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68 Commits
Author SHA1 Message Date
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
linitra24 e85d1b69cf [Bugfix][LoRA] Use an explicit capability flag for tower connector LoRA (#53092) 
Signed-off-by: linitra24 <Joy25810@foxmail.com>
 2026-08-21 09:45:54 +00:00
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
Harry Mellor 1fe3a1571a Reduce AutoWeightsLoader kwargs (#53106) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-08-20 15:40:11 +00:00
liuzhenwei b1d9337e92 [EPD] Allow KV consumers to omit MM embeddings (#52697) 
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
 2026-08-19 02:16:08 +00:00
Nick Hill 3e3ceb1961 [Perf] Avoid more GPU<->CPU syncs in multimodal encoders (#52369) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-08-14 10:40:14 -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
liushujia122 d8f840071e [Model] Enable tower and connector LoRA for Keye (#51780) 
Signed-off-by: shujialiu <liushujia0122@163.com>
 2026-08-11 10:35:59 +00:00
Tianyu Guo b30291cf0c [EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390) 
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
 2026-08-05 15:59:54 -07:00
labAxiaoming 1db989bbf1 [Bugfix][Multimodal] Fix video temporal padding estimates (#49030) 
Signed-off-by: xiaoming <1259730330@qq.com>
 2026-07-29 01:57:31 +08:00
Harry Mellor 1ab9522935 Remove more unnecessary load_weights methods (#47058) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-30 15:22:16 +01:00
Harry Mellorandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 62215e72c6 Remove KV cache scale boilerplate from model weight loading methods (#43167) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-06-05 05:19:04 -07:00
Cyrus Leung 9efdddca28 [Model] Fix missing maybe_prefix (#42280) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-05-11 09:04:06 +00:00
lalit10 17d87168d2 [Model] Use mm_features for Keye-VL and Keye-1.5-VL M-RoPE (#39869) 
Signed-off-by: Lalit Laxminarayan Bangad <lalitbangad@gmail.com>
 2026-04-16 02:16:06 -07:00
Cyrus Leung 502c41a8f6 [Model] Use helper function to run MM processors with token inputs (where applicable) (#38018) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-03-26 16:44:04 +08:00
Cyrus Leung ba2f0acc2d [Misc] Reorganize inputs (#35182) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-03-25 10:22:54 -07:00
Jiayi YanandHarry Mellor 6a895197fa [Bugfix][CI] fix typos (#34934) 
Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-05 17:05:46 +00:00
Cyrus Leung 845ee348ef [Misc] Standardize handling of mm_processor_kwargs.size (#35284) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-26 13:05:46 +00:00
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 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
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 7f1bcd18ff [3/N] Initialize MM components in context managers (I-L) (#32650) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-20 10:21:56 +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
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
Lucas WilkinsonandLuka Govedič 6cdf015c3c [Misc] Fix Current vLLM config is not set. warnings, assert to avoid issues in the future (#31747) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2026-01-08 15:20:49 -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
Shanshan ShengcanlinTJian
 		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 ShenIsotr0pytjtanaa
 		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
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 9ae2f60374 [Misc] Various cleanups for MM input processing (#29970) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-04 06:22:20 +00:00
Mingyuan MaandRoger Wang 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
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 b9ce9a3013 [BugFix] Add fallback path in apply_rotary_pos_emb_flashattn for non-cuda platforms (#28447) 
Signed-off-by: Lin, Fanli <fanli.lin@intel.com>
 2025-11-12 03:13:21 +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 BonanniandLuka Govedič 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
TJian e2347dbf58 [Bugfix] [Model] Missing MRoPE function definition from KeyeForConditionalGeneration (#27895) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-11-01 13:45:23 +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
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
Cyrus Leung 59a85c366e [Model] Use merge_by_field_config for MM models (H-L) (#26230) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-05 11:54:17 +08:00
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
Matthew Bonanni 2aaa423842 [Attention] Move Backend enum into registry (#25893) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-10-02 20:32:24 -07:00