Richard Zou and GitHub
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 and GitHub
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 and GitHub
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
3c3c547ce0
Enabling "2 node" distributed tests in the AMD CI pipeline. ( #32719 )
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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 and GitHub
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 and GitHub
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
a6760f1525
[Doc] Improve serve parameter documentation with meaningful defaults ( #33082 )
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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 and GitHub
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 and GitHub
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 and GitHub
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
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 and GitHub
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
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 and GitHub
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 and GitHub
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 and GitHub
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
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 and GitHub
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
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 and GitHub
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
58996f3589
[AMD][Kernel][BugFix] Use correct scale in concat_and_cache_ds_mla_kernel when on gfx942 ( #32976 )
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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
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
Andreas Karatzas and GitHub
6c00645712
[CI][Pooling] Stabilize ModernBERT test ( #32909 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
2026-01-27 05:26:48 +00:00
Ning Xie and GitHub
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 and GitHub
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 and GitHub
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 and GitHub
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 and GitHub
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
Vincent Gimenes and GitHub
0b53bec60b
[DOC]: Add warning about max_num_batched_tokens and max_model_len when chunked prefill is disabled ( #33109 )
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Signed-off-by: Vincent Gimenes <147169146+VincentG1234@users.noreply.github.com >
2026-01-27 03:05:02 +00:00
Strahinja Stamenkovic and GitHub
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
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 and GitHub
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 and GitHub
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 and GitHub
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 and GitHub
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
ebe0ba91db
[ci] Sync test areas with test-pipeline.yaml and enable new pipeline generator ( #33080 )
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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
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 and GitHub
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 and GitHub
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
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 and GitHub
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
Chauncey and GitHub
a2393ed496
[CI] Fix AssertionError: MCP tool call not found in output_messages ( #33093 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com >
2026-01-26 15:19:57 +00:00
Pleaplusone and GitHub
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 and GitHub
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
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 and GitHub
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
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