Taoyu Zhu and Shanshan Shen
ce6c241ddc
[ROCm][Perf][M3] Fused allreduce+GemmaRMSNorm fast path ( #54787 )
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Signed-off-by: Taoyu Zhu <zhutaoyu97@gmail.com >
Co-authored-by: Shanshan Shen <467638484@qq.com >
2026-09-08 07:21:49 +00:00
Subhash Polisetti
782f36cd0c
[Bugfix][InternVL] Stop the video parser consuming image_embeds ( #55779 )
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Signed-off-by: subhash polisetti <subhashr161347@gmail.com >
2026-09-08 05:19:41 +00:00
weihan
9ea8f3ffc3
[Bugfix] Honor STEP token pooling in DispatchPooler.for_seq_cls ( #55307 )
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Signed-off-by: weihan <130119942+krsish@users.noreply.github.com >
2026-09-08 04:13:09 +00:00
7fa2c63796
[Bugfix] Autotune FlashInfer deferred MoE decode kernels before CUDA graph capture ( #55377 )
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Signed-off-by: ming <ming@inferact.ai >
Co-authored-by: Kimi Code <kimi-code@moonshot.cn >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-08 04:02:23 +00:00
Wei Zhao
a69402aaa8
[Perf] Integrate FlashInfer KDA kernels ( #55364 )
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Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
2026-09-07 20:29:30 -07:00
leo
12579c7f01
[Kernel][Perf] Tune H20 block-FP8 MoE low-batch configs (+21%) ( #54668 )
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Signed-off-by: liuyao0322 <yaoliu548926@gmail.com >
2026-09-08 03:20:21 +00:00
Artur Fierka and Claude
9dbdf8e9af
[Bugfix][Quantization][MoE] Normalise an unset group_size on the compressed-tensors WNA16 MoE path ( #53163 )
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Signed-off-by: Artur Fierka <artur.fierka@intel.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-09-08 09:42:46 +08:00
54da70c1eb
[Feature] Support EAGLE3 for Sarvam ( #53052 )
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Signed-off-by: mohit-sarvam <mohit@sarvam.ai >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: Codex <noreply@openai.com >
2026-09-08 00:08:35 +00:00
70584f69b1
[Model] Add Cohere Compass model ( #54774 )
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Signed-off-by: am-cohere <312513976+am-cohere@users.noreply.github.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-07 07:36:49 -07:00
f2d45f26bd
[Bugfix][Gemma] Conditionally create KV projections/norms on KV-shared layers ( #54917 )
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Signed-off-by: Josephasafg <ajgard7@gmail.com >
Co-authored-by: minyichen <96753147+cyc00518@users.noreply.github.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-09-07 15:04:00 +01:00
42801b3a6b
[3/N][warmup][DSv4] Migrate FA4 MLA and shared CuTeDSL kernels ( #53565 )
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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com >
Co-authored-by: Codex <codex@openai.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-07 09:36:35 -04:00
1713b9866a
[2/N][warmup][DSv4] Migrate sequence and DCP kernels ( #53564 )
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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com >
Co-authored-by: Codex <codex@openai.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-07 09:35:54 -04:00
Artur Fierka
5e6f6a8ed4
[Bugfix][Quantization][XPU] Fix moe_wna16 linear weight loading ( #52651 )
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Signed-off-by: Artur Fierka <artur.fierka@intel.com >
2026-09-07 20:20:17 +08:00
Marceli Fylcek and Claude Opus 5
9b85112e13
[XPU] Route grouped_topk to the fused _moe_C kernel on XPU ( #53580 )
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Signed-off-by: Marceli Fylcek <marceli.fylcek@intel.com >
Co-authored-by: Claude Opus 5 <noreply@anthropic.com >
2026-09-07 17:43:38 +08:00
5893426b88
[Bugfix] DSv4 MXFP4 selector: stop narrowing explicit aliases to their BF16 variant ( #53586 )
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Signed-off-by: Zihua Wu <zihuaw@nvidia.com >
Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com >
2026-09-07 07:19:13 +00:00
zofia and Kunshang Ji
ed29dfae6e
[XPU] Use fused_input_norm kernel in FusedInputNorm ( #52945 )
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Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-09-07 13:44:31 +08:00
Thien Tran
d9105ea800
[Qwen3.8-Flash-Next] Remove torch.compile for NVIDIA implementation ( #55272 )
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Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg >
2026-09-06 21:57:56 -07:00
vhagor and Isotr0py
3dc7a68ce4
[Perf] Extend Qwen Triton warmup to avoid first-request latency spikes ( #54797 )
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Signed-off-by: Juqi Li <2223621784@qq.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-07 11:46:00 +08:00
Wei Zhao
6748217fb9
[Bugfix] Fix Kimi K3 NVFP4 MoE weight conversion OOM ( #55407 )
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Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
2026-09-07 11:45:25 +08:00
yulun and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
1f778486fc
[Bugfix][Offloader] Preserve prefetch static-buffer slot ownership ( #54975 )
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Signed-off-by: Big2Wheel <1404207590@qq.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-07 10:58:44 +08:00
de69e821b7
[ROCm][Perf][DeepSeek V4] Fuse native FP8 shared expert with MXFP4 routed experts ( #53161 )
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Signed-off-by: fai <fangzhouai@gmail.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Cursor Agent <agent@cursor.com >
2026-09-06 19:42:21 -07:00
Wenhua Cheng
294fbb4f59
add 2/3/5/6/7 CUDA support in AutoRound format ( #52890 )
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Signed-off-by: Wenhua Cheng <wenhua.cheng@intel.com >
2026-09-07 09:59:19 +08:00
Jee Jee Li
199cb9b964
[Kernel] Remove unused fake implementation ( #55535 )
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Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
2026-09-06 17:54:32 -07:00
Sun and Isotr0py
a1541f5742
[Perf] Use SDPA for BLIP-2 Q-Former attention ( #55285 )
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Signed-off-by: levius <2114377220@qq.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-06 07:04:19 +00:00
Baki Burak Öğün
f2e2936f91
[Kernel] Add fused MoE tuned config for E=256,N=512 on NVIDIA A100 80GB PCIe ( #55511 )
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Signed-off-by: Baki Burak Ogun <63836730+bakiburakogun@users.noreply.github.com >
2026-09-06 03:15:01 +00:00
waizuichougou
32601ef7a1
[Perf][Multimodal] Avoid duplicate text embedding in Qwen2.5-Omni ( #55415 )
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Signed-off-by: waizuichougou <2082431897@qq.com >
2026-09-05 06:39:32 +00:00
d87a440f88
[Core][MRV2] Support eagle3 spec decode with pipeline parallel ( #50514 )
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Signed-off-by: Yongqin Wang <yongqinwang@roblox.com >
Co-authored-by: Cursor <noreply@cursor.com >
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com >
2026-09-05 11:45:34 +08:00
Wei Zhao and OpenAI Codex
16328c7a77
[Perf] Kimi K3 nvfp4 Align in_proj weights by 128 to avoid elementwise copy ( #55242 )
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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 )
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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
Nick Hill
8277c42e4c
[Perf] Ensure async h2d copies are pinned in more places ( #55202 )
2026-09-04 17:17:01 -07:00
Misha Goin
8f269a93bb
Revert "[CI] Remove deleted nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 and its arch aliases" ( #55392 )
2026-09-04 14:45:24 -07:00
3f41d102c5
[1/2][Model Runner V2] DBO support, eager mode ( #50945 )
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Signed-off-by: specture724 <specture724@gmail.com >
Signed-off-by: Anjie Hou <149605198+specture724@users.noreply.github.com >
Co-authored-by: jiangkuaixue123 <jiangxiaozhou111@163.com >
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com >
2026-09-04 14:17:39 -07:00
Taneem Ibrahim and Harry Mellor
784cac7c42
[Mypy] Fix mypy typing for P models ( #54169 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-09-04 20:47:11 +00:00
5690b02c03
[Quantization] Support online quantization with partially pre-quantized checkpoints ( #51392 )
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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
yzyyzyhhh and yaozhiyuan.666
1ff5edb023
[Bug-fix] Fix MoE fused sum row offsets ( #50220 )
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Signed-off-by: yaozhiyuan.666 <yaozhiyuan.666@bytedance.com >
Co-authored-by: yaozhiyuan.666 <yaozhiyuan.666@bytedance.com >
2026-09-04 09:39:02 -07:00
Thomas Ortner and Harry Mellor
8ad2076c4a
[Transformers backend] Find attention with a fuser and attach vLLM's layer to it ( #54941 )
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Signed-off-by: Thomas Ortner <boh@zurich.ibm.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-09-04 16:26:01 +00:00
f19431e5c8
[Bugfix][MoE] Allow TRTLLM FP8 block-scale MoE with SwiGLU clamp ( #55069 )
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Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com >
Co-authored-by: aoshen02 <aoshen524@gmail.com >
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com >
Co-authored-by: Codex <noreply@openai.com >
2026-09-04 08:34:21 -07:00
a69e75b9b6
Fast Start ( #54921 )
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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
Thien Tran and Kimi
31a8a26662
[Qwen3.8-Flash-Next] Improve QSA sparse GQA for prefill and short-ctx decode ( #54873 )
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Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg >
Co-authored-by: Kimi <noreply@moonshot.cn >
2026-09-04 06:08:02 -07:00
Taneem Ibrahim
c615b1fd67
[Mypy] Fix mypy typing for L models ( #54177 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
2026-09-04 07:50:43 -04:00
Kunshang Ji and GitHub Copilot
a8693df504
[SpecDecode]Fix spec decode warmup device selection ( #55245 )
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Signed-off-by: Kunshang Ji <jikunshang95@gmail.com >
Co-authored-by: GitHub Copilot <copilot@github.com >
2026-09-04 00:48:45 -07:00
Luyi Xiao and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
8a728663c1
[Bugfix] Reject tokenizer-less Qwen VL processor init ( #54886 )
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Signed-off-by: Luyi Xiao <81631911+luyixiao95@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-03 21:25:35 -07:00
579aef4e8d
[ROCm] Bump AITER to 0.1.21.post1 ( #52826 )
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Signed-off-by: Rohan138 <rohanpotdar138@gmail.com >
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com >
Signed-off-by: fai <fangzhouai@gmail.com >
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: fai <fangzhouai@gmail.com >
2026-09-03 16:28:40 -07:00
Fangzhou Ai
8bf39632b8
[ROCm][Perf] Add low-M FP32 router GEMM for gfx950 ( #54845 )
2026-09-03 10:42:25 -07:00
b7624069ff
[Fusion] Manual ActivationQuantFusionPass initial application ( #51415 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
Signed-off-by: ElizaWszola <ewszola@redhat.com >
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com >
Co-authored-by: ElizaWszola <ewszola@redhat.com >
2026-09-03 13:37:31 -04:00
Bolin Sun and Claude Fable 5
d410fc12f3
[Kernel] Enable Kimi-K3 SiTU on the CuteDSL MoE backend and the SM107 low-latency GEMM plan ( #54606 )
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Signed-off-by: Bolin Sun <bolins@nvidia.com >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
2026-09-03 16:49:31 +00:00
Jiangyun Zhu
98ed0856f3
[Model] add GLM-5.3-Flash support ( #53906 )
2026-09-03 09:40:35 -07:00
Sun and Codex
848ab131bc
[Perf] Accumulate Conformer attention scores with baddbmm ( #55062 )
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Signed-off-by: levius <2114377220@qq.com >
Co-authored-by: Codex <codex@openai.com >
2026-09-03 04:17:52 -07:00
Taneem Ibrahim
758c79e1c5
[Bugfix] Retain vocab embeddings during replacement ( #55083 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
2026-09-03 04:17:38 -07:00
djramic
0d3ede3e3b
[Bugfix][Model] Enable torch.compile for StableLM ( #54969 )
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Signed-off-by: Djordje Ramic <djoramic@amd.com >
2026-09-03 03:21:54 -07:00