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a2ef06e1b3a1c0dc4f7bf6587fbdcf1dad287c31
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4301 Commits

Author SHA1 Message Date
Michael Goin
29fba76781 [UX] Use gguf repo_id:quant_type syntax for examples and docs (#33371) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-31 12:14:54 +08:00
Nick Hill
876a16f4fb [ModelRunner V2] Fix spec decoding + logprobs (#33391) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-01-31 03:33:26 +00:00
Matthew Bonanni
aaa901ad55 [Attention] Move MLA forward from backend to layer (#33284) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-30 19:30:00 -08:00
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 Wang
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 Denize
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 · Kiki
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 Platen
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
hujiaxin0
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 Rock
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 Platen
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.pasternak
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.yuqi
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 Ye
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 Shaw
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 Ozeri
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 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
ramos
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
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
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