MOVZX and Hinata
e61dcb9143
[Mini-vLLM] SM86-only cut: models, backends, Rust, tests
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- Keep only Qwen3.5, Qwen3.5-MTP and Qwen4Exp model paths; trim the model registry to 41 entries
- Delete idle attention backends (MLA, FlashInfer, ROCm-only, quant backends) and dead GDN CuTeDSL kernels
- Remove inc/quark quant loaders; keep compressed-tensors and Marlin
- Drop the Rust frontend, pooling entrypoints, and idle test suites
- Rebuild kernels for sm_80;sm_86 and strip the extensions
- Verified: full import sweep clean (optional deps only) and a dummy-load Qwen3.5 engine run on RTX 3090 via the Triton GDN path
Co-authored-by: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-18 19:19:56 +07:00
Haiyu Zuo and Kevin H. Luu
ff5a91a456
[Feature][Model Loader] Apply model-owned MTP shard selection to RunAI ModelStreamer ( #60759 )
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Signed-off-by: 浩韵 <zuohaiyu.zhy@alibaba-inc.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 12:23:11 +08:00
13dbf96093
[Model Loader] Apply EP weight filtering in InstantTensor ( #61167 )
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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 >
2026-10-14 09:10:10 -07:00
Ronald and aoshen02
19aba3e4d5
[Bugfix][RL] Load attention sinks through weight_loader for layerwise reload ( #57797 )
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Signed-off-by: Ronald1995 <ronaldautomobile@163.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-14 10:17:58 +00:00
Woosuk Kwon and Claude Opus 5.5
f47792af7f
[Model Loader] Make dummy weight init dtype-aware ( #61134 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-12 18:33:26 -07:00
189bbfb9f4
Add MoNe experts pruning support ( #50415 )
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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 >
2026-10-12 23:18:43 +00:00
092c35dd15
[Model] Support Cloudflare/clef-omni on /v1/systemone ( #61064 )
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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 >
2026-10-12 21:27:34 +08:00
Yan Ma
e05201aa2e
[XPU] refine memory release for sleep mode ( #61158 )
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Signed-off-by: Yan Ma <yan.ma@intel.com >
2026-10-12 16:59:38 +08:00
ef42b4385f
[Bugfix] Reclaim cached GPU memory during weight loading ( #57516 )
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Signed-off-by: Debanshu Das <debanshu@google.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Kimi Code <noreply@moonshot.cn >
2026-10-11 07:03:06 +00:00
Nick Hill
f8471164bf
[MRV2] Detatch weight-reload logic from MRV1 ( #60937 )
2026-10-10 21:15:05 -07:00
f2376cdc4d
[Fast Start] Preload the FlashInfer autotune table on the weight cache daemon ( #60085 )
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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 >
2026-10-10 15:48:06 +00:00
02aa10539f
[Bugfix][ModelLoader] Make enable_weights_track check quantized layers ( #57108 )
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Signed-off-by: siliangchen-amd <SiLiang.Chen@amd.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: Shanshan Shen <467638484@qq.com >
2026-10-10 10:44:06 +08:00
Ning Xie and Simon Mo
a0f28d73a8
[sharded state loader] support pp in sharded state loader ( #52110 )
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Signed-off-by: Andy Xie <andy.xning@gmail.com >
Co-authored-by: Simon Mo <simon.mo@hey.com >
2026-10-09 11:08:31 -07:00
Harry Mellor and Claude Opus 5.5
21d9758459
Remove Python 3.10 support now that it is EOL ( #60402 )
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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
f38c6778ce
[quantization] Add per-token NVFP4 quantization MoE support for ReLU2 ( #56740 )
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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 >
2026-10-07 22:01:09 +00:00
e572e02d21
[UX] Skip checkpoint shards an MTP head does not load ( #60152 )
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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 >
2026-10-07 15:16:19 -04:00
c83935b300
[Bugfix][Model Loader] Support reload_weights with runai_streamer load format ( #58124 )
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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 >
2026-10-07 14:04:35 +00:00
f8d92cae41
[Quantization] Layer re-quantization for linear layers through online quantization API (MXFP8 -> FP8 PTPC showcase) ( #55684 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com >
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com >
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
2026-10-06 11:38:18 -05:00
Jee Jee Li
f9c9e8ac24
[LoRA] Remove tensorizer ( #60024 )
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Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
2026-10-05 07:01:56 -07:00
Ning Xie
bfbcde26d5
[Observability] add model initializing duration log ( #52141 )
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Signed-off-by: Andy Xie <andy.xning@gmail.com >
2026-10-01 02:54:33 +00:00
42d9f8ccdb
support rl feature : weight checker ( #51350 )
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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 >
2026-09-30 03:13:43 +00:00
f5ed3d9c03
[Fast Start] Charge daemon-held weights against gpu_memory_utilization ( #57298 )
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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 >
2026-09-29 17:58:35 +00:00
af5b4857e1
[Fast Start] Support PP ( #55477 )
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Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Xun Sun <UNIDY2002@outlook.com >
2026-09-29 09:37:43 +00:00
Ashraf Bhuiyan
b9e2903b89
[Mypy] Fix mypy typing for Ultravox and Unlimited-OCR models ( #58239 )
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Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com >
2026-09-27 21:19:04 -04:00
Isotr0py
24928a4d62
[UX][Frontend] Introduce vllm preload cli for fast restart ( #56680 )
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Signed-off-by: Isotr0py <Isotr0py@outlook.com >
2026-09-25 06:56:39 +00:00
6936e77ba4
[Perf][Engram] Serialize offloaded lookups and pack host tables into huge pages ( #56926 )
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Signed-off-by: Juntian Liu <Juntianl777@gmail.com >
Co-authored-by: Kimi Code <noreply@moonshot.cn >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-25 10:52:02 +08:00
90a9515006
[Cleanup] Remove online quantization support in fp8.py in favor of online shorthands ( #53585 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: mgoin <mgoin64@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-24 12:48:14 -07:00
Xun Sun
e773247f8a
[Fast Start] Wait for weight cache daemon readiness ( #58370 )
2026-09-24 19:18:04 +00:00
344fcc252a
[Bugfix] Resolve the Hub revision once per repo ( #56092 )
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Signed-off-by: Wauplin <lucainp@gmail.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-24 08:48:24 -07:00
Harry Mellor and Claude Opus 5.5
d881812500
[Chore] Use Transformers v5 names and drop redundant processor use_fast ( #58550 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-09-24 14:14:10 +00:00
1291bdb85e
[EPD][Model Loader] Skip language-model checkpoint shards for --mm-encoder-only ( #58086 )
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Signed-off-by: grYe99 <guorongye99@gmail.com >
Co-authored-by: grYe99 <guorongye99@gmail.com >
Co-authored-by: Cursor Agent <cursoragent@cursor.com >
2026-09-24 00:41:15 -07:00
Wentao Ye
fae5cbfc8b
[Refactor] Remove dead code multiple places ( #58002 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-09-22 16:36:03 -04:00
siyu and Isotr0py
c024cfdb02
[Fast Start] Support data parallelism in the weight cache daemon ( #57386 )
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Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-22 18:19:40 +00:00
siyu and Isotr0py
c723a831a8
[Fast Start] Cache the MTP draft model in a separate daemon group ( #57312 )
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Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-22 03:13:38 +00:00
78fdf4efb8
[Bugfix][MoE] Convert FlashInfer BF16 weights in place ( #54699 )
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Signed-off-by: Yuchen Wang <93700456+yuchenwang3@users.noreply.github.com >
Signed-off-by: Dakai An <dakaian108@gmail.com >
Co-authored-by: Dakai An <dakaian108@gmail.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-09-17 22:00:04 +08:00
Harry Mellor and Claude Opus 5
651a88c09a
[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings ( #57212 )
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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 )
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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
0f8fa53acf
[Bugfix][KV Offload] Check cgroup memory before SHM allocation ( #54014 )
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Signed-off-by: Alex <jihui.huang@daocloud.io >
Signed-off-by: AlexHuang <alex.tech.lab@outlook.com >
Signed-off-by: Alex <alex.tech.lab@outlook.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Itay Etelis <92247226+Etelis@users.noreply.github.com >
2026-09-16 09:17:50 +03:00
aoshen02
eb61707851
[Bugfix] Fix stale HPC QK-norm weights after weight refit ( #56706 )
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Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com >
2026-09-14 21:34:41 -07:00
567f745c1b
[Bugfix] Export weight-cache IPC tensors separately for each client ( #56472 )
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Signed-off-by: 子华 <huaxi.shx@alibaba-inc.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-15 02:43:42 +00:00
Isotr0py
dbf49dad11
[Fast Start] Use GPU uuid as socket folder identifier ( #56669 )
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Signed-off-by: Isotr0py <Isotr0py@outlook.com >
2026-09-14 06:28:13 +00:00
siyu and Isotr0py
52dd0d7562
[Fast Start] Fast loader support nnode>1 ( #55468 )
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Signed-off-by: siyu <mg21330037@smail.nju.edu.cn >
Co-authored-by: Isotr0py <2037008807@qq.com >
2026-09-14 03:05:54 +00:00
Woosuk Kwon and OpenAI Codex
71888f507a
[Perf] Avoid redundant conversions in FP8 dummy initialization ( #56688 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-09-13 12:06:13 -07:00
Woosuk Kwon
e7a3963339
[Bugfix] Avoid repeated dummy initialization and random CPU Engram fills ( #56682 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
2026-09-13 02:23:20 -07:00
Isotr0py
533dbe424b
[Misc] Clean up fast loader daemon quant method verification ( #55656 )
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Signed-off-by: Isotr0py <Isotr0py@outlook.com >
2026-09-12 20:16:39 -07:00
siyu and Isotr0py
73fb19151f
[Fast Start] Support fp4 ( #55465 )
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Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-10 13:22:17 +00:00
Qiming Zhang
49632fb3ac
[CI][XPU] Reject CUDA-IPC weight cache on non-CUDA/ROCm platforms ( #56010 )
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Signed-off-by: mayuyuace <qiming1.zhang@intel.com >
2026-09-10 14:05:07 +08:00
Harry Huang and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
3116c5d06b
[Qwen4Exp] Support UVA PLE-offload and Engram tensor parallelism ( #54371 )
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Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-09 07:32:34 -07:00
Roderick Wu and mgoin
2c9d68f80b
[Quant][Kernel] Remove GPTQ Group/Dynamic Activation Ordering ( #54809 )
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Signed-off-by: Roderick-Wu <roderickwu2003@gmail.com >
Signed-off-by: Roderick Wu <roderickwu2003@gmail.com >
Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: mgoin <mgoin64@gmail.com >
2026-09-08 12:45:12 -07:00
Wentao Ye
6b15bea080
[Refactor] Remove utils dead code ( #53941 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-09-08 11:22:09 -04:00