 amd-xavierwangandJartX
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06265beb25
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[ROCm] Enable fp8 query for Triton attention (#60296)
Signed-off-by: xawang <xawang@amd.com>
Co-authored-by: JartX <sagformas@epdcenter.es>
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2026-10-14 15:03:20 -04:00 |
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13dbf96093
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[Model Loader] Apply EP weight filtering in InstantTensor (#61167)
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-14 09:10:10 -07:00 |
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Ronaldandaoshen02
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19aba3e4d5
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[Bugfix][RL] Load attention sinks through weight_loader for layerwise reload (#57797)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
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2026-10-14 10:17:58 +00:00 |
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6849ca696a
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[Quantization] Add ModelOpt IQ2_XS, IQ2_XXS, and Q8_0 support via b12x (#59604)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Luke Alonso <lalonso@gmail.com>
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2026-10-13 09:06:33 -07:00 |
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Woosuk KwonandClaude Opus 5.5
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ac71b17517
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[Model Loader] Keep norm layers neutral under dummy weight init (#61323)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-13 08:54:24 -07:00 |
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253e02b95e
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[Perf] Warm up DeepGEMM MegaMoE kernels before serving (#60468)
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
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2026-10-13 20:17:48 +08:00 |
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Linze Shi
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e6e84f350c
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[Feature][Pooling] Add offline fixed-length late chunking (#60164)
Signed-off-by: Linze-Shi <linzeshi0@gmail.com>
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2026-10-13 11:16:21 +00:00 |
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Yongye ZhuandClaude Opus 5.5
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a6009ea85b
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[Kernel][Build] Bump DeepGEMM to the 26/09/30 release and adapt the sparse indexer (#61149)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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2026-10-12 23:24:43 -07:00 |
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Woosuk KwonandClaude Opus 5.5
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f47792af7f
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[Model Loader] Make dummy weight init dtype-aware (#61134)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-12 18:33:26 -07:00 |
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189bbfb9f4
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Add MoNe experts pruning support (#50415)
Signed-off-by: Ilya Boytsov <ieboytsov@nebius.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Ilya Boytsov <ieboytsov@nebius.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-12 23:18:43 +00:00 |
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092c35dd15
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[Model] Support Cloudflare/clef-omni on /v1/systemone (#61064)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-10-12 21:27:34 +08:00 |
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Nick Hill
|
3fe917abb1
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[Bugfix][MRV2] Fix FlashInfer attention and ReplaySSM warmups on MRV2 (#61013)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-10-11 16:04:41 -07:00 |
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tc-mbandCyrus Leung
|
c85616efc6
|
[Model] Support MiniCPM-V 4.7 (#58674)
Signed-off-by: tc-mb <tianchi_cai@icloud.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-10-11 10:21:10 +00:00 |
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f2376cdc4d
|
[Fast Start] Preload the FlashInfer autotune table on the weight cache daemon (#60085)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-10-10 15:48:06 +00:00 |
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SeongJun LeeandIsotr0py
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699c892dd5
|
[Perf] Skip the M-RoPE warmup when every holder of the RoPE fuses it (#60246)
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-10-10 06:47:39 +00:00 |
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02aa10539f
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[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>
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2026-10-10 10:44:06 +08:00 |
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02e55d2af3
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[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>
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2026-10-09 15:48:37 -04:00 |
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Ning XieandSimon Mo
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a0f28d73a8
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[sharded state loader] support pp in sharded state loader (#52110)
Signed-off-by: Andy Xie <andy.xning@gmail.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
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2026-10-09 11:08:31 -07:00 |
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Juan Pérez de Algabaandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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3d52578e13
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[Security] Do not retain Phi-4 MM audio attention matrices (#60614)
Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-09 22:23:35 +08:00 |
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Harry MellorandClaude Opus 5.5
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2c99ee9333
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[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>
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2026-10-09 09:29:03 +00:00 |
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9f3d70e081
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[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>
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2026-10-08 12:04:46 -04:00 |
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Woosuk Kwon
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194bd72be7
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[Compile] Remove torch.compile-based sequence parallelism and AsyncTP (#60517)
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2026-10-08 08:28:23 -07:00 |
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Harry MellorandClaude Opus 5.5
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21d9758459
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Remove Python 3.10 support now that it is EOL (#60402)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
|
2026-10-08 02:30:52 -07:00 |
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Jiahan Chang (Cyrus)
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816173ca9d
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[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 |
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MattandClaude Opus 5.5
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9dba339d07
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[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 |
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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>
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2026-10-07 22:01:09 +00:00 |
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e572e02d21
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[UX] Skip checkpoint shards an MTP head does not load (#60152)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-07 15:16:19 -04:00 |
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fba462e008
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[Bugfix]Fix FlashInfer warmup crash: autotune(tuning_buckets=...) must round M up, not down (Invalid MXFP8 split-K tactic with spec-decode) (#58165)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-07 14:01:21 -04:00 |
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c83935b300
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[Bugfix][Model Loader] Support reload_weights with runai_streamer load format (#58124)
Signed-off-by: Viktor Koukouliev <vkoukouliev@nvidia.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-10-07 14:04:35 +00:00 |
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2a54f6b625
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[ROCm][Perf][GLM-5.3-Flash] Enable AITER fused shared experts on gfx950 (#59221)
Signed-off-by: Jin Tao <jin.tao@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com>
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2026-10-07 20:53:40 +08:00 |
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3403e0f176
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[Bugfix] Persist FlashInfer autotune cache per rank to fix the rank-0-only cache-hit deadlock (#57635)
Signed-off-by: Madhav Jivrajani <madhav.jiv@gmail.com>
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
Co-authored-by: NickLucche <nicolo.lucchesi@mistral.ai>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
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2026-10-06 17:51:01 +00:00 |
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Tianyu GuoandOpenAI Codex
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8c417a2dae
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[Bugfix][Model] Fix Qwen3-Omni interleaved M-RoPE boundary positions (#59842)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-10-06 03:35:53 +00:00 |
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C
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44198f577f
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[Bugfix][Model] Fix M-RoPE offset double-count in Qwen3-Omni (#58890)
Signed-off-by: C1ves <3121985758@qq.com>
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2026-10-03 09:00:51 +08:00 |
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4c4003bb5f
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[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>
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2026-10-02 15:50:38 +00:00 |
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Qiu ChunshuoandLucas Wilkinson
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8486f1ebfe
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[Perf][PCP] Shard decode requests across PCP ranks (#52162)
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
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2026-10-01 23:50:13 -04:00 |
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Wentao Ye
|
4d6874d137
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[GLM 5.3 Perf] Skip qlnorm calculation for MHA, 4.4~7.7% E2E TTFT Improvement (#58845)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-10-01 15:13:57 +08:00 |
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Andrii SkliarandAndrii Skliar
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deb148e730
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[Mamba] Add FlashInfer ReplaySSM support for MTP (#52928)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
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2026-09-30 21:41:17 +00:00 |
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VenkyandClaude Opus 5.5
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42f0c17ea7
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[Bugfix][PP][Spec Decode] MiniMax-M3 EAGLE3 aux-state relay at PP > 1 and per-stage FlashInfer autotune (#57197)
Signed-off-by: venkywonka <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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2026-10-01 01:14:24 +04:00 |
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Harry MellorandClaude Opus 5.5
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fc2c801ad9
|
Disable mypy arg-type and assignment checks in tests (#59428)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-09-30 15:18:50 +00:00 |
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almayneandLi, Jiang <jiang1.li@intel.com>
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93dd80f636
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[CPU] Conv1d optimised kernel for aarch64 (#54093)
Signed-off-by: Anna Mayne <anna.mayne@arm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-09-30 20:23:42 +08:00 |
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Jakub ZakrzewskiandCodex
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5a4351ab09
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[MM] Keep device input normalization fused when encoder compilation is enabled (#59195)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Codex <codex@openai.com>
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2026-09-30 11:08:24 +00:00 |
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Alexandra Sidorova
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b81984879a
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[K2 Horizon] fold partial-RoPE permutation into q/k (and norm) weights (#55335)
Signed-off-by: Alexandra Sidorova <asidorov@amd.com>
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2026-09-30 16:03:37 +08:00 |
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42d9f8ccdb
|
support rl feature : weight checker (#51350)
Signed-off-by: shiyuan680 <yangcheng104@huawei.com>
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: shiyuan680 <yangcheng104@huawei.com>
Co-authored-by: Ronald1995 <ronaldautomobile@163.com>
Co-authored-by: DeepSeek Harness <noreply@deepseek.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
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2026-09-30 03:13:43 +00:00 |
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5dd693122c
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[MyPy][2/N] Fix mypy errors in small tests/ dirs (#51043)
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-09-29 21:27:45 +01:00 |
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f5ed3d9c03
|
[Fast Start] Charge daemon-held weights against gpu_memory_utilization (#57298)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Xun Sun <UNIDY2002@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Xun Sun <UNIDY2002@outlook.com>
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2026-09-29 17:58:35 +00:00 |
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af5b4857e1
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[Fast Start] Support PP (#55477)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Xun Sun <UNIDY2002@outlook.com>
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2026-09-29 09:37:43 +00:00 |
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Xun SunandIsotr0py
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e7900156e1
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[Fast Start] Add /health endpoint for the weight cache daemon (#58552)
Signed-off-by: Xun Sun <UNIDY2002@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-27 17:48:54 +00:00 |
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Isotr0py
|
24928a4d62
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[UX][Frontend] Introduce vllm preload cli for fast restart (#56680)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-25 06:56:39 +00:00 |
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8a269919f4
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[MM] Add Triton kernel for mm_input_normal. (#56798)
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-25 04:31:20 +00:00 |
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wangxiyuan
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44257c2e35
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[Feature] Triton kernel dispatcher (#43048)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
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2026-09-25 04:07:43 +00:00 |
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