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Author SHA1 Message Date
Wentao Ye
3a6d5cbefd [Perf] Optimize dcp allocate tensor (#33102) 
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) 
Signed-off-by: linhaifeng <1371675203@qq.com>
 2026-01-27 20:33:29 +00:00
Alexei-V-Ivanov-AMD
3c3c547ce0 Enabling "2 node" distributed tests in the AMD CI pipeline. (#32719) 
Signed-off-by: DCCS-4560 <alivanov@chi-mi325x-pod1-112.ord.vultr.cpe.ice.amd.com>
Co-authored-by: DCCS-4560 <alivanov@chi-mi325x-pod1-112.ord.vultr.cpe.ice.amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2026-01-27 19:13:21 +00:00
Matthew Bonanni
1cbccb6dba [Attention] Use has_flashinfer helper (#33177) 
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) 
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
Karan Bansal
a6760f1525 [Doc] Improve serve parameter documentation with meaningful defaults (#33082) 
Signed-off-by: Karan Bansal <karanb192@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-27 09:19:37 -08:00
IriKa
66e601ef79 Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076) 
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) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-01-27 08:03:47 -08:00
danielafrimi
83fb2d09e8 Support heterogeneous NemotronHPuzzle model (#32549) 
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
f3a5ee705f [LoRA][Spec Decode] Support LoRA for Nemotron-H MTP models (#32265) 
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) 
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
5ec44056f7 [Metrics][MFU] Fix UnembedMetrics FLOP overcounting for prefill (#33045) (#33045) 
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) 
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) 
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) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-27 21:46:51 +08:00
omerpaz95
7227d06156 [Metrics] [KVConnector] Add Offloading Connector metrics (#27942) 
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) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-27 12:30:14 +00:00
wang.yuqi
76139d0801 [Frontend] Frontend will only attach supported tasks corresponding entrypoints. (#33139) 
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) 
Signed-off-by: Lifan Shen <lifans@meta.com>
 2026-01-27 09:34:13 +00:00
rasmith
58996f3589 [AMD][Kernel][BugFix] Use correct scale in concat_and_cache_ds_mla_kernel when on gfx942 (#32976) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
v0.15.0rc1 		2026-01-27 07:16:43 +00:00
Roger Wang
b539f988e1 [Models] Kimi-K2.5 (#33131) 
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
Andreas Karatzas
6c00645712 [CI][Pooling] Stabilize ModernBERT test (#32909) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-01-27 05:26:48 +00:00
Ning Xie
b781eeaa15 [code clean] remove duplicate code (#33135) 
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) 
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) 
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) 
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) 
Signed-off-by: Paco Xu <paco.xu@daocloud.io>
 2026-01-27 03:45:45 +00:00
Vincent Gimenes
0b53bec60b [DOC]: Add warning about max_num_batched_tokens and max_model_len when chunked prefill is disabled (#33109) 
Signed-off-by: Vincent Gimenes <147169146+VincentG1234@users.noreply.github.com>
 2026-01-27 03:05:02 +00:00
Strahinja Stamenkovic
c568581ff3 Fix IndexError with encoder-decoder models when using Custom Paged Attention (#33112) 
Signed-off-by: sstamenk <strahinja.stamenkovic@amd.com>
 2026-01-27 10:33:37 +08:00
wangln19
2d7053438a fix: preserve native tool call ID in multi-turn tool calling (#32768) 
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
Robert Shaw
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567) 
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
6d86fde09c [Model Runner V2] Remove UvaBufferPool for cpu->gpu copy (#33055) 
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
XiongfeiWei
510ed1e8d3 [Bugfix][TPU] Return a Default fp8 MoE Backend (#32908) 
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) 
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) 
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) 
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) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-26 16:06:45 -05:00
Kevin H. Luu
ebe0ba91db [ci] Sync test areas with test-pipeline.yaml and enable new pipeline generator (#33080) 
Signed-off-by: Kevin H. Luu <khluu000@gmail.com>
Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Kevin Luu <khluu@Kevins-MacBook-Pro.local>
 2026-01-26 12:28:20 -08:00
Robert Shaw
43a013c3a2 [Bugfix] Fix Dtypes for Pynccl Wrapper (#33030) 
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) 
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) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-26 10:40:40 -08:00
danielafrimi
67fe677c53 [FIX] Always support TP > 4 for FP4 Gemm (#31099) 
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) 
Signed-off-by: Andy Lo <andy@mistral.ai>
 2026-01-26 09:01:52 -08:00
Chauncey
a2393ed496 [CI] Fix AssertionError: MCP tool call not found in output_messages (#33093) 
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
 2026-01-26 15:19:57 +00:00
Pleaplusone
be6931ee27 [ROCm][Bugfix] Fix ptpc scale load issue for fused shared expert path in deepseek mtp (#33018) 
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) 
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
 2026-01-26 06:44:02 -08:00
Yuxuan Zhang
bb17e8f11c [GLM-OCR] GLM-OCR with MTP Support (#33005) 
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) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-26 06:02:10 -08:00
danisereb
f4a0921c9c [Performance] Tune Mamba selective scan kernel for B200 (#32873) 
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
VihaanThat
208c56256f [Feature] Add LoRA support for Gemma3 vision components (#32764) 2026-01-26 13:56:40 +00:00