Commit Graph
14386 Commits
Author SHA1 Message Date
Richard ZouandGitHub d9aa39a3bb [torch.compile] Speed up MOE handling in forward_context (#33184)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-01-27 15:17:54 -08:00
Wentao YeandGitHub 3a6d5cbefd [Perf] Optimize dcp allocate tensor (#33102)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-01-27 17:24:41 -05:00
linhaifengandGitHub f5d7049cc1 [Bugfix] Fix display error (inconsistent with context) (#33020)
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)
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 BonanniandGitHub 1cbccb6dba [Attention] Use has_flashinfer helper (#33177)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-27 18:33:17 +00:00
IrisandGitHub 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
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
IriKaandGitHub 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 HillandGitHub 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
danielafrimiandGitHub 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
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.yuqiandGitHub 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
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 LucchesiandGitHub 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 BonanniandGitHub 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 LucchesiandGitHub 1f3a2c2944 [Bugfix] Disable CG for Whisper+FA2 (#33164)
Signed-off-by: NickLucche <nlucches@redhat.com>
2026-01-27 21:46:51 +08:00
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 MellorandGitHub 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
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 ShenandGitHub da8d0c441a [AMD][QWEN3-NEXT] FP8 Tunings (#32042)
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)
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 WangGitHubwanglinianwangln19Zaida ZhouIsotr0pyNick Hillyoukaichaogemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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 KaratzasandGitHub 6c00645712 [CI][Pooling] Stabilize ModernBERT test (#32909)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-01-27 05:26:48 +00:00
Ning XieandGitHub 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 LeungandGitHub e0b005d9cf [Frontend] Cleanup serving engine (#33103)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-26 20:47:26 -08:00
Richard ZouandGitHub 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 LeungandGitHub 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 XuandGitHub 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 GimenesandGitHub 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 StamenkovicandGitHub 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
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
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
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
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 WangandGitHub 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
dolpmandGitHub 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 WenandGitHub 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 YeandGitHub 8f987883cb [Refactor] Remove unused _moe_permute function (#33108)
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)
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)
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 LeungandGitHub 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 LucchesiandGitHub 19ab0f7ce5 [Bugfix] Fix Voxtral streaming slot_mapping (#33073)
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)
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 LoandGitHub 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
ChaunceyandGitHub 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
PleaplusoneandGitHub 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
ChaunceyandGitHub 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
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 LeungandGitHub 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
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