Commit Graph
1307 Commits
Author SHA1 Message Date
Yongye ZhuandClaude Opus 5.5 378504a544 [MoE] Defer the TRTLLM-Gen top-k finalize on the modular path (#58635)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-09-25 15:38:29 +08:00
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
Misha Goin cd06e81c41 [Bugfix][Quantization] Add Humming to the W4A8 (INT4xFP8) MoE oracle (#58427)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-09-24 12:37:33 -07:00
Harry MellorandClaude Opus 5.5 d881812500 [Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-09-24 14:14:10 +00:00
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
HDCharles 9f07d023d0 [Quantization] Enable humming wNaM asymmetric quant (zero_point) with compressed-tensors (#46528) 2026-09-23 10:23:11 -04:00
aoshen02andYongye Zhu 973a3be780 [Refactor][Quantization] Make FP8 and MLA weight transforms reusable pure functions (#57732)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
2026-09-23 01:16:20 -07:00
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
Misha Goin 25965ee583 [Kernel] Remove AllSpark INT8 W8A16 GEMM backend (#58001)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-09-22 14:07:34 -07:00
stefankoncarevicandAndreas Karatzas 72675c4706 [Bugfix][ROCm] Dispatch the QuantFP8 CUDA fallback on the class (#58136)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-22 17:49:11 +00:00
Gilles TurpinandWentao Ye 74370a0e30 [Bugfix] hadacore_transform: respect inplace parameter to fix garbage outputs with QuIP transforms (#43462)
Signed-off-by: Gilles Turpin <turpingilles15@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-09-22 12:48:20 -04:00
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
Misha GoinandErinYin e5fce7b56b [Core][Kernel] Share persistent workspaces for Marlin and Humming (#57421)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: ErinYin <liang.yin@daocloud.io>
2026-09-20 17:28:33 +08:00
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
Yuwen ZhouandLi, Jiang <jiang1.li@intel.com> b346479065 [CPU] Add CPU FP8 W8A8 linear/MoE support (#49942)
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
2026-09-18 17:59:42 +08:00
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
MattandClaude Opus 5 fef55fd26d [ROCm][CI] Adapt MoE tests to the triton_kernels 3.8 API (#57385)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-17 11:21:22 -05:00
78fdf4efb8 [Bugfix][MoE] Convert FlashInfer BF16 weights in place (#54699)
Signed-off-by: Yuchen Wang <93700456+yuchenwang3@users.noreply.github.com>
Signed-off-by: Dakai An <dakaian108@gmail.com>
Co-authored-by: Dakai An <dakaian108@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-09-17 22:00:04 +08:00
08633cb5cd [Qwen3.8-Flash-Next] Enable FP8 TP with FlashInfer TRTLLM MoE (#55867)
Signed-off-by: Canlin <canlinguosdu@gmail.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-09-17 08:56:28 +00:00
3e267bae70 [ROCm] triton+triton_kernels 3.8 mxfp4 MoE support (gpt-oss + DeepSeek-V4) (#55934)
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Matt <156021403+mawong-amd@users.noreply.github.com>
2026-09-16 20:03:34 -05:00
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
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
b7e0cdac5d [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>
2026-09-13 14:58:09 +00:00
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
siyuandIsotr0py 73fb19151f [Fast Start] Support fp4 (#55465)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-09-10 13:22:17 +00:00
9b959b8657 [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>
2026-09-10 20:16:26 +08:00
Andrii SkliarAndrii Skliarmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
83fe99399e [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>
2026-09-09 17:33:46 +00:00
Harry Huangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 3116c5d06b [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>
2026-09-09 07:32:34 -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
Wei Zhao 6748217fb9 [Bugfix] Fix Kimi K3 NVFP4 MoE weight conversion OOM (#55407)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
2026-09-07 11:45:25 +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
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
a69e75b9b6 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>
2026-09-04 06:32:06 -07:00
Jiangyun Zhu 98ed0856f3 [Model] add GLM-5.3-Flash support (#53906) 2026-09-03 09:40:35 -07:00
fxmarty-amd 7894394b07 [Online quantization] Add targeted online quantization configuration based on user patterns (#51285) 2026-09-02 08:55:15 -04:00
Micah Williamson ce6a283c09 [Bugfix] Restore weight_dtype in QuarkW8A8Fp8MoEMethod to fix GPT-OSS FP8 MoE weight loading (#54824)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
2026-09-01 16:08:11 -05:00
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
2fe5cef35e [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>
2026-09-01 12:12:20 -05:00