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70 Commits

Author SHA1 Message Date
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
Cyrus Leung
193069d129 [5/N] Initialize MM components in context managers (Q-Z) (#32695) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-20 19:10:23 +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
Jeremy Teboul
657e9c0e18 [Fix] Introduce audio channels spec (#31595) 
Signed-off-by: Jeremy Teboul <jeremyte@meta.com>
 2026-01-09 19:34:51 +00:00
Cyrus Leung
dd424571c8 [Bugfix] Enable dynamic_dims for different embeds shape (#31223) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-24 10:15:47 +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
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
Cyrus Leung
cbd5e07a51 [Model] Use merge_by_field_config for MM models (Qwen series) (#27546) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-27 05:38:05 +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
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
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
Lukas Geiger
57f94e88ea [Models] Optimise and simplify _validate_and_reshape_mm_tensor (#24742) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-09-12 15:37:37 +00:00
Benji Beck
37a6fa95fd Migrate Qwen2 inputs to TensorSchema (#23475) 
Signed-off-by: Benji Beck <benjibeck@meta.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-09-06 20:07:31 -07:00
Yuekai Zhang
9d4183dd2e [model] support qwen2audio embedding input (#23625) 
Signed-off-by: Yuekai Zhang <zhangyuekai@foxmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-08-26 23:48:08 +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
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
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
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
Alex Brooks
02bd654846 [Misc] Rename Audios -> Audio in Qwen2audio Processing (#17507) 
Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>
 2025-04-30 19:51:36 -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
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 Wang
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
Cyrus Leung
f5722a5052 [V1] Scatter and gather placeholders in the model runner (#15712) 
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: mgoin <mgoin64@gmail.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
 2025-04-04 21:26:44 +00:00
Cyrus Leung
541d1df486 [Bugfix] embed_is_patch for Idefics3 (#15696) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-03-28 08:27:52 -07:00
Cyrus Leung
ab93f1360f [VLM] Various cleanup and fixes (#14806) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-03-14 05:58:19 -07:00
Cyrus Leung
601bd3268e [Misc] Clean up type annotation for SupportsMultiModal (#14794) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-03-14 00:59:56 -07:00
lkchen
b3cf368d79 [V1][Molmo] Fix get_multimodal_embeddings() in molmo.py (#14161) 2025-03-04 15:43:59 +00:00
Cyrus Leung
f1579b229d [VLM] Generalized prompt updates for multi-modal processor (#13964) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-02-27 17:44:25 +00:00
Harry Mellor
cdc1fa12eb Remove unused kwargs from model definitions (#13555) 2025-02-24 17:13:52 -08:00
Cyrus Leung
377d10bd14 [VLM][Bugfix] Pass processor kwargs properly on init (#13516) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-02-19 13:13:50 +00:00
Cyrus Leung
4da1f667e9 [VLM] Keep track of whether prompt replacements have been applied (#13215) 2025-02-14 04:20:46 -08:00
Cyrus Leung
d1ca7df84d [VLM] Merged multi-modal processor for InternVL-based models (#12553) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
 2025-02-04 16:44:52 +08:00
Russell Bryant
e489ad7a21 [Misc] Add SPDX-License-Identifier headers to python source files (#12628) 
- **Add SPDX license headers to python source files**
- **Check for SPDX headers using pre-commit**

commit 9d7ef44c3cfb72ca4c32e1c677d99259d10d4745
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:18:24 2025 -0500

    Add SPDX license headers to python source files
    
This commit adds SPDX license headers to python source files as
recommended to
the project by the Linux Foundation. These headers provide a concise way
that is
both human and machine readable for communicating license information
for each
source file. It helps avoid any ambiguity about the license of the code
and can
    also be easily used by tools to help manage license compliance.
    
The Linux Foundation runs license scans against the codebase to help
ensure
    we are in compliance with the licenses of the code we use, including
dependencies. Having these headers in place helps that tool do its job.
    
    More information can be found on the SPDX site:
    
    - https://spdx.dev/learn/handling-license-info/
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

commit 5a1cf1cb3b80759131c73f6a9dddebccac039dea
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:36:32 2025 -0500

    Check for SPDX headers using pre-commit
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

---------

Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-02-02 11:58:18 -08:00
Cyrus Leung
cd7b6f0857 [VLM] Avoid unnecessary tokenization (#12310) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-01-22 11:08:31 +00:00
Cyrus Leung
df76e5af26 [VLM] Simplify post-processing of replacement info (#12269) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-01-21 16:48:13 -08:00
Cyrus Leung
96912550c8 [Misc] Rename MultiModalInputsV2 -> MultiModalInputs (#12244) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-01-21 07:31:19 +00:00
Cyrus Leung
630eb5b5ce [Bugfix] Fix multi-modal processors for transformers 4.48 (#12187) 2025-01-18 19:16:34 -08:00
Cyrus Leung
2a0596bc48 [VLM] Reorganize profiling/processing-related code (#11812) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-01-08 18:59:58 +08:00
Roger Wang
2de197bdd4 [V1] Support audio language models on V1 (#11733) 
Signed-off-by: Roger Wang <ywang@roblox.com>
 2025-01-07 19:47:36 +08:00