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bb55077411
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[Perf][Kernel] Integrate Mega-mHC from DeepGEMM for DeepSeek V4.1 (reopen of #56255) (#56962)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-09-15 04:01:06 -07:00 |
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073f883b56
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[Perf][DSpark] Collapse DeepSeek-V4.1 draft states before SP all-gather (#56903)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-09-15 02:58:57 -07:00 |
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Yongye ZhuandClaude Opus 5
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8263ea12bd
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[Build] Move DeepGEMM pin to the vLLM fork and update the Mega MoE call convention (#56876)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-15 00:57:18 -07:00 |
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e6eb0d120c
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[Model][DSv4.1] Store the whole KV in MXFP8 (FlashMLA V4.1 record) (#56893)
Signed-off-by: Yongye Zhu <yongye@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-14 20:12:55 -07:00 |
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Fangzhou AiandCursor
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00972dfd72
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[ROCm][DSV4.1][Perf] Fold the mHC post step into the delayed pre projection (#56513)
Signed-off-by: Fangzhou Ai <fangzhou@semianalysis.ai>
Signed-off-by: Fangzhou Ai <fangzhou.ai@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-09-14 16:44:56 -05:00 |
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sychen52
|
7702ee87db
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[Bugfix][DSA] Write nvfp4_ds_mla from the fused norm+rope kernel (#55538)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
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2026-09-15 00:25:33 +04:00 |
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Yongye Zhu
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5372e72a98
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[Perf][DSv4.1] Fold the mHC post block into the delayed pre projection (#56633)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-09-14 18:57:37 +00:00 |
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3f55ad2f07
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[Qwen3.8-Flash-Next] Fuse PLE residual and QSA output gate (#55309)
Signed-off-by: Canlin <canlinguosdu@gmail.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
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2026-09-14 12:16:25 +00:00 |
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Shanshan Shen
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a6c5d6d0fc
|
[ROCm][Perf] Enable CSA multi-stream overlap for DeepSeek-V4 (#51794)
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com>
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2026-09-14 11:21:30 +00:00 |
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b443c1cc4e
|
[Perf][GLM-5.3-Flash] Use FlashKDA for KDA chunked prefill (1.7-3.8x faster than the Triton chunk path) (#55737)
Signed-off-by: Jared Wen <jaredwen@inferact.ai>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-14 08:36:19 +00:00 |
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Bugen Zhao
|
cf1584f373
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[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 |
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Fangzhou Ai
|
dfa1984e58
|
[ROCm][Perf] Tune MiniMax-M3 decode top-k for short contexts (#55235)
Signed-off-by: fai <fangzhouai@gmail.com>
|
2026-09-13 21:36:27 -05:00 |
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f09c52a587
|
[ROCm][Performance] Avoid blocking MiniMax M3 scalar upload (#56170)
Signed-off-by: fai <fangzhouai@gmail.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-13 16:56:02 +00:00 |
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linitra24
|
dd4c841070
|
[LoRA] Add LoRA support for DeepSeek-V4 Flash Vision (#55897)
Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
|
2026-09-13 07:10:54 -07:00 |
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d2d649e674
|
[DS V4.1][Engram] Support async prefetch for offloaded engram lookups and engram DP sharding (#56512)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: ywang96 <>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
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2026-09-13 02:44:23 -07:00 |
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Woosuk Kwon
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e7a3963339
|
[Bugfix] Avoid repeated dummy initialization and random CPU Engram fills (#56682)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
|
2026-09-13 02:23:20 -07:00 |
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Roberto L. CastroandCodex
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e52be1a62d
|
[9/N][warmup][DSv4] Migrate MHC TileLang kernels (#50178)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
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2026-09-12 17:25:23 -07:00 |
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aed894c190
|
[6/N][warmup][DSv4] Migrate sampling, and DFlash JIT kernels (#56323)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-09-12 17:24:24 -07:00 |
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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 |
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Roberto L. Castro
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c377114636
|
[Bugfix][CI] Update CuTeDSL indexer Q sentinel test for migrated wrappers (#56594)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
|
2026-09-12 09:12:58 -07:00 |
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Isotr0py
|
30118ba27d
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[DSV4.1] Remove compressor-aware image sentinel token padding (#56554)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-12 00:07:36 -07:00 |
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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 |
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Roberto L. CastroandCodex
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120ec4ebd2
|
[5/N][warmup][DSv4] Migrate NVIDIA CuTeDSL attention kernels (#53566)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Codex <codex@openai.com>
|
2026-09-12 00:05:59 -04:00 |
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Divakar Verma
|
06e57f622c
|
[ROCm][Kimi-K3] Fix non-contiguous state_indices crash and GPU-sync assert in fused KDA/MLA prefill (#56526)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
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2026-09-11 20:17:39 -05:00 |
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Fangzhou AiandFangzhou Ai
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46d2b23ac5
|
[ROCm][DSV4.1][Perf] Use AITER mHC for the delayed pre block (#56503)
Signed-off-by: Fangzhou Ai <fangzhou@semianalysis.ai>
Co-authored-by: Fangzhou Ai <fangzhou@semianalysis.ai>
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2026-09-12 00:35:48 +00:00 |
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chengchengpeiandTyler Michael Smith
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0c1e89ceb9
|
[Bugfix][Kimi-K3] Fix KDA projection overlap on Hopper (#55426)
Signed-off-by: Chengcheng Pei <5881383+chengchengpei@users.noreply.github.com>
Co-authored-by: Chengcheng Pei <5881383+chengchengpei@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
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2026-09-11 19:07:30 +00:00 |
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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>
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2026-09-11 17:55:21 +00:00 |
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Andreas KaratzasandOpenAI Codex
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9dd969da09
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[Model][ROCm] Enable DeepSeek V4 Vision (#55107)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-09-11 09:17:30 -07:00 |
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Wentao Ye
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5fe77aecfc
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[Deprecation] Deprecate items scheduled for 0.29 (#55353)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-09-11 08:17:02 -07:00 |
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Wentao Ye
|
1e1060f998
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[Kimi Perf] Group fp8 mla cahche insertion, 4~6x kernel level performance improvement for small batch (#55356)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-09-11 08:16:57 -07:00 |
|
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Matt
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b4da4d17ae
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[ROCm][Bugfix] Fix AITER preshuffled FP8 block-scale kernel (#56433)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
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2026-09-11 11:44:57 +00:00 |
|
|
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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>
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2026-09-11 02:11:19 -07:00 |
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siyuandIsotr0py
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73fb19151f
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[Fast Start] Support fp4 (#55465)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-10 13:22:17 +00:00 |
|
|
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9b959b8657
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[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>
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2026-09-10 20:16:26 +08:00 |
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Wentao Ye
|
86aca66191
|
[Kimi K3 Perf] Avoid KDA mixed-batch gather/scatter, 5.2%~7.7% E2E Throughput Improvement (#56159)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-09-10 17:57:01 +08:00 |
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Jared WenandClaude Fable 5.1
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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>
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2026-09-10 16:28:33 +08:00 |
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Bugen ZhaoandIsotr0py
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b47b01cf33
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[Model][Frontend] Support DeepSeek-V4.1-Flash in Rust and Python frontends (#56208)
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-10 01:15:06 -07:00 |
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9521c60bdc
|
[ROCm][Perf] Kimi-K3 Fused kernels for KDA prefill reland (#54038)
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: kliuae <17350011+kliuae@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
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2026-09-10 15:37:54 +08:00 |
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Yunzhu LuandIsotr0py
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442d36031c
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[MM][CG] Enable encoder CUDA Graph for MiniCPM-V (#42785)
Signed-off-by: YunzhuLu <lucia.yunzhu@gmail.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-10 06:28:48 +00:00 |
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Li, Jiang
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c3ccc0e957
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[Model] Add DeepSeek-V4 CPU backend (#55355)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
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2026-09-10 14:14:48 +08:00 |
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ykamiset
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83252ea899
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[Performance][ROCm] Integrate aiter indexer scoring and top-k kernels into MiniMax-M3 sparse attention path (#52664)
Signed-off-by: Yamini Preethi Kamisetty <YaminiPreethi.Kamisetty@amd.com>
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2026-09-09 15:40:33 -07:00 |
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Harry Huangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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3116c5d06b
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[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>
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2026-09-09 07:32:34 -07:00 |
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jimmy-adams
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62f3bf58a5
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[Bugfix][ROCm][DSv4] Skip launch_pdl=True JIT warmup when PDL is unsupported (#56035)
Signed-off-by: jimmy-adams <41593649+jimmy-adams@users.noreply.github.com>
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2026-09-09 13:50:41 +00:00 |
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|
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60ad959b6f
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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>
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2026-09-08 22:47:21 +00:00 |
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Wentao Ye
|
bfb443a6b6
|
[Kimi Bug] Fix kda ima Triton Error [CUDA]: an illegal memory access was encountered (#55924)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-09-08 14:07:54 -07:00 |
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Roberto L. CastroandCodex
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6ddbab03de
|
[4/N][warmup][DSv4] Migrate common attention kernels (#50176)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Codex <codex@openai.com>
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2026-09-08 10:25:48 -04:00 |
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Sherif WalyandNicolò Lucchesi
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f998862d46
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[Bugfix] Fix Kimi K3 loading with interleaved weight streams (#53379)
Signed-off-by: Sherif Waly <sherif.waly@mistral.ai>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
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2026-09-08 16:08:51 +02:00 |
|
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Wei Zhao
|
a69402aaa8
|
[Perf] Integrate FlashInfer KDA kernels (#55364)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
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2026-09-07 20:29:30 -07:00 |
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Andreas Karatzas
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6b5a12c0f8
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[ROCm][CI] Enable HY-V4 model initialization on ROCm (#54405)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
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2026-09-07 20:55:44 -05:00 |
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|
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42801b3a6b
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[3/N][warmup][DSv4] Migrate FA4 MLA and shared CuTeDSL kernels (#53565)
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>
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2026-09-07 09:36:35 -04:00 |
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