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133 Commits
Author SHA1 Message Date
Cyrus Leung ecfa7bb373 [MM] Cache common token sequences (#53560) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-08-24 07:48:10 -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
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
Nick Hill f97e502969 [Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-08-11 19:30:34 -07:00
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 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
Isotr0py 9ad7f89f55 [Models]: Make Multimodal config implicit in ViT implementation (#31972) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-24 20:34:26 +08:00
Cyrus Leung fda3f03eb2 [4/N] Initialize MM components in context managers (M-P) (#32663) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-20 14:06:32 +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
Cyrus Leung 5576227bc1 [Model] Standardize common vision encoders (#31947) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-08 02:33:16 -08:00
Cyrus Leung 3a3b06ee70 [Misc] Improve error message for is_multimodal (#30483) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-11 06:39:51 -08:00
Cyrus Leung 979f50efd0 [Deprecation] Remove fallbacks for embed_input_ids and embed_multimodal (#30458) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-11 06:58:23 +00:00
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
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
Jee Jee Li 9d1c474704 [LoRA][1/N]Remove LoRA extra vocab (#28382) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-11 11:06:21 -08:00
Cyrus Leung 74704d4553 [Model] Use merge_by_field_config for MM models (O-P) (#26776) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-14 09:42:45 +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
Cyrus Leung b7e8e4e6be [Bugfix] Always apply MM processor even when no MM items are passed (#26240) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-05 10:10:20 +00:00
Cyrus Leung 44ea85137a [Model] Support nested structures for TensorSchema (#26212) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-04 01:20:32 -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 0ad9951c41 [Input] Remove unused prompt field (#26097) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-03 00:23:21 -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
Cyrus Leung 69244e67e6 [Core] Use key-only cache for BaseMultiModalProcessor (#23018) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-27 14:19:13 +08:00
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
Cyrus Leung 82de9b9d46 [Misc] Automatically resolve HF processor init kwargs (#22005) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-31 22:44:10 -07:00
Benji Beck 965bc71b04 Integrate TensorSchema with shape validation for Phi3VImagePixelInputs (#21232) 
Signed-off-by: Benji Beck <benjibeck@meta.com>
 2025-07-24 21:43:52 -07:00
Cyrus Leung b024a42e93 [Core] Move multimodal placeholder from chat utils to model definition (#20355) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-03 08:18:30 +00:00
Kyle Sayers d8cf819a9a [Core] [Bugfix] [Multimodal] Fix multimodal profiling and generation for SFT/PTQed models (#20058) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2025-06-30 17:26:49 +00:00
Russell Bryant 14fdd21d39 [Core] More fixes to MultiModalEmbeddings type handling (#19715) 
Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-06-18 22:48:29 +00:00
Russell Bryant 90f9c2eb5c [V1] Change return type on get_multimodal_embeddings() (#19446) 
Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-06-16 13:32:15 -04:00
Simon Mo 02f0c7b220 [Misc] Add SPDX-FileCopyrightText (#19100) 
Signed-off-by: simon-mo <simon.mo@hey.com>
 2025-06-03 11:20:17 -07:00
Feng XiaoLongandCrucifixion-Fxl 4fc1bf813a [Bugfix] Migrate to REGEX Library to prevent catastrophic backtracking (#18454) 
Signed-off-by: Crucifixion-Fxl <xmufxl@gmail.com>
Co-authored-by: Crucifixion-Fxl <xmufxl@gmail.com>
 2025-05-23 16:16:26 -07:00
Harry Mellor 26d0419309 Update deprecated type hinting in models (#18132) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-14 22:06:50 -07:00
Woosuk Kwon b411418ff0 [Chore] Remove Sampler from Model Code (#17084) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-04-24 02:49:33 -07:00
Isotr0pyandDarkLight1337 83f3c3bd91 [Model] Refactor Phi-4-multimodal to use merged processor and support V1 (#15477) 
Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-04-19 02:26:11 -07:00
Cyrus Leung 56d4aefa33 [VLM] Avoid unnecessary dummy multimodal data during processing (#16416) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-04-10 19:32:14 +00:00
Cyrus Leung 83b824c8b4 [VLM] Remove BaseProcessingInfo.get_mm_max_tokens_per_item (#16408) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-04-10 09:06:58 -07:00
Nicolò Lucchesi d55244df31 [Model] Add SupportsMultiModal.get_language_model interface (#16007) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2025-04-09 04:12:54 -07:00
Roger WangDarkLight1337mgoinJennifer Zhao
 		f2ebb6f541 [V1] Scatter and gather placeholders in the model runner (#16076) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Jennifer Zhao <ai.jenniferzhao@gmail.com>
 2025-04-08 10:43:41 +08:00
Roger Wang af51d80fa1 Revert "[V1] Scatter and gather placeholders in the model runner" (#16075) 2025-04-04 14:50:57 -07:00