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174 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
Harry Mellor
35fb0b8613 Don't use min_pixels/max_pixels from Qwen2VL's processor (#33208) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 05:02:08 +00:00
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
JJJYmmm
7e67df5570 [Bugfix] fix encoder cache hang in Qwen3VL (#32684) 
Signed-off-by: JJJYmmm <92386084+JJJYmmm@users.noreply.github.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-25 05:17:31 +00:00
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
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
YunzhuLu
542a4059b2 [Model] Use mm_position to compute mrope positions for Qwen2-VL/2.5-VL (#32126) 
Signed-off-by: YunzhuLu <lucia.yunzhu@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-13 09:04:29 +00:00
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
Isotr0py
2972a05473 [MM Encoder]: Make MMEncoderAttention's scale takes effect properly (#31950) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-08 02:33:48 -08:00
Jee Jee Li
ce1eafd1a5 [Core] Initialize LoRA support for tower and connector in multi-modal models (#26674) 
Signed-off-by: bk-201 <joy25810@foxmail.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: prashanth058 <prashanth.dannamaneni@uipath.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: prashanth058 <prashanth.dannamaneni@uipath.com>
Co-authored-by: Anexdeus <5142168@mail.ru>
 2025-12-26 04:48:20 -08:00
Shanshan Shen
3bd9c49158 [CustomOp] Extract ApplyRotaryEmb as CustomOp and unify the dispatch logic (#29873) 
Signed-off-by: shen-shanshan <467638484@qq.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2025-12-15 19:08:16 -08:00
Shanshan Shen
87b4d1557d [CustomOp][MM] Extract MMEncoderAttention as CustomOp and replace the backend of QwenVisionAttention with it. (#30125) 
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-12-15 11:13:32 +08:00
zifeitong
48b8456ff9 [Bugfix] Revert Qwen2-VL part of change in #28271 (#30542) 
Signed-off-by: Zifei Tong <zifeitong@gmail.com>
 2025-12-14 05:20:08 -08:00
Jaehwang Jung
f90319d5d1 [Bugfix] Schedule failure due to wrong get_image_size_with_most_features (#29692) 2025-12-12 02:27:20 -08:00
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
Dazhi Jiang
bcb6f5947f [Perf] Remove sync point in vit torch sdpa attn backend (#30232) 
Signed-off-by: Dazhi Jiang <dazhi_jiang@163.com>
 2025-12-08 07:12:42 +00:00
Cyrus Leung
671427efbf [Model] Move multimodal_cpu_fields definition to field config (#30181) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 13:40:02 +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
6fc5841db1 Fix some more Transformers nightly tests (#29872) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-02 21:49:44 +00:00
Cyrus Leung
34a984274e [Misc] Refactor tokenizer interface (#29693) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-29 04:02:21 -08:00
Mingyuan Ma
460d8bbf2d Remove upstream fa checks (#29471) 
Signed-off-by: mingyuanm <mingyuanm@nvidia.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-11-28 05:52:42 -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
Lukas Geiger
a9705a290a [Model][QwenVL] Replace torch.repeat_interleave with faster np.repeat (#28964) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-11-19 22:04:23 -08:00
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
Lukas Geiger
3d4e7d34be [Model][QwenVL] Simplify cos/sin rotary embedding indexing (#28962) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-11-19 05:43:01 +00:00
Canlin Guo
b9489f51e1 [Model][Perf] Use cos and sin cache in QwenVL (#28798) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2025-11-18 11:51:54 +00:00
Shanshan Shen
41b92f7d38 [Model][MM] Extract conv layer as CustomOp (#28455) 
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-14 19:16:13 +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
Canlin Guo
bc5bd45c7d [Refactor] Remove redundant TP gather/split in split_qkv in QwenVL (#28271) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2025-11-12 15:56:47 +00:00
Cyrus Leung
afffd3cc8a [Model] Pass mm_features directly into get_mrope_input_positions (#28399) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-11 21:14:48 +08:00
Matthew Bonanni
b30dfa03c5 [Attention] Refactor CUDA attention backend selection logic (#24794) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-11-11 07:40:44 -05:00
Cyrus Leung
d0e186c16f [V0 Deprecation] Remove unused context_len and seq_len from M-RoPE (#28395) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-11 00:30:06 +08:00
Lukas Geiger
e0919f331d [Core][MM] Add mechanism to configure multimodal fields which should stay on CPU (#28168) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-11-07 12:14:29 +00:00
Cyrus Leung
879a06579e [CI/Build] Bump transformers version (#27528) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-31 22:11:07 -07:00
Yan Ma
7e2729b57e [Multimodal][XPU]Enable vision attn backend for xpu platform (#27525) 
Signed-off-by: Yan Ma <yan.ma@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Yejing Lai <yejing.lai@intel.com>
Co-authored-by: Guancheng Fu <110874468+gc-fu@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
 2025-11-01 04:45:02 +00:00
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
JartX
65d2cf9511 [BUGFIX][ROCM] ViT FlashAttention on ROCm (no GFX9) and contiguous on qwen3vl ROCm TORCH_SDPA (#27190) 
Signed-off-by: JartX <sagformas@epdcenter.es>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-10-26 15:08:52 +08:00
Isotr0py
42efe609ba [MM][Bugfix] Replace PatchEmbed's conv3d to linear layer (#27418) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-10-24 07:32:47 +00:00
Bradley D
570c3e1cd4 [Bugfix] Honor --mm_encoder_attn_backend when used (#27124) 
Co-authored-by: Bradley D <4551889+bradleyhd@users.noreply.github.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-10-23 20:09:52 +08:00
Roger Wang
c3a2c6ac5f [MM][Core] Decouple ViT backend from LM backend (#27061) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-10-21 00:30:10 -07:00
Lukas Geiger
5c2acb270a [Models][QwenVL] Remove unnecessary .contiguous() calls (#27106) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-10-18 07:05:05 -07:00
Cyrus Leung
d2f816d6ff [Bugfix] Standardize merging multimodal embeddings (#26771) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-14 09:36:21 +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
yuafng
86ee949128 Fix tensor device and dtype placement in Qwen2VL model (#26219) 
Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Yuanfeng Li <yuanfengli@meta.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-10-04 06:41:39 -07:00
Chendi.Xue
dd96465fd7 [BugFix][QWEN-VL]fix wrong apply_rotary_emb_torch selection introduced by #24642 (#26123) 
Signed-off-by: Chendi Xue <Chendi.Xue@intel.com>
Signed-off-by: Chendi.Xue <chendi.xue@intel.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-10-03 08:52:26 -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
TJian
9c5ee91b2a [ROCm] [VL] [Bugfix] Fix vit flash attn dispatcher logic for ROCm (#26104) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-10-02 22:34:53 -07:00