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4327 Commits

Author SHA1 Message Date
yugong333
ffe1fc7a28 Reduce the kernel overhead when num of active loras is smaller than max loras. Multiple cuda graphs are captured for each num of active-loras. (#32005) 
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
 2026-02-02 12:30:06 -05:00
Harry Mellor
6141ebe0dd Remove incorrect tokenizer info test (#33565) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-02 17:11:44 +00:00
Matthew Bonanni
9f8cb81b44 [CI] Add DeepSeek V3.2 nightly eval (#33566) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-02-02 16:10:02 +00:00
shanjiaz
d95b4be47a move spec decode slow test to test_areas.yaml (#33365) 
Signed-off-by: shanjiaz <zsjwpianpian@gmail.com>
 2026-02-02 06:28:36 -08:00
Isotr0py
4061dcf4c5 [Bugfix] Enable Kimi k25 processor test (#33562) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-02-02 14:25:25 +00:00
danielafrimi
0aca8b8c62 [MoE] Enable Shared/Routed Overlap For Latent MoE (Nemotron-H) (#32790) 
Signed-off-by: dafrimi <dafrimi@nvidia.com>
 2026-02-02 09:18:50 -05:00
Nicolò Lucchesi
528b3076af [CI][Bugfix] Fix flaky tests/v1/kv_connector/unit/test_multi_connector.py::test_multi_example_connector_consistency (#33555) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-02-02 03:01:29 -08:00
Cyrus Leung
a502831d36 [Chore] Remove redundant input parsing methods (#33542) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-02 10:50:47 +00:00
RED
808dd87b30 [Model] Support DeepSeek-OCR-2 (#33165) 
Signed-off-by: liuli <ll407707@alibaba-inc.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: liuli <ll407707@alibaba-inc.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-02-02 06:24:10 +00:00
jack
7c036432fc [Bugfix] GLM-4 tool parser: incremental string streaming (#33218) 
Signed-off-by: QwertyJack <7554089+QwertyJack@users.noreply.github.com>
Co-authored-by: QwertyJack <7554089+QwertyJack@users.noreply.github.com>
 2026-02-02 11:13:31 +08:00
Robert Shaw
318b120766 [Nightly CI] Remove CT Model (#33530) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-02-01 19:09:09 -08:00
csy0225
c3b40dc3e7 [Models] Step-3.5-Flash (#33523) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: i-zhangmingming <i-zhangmingming@stepfun.com>
Co-authored-by: xiewuxun <xiewuxun@stepfun.com>
Co-authored-by: zetaohong <i-hongzetao@stepfun.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-02-02 10:21:18 +08:00
Yifan Qiao
a01ef3fa51 [Fix] prefix cache hit rate == 0 bug with gpt-oss style models (#33524) 
Signed-off-by: Yifan Qiao <yifanqiao@berkeley.edu>
 2026-02-02 01:59:58 +00:00
Runkai Tao
7320ca3942 Add unpermute-aware fused MoE LoRA path (#32655) 
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
 2026-02-02 09:46:09 +08:00
Roy Wang
63c0889416 [Misc] Fix flashinfer related tests (#33462) 
Signed-off-by: esmeetu <jasonailu87@gmail.com>
 2026-01-31 16:10:24 -05:00
Cyrus Leung
88c3e114d8 [Refactor] Move MM data parsing outside processor (#33408) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-31 16:46:14 +00:00
jma99_2333
22d9a056d5 Support clear mm and encoder cache (#33452) 
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-01-31 15:22:25 +00:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟
13b842f271 [BugFix][Router Replay] Capture Logical Experts with EPLB (#33013) 
Signed-off-by: Hollow Man <hollowman@opensuse.org>
 2026-01-31 10:12:17 -05:00
Luka Govedič
15f40b20aa [fix][torch.compile] Fix cold-start compilation time increase by adding kv cache update to splitting ops (#33441) 
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: Richard Zou <zou3519@gmail.com>
 2026-01-31 06:48:34 -08:00
Angela Yi
608b556507 [ez] Add structured torch.compile logs (#33213) 
Signed-off-by: angelayi <yiangela7@gmail.com>
 2026-01-31 21:00:54 +08:00
Cyrus Leung
f0a1c8453a [Frontend] Use new Renderer for Completions and Tokenize API (#32863) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-31 04:51:15 -08:00
Yanan Cao
d5c41db35b [Kernel] [Helion] [3/N] Helion kernel registry (#33203) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
 2026-01-31 15:38:46 +08:00
Dimitrios Bariamis
f0bca83ee4 Add support for Mistral Large 3 inference with Flashinfer MoE (#33174) 
Signed-off-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-01-30 22:48:27 -08:00
Yanan Cao
8ecd213c0b [Kernel] [Helion] [2/N] Helion kernel wrapper (#32964) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
 2026-01-31 12:53:01 +08:00
Patrick von Platen
15e0bb9c42 [Streaming -> Realtime] Rename all voxtral related classes, fn, files (#33415) 
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
 2026-01-31 04:49:00 +00:00
Micah Williamson
6c64c41b4a [ROCm][CI] Force max_num_seqs=1 on ROCm In test_sharded_state_loader to reduce flakiness (#33277) 
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
 2026-01-31 12:28:29 +08:00
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