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118 Commits

Author SHA1 Message Date
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
Julien Denize
8e2ad97ad0 [BUGFIX] Pixtral cannot be loaded with --limit-mm-per-prompt 0 (#33406) 
Signed-off-by: juliendenize <julien.denize@mistral.ai>
 2026-01-30 02:52:02 -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
RickyChen / 陳昭儒
f23fb5a7c1 [Bugfix] Support HF sharded weights for Mistral3/Pixtral models (#32673) 
Signed-off-by: ricky-chaoju <ricky.chen@infinirc.com>
Signed-off-by: vllm-dev <ricky.chen@infinirc.com>
 2026-01-20 23:27:30 -08:00
Cyrus Leung
4753f3bf69 [Model] Use context managers for encoder- and LM-only mode (#32605) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-20 11:43:38 +08:00
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
Ce Zhao
1123a87892 [Model] Enable LoRA support for Pixtral (#31724) 
Signed-off-by: <>
Signed-off-by: 赵策 <alcor@zhaocedeMacBook-Air.local>
Signed-off-by: 赵策 <alcor@mac.mynetworksettings.com>
Co-authored-by: 赵策 <alcor@mac.mynetworksettings.com>
 2026-01-08 05:00:57 -08:00
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
64251f48df [Chore] Adjust tokenizer import to avoid circular imports (#30601) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-13 04:42:39 -08:00
Cyrus Leung
e83b7e379c Revert "[Renderer] Separate out RendererConfig from ModelConfig (#30145)" (#30199) 2025-12-07 00:00:22 -08:00
Cyrus Leung
27f4c2fd46 [Renderer] Separate out RendererConfig from ModelConfig (#30145) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 23:15:42 -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
Cyrus Leung
653591d5e7 [Chore] Move tokenizer initialization methods (#29793) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-02 13:33:37 +08:00
Cyrus Leung
34a984274e [Misc] Refactor tokenizer interface (#29693) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-29 04:02:21 -08:00
Roger Wang
452a7c9f7c [Misc] Allow LM only loading for Pixtral (#29451) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-11-26 05:00:00 -08:00
Roger Wang
0ff70821c9 [Core] Deprecate xformers (#29262) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-11-24 04:18:55 +00:00
Isotr0py
e4bb2684bc [Models] Replace all nn.Conv2d with vLLM's Conv2dLayer (#28842) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-18 18:56:04 +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
Fanli Lin
b886068056 [BugFix] Fix RuntimeError in PixtralHFAttention on CPU/XPU (#28444) 
Signed-off-by: Lin, Fanli <fanli.lin@intel.com>
 2025-11-11 15:29:33 +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
Julien Denize
c6187f55f7 Refactor MistralTokenizer (#26358) 
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
 2025-10-09 22:48:58 +00:00
Cyrus Leung
19a00eb210 [Model] Use merge_by_field_config for MM models (Llava family) (#26280) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-06 09:45:26 +00:00
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 Wang
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
d7e34b4210 [Model] Move vision_feature_select_strategy into resolve_visual_encoder_outputs (#25938) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-30 11:24:57 +00:00
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 Leung
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
Chenheli Hua
009d689b0c [Core] Simplify and unify mm uuid handling & auto-generated mm hash overrides processing. (#24271) 
Signed-off-by: Chenheli Hua <huachenheli@outlook.com>
 2025-09-09 21:36:09 -07:00
Jiangyun Zhu
885ca6d31d [Misc] Fix warnings for mistral model (#23552) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
 2025-08-29 06:58:48 +00:00
Roger Wang
8bf6266a17 [Multimodal] Generate mm_hash based on request metadata when caching is turned off (#23690) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-08-27 20:24:31 +00:00
Benji Beck
053278a5dc Migrate Pixtral inputs to TensorSchema (#23472) 
Signed-off-by: Benji Beck <benjibeck@meta.com>
 2025-08-24 04:55:53 +00:00
Roger Wang
79f05e4436 [Multimodal] Always enable hashing mm data (#23308) 
Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-21 07:23:28 -07:00
Cyrus Leung
d3f71f1224 [Refactor] Get prompt updates earlier (#23097) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-18 12:31:53 +00:00
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
Wenchen Lo
6c66f28fa5 Remove xformers requirement for Mistral-format Pixtral and Mistral3 (#21154) 
Signed-off-by: Wenchen Lo <charles761013@gmail.com>
 2025-07-26 17:20:29 -06:00
Michael Goin
f46098335b [Bugfix] Fix Mistral3 support on SM100/SM120 (#20998) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-15 20:08:41 -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
Hyogeun Oh (오효근)
a68e293cb9 [Doc] Convert Sphinx directives ( {class}, {meth}, {attr}, ...) to MkDocs format for better documentation linking (#18663) 
Signed-off-by: Zerohertz <ohg3417@gmail.com>
 2025-05-27 01:44:20 -07:00
Cyrus Leung
57fd13a707 [Bugfix] Fix profiling dummy data for Pixtral (#18677) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-05-25 14:05:30 +00:00
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
Harry Mellor
d6484ef3c3 Add full API docs and improve the UX of navigating them (#17485) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-03 19:42:43 -07:00
Michael Goin
f192ca90e6 Fix PixtralHF missing spatial_merge_size (#17571) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-01 22:14:09 -07:00