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4298 Commits
Author SHA1 Message Date
Gregory Shtrasberg 31aedfe7d6 [Bugfix][ROCm] Fixing the skinny gemm dispatch logic from #32831 (#33366) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2026-01-30 19:05:23 -06:00
Michael Goin 67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 16:37:42 -08:00
Pavani Majety c3a9752b0c [Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2026-01-30 10:30:46 -08:00
Yanan Cao 6c1f9e4c18 [Kernel] [Helion] [1/N] Add Helion ConfigManager (#32740) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
 2026-01-30 12:19:19 -05:00
Harry Mellor 67239c4c42 Fix encoder-decoder model disabling mm processor cache (#33236) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-30 16:30:10 +00:00
Nicolò Lucchesi 8ece60768f [CI] Qwen3-ASR transcriptios tests (#33414) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-30 16:17:56 +00:00
Kyle Sayers f857a03f6b [QeRL] Layerwise Reloading (#32133) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-01-30 08:50:05 -07:00
Frank WangandWentao Ye 8f5d51203b Disable Cascade Attention for Batch Invariance (#32561) 
Signed-off-by: frankwang28 <frank.wbb@hotmail.com>
Signed-off-by: Frank Wang <41319051+frankwang28@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-01-30 10:00:46 -05:00
Julien DenizeandMichael Goin ae5b7aff2b Improve Mistral format checks. (#33253) 
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
Signed-off-by: juliendenize <julien.denize@mistral.ai>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-01-30 06:23:33 -08:00
Harry Mellor a11bc12d53 Fix test_moe.py for Transformers v5 (#33413) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-30 14:03:25 +00:00
杨朱 · KikiandClaude Opus 4.5 cf896ae0e3 [Misc] Clean up HIDDEN_DEPRECATED_METRICS after metric removal (#33323) 
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-30 13:31:17 +00:00
Harry Mellor c5113f60f2 Remove deprecated reasoning_content message field (#33402) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-30 11:48:15 +00:00
Patrick von PlatenandNick Hill 10152d2194 [Realtime API] Adds minimal realtime API based on websockets (#33187) 
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
 2026-01-30 18:41:29 +08:00
Cyrus Leung c87eac18f7 [Refactor] Move MM item count validation outside of processor (#33396) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-30 09:27:31 +00:00
hujiaxin0andEmilie1001 ba45bedfd1 [model] Add support for openPangu7B-VL (#32449) 
Signed-off-by: hujiaxin <524446785@qq.com>
Signed-off-by: Emilie1001 <79921183+Emilie1001@users.noreply.github.com>
Co-authored-by: Emilie1001 <79921183+Emilie1001@users.noreply.github.com>
 2026-01-30 15:54:27 +08:00
Harry Mellor 9432ed8c7e Explicitly set return_dict for apply_chat_template (#33372) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-30 07:27:04 +00:00
Ryan RockandTJian 070c811d6f [CI][AMD] Skip 4 GPUs testgroup ray tests (#33305) 
Signed-off-by: Ryan Rock <ryan.rock@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2026-01-29 21:39:53 -08:00
Wang Haoyu c46b0cd0af [Model][Multimodal] Add explicit MusicFlamingo adapter (#32696) 
Signed-off-by: WangHaoyuuu <mailwhaoyu@gmail.com>
 2026-01-30 11:01:29 +08:00
Cyrus Leung 831453fcef [Chore] Move MediaConnector to vllm.multimodal.media (#33324) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-29 16:54:31 +00:00
Cyrus Leung c6e7404cc5 [Multimodal] Simplify MM input definitions (#33331) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-29 13:32:04 +00:00
Roger Wang 8b3f0a99dd [Models] Qwen3-ASR (#33312) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2026-01-29 19:27:15 +08:00
Patrick von PlatenandRoger Wang 40c35038d2 [Voxtral] Streaming example (#33042) 
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-01-29 03:22:49 -08:00
andrii.pasternakandClaude Opus 4.5 615e8033e5 [Bug Fix] Handle variable-length tensors in MultiModalFlatField batching (#31751) 
Signed-off-by: Andrii Pasternak <andriipasternak31@gmail.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-29 10:42:59 +00:00
daniel-salib 8688c3d460 [fix] tesdt mcp_tool_calling_streaming with a more complex math question (#32769) 
Signed-off-by: Daniel Salib <danielsalib@meta.com>
 2026-01-29 10:25:58 +00:00
Isotr0py 3a92c6f3b5 [Misc] Cleanup Kimi-K2.5's vision chunk modality entrypoints (#33157) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-29 09:46:02 +00:00
shanjiaz 5eeba80c74 Adding optional speculator tests for larger models (#32943) 
Signed-off-by: shanjiaz <zsjwpianpian@gmail.com>
 2026-01-29 16:54:02 +08:00
cmunley1 3bba2edb0f support returning tokenids in responses api (#33212) 
Signed-off-by: Christian Munley <cmunley@nvidia.com>
 2026-01-29 16:52:39 +08:00
wang.yuqiandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> abb34ac43a [Bugfix] Fix Qwen3-VL-Reranker load. (#33298) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-29 08:42:53 +00:00
Cyrus Leung 51550179fc [Refactor] Define MM data parser in processing info instead of processor itself (#33260) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-29 13:55:17 +08:00
Michael Goin ca1969186d [UX] Enable nested configs in config yaml files (#33193) 2026-01-28 16:54:25 -05:00
Rohan Potdar 59bcc5b6f2 Use aiter triton fused_add_rmsnorm_pad for gpt-oss (#30976) 
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
 2026-01-28 20:47:47 +00:00
Wentao YeandNick Hill 3e440786af [Feature] Fully support for async scheduling + PP, 30.8% E2E throughput improvement, 31.8% TPOT improvement (#32618) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
 2026-01-28 20:30:32 +00:00
Nicolò Lucchesi 8ebf372e9d [CI] Whisper tests enforce_eager=False (#33098) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-28 09:36:56 -08:00
Robert ShawRobert ShawHarry Mellor
 		af9b69f977 [Quantization][Deprecation] Remove Marlin 24 (#32688) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 15:54:59 +00:00
Chauncey 8e5e40daf4 [Misc] Provide a DeepSeek ReasoningParser with thinking enabled by default (#33221) 
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
 2026-01-28 21:16:53 +08:00
Or OzeriandKevin H. Luu 2e8de86777 Revert "Enable Cross layers KV cache layout at NIXL Connector (#30207)" (#33241) 
Signed-off-by: Or Ozeri <oro@il.ibm.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
 2026-01-28 04:36:00 -08:00
Robert ShawandRobert Shaw 247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-28 11:06:22 +00:00
ramosandmayufeng 36d450e3b8 Adds FunAudioChat multimodal audio model support (#2) (#33058) 
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
Harry Mellor 2eb673a088 Add flake8-implicit-str-concat rules to Ruff (#33191) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 04:56:10 +00:00
Richard Zou 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
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
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
omerpaz95andOmer Paz 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.yuqiandCyrus Leung 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
Roger Wangwanglinianwangln19Zaida 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 Karatzas 6c00645712 [CI][Pooling] Stabilize ModernBERT test (#32909) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-01-27 05:26:48 +00:00
wangln19Roger WangIsotr0py
 		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 ShawRobert Shawamirkl94
 		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
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