Yuwen Zhou and Li, 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
Shanshan Shen
bc0f47cd03
[ROCm][Bugfix] Revert #56433 + #51692 to fix accuracy breakdown for DeepSeek-V4 ( #57132 )
...
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com >
2026-09-16 18:58:23 +00:00
Harry Mellor and Claude 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
Harry Mellor and Claude 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
Nick Hill
f2aad6aa70
[MRV2] Buffer util simplifications ( #56888 )
...
Signed-off-by: Nick Hill <nickhill123@gmail.com >
2026-09-15 20:36:51 +00:00
Ronald
e0c04c7b4d
[Bugfix][Models] Fix OpenPangu sleep mode with static sinks ( #53696 )
...
Signed-off-by: Ronald1995 <ronaldautomobile@163.com >
2026-09-14 21:05:47 +08:00
238cb2b191
[Perf][GLM-5.3-Flash] Dense/masked-MHA sparse prefill for the NoPE (256, 0, 256) layout + skip the NoPE K concat ( #55738 )
...
Signed-off-by: Jared Wen <jaredwen@inferact.ai >
Signed-off-by: Jared Wen <w13431838023@gmail.com >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-14 09:36:39 +00:00
ebe1dec2da
[PCP][DCP] Enable PCP+DCP on sparse-MLA models ( #56157 )
...
Signed-off-by: patryk.saffer <patryk.saffer@blc-login-1.blc1.mistralcompute.ai >
Signed-off-by: patryk.saffer <patryk.saffer@blc-login-0.blc1.mistralcompute.ai >
Signed-off-by: PatrykSaffer <patryk.saffer@mistral.ai >
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: patryk.saffer <patryk.saffer@blc-login-1.blc1.mistralcompute.ai >
Co-authored-by: patryk.saffer <patryk.saffer@blc-login-0.blc1.mistralcompute.ai >
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: Patryk Saffer <PatrykSaffer@users.noreply.github.com >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
2026-09-12 23:24:44 +00:00
d43bb2f37f
[3/N] HiSparse: host-resident sparse-MLA decode hot-buffering ( #53781 )
...
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com >
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com >
Signed-off-by: Matthew Bonanni <matthew@neuralmagic.com >
Signed-off-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com >
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com >
2026-09-12 00:36:47 -04:00
Andy Lo
dc07f1638f
[Bugfix][MLA] Read sparse model settings from text config ( #56160 )
...
Signed-off-by: Andy Lo <andy@mistral.ai >
2026-09-11 18:02:13 +00:00
6fe67cbbf3
[Spec][V2] Support MTP speculative decoding under pipeline parallelism ( #46994 )
...
Signed-off-by: Chris Eastwood <chris.eastwood@pwn4g3.dev >
Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-11 17:55:21 +00:00
Shanshan Shen
127143e27f
Revert "[Rocm][Kimi-k3] Fix pipeline_parallel support for the kimik3 DCP mode ( #53664 )" ( #56429 )
...
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com >
2026-09-11 09:17:26 -07:00
Wentao Ye
5fe77aecfc
[Deprecation] Deprecate items scheduled for 0.29 ( #55353 )
...
Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-09-11 08:17:02 -07:00
Matt
b4da4d17ae
[ROCm][Bugfix] Fix AITER preshuffled FP8 block-scale kernel ( #56433 )
...
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com >
2026-09-11 11:44:57 +00:00
Kevin H. Luu and OpenAI Codex
1cf6555214
[Bugfix] Pin EPLB and MLA host-to-device transfer buffers ( #56138 )
...
Signed-off-by: khluu <khluu000@gmail.com >
Signed-off-by: Kevin H. Luu <khluu000@gmail.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-09-11 01:57:47 -07:00
Jared Wen and Claude Fable 5.1
1768273c13
[Perf][GLM-5.3-Flash] Decode hot-path cleanups: strided KDA recurrent inputs, NoPE MQA query without concat, no duplicate router GEMM ( #55736 )
...
Signed-off-by: Jared Wen <jaredwen@inferact.ai >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
2026-09-10 16:28:33 +08:00
Wei Zhao and OpenAI Codex
8c87c333b8
[Perf] Fix TRTLLM ragged prefill perf regression ( #55499 )
...
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-09-09 20:38:20 +00:00
d8d53f17c2
[Rocm][Kimi-k3] Add pipeline_parallel support for the kimik3 model ( #53664 )
...
Signed-off-by: haic0 <149741444+haic0@users.noreply.github.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: Shanshan Shen <467638484@qq.com >
2026-09-09 07:50:24 -07:00
d29c88f162
[Core] Let SWA layers take the primary block size to avoid inflating the KV block LCM ( #53007 )
...
Signed-off-by: Bill Nell <bnell@redhat.com >
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-09-08 16:44:43 -04:00
Jee Jee Li
199cb9b964
[Kernel] Remove unused fake implementation ( #55535 )
...
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
2026-09-06 17:54:32 -07:00
Nick Hill
8277c42e4c
[Perf] Ensure async h2d copies are pinned in more places ( #55202 )
2026-09-04 17:17:01 -07:00
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
Jiangyun Zhu
98ed0856f3
[Model] add GLM-5.3-Flash support ( #53906 )
2026-09-03 09:40:35 -07:00
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
sychen52
7c5dc571cb
[Attention][DSA] Enable W4A16 DSA ( #51724 )
...
Signed-off-by: Shiyang Chen <shiychen@nvidia.com >
2026-09-01 12:37:47 +08:00
Roberto L. Castro and Codex
e16b5e518d
[1/N][warmup][DSv4] Migrate generic MLA metadata and indexing kernels ( #50175 )
...
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com >
Co-authored-by: Codex <codex@openai.com >
2026-08-31 23:26:05 -04:00
Nicolò Lucchesi
7f4793eaa3
[Nixl][PD] DCP support for MLA models ( #50611 )
...
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai >
2026-08-29 16:03:53 +00:00
46a83642f6
[Perf] Pin CPU tensors before non_blocking H2D in three MM paths ( #54292 )
...
Signed-off-by: Keyi Li <likey6688@gmail.com >
Co-authored-by: Keyi Li <likey6688@gmail.com >
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com >
2026-08-28 20:13:40 -07:00
maobaolong and Codex
6f7df92a8e
[CPU][MLA] Fix prefill backend selection so MLA runs end-to-end on CPU ( #51471 )
...
Signed-off-by: baoloongmao <baoloongmao@tencent.com >
Co-authored-by: Codex <codex@openai.com >
2026-08-28 12:36:55 +08:00
Matthew Bonanni and OpenAI Codex
de9250ac9e
[Attention] Enable masked MHA for GLM-5 head dimensions ( #53785 )
...
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-08-27 21:17:12 +00:00
cjackal
22099afc64
[Bugfix][DCP] Handle sparse MLA metadata after DCP Manager refactor ( #52377 )
...
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com >
2026-08-24 15:02:48 +00:00
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
Wei Zhao and OpenAI 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
Summer Yang and Woosuk Kwon
58e5ee0158
[refactor] consolidate cp attn ops ( #52839 )
...
Signed-off-by: Summer Yang <girasoleyang@gmail.com >
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai >
2026-08-19 18:04:11 -07:00
Roger Wang
755492e37d
Revert "[Kernel] Gemma-4 FA4 FP8 Kernel" ( #52987 )
2026-08-19 10:48:46 -07:00
Matthew Bonanni and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
8e46accab2
[Attention] Vectorize sparse MLA mask loads ( #52217 )
...
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-18 20:32:41 -07:00
Li, Jiang
e4d61d0d22
[CPU] Add AMX-only high-performance MLA backend for DeepSeek V2/V3/R1 ( #52616 )
...
Signed-off-by: jiang1.li <jiang1.li@intel.com >
2026-08-19 10:28:52 +08:00
Woosuk Kwon and OpenAI Codex
01e56caaf2
[Bugfix][MLA] Do not use Dense MHA for GLM-5.2 ( #52512 )
...
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-08-18 11:20:48 -07:00
Wei Zhao
d1e3eee6fb
[Spec decode] Support Kimi-K3 DCP with DSpark ( #52188 )
...
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
2026-08-17 13:08:45 -07:00
Lucas Wilkinson and Claude
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
827a2af806
[Kernel] Gemma-4 FA4 FP8 Kernel ( #48666 )
...
Signed-off-by: Qixiang Lin <qixiangl@nvidia.com >
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com >
Co-authored-by: Qixiang Lin <qixiangl@nvidia.com >
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com >
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com >
2026-08-13 17:42:00 -07:00
903d2efe7e
[Attention][MLA] Fuse Kimi-K3 chunked-context K/V packing ( #51772 )
...
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-12 22:42:57 -07:00
9035151d6c
[Model] Add native Dots3 NOTE multimodal support ( #51255 )
...
Signed-off-by: KurodaKanbei <mistergalahad@gmail.com >
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
2026-08-12 23:13:20 +08:00
Wei Zhao
608c12473f
[Attention] Fix MLA prefill workspace allocation size ( #51733 )
...
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
2026-08-11 05:34:30 +00:00
c76a425278
[Kernel] Optimize long-context MLA cache gathers ( #51739 )
...
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-10 22:23:43 -07:00
aoshen02 and Roger Wang
99e62b802c
[Bugfix][Model Loader] Defer post-load attention weight processing ( #49519 )
...
Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Roger Wang <hey@rogerw.io >
2026-08-10 19:16:57 -07:00
63ac04a61e
[Kimi-K3] DCP support ( #50484 )
...
Signed-off-by: girasoley <girasoley@inferact.ai >
Signed-off-by: Summer Yang <girasoleyang@gmail.com >
Signed-off-by: 云挚 <ningyunxiao.nyx@antgroup.com >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
Co-authored-by: 云挚 <ningyunxiao.nyx@antgroup.com >
Co-authored-by: foraxe <73625538+foraxe@users.noreply.github.com >
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai >
2026-08-10 12:54:26 -07:00
Wei-Ming Chen
1c94e8dc7d
Add NVFP4 KV 4-over-6 scale search ( #45187 )
...
Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com >
2026-08-07 13:22:27 -07:00
b38e111d3e
[Attention][MLA] Per-request scheduling for MLA chunked context ( #50613 )
...
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-06 16:45:44 +00:00
cd930c8e78
[Bugfix] Fix MLA kv_b_proj activation dtype with Marlin FP8 ( #38771 )
...
Signed-off-by: Jacob Zhang <jaco8123@gmail.com >
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-05 07:25:41 -07:00