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85 Commits
Author SHA1 Message Date
Harry MellorandClaude Opus 5 8a5cf54387 [Multimodal] Type dummy options per modality (#57576) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-18 17:29:11 +01:00
Cyrus Leung 0b9e018fb9 [MM] Further cleanup _apply_hf_processor_main (#53610) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-09-16 10:21:00 -07:00
Harry MellorandClaude Opus 5 8c1557a79c Add pydocstyle to the ruff rules (#52136) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-16 16:44:29 +00:00
linitra24 9d4d9aa5bc [LoRA][Refactor] Unify multimodal LoRA token count hooks (#55071) 
Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
 2026-09-14 13:19:15 +00:00
Yunzhu LuandIsotr0py 442d36031c [MM][CG] Enable encoder CUDA Graph for MiniCPM-V (#42785) 
Signed-off-by: YunzhuLu <lucia.yunzhu@gmail.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
 2026-09-10 06:28:48 +00:00
Wentao Ye 70021a0081 [Mypy Fix] Mypy fix for "vllm/model_executor/models/[gG]" (#53616) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-08-25 09:47:16 -07:00
Cyrus LeungandQwen Code ebcd606467 [MM] Simplify prompt updates: replace PromptSeq with list[int] (#53372) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Qwen Code <noreply@alibaba-inc.com>
 2026-08-23 14:50:32 +08:00
Cyrus Leung 0b19ebcacd [MM] Simplify _apply_hf_processor_main (#53275) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-08-22 01:49:37 -07:00
linitra24 e85d1b69cf [Bugfix][LoRA] Use an explicit capability flag for tower connector LoRA (#53092) 
Signed-off-by: linitra24 <Joy25810@foxmail.com>
 2026-08-21 09:45:54 +00:00
Cyrus Leung b00f475f09 [MM] Remove text components from ProcessorInputs (#53093) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-08-20 20:42:53 -07:00
Yiqinandshenyiqin cb09dd7488 [Core][Multimodal] Skip redundant placeholder scan when token match succeeds (#52925) 
Co-authored-by: shenyiqin <shenyiqin1@huawei.com>
 2026-08-20 15:04:29 +00:00
Harry Mellor e7d0fcbc09 [CI] Fix various failures on main (#47197) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-07-01 10:35:34 +01:00
SoyaazzandIsotr0py 4559c43a95 [MM][CG] Gemma3 Encoder CUDA Graph (#43591) 
Signed-off-by: JisoLya <523420504@qq.com>
Signed-off-by: Soyaazz <523420504@qq.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-06-29 04:52:00 +00:00
Nick Hill b82e908b4c [Perf][4/n] Eliminate various GPU<->CPU syncs (#42347) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-05-19 10:35:54 -04:00
Cyrus Leung ba2f0acc2d [Misc] Reorganize inputs (#35182) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-03-25 10:22:54 -07:00
Alex Brooks bd2659a566 Increase Flexibility for OOV Multimodal Token Handling (#34858) 
Signed-off-by: Alex Brooks <albrooks@redhat.com>
 2026-03-08 20:30:49 -07:00
Cyrus Leung 987506bca6 [Refactor] Simplify dummy data generation (#35025) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-22 20:55:27 -08:00
Cyrus Leung 372b2e762a [Bugfix] Standardize getting number of image patches/tokens (#34358) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-12 20:47:01 -08:00
Isotr0py 0ab06100f4 [Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-02-11 09:37:40 -08:00
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
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
Cyrus Leung 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
VihaanThat 208c56256f [Feature] Add LoRA support for Gemma3 vision components (#32764) 2026-01-26 13:56:40 +00:00
Cyrus Leung 2b8a38b6d6 [Model] Extend collect_children and no_init_weights contexts (#32757) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-22 08:20:27 +00:00
Cyrus Leung e1a34c3a5d [2/N] Initialize MM components in context managers (E-H) (#32641) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-20 08:12:56 +00:00
Cyrus Leung 9ea07b41da [1/N] Reorganize multimodal processing code (#32327) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-14 15:25:31 +00:00
Jaehwang Jung f90319d5d1 [Bugfix] Schedule failure due to wrong get_image_size_with_most_features (#29692) 2025-12-12 02:27:20 -08:00
Cyrus Leung c46b932df2 [Chore] Deprecate SupportsMultiModal.merge_by_field_config (#30170) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 07:57:28 +00:00
Isotr0pyandCyrus Leung 64192d5624 [Bugfix] Revert custom attention mask for gemma3-mm (#28995) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-11-20 13:23:22 +08:00
Luciano MartinsLuciano MartinsIsotr0py
 		c2612371ad [Model] Add Gemma3 GGUF multimodal support (#27772) 
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-18 08:56:29 -08:00
tingtinggithub cb15ee28db Allow Gemma3 to take image embeddings (#28483) 
Signed-off-by: tingtinggithub <streamttt@gmail.com>
 2025-11-15 04:18:08 -08:00
Harry Mellor 97d1c99302 Rename clashing method names for vLLM model protocol (#27583) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-12 19:14:33 -08:00
Kevin H. Luu 8e19d470af [fix] Revert "fixing mm placeholder replacement issue with gemma3" (#28285) 
Signed-off-by: Kevin H. Luu <khluu000@gmail.com>
 2025-11-07 12:09:09 +00:00
wangxiyuan 428bc7bf1c [V0 deprecation] Remove VLLM_USE_V1 usage in most modules (#27955) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-11-04 20:51:16 -08:00
tingtinggithub 23ad820553 fixing mm placeholder replacement issue with gemma3 (#27538) 
Signed-off-by: tingtingtang1992 <streamttt@gmail.com>
 2025-10-27 14:34:01 +00:00
Luciano MartinsandLuciano Martins e05a6754a8 [Model] Revert PR #26715: Restore custom PaliGemma and Gemma3-MM impl… (#27309) 
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
 2025-10-22 10:05:34 -07:00
Cyrus Leung 8c017b3490 [Model] Always use Transformers backend for PaliGemma and Gemma3-MM (#26715) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-17 05:03:35 +00:00
Harry Mellor 8fcaaf6a16 Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Harry Mellor 4e256cadc2 Remove all references to yapf as it's no longer used (#26251) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 09:18:11 -07:00
Harry Mellor d6953beb91 Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Wenlong WangandHarry Mellor 79aa244678 [Multi Modal] Configurable MM Profiling (#25631) 
Signed-off-by: wwl2755 <wangwenlong2755@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-03 03:59:10 -07:00
Cyrus Leung 39b643dc1a [Model] Use merge_by_field_config for MM models (G) (#26117) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-02 22:38:29 -07:00
Isotr0py bd51f78e39 [V0 Deprecation][Models] Remove all V0 condition for mm embeddings merge (#25331) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
 2025-09-29 14:09:18 +08:00
Cyrus LeungNickLuccheRoger Wang
 		27d7638b94 [Bugfix] Merge MM embeddings by index instead of token IDs (#16229) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-09-27 08:15:12 +00:00
Woosuk Kwon 1c3ffdbecc [V0 Deprecation] Remove V0 sampling metadata (#25345) 
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>
 2025-09-21 10:37:11 -07:00
Harry Mellor f4cd80f944 Retrieve sliding_window from text config in Gemma3 MM (#25085) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-18 06:29:05 +00:00
Maximilien de Bayser e090b7b45b Enable conversion of multimodal models to pooling tasks (#24451) 
Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
 2025-09-12 03:30:41 +00:00
Cyrus Leung 6879cd80ae [Refactor] Pass tokenizer explicitly instead of binding to prompt update (#23542) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-25 06:31:57 -07:00
Cyrus Leung 712d0f88d8 [Refactor] Dynamic target and content for prompt updates (#23411) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-24 23:39:58 -07:00
Cyrus Leung 27e8d1ea3e [Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-18 09:52:00 +00:00