Commit Graph
374 Commits
Author SHA1 Message Date
1b922ffcbe [ROCm][CI] Add quantized MoE serving test for gfx950 (#58748)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-25 18:02:15 +00:00
Samuel Kimandmgoin f55419c43c [Bugfix][Quantization] Fix MXFP8 startup crash on layers below mm_mxfp8 shape limits (#54223)
Signed-off-by: samuelkim7 <samuelmwkim@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-09-25 02:54:11 +00:00
3652f35e7c [Bugfix][Quantization] Refresh online NVFP4 scales before reload post-processing (#57954)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-09-24 18:36:08 -07:00
Misha Goin 4f72bd0152 [Bugfix][Quantization] Give LM heads standard linear metadata (#58444)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-09-24 16:39:49 -07:00
fxmarty-amdmgoinmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
90a9515006 [Cleanup] Remove online quantization support in fp8.py in favor of online shorthands (#53585)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-24 12:48:14 -07:00
Wentao Ye 3c42385d7d [Refactor] Remove dead or duplicate tests (#58446)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-09-24 10:29:56 -04:00
liuzhenwei dcfc17e0b1 [XPU] enable XPU GRAPH by default (#51600)
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
2026-09-24 19:17:25 +08:00
fxmarty-amdandmgoin 0549e8d0ab [Quark] Remove quark-specific silent online quantization (#51800)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-09-23 11:35:30 -04:00
9127170b88 [Quantization] Select per-token NVFP4 MoE backends explicitly (#57176)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-09-23 07:30:58 +00:00
7d99c2c4fd [Feature][Humming] Humming feature integration (#56685)
Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-09-20 08:11:01 -07:00
siyuandIsotr0py 4cc15f2121 [Quantization] Let ModelOpt MXFP8 layers load pre-processed weights Purpose (#57316)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2026-09-19 09:16:39 +00:00
1cdf1689e5 [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>
2026-09-18 22:38:15 +08:00
44dd18fe0b [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>
2026-09-18 12:07:30 +00:00
meng-amd 6df2b1a8c6 [Quantization] Support native Quark W4A16 INT4/UINT4 exports in vLLM (#48606)
Signed-off-by: HongWei Meng <HongWei.Meng@amd.com>
2026-09-18 17:52:46 +08:00
andrewor14 62f9482583 [Tests] Delete deprecate torchao tests for v1 configs (#52956)
Signed-off-by: andrewor14 <andrewor14@gmail.com>
2026-09-16 23:11:27 +00:00
Harry MellorandClaude Opus 5 651a88c09a [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>
2026-09-16 10:57:24 -07:00
Rebecca LeeandCursor 6ca2b23e22 [ROCm] Expose kFp8DynamicTokenSym on AITER PTPC linears (#54248)
Signed-off-by: Rebecca Lee <rebecca.lee@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-09-16 11:48:30 -05:00
Harry MellorandClaude Opus 5 8c1557a79c 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>
2026-09-16 16:44:29 +00:00
Colin ZandAndreas Karatzas c8d1cf077a [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>
2026-09-16 01:25:29 +00:00
Bugen Zhao cf1584f373 [Refactor] Normalize DeepSeek V4.1 model package naming (#56741)
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
2026-09-13 23:17:50 -07:00
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