Commit Graph
3279 Commits
Author SHA1 Message Date
Wentao Ye 3709632ff2 [Refactor] Remove dead code multiple places (#60120)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-10 15:41:10 +00:00
SeongJun Leeandlesj0610 a98247ab4d [Model] Drop the 4x M-RoPE cache headroom for Qwen3-VL, Qwen3.5 and Qwen3.8 (#59853)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
2026-10-10 06:51:52 +00:00
liuzhenweiandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> ff440c7805 [BreakableCG] Add eager break for Mamba-family ops (#57881)
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-10 14:06:57 +08:00
linitra24 364bc81a9e [Bugfix][LoRA] Fix GPT-OSS gate/up interleaving with mixed MoE LoRA formats (#60812)
Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
2026-10-10 12:52:51 +08:00
2d69083c4a [ROCm][MXFP4] Align the AITER W4A4 MoE intermediate size to 128 (#55104)
Signed-off-by: xiaofei.zheng <xiaofei.zheng@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Fangzhou Ai <31551580+Fangzhou-Ai@users.noreply.github.com>
2026-10-10 11:14:01 +08:00
02aa10539f [Bugfix][ModelLoader] Make enable_weights_track check quantized layers (#57108)
Signed-off-by: siliangchen-amd <SiLiang.Chen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
2026-10-10 10:44:06 +08:00
02e55d2af3 [KV Cache] GLM-5.3-Flash: use the generic packed KV layout; CircularBufferSpec tail with speculative ring slots (#57169)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Dakai An <dakaian108@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-10-09 15:48:37 -04:00
Yan Ma c17fadcfdc [XPU] fix fused_input_norm for MM (#59865)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-10-09 20:16:35 +08:00
YiSheng5andKunshang Ji 0cc0460870 [XPU]Fix the accuracy issue when meet topk_ids=-1 on DP+EP scenarios (#57787)
Signed-off-by: yisheng <yi.sheng@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-10-09 20:01:54 +08:00
Harry MellorandClaude Opus 5.5 2c99ee9333 [Chore] Remove vendored code made redundant by Transformers 5.16.1 (#60623)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-09 09:29:03 +00:00
19c0bed584 [Fusion] Support 3D activation quantization fusion and enable it for Pixtral (#59612)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-09 15:12:03 +08:00
Paweł MańczakandKunshang Ji f0a5f111f2 [XPU] Add tuned Mamba SSU configs for Intel Arc Pro B60 (#56765)
Signed-off-by: pmanczak <pawel.manczak@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-10-09 14:29:29 +08:00
Misha GoinandClaude e3a29aa9b3 [Bugfix][MoE] Size the permute scratch from its inputs (#60447)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-08 15:32:07 -04:00
Misha GoinandClaude 30c7405890 [MoE] MXFP4 oracle: add CUTLASS W4A4 backend and BF16 activation fallback (#60079)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-08 11:39:09 -07:00
Wei ZhaoWei ZhaoCodexzjy0516Claude Opus 5.5mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
d8fa463e2b [Bugfix][Prefix caching] Fix inconsistent hybrid Mamba prefix cache boundaries (#60533)
Signed-off-by: Wei Zhao <weizha@aws-cmh-slurm-1-login-01.cm.cluster>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Wei Zhao <weizha@aws-cmh-slurm-1-login-01.cm.cluster>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-08 18:33:48 +00:00
9f3d70e081 [Quantization] Enable shared expert fusion compatibility with online shared_expert quantization (showcase: along Quark MXFP4 routed experts) (#55686)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-08 12:04:46 -04:00
JartX 994b8b77be [Bugfix][ROCm] RDNA3 W4A16 MoE: handle the N-first CT weight layout (#60388)
Signed-off-by: JartX <sagformas@epdcenter.es>
2026-10-08 15:06:39 +00:00
Matthew BonanniandClaude Opus 5.5 4ed4c4433b [Bugfix][HiSparse] Drop the unaccounted, write-only prefill mirror staging buffer (#60429)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-08 14:00:49 +00:00
Paweł Mańczak 4cf1307e72 [XPU] Add tuned Mamba SSU configs for 2 more B70 shapes (#57565)
Signed-off-by: pmanczak <pawel.manczak@intel.com>
2026-10-08 16:36:05 +08:00
stefankoncarevicandAndreas Karatzas 814301b268 [Bugfix][Quant] Read safetensors headers of checkpoints with other file names (#60411)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-10-08 01:38:41 -05:00
Jiahan Chang (Cyrus) 816173ca9d [Kernel] Remove WAR for LL CuTeDSL BF16 GEMM (#60434)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
2026-10-08 05:38:07 +00:00
81198e97ba [Refactor] Abstract DeepGemm MegaMOE backend (#58053)
Signed-off-by: Hui Shi <kalinshi@tencent.com>
Co-authored-by: LuneExplorer <liyihan23@mails.tsinghua.edu.cn>
Co-authored-by: ArmageddonKnight <bojian@cs.toronto.edu>
2026-10-08 05:05:39 +00:00
MattandClaude Opus 5.5 9dba339d07 [Bugfix][ROCm] Keep MLA derived weights in place on weight reload (#60389)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 20:38:06 -05:00
f38c6778ce [quantization] Add per-token NVFP4 quantization MoE support for ReLU2 (#56740)
Signed-off-by: Xuanteng Huang <xuantengh@nvidia.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-10-07 22:01:09 +00:00
Jinzhen LinandKevin H. Luu 32fbfa15e8 [Bugfix][Quantization] Accept folded NVFP4 scales for Humming A16 (#60337)
Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-07 11:04:43 -07:00
pmanczak f7f62d1916 [XPU][MoE] Tune Triton fused MoE for Intel XPU (#53065) 2026-10-08 00:02:13 +08:00
xaguilar-amdandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 9367d8b969 [Bugfix][MLA] Scope DSpark non-causal capability to builder layers (#57992)
Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-07 10:22:32 -05:00
Mikko TukiainenandCursor 548597367e [ROCm][Perf] Add AITER FlyDSL GDN prefill backend (#57560)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-10-07 09:44:22 -05:00
SeongJun Lee 6b75dfb8a1 [Misc] Report a missing DeepSelect extension only when it is requested (#60242)
Signed-off-by: lesj0610 <lesj0610@gmail.com>
2026-10-07 09:53:17 +00:00
Robert ShawandClaude Code 283d76d56a [Bugfix] Widen ep_gather output offset to int64 (#58373)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Claude Code <noreply@anthropic.com>
2026-10-07 01:45:04 +00:00
Tyler Michael SmithCodexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
5ab4e4445b [Perf][MoE] Skip padded work in block-FP8 DeepGEMM experts (#59128)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-06 18:49:57 -05:00
d1f3d8b870 [Quantization] Prefer Humming before Marlin backends on SM90 (#56997)
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>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-06 12:31:35 -07:00
f8d92cae41 [Quantization] Layer re-quantization for linear layers through online quantization API (MXFP8 -> FP8 PTPC showcase) (#55684)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-06 11:38:18 -05:00
Samuel NordmannandMisha Goin 4a99ca40d6 [Perf][MoE] Eliminate staging from NCCL symmetric reduce-scatter (#49194)
Signed-off-by: samnordmann <snordmann@nvidia.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-06 07:37:01 -07:00
roikoren755andzjy0516 e11962fc1c [Feat][Mamba2] Enable internal prefill checkpoints (#57329)
Signed-off-by: Roi Koren <roik@nvidia.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
2026-10-06 07:53:51 +00:00
40c86ae1ce [Kernel] Enable OAI Triton MXFP4 MoE on SM12x (#58877)
Signed-off-by: lazymio <mio@lazym.io>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
2026-10-06 01:49:13 -04:00
b2863c0de9 [Kimi-K3] Use the fused K/V pack kernel on the decode-context-parallel prefill path (#56881)
Signed-off-by: Brandon Zhang <31413216+brandonfzhang@users.noreply.github.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
2026-10-06 00:13:55 +00:00
MasonandYongye Zhu 6dd813e0b7 [Bugfix][MoE] Allow MiniMax2 routing in TRTLLM BF16 monolithic backend (#59571)
Signed-off-by: Mason Pitt <bradley.b.pitt@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
2026-10-05 16:24:14 -07:00
akii96 182247257f [ROCm][Perf] Use a stacked hipBLASLt GEMM for the bf16x3 router (#52668)
Signed-off-by: Aakif Nawaz <aakif.nawaz@amd.com>
2026-10-05 17:28:07 +00:00
cjackal 0e468adb43 [Model] Extend device-side mm normalization to Kimi K2.5 / K3 (#59278)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-10-05 21:28:13 +08:00
roikoren755andmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 51eeb0c58f [Bugfix] Load stacked expert weights for non-gated MoE (#59031)
Signed-off-by: Roi Koren <roik@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-05 15:26:55 +03:00
Markus Hartikainen b0e21b3083 [ROCm][Kimi-K3] Add opt-in gfx942 MXFP4-to-int4 conversion (#51274)
Signed-off-by: Markus Hartikainen <markus.hartikainen@amd.com>
Signed-off-by: Hartikainen <mahartik@amd.com>
2026-10-03 14:28:02 +08:00
Julien Debache 111f71a6db [feat] FlashInfer CuteDSL MegaMoE integration (#54049)
Signed-off-by: jdebache <jdebache@nvidia.com>
2026-10-02 15:43:33 -04:00
jackLeiandMisha Goin 10f6ab01a9 [Perf] Use value-only reduction for native per-token FP8 quantization (#59800)
Signed-off-by: jackLei0901 <841747318@qq.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-02 18:37:17 +00:00
9cf087fd14 [Perf] Tune MoE weighted-sum kernel launch configuration (#59731)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-02 17:09:29 +00:00
4c4003bb5f [Bugfix] Bind routed-experts capture to the MoE layer, not the kernel (#59455)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 15:50:38 +00:00
aoshen02andClaude Opus 5.5 c91dccc080 [Bugfix][Quark] Pass grouped-routing arguments to OCP MX monolithic kernels (#59752)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-02 13:46:48 +00:00
e4294144a8 [Perf] Keep non-speculative GDN decode on the standard path (#59735)
Signed-off-by: DimensionSTP <65501090+DimensionSTP@users.noreply.github.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Kimi Code <noreply@moonshot.ai>
2026-10-02 13:44:53 +00:00
Rajeev Warrierandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 30e956fad3 [Docs] Fix stale W4A16 NVFP4 default kernel in ModelOpt docs (#59135)
Signed-off-by: Rajeev Warrier <warrier.rajeev.95@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-02 13:21:43 +00:00
pmanczakandPawel Manczak bdfb02674f [XPU][Kernel] Tune Triton W8A8 block-FP8 GEMM for Intel B70 (#56063)
Signed-off-by: Pawel Manczak <203671809+pmanczak@users.noreply.github.com>
Co-authored-by: Pawel Manczak <203671809+pmanczak@users.noreply.github.com>
2026-10-02 12:56:11 +01:00