 Jee Jee Li
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de6674b002
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[MoE] Use GateLinear for all MoE models (#58234)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-09-23 05:40:13 +00:00 |
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88aa0d287d
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[Spec decode] Support variable-length decode for Kimi-K3 adaptive ver (#52988)
Signed-off-by: Albert Cheng <albecheng@nvidia.com>
Signed-off-by: Albert Cheng (Engrg-Hardware 1) <albecheng@login-bia01.bia.clusters.nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
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2026-09-22 20:43:32 -07:00 |
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Michał GanczarenkoandClaude
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73c59d365b
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[XPU] Wire up SYCL apply_rotary_emb kernel in ApplyRotaryEmb (#55721)
Signed-off-by: Michal Ganczarenko <michal.ganczarenko@intel.com>
Signed-off-by: Michał Ganczarenko <michal.ganczarenko@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-09-22 20:43:24 -07:00 |
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Tianyu GuoandCyrus Leung
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3ee2906f47
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[EPD] Support metadata-only audio inputs (#57887)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-09-23 09:03:50 +08:00 |
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d110c2f19c
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[ROCm] Use silu_and_mul_with_clamp's torch._C op (#52052)
Signed-off-by: Tres Popp <tres.popp@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-22 18:30:14 -05:00 |
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1c0eee919d
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[ROCm][Model][Bugfix] Enable GLM-5.2-MXFP4 on the deepseek_v32 path and fix sparse attention correctness (#51915)
Signed-off-by: Jack Hu <Jack.Hu@amd.com>
Signed-off-by: Jack Hu <jack.hu@amd.com>
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: James E T Smith <jamesETsmith@users.noreply.github.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: Douglas Lehr <Doug.Lehr@amd.com>
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2026-09-22 18:08:51 -05:00 |
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Misha Goin
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25965ee583
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[Kernel] Remove AllSpark INT8 W8A16 GEMM backend (#58001)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-09-22 14:07:34 -07:00 |
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1b3b88ec2b
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[Core] structured generation mode for DiffusionGemma model (Jev-like) (#57250)
Signed-off-by: Matt Mastracci <matthew@mastracci.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Razorback16 <razorback16@protonmail.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Razorback16 <razorback16@protonmail.com>
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2026-09-22 20:51:17 +00:00 |
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Wentao Ye
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fae5cbfc8b
|
[Refactor] Remove dead code multiple places (#58002)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-09-22 16:36:03 -04:00 |
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lucamotz
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276db94fb2
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[Bugfix][Model][Spec Decode] Defer disposable GLM MTP head (#55442)
Signed-off-by: Luca Motz <luca.motz@icloud.com>
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2026-09-22 20:08:27 +00:00 |
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Taneem Ibrahim
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bc162b3f92
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[MRV2] Release weight offloader on shutdown (#57834)
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
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2026-09-22 15:01:20 -04:00 |
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Guanxin LiandFlora Feng
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f944491db9
|
[Bugfix] batch_invariant: keep non-AllReduce collectives enabled on NCCL >= 2.31 (#58179)
Signed-off-by: Guanxin Li <38149783+guanxingithub@users.noreply.github.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>
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2026-09-22 14:44:00 -04:00 |
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siyuandIsotr0py
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c024cfdb02
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[Fast Start] Support data parallelism in the weight cache daemon (#57386)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-22 18:19:40 +00:00 |
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stefankoncarevicandAndreas Karatzas
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72675c4706
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[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>
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2026-09-22 17:49:11 +00:00 |
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Gilles TurpinandWentao Ye
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74370a0e30
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[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 |
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Tony LinandFlora Feng
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e4340e41c9
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[Feat][XPU] VLLM_BATCH_INVARIANT support for Dense/MoE models (#55881)
Signed-off-by: Tony Lin <tony.lin@intel.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>
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2026-09-22 11:06:54 -04:00 |
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f92b78f6ef
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[Kernel][DSV4.1] Fuse MXFP8 wo_b GEMM with sequence-parallel reduce-scatter (#57428)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Signed-off-by: Canlin <canlinguosdu@gmail.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-09-22 01:07:17 -07:00 |
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yinfengLiuandShanshan Shen
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2af05512cf
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[Kernel] Add opt-in load-time MXFP4 dequantization (#50814)
Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
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2026-09-22 14:51:12 +08:00 |
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Mikko TukiainenandCursor
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68363d64ec
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[ROCm][Perf] Avoid extra reshape kernel in Qwen GDN output norm (#47842)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-09-22 14:38:16 +08:00 |
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Ting SUNandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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a33b3bac5d
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[Bugfix][Qwen2.5-VL] Honor video fps for temporal M-RoPE (#47736)
Signed-off-by: Ting Sun <suntcrick@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-22 05:56:12 +00:00 |
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siyuandIsotr0py
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c723a831a8
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[Fast Start] Cache the MTP draft model in a separate daemon group (#57312)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-22 03:13:38 +00:00 |
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a369a7becc
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[Perf][Attention] Reduce GLM sparse MLA preparation overhead (#57458)
Signed-off-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
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2026-09-21 17:24:25 -07:00 |
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Garrett GoonandClaude Opus 5
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8bf051cd51
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[Bugfix][Kernel] Skip the fused silu-mul block-quant fast path when a swiglu clamp is set (#57984)
Signed-off-by: Garrett Goon <garrett@primeintellect.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-21 22:38:38 +00:00 |
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382970ee6c
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[Kimi-K3][AMD] Return KDA and MLA projection outputs directly (#50592)
Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com>
Co-authored-by: Liuyinfeng01 <199041580+LiuYinfeng01@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-21 15:44:41 -05:00 |
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Andreas KaratzasandOpenAI Codex
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12972ae40b
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[Bugfix][ROCm] Reject unsupported EP for monolithic AITER MXFP4 MoE (#57866)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-09-21 15:30:21 -05:00 |
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Andreas KaratzasandOpenAI Codex
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9179bcd416
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[Bugfix][MoE] Reject hash routing for unsupported monolithic backends (#57867)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-09-21 16:28:35 -04:00 |
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Mikko Tukiainenandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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17322375a2
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[ROCm][Perf] Route the fused shared-expert gate GEMM through the platform dispatcher (#54185)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-21 17:17:55 +00:00 |
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Cyrus Leung
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7853700d4c
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[MM] Move get_dummy_processor_inputs into MM processor (#57967)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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2026-09-21 09:39:20 -07:00 |
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Hotragn PettuganiandClaude Opus 5
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606d124b37
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[Bugfix][Multimodal] Tolerate malformed EXIF in Molmo 2 image preprocessing (#57234)
Signed-off-by: hotragn <hotragn.pettugani_2024@woxsen.edu.in>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
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2026-09-21 06:27:40 -07:00 |
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0b7f11a1ee
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[AuxOutput] Add block-keyed storage for routed-expert outputs (#45635)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
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2026-09-21 10:25:05 +00:00 |
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Oliver Holworthyandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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9598487bc1
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[Bugfix][Model] Mistral3: align placeholder grid with public processor (#53758)
Signed-off-by: Oliver Holworthy <1216955+oliverholworthy@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-21 06:36:59 +00:00 |
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Tianyao Wu
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59f1527280
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[Bugfix] Fix Whisper engine crash on audio clips longer than 30s (#57769)
Signed-off-by: Tianyao Wu <rayroy31@gmail.com>
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2026-09-21 05:44:40 +00:00 |
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Chaunceyandzjy0516
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3df4ae153e
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[Core][KDA] Generalize Mamba prefill checkpoint builder and exporter (#57783)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
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2026-09-21 04:46:11 +00:00 |
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ff0c885494
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[Bugfix] DiffusionGemma: fix multimodal support (#57589)
Signed-off-by: Matt Mastracci <matthew@mastracci.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-21 00:05:24 -04:00 |
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Woosuk KwonandCodex
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9b49f92344
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[Perf][DSV4.1] Overlap mHC coefficients for small TP batches (#57603)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
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2026-09-20 17:33:17 -07:00 |
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7d99c2c4fd
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[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>
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2026-09-20 08:11:01 -07:00 |
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ZyannandAbatom
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9b2f34cad4
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[Feature] support bf16 MoE router and mxfp4 MoE for MiMo V2 (#57784)
Signed-off-by: Zyann7 <62597503+Zyann7@users.noreply.github.com>
Co-authored-by: Abatom <182586866+Abatom@users.noreply.github.com>
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2026-09-20 13:25:56 +00:00 |
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Chauncey
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bf01fc4a31
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[GLM-5.3-Flash] Route kpool indexer top-k through the shared SparseIndexerTopk dispatcher (#57546)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
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2026-09-20 11:17:59 +00:00 |
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mahird3
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0748d3bd57
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[Model][LoRA] Enable LoRA support for VoyageQwen3BidirectionalEmbedModel (#57708)
Signed-off-by: Mahir Dursunoglu <142054011+mahird3@users.noreply.github.com>
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2026-09-20 09:50:00 +00:00 |
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Misha GoinandErinYin
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e5fce7b56b
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[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>
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2026-09-20 17:28:33 +08:00 |
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Yan Ma
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d05da62e9c
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[XPU] fix incorrect gdn kernel log for XPU path (#54871)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-09-20 14:00:31 +08:00 |
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0c90804c0b
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[Bugfix] DiffusionGemma: cast the self-conditioning soft embed to the buffer dtype (#57462)
Signed-off-by: Matt Mastracci <matthew@mastracci.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
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2026-09-20 04:58:02 +00:00 |
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133b71e0be
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[Bugfix] Take padded path for ragged decode batches in sparse_attn_indexer (#52500)
Signed-off-by: pavelzak <pavel.zakharov@gmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-09-19 20:14:29 +00:00 |
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5302d1fe40
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[Model Runner V2] Support custom logits processors (#56497)
Signed-off-by: David Cheung <d7cheung@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-09-19 17:46:49 +00:00 |
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Cyrus Leung
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751f6807d9
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[Refactor] Use dynamic MM cache in processor (#57674)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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2026-09-19 15:38:00 +00:00 |
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Lio Einaudi
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41c4a3ed4e
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[Kernel][Perf] Add sm_120 (RTX PRO 6000 / RTX 50) tuned configs for batch-invariant persistent matmul (#57456)
Signed-off-by: LioEinaudi <zhao3024667639@gmail.com>
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2026-09-19 09:30:55 -04:00 |
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fbe8a157fb
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[ROCm][Perf] Enable the AITER GDN decode fast path for flat qkvz layouts (#53623)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
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2026-09-19 06:05:04 -07:00 |
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vllmellm
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211e252d0b
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[Bugfix][Model] Fix MiMo-V2.5 fused fp8 qkv_proj sharding (pre-shard count is num_key_value_heads; MTP path too) (#57508)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-09-19 06:05:00 -07:00 |
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siyuandIsotr0py
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4cc15f2121
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[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>
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2026-09-19 09:16:39 +00:00 |
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Woosuk Kwon
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38537331d3
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[Bugfix][DSA] Avoid runtime JIT for offset candidate end buffers (#57667)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-09-19 00:27:11 -07:00 |
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