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61 Commits

Author SHA1 Message Date
Dor Huri
012dee9233 [Feature] Add LoRA tower/connector support for Llama 4 Vision (mllama4) (#35147) 
Signed-off-by: dorhuri123 <dor.huri1@live.biu.ac.il>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-02-24 04:10:32 -08:00
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
73391a1baa [Renderer] Move InputPreprocessor into Renderer (1/2) (#34510) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2026-02-14 10:14:21 -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
Shanshan Shen
9fb27dd3b3 [MM] Align the prefix of MMEncoderAttention with Attention (#33750) 
Signed-off-by: shen-shanshan <467638484@qq.com>
 2026-02-04 04:07:30 +00:00
Shanshan Shen
5c4f2dd6ef [MM] Pass prefix parameter to MMEncoderAttention (#33674) 
Signed-off-by: shen-shanshan <467638484@qq.com>
 2026-02-03 06:47:41 -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
Isotr0py
5400014d55 [Chore] Remove use_data_parallel kwargs from ViT implementation (#33310) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-29 10:20:52 +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
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
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
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
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
Lucas Kabela
ea6d067a2a [Misc][LLaMa4] Compile LLaMa Vision Encoder (#30709) 
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
 2026-01-09 22:01:38 -05:00
Matthew Bonanni
2612ba9285 [1/N][Attention] Restructure attention: move files (#31916) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-09 13:10:24 -08:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟
482914849c [BugFix] LoRA: Support loading base_layer of experts (#31104) 
Signed-off-by: Hollow Man <hollowman@opensuse.org>
 2026-01-07 14:49:39 +08:00
Isotr0py
700a5ad6c6 [MM Encoder]: Migrate legacy ViT MultiHeadAttention to new MMEncoderAttention interface (#30684) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-12-19 02:04:19 +08:00
Harry Mellor
cf3eacfe58 Standardise get_rope to use rope_parameters["partial_rotary_factor"], not rotary_dim (#30389) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-11 20:45:23 +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
a8b70304d6 Update rope_scaling to rope_parameters in preparation for Transformers v5 (#28542) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-19 09:06:36 -08:00
Fardin Hoque
964d65deed LLaMA4 LoRA Adapter Enablement (#28602) 
Signed-off-by: Fardin Hoque <kfhfar@amazon.com>
Co-authored-by: Wei Wei <wwei6@meta.com>
 2025-11-14 13:27:56 -05:00
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
Ilya Markov
e50c454672 [BugFix] Support EP/DP + EPLB with MTP (#25311) 
Signed-off-by: ilmarkov <markovilya197@gmail.com>
Signed-off-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
 2025-11-05 15:22:17 +00:00
Cyrus Leung
afc47e4de7 [Model] Use merge_by_field_config for MM models (M-N) (#26710) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-14 01:27:01 +08:00
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
Rahul Tuli
05f6846ede Support llama3 eagle3 head with llama4 verifier (#25961) 
Signed-off-by: rahul-tuli <rtuli@redhat.com>
Signed-off-by: Rahul Tuli <rtuli@redhat.com>
 2025-10-06 13:56:08 -04:00
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
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
Cyrus Leung
6488f3481b [Misc]] Move processing context to multimodal directory (#25548) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-24 08:15:00 +00:00
Cyrus Leung
babad6e5dd [Misc] Move DP for ViT code inside model executor dir (#25459) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-23 09:20:52 +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
Hyogeun Oh (오효근)
9a8966bcc2 [Docs] Fix warnings in mkdocs build (continued) (#24791) 
Signed-off-by: Zerohertz <ohg3417@gmail.com>
 2025-09-13 00:13:44 -07:00
Isotr0py
bb2b5126da [VLM] Migrate remain DP-supported ViT models to use disable_tp (#24363) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-11 18:30:41 +00:00
Benji Beck
f32a5bc505 Migrate Llama4ImagePatchInputs to TensorSchema (#22021) 
Signed-off-by: Benji Beck <benjibeck@meta.com>
 2025-08-28 17:29:37 +00:00
Cyrus Leung
fe8d7b6f03 [Model] Interface to enable batch-level DP support (#23733) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-08-27 06:41:22 -07:00
Cyrus Leung
5efd6905bc [CLI][Doc] Formalize --mm-encoder-tp-mode (#23190) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-20 23:42:28 +08:00
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
Roger Wang
08b751ba74 Implicit language-model-only mode via limit-mm-per-prompt (#22299) 
Signed-off-by: Roger Wang <hey@rogerw.me>
Signed-off-by: Andy Xie <andy.xning@gmail.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: Andrew Sansom <andrew@protopia.ai>
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: XIn Li <xinli@nvidia.com>
Signed-off-by: Junhao Li <junhao@ubicloud.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: zRzRzRzRzRzRzR <2448370773@qq.com>
Signed-off-by: zitian.zhao <zitian.zhao@tencentmusic.com>
Signed-off-by: zitian zhao <zitian.zhao@tencentmusic.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: iAmir97 <Amir.balwel@embeddedllm.com>
Signed-off-by: iAmir97 <71513472+iAmir97@users.noreply.github.com>
Signed-off-by: Linkun <github@lkchen.net>
Co-authored-by: Ning Xie <andy.xning@gmail.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: Andrew Sansom <andrew@protopia.ai>
Co-authored-by: Zhiyu <zhiyuc@nvidia.com>
Co-authored-by: Shu Wang <shuw@nvidia.com>
Co-authored-by: XIn Li <xinli@nvidia.com>
Co-authored-by: Junhao Li <streaver91@gmail.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
Co-authored-by: Yuxuan Zhang <2448370773@qq.com>
Co-authored-by: ZiTian Zhao <zitian.zhao@tencentmusic.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Po-Han Huang (NVIDIA) <53919306+nvpohanh@users.noreply.github.com>
Co-authored-by: iAmir97 <71513472+iAmir97@users.noreply.github.com>
Co-authored-by: iAmir97 <Amir.balwel@embeddedllm.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Hong Hanh <hanh.usth@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: lkchen <github@lkchen.net>
 2025-08-08 22:21:40 -07:00
jiahanc
337eb23bcc [Fix] Fix llama4 modelopt weight loading error (#22107) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-08-03 00:50:34 -07:00
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
Zhiyu
4afe687a82 Enable ModelOpt Llama4 fp8 checkpoint deployment (#20419) 
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
 2025-07-11 23:07:16 -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
jennyyyyzhen
ebb1ec9318 [Model] enable data parallel for Llama4 vision encoder (#18368) 
Signed-off-by: yzhen <yzhen@devgpu093.cco2.facebook.com>
Co-authored-by: yZhen <yZhen@fb.com>
Co-authored-by: yzhen <yzhen@devgpu093.cco2.facebook.com>
 2025-06-02 19:22:54 +08:00