e606 [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>
2026-09-08 10:30:26 +00:00
Artur FierkaandClaude 9dbdf8e9af [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>
2026-09-08 09:42:46 +08:00
Artur Fierka 5e6f6a8ed4 [Bugfix][Quantization][XPU] Fix moe_wna16 linear weight loading (#52651)
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
2026-09-07 20:20:17 +08:00
Chaojun Zhang 392db567b2 [CI] [Test] skip test_wna16_cuda_high_bit_skips_humming on non-CUDA platforms (#55660)
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
2026-09-07 16:57:15 +08:00
Wenhua Cheng 294fbb4f59 add 2/3/5/6/7 CUDA support in AutoRound format (#52890)
Signed-off-by: Wenhua Cheng <wenhua.cheng@intel.com>
2026-09-07 09:59:19 +08:00
Andreas KaratzasandOpenAI Codex ea5f41edd7 [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>
2026-09-05 10:50:54 +08:00
Wei ZhaoandOpenAI Codex 16328c7a77 [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>
2026-09-05 10:46:47 +08:00
385ba6b5b0 [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>
2026-09-05 10:44:24 +08:00
5690b02c03 [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>
2026-09-04 11:46:06 -07:00
fxmarty-amd 488e6fd53c [CI] Revert flaky test_quark_int8_w8a8_moe (#54991)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-09-02 13:58:14 -04:00
fxmarty-amd 7894394b07 [Online quantization] Add targeted online quantization configuration based on user patterns (#51285) 2026-09-02 08:55:15 -04:00
Qiming Zhang aae36577fb [XPU][UT] skip fp8_per_channel test on XPU (#54861)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
2026-09-02 13:17:10 +08:00
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
fxmarty-amdandAndreas Karatzas d1c15e589d [CI] Speed up quantization test group (#53291)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-01 13:15:24 -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
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
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
Lucas Wilkinson 8bdc70ec7b [6/N][KV-Cache Layout Refactor] Standardize KV cache layout (#51718)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-08-21 17:47:49 -07:00
djramic f15ea66b30 [ROCm][Test] Use platform FP8 dtype in ModelOpt FP8_PB_WO test (#53268)
Signed-off-by: Djordje Ramic <djoramic@amd.com>
2026-08-21 15:06:19 -05:00
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
Harry Mellor 1fe3a1571a Reduce AutoWeightsLoader kwargs (#53106)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-08-20 15:40:11 +00:00
Misha GoinandOpenAI Codex 541c6d64c1 [Bugfix][Quantization] Support CT block FP8 with Marlin (#52966)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-19 12:41:26 -07:00
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
Misha GoinandOpenAI Codex bca7bea240 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>
2026-08-18 12:58:04 -04:00
Micah Williamson 8878ebd8fd [ROCm][CI] Expand AITER W4A4 MoE Coverage (#52647)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
2026-08-17 15:46:22 -05:00
Lucas WilkinsonandClaude 57bd0ed441 [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>
2026-08-14 09:47:55 -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
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
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
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
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
Yan Ma 8d9b52f7c2 [XPU] quick fix online quantization UT break (#51365)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-08-07 10:25:31 +00:00
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
8170c23c4f [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>
2026-08-06 16:34:33 -07:00
Matej Sirovatka 9c22668436 [Quantization] Preserve precision in online NVFP4 expert packing (#50029)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
2026-08-06 02:23:54 -07:00
7c77868cdf [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>
2026-08-05 17:24:47 -07:00
Netanel Haber 482c613423 [Bugfix][Humming] Preserve ModelOpt FP8 weight dimensions (#51093)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2026-08-05 14:08:55 -07:00
Wentao Ye 613411a90c [CI Bug] Fix Chunked prefill is required for mamba cache mode 'align'. (#51177)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-05 11:33:45 -07:00