Harry Mellor
f1acbd68c5
[CI] Enable mypy import following for vllm/compilation ( #33199 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-01-28 08:59:54 +00:00
Gregory Shtrasberg
22ad649501
[ROCm] Enabling forward_includes_kv_cache on ROCm MHA backends ( #33106 )
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Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com >
2026-01-28 14:36:14 +08:00
ramos and mayufeng
36d450e3b8
Adds FunAudioChat multimodal audio model support ( #2 ) ( #33058 )
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Signed-off-by: ramos <49182011+nemoramo@users.noreply.github.com >
Signed-off-by: mayufeng <mayufeng@example.com >
Co-authored-by: mayufeng <mayufeng@example.com >
2026-01-28 05:18:09 +00:00
22quinn
a2b877df6c
[Bugfix] Lazy import NgramProposer in GPU model runner ( #32821 )
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Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com >
2026-01-27 21:07:16 -08:00
Harry Mellor
35fb0b8613
Don't use min_pixels/max_pixels from Qwen2VL's processor ( #33208 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-01-28 05:02:08 +00:00
Harry Mellor
2eb673a088
Add flake8-implicit-str-concat rules to Ruff ( #33191 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-01-28 04:56:10 +00:00
Woosuk Kwon and Nick Hill
46ec6d71c7
[Model Runner V2] Use a different stream for grammar bitmask h2d copy ( #33059 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu >
Co-authored-by: Nick Hill <nhill@redhat.com >
2026-01-27 16:37:43 -08:00
Richard Zou
d9aa39a3bb
[torch.compile] Speed up MOE handling in forward_context ( #33184 )
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Signed-off-by: Richard Zou <zou3519@gmail.com >
2026-01-27 15:17:54 -08:00
Wentao Ye
3a6d5cbefd
[Perf] Optimize dcp allocate tensor ( #33102 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-01-27 17:24:41 -05:00
linhaifeng
f5d7049cc1
[Bugfix] Fix display error (inconsistent with context) ( #33020 )
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Signed-off-by: linhaifeng <1371675203@qq.com >
2026-01-27 20:33:29 +00:00
Matthew Bonanni
1cbccb6dba
[Attention] Use has_flashinfer helper ( #33177 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
2026-01-27 18:33:17 +00:00
Iris
bd92089d33
feature: support eagle3 for HunyuanVL & Hunyuan ( #33035 )
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Signed-off-by: irisliu10 <601012173@qq.com >
Signed-off-by: Iris <38269816+irisliu10@users.noreply.github.com >
2026-01-27 17:55:48 +00:00
IriKa
66e601ef79
Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing ( #33076 )
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Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com >
2026-01-27 11:04:05 -05:00
Nick Hill
0cd259b2d8
[BugFix] Fix P/D with non-MoE DP ( #33037 )
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Signed-off-by: Nick Hill <nickhill123@gmail.com >
2026-01-27 08:03:47 -08:00
danielafrimi
83fb2d09e8
Support heterogeneous NemotronHPuzzle model ( #32549 )
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Signed-off-by: <dafrimi@nvidia.com >
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com >
Signed-off-by: root <dafrimi@nvidia.com >
2026-01-27 10:55:54 -05:00
danisereb and Jee Jee Li
f3a5ee705f
[LoRA][Spec Decode] Support LoRA for Nemotron-H MTP models ( #32265 )
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Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
2026-01-27 07:53:26 -08:00
wang.yuqi
7cbbca9aaa
[Frontend] Cleanup api server ( #33158 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
Signed-off-by: wang.yuqi <noooop@126.com >
2026-01-27 15:18:10 +00:00
omkhalil and Omar Mohamed Khalil
5ec44056f7
[Metrics][MFU] Fix UnembedMetrics FLOP overcounting for prefill ( #33045 ) ( #33045 )
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Fix UnembedMetrics to correctly count FLOPs for the unembedding (LM head) layer.
The bug: UnembedMetrics used total_num_tokens() which counts all tokens in the
batch for projection flops, vocab projections are run on just the last token for the
autoregressive use case.
Co-authored-by: Omar Mohamed Khalil <omarkhalil@meta.com >
2026-01-27 15:16:49 +00:00
Nicolò Lucchesi
492a7983dd
[Bugfix] Fix DeepseekV32 AssertionError: num_kv_heads == 1 ( #33090 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
2026-01-27 15:03:20 +00:00
Matthew Bonanni
a608b4c6c2
[5/N][Attention] Finish eliminating vllm/attention folder ( #32064 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
2026-01-27 10:02:51 -05:00
Nicolò Lucchesi
1f3a2c2944
[Bugfix] Disable CG for Whisper+FA2 ( #33164 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
2026-01-27 21:46:51 +08:00
omerpaz95 and Omer Paz
7227d06156
[Metrics] [KVConnector] Add Offloading Connector metrics ( #27942 )
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Added queries and hits metrics for the Offloading Connector.
Also added timing metrics for store and load operations, which take the
average time it takes to load/store, per-token.
The metrics are available from Prometheus and from the StatLogger.
Signed-off-by: omerpaz95 <omerpaz95@gmail.com >
Co-authored-by: Omer Paz <Omer.Paz@ibm.com >
2026-01-27 13:34:49 +00:00
Harry Mellor
14385c80fc
Fix weight mapping test for Transfomers v5 ( #33162 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-01-27 12:30:14 +00:00
wang.yuqi and Cyrus Leung
76139d0801
[Frontend] Frontend will only attach supported tasks corresponding entrypoints. ( #33139 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
Signed-off-by: wang.yuqi <noooop@126.com >
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com >
2026-01-27 12:15:43 +00:00
Lifan Shen
da8d0c441a
[AMD][QWEN3-NEXT] FP8 Tunings ( #32042 )
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Signed-off-by: Lifan Shen <lifans@meta.com >
2026-01-27 09:34:13 +00:00
b539f988e1
[Models] Kimi-K2.5 ( #33131 )
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Signed-off-by: wanglinian <wanglinian@stu.pku.edu.cn >
Signed-off-by: wangln19 <96399074+wangln19@users.noreply.github.com >
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Signed-off-by: youkaichao <youkaichao@gmail.com >
Signed-off-by: Roger Wang <hey@rogerw.io >
Co-authored-by: wanglinian <wanglinian@stu.pku.edu.cn >
Co-authored-by: wangln19 <96399074+wangln19@users.noreply.github.com >
Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com >
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: youkaichao <youkaichao@gmail.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-27 14:50:31 +08:00
Ning Xie
b781eeaa15
[code clean] remove duplicate code ( #33135 )
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Signed-off-by: Andy Xie <andy.xning@gmail.com >
2026-01-27 04:57:16 +00:00
Cyrus Leung
e0b005d9cf
[Frontend] Cleanup serving engine ( #33103 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk >
2026-01-26 20:47:26 -08:00
Richard Zou
3b8f0fe59e
[torch.compile] Stop assuming 32 bit indexing ( #33113 )
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Signed-off-by: Richard Zou <zou3519@gmail.com >
2026-01-27 04:25:02 +00:00
Cyrus Leung
c831911be2
[Frontend] Reduce mixin usage in serving pooling ( #33101 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk >
2026-01-27 11:50:37 +08:00
Paco Xu
157caf511b
[Perf] avoid duplicate mem_get_info() call in get_current_memory_usage ( #33064 )
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Signed-off-by: Paco Xu <paco.xu@daocloud.io >
2026-01-27 03:45:45 +00:00
Strahinja Stamenkovic
c568581ff3
Fix IndexError with encoder-decoder models when using Custom Paged Attention ( #33112 )
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Signed-off-by: sstamenk <strahinja.stamenkovic@amd.com >
2026-01-27 10:33:37 +08:00
2d7053438a
fix: preserve native tool call ID in multi-turn tool calling ( #32768 )
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Signed-off-by: wanglinian <wanglinian@stu.pku.edu.cn >
Signed-off-by: wangln19 <96399074+wangln19@users.noreply.github.com >
Signed-off-by: Roger Wang <hey@rogerw.io >
Co-authored-by: Roger Wang <hey@rogerw.io >
Co-authored-by: Isotr0py <2037008807@qq.com >
2026-01-27 10:22:35 +08:00
5a93b9162b
[MoE Refactor] Integrate Naive Prepare Finalize into MK ( #32567 )
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Signed-off-by: Robert Shaw <robshaw@redhat.com >
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com >
Co-authored-by: Robert Shaw <robshaw@redhat.com >
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com >
2026-01-27 01:28:02 +00:00
Woosuk Kwon and Nick Hill
6d86fde09c
[Model Runner V2] Remove UvaBufferPool for cpu->gpu copy ( #33055 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu >
Co-authored-by: Nick Hill <nhill@redhat.com >
2026-01-26 16:47:35 -08:00
510ed1e8d3
[Bugfix][TPU] Return a Default fp8 MoE Backend ( #32908 )
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Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com >
Signed-off-by: Robert Shaw <robshaw@redhat.com >
Co-authored-by: Robert Shaw <robshaw@redhat.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
2026-01-26 18:46:11 -05:00
Pengchao Wang
8caffd92df
[Bugfix][MXFP4] Call trtllm_fp4_block_scale_moe with kwargs ( #33104 )
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Signed-off-by: Pengchao Wang <wpc@fb.com >
2026-01-26 15:13:18 -08:00
dolpm
58a05b0ca1
[fix] CPUDNNLGEMMHandler pointer baked into inductor artifact ( #32913 )
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Signed-off-by: dolpm <34420038+dolpm@users.noreply.github.com >
2026-01-26 16:59:44 -05:00
Jared Wen
6ee7f18f33
[Logging] add --disable-access-log-for-endpoints CLI option ( #30011 )
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Add a new CLI option --disable-access-log-for-endpoints to suppress
uvicorn access logs for specified endpoints (e.g., /health, /metrics, /ping).
This addresses the need to reduce log noise in production environments
where health check endpoints are frequently polled by load balancers or
monitoring systems, generating excessive log entries that obscure
meaningful request logs.
Fixes #29982
Signed-off-by: JaredforReal <w13431838023@gmail.com >
2026-01-26 21:49:03 +00:00
Wentao Ye
8f987883cb
[Refactor] Remove unused _moe_permute function ( #33108 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-01-26 16:06:45 -05:00
Robert Shaw and Robert Shaw
43a013c3a2
[Bugfix] Fix Dtypes for Pynccl Wrapper ( #33030 )
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Signed-off-by: Robert Shaw <robshaw@redhat.com >
Co-authored-by: Robert Shaw <robshaw@redhat.com >
2026-01-26 20:09:32 +00:00
Cyrus Leung
c25dbee40d
[Model] Bump transformers version for test registry ( #33100 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk >
2026-01-26 18:53:22 +00:00
Nicolò Lucchesi
19ab0f7ce5
[Bugfix] Fix Voxtral streaming slot_mapping ( #33073 )
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Signed-off-by: NickLucche <nlucches@redhat.com >
2026-01-26 10:40:40 -08:00
danielafrimi and root
67fe677c53
[FIX] Always support TP > 4 for FP4 Gemm ( #31099 )
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Signed-off-by: dafrimi <dafrimi@nvidia.com >
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local >
2026-01-26 11:04:20 -07:00
Andy Lo
d56afd45fd
Remove unused logic in models/mistral.py ( #33095 )
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Signed-off-by: Andy Lo <andy@mistral.ai >
2026-01-26 09:01:52 -08:00
Pleaplusone
be6931ee27
[ROCm][Bugfix] Fix ptpc scale load issue for fused shared expert path in deepseek mtp ( #33018 )
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Signed-off-by: ganyi <ygan@amd.com >
2026-01-26 23:19:04 +08:00
Chauncey
9ef3b718d9
[Bugfix] Fix Can't instantiate abstract class DeepseekV32IndexerBackend ( #33052 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com >
2026-01-26 06:44:02 -08:00
Yuxuan Zhang and Isotr0py
bb17e8f11c
[GLM-OCR] GLM-OCR with MTP Support ( #33005 )
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Signed-off-by: zRzRzRzRzRzRzR <2448370773@qq.com >
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn >
2026-01-26 06:24:43 -08:00
Cyrus Leung
dcd80206b7
[Chore] Update type annotation of input_ids in model forward ( #33063 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk >
2026-01-26 06:02:10 -08:00
danisereb and Robert Shaw
f4a0921c9c
[Performance] Tune Mamba selective scan kernel for B200 ( #32873 )
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Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
2026-01-26 05:56:54 -08:00