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136 Commits
Author SHA1 Message Date
Oliver HolworthyandOpenAI Codex 28b484e5d7 [Model] Pixtral: use packed multimodal encoder attention (#52185) 
Signed-off-by: Oliver Holworthy <1216955+oliverholworthy@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
 2026-08-26 14:14:40 +00:00
Cyrus LeungandQwen Code ebcd606467 [MM] Simplify prompt updates: replace PromptSeq with list[int] (#53372) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Qwen Code <noreply@alibaba-inc.com>
 2026-08-23 14:50:32 +08:00
Cyrus Leung 020829f66b [MM] Remove renderer_applies_updates flag (#53385) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-08-23 01:25:55 +08:00
Cyrus Leung 040700aaa6 [MM] Address comments on #53275 (#53364) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-08-22 10:27:59 +00:00
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
Julien Denize 6097afb9bd [BUGFIX] Fix Pixtral consolidated format vision weight loading (#39916) 
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
Signed-off-by: juliendenize <julien.denize@mistral.ai>
 2026-04-19 22:25:03 -07:00
Jee Jee LiandRoger Wang ac30a8311e [Bugfix][Model] Fix PixtralForConditionalGeneration LoRA (#36963) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-03-29 23:59:42 -07:00
allgather 8c0b6267d7 [Transformers v5] fix missing pixtral/voxtral multimodal dispatch (#38410) 
Signed-off-by: allgather <all2allops@gmail.com>
 2026-03-29 09:59:06 +00:00
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
Rémi Delacourt aa84e43ccb [Pixtral] Enable Pixtral language model support Eagle3 (#37182) 
Signed-off-by: remi <remi@mistral.ai>
 2026-03-20 15:50:15 +00:00
Cyrus Leung 196802dfa6 [Misc] Clean up renderers (#36770) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-03-11 16:39:29 +00:00
Cyrus Leung d62856b928 [Misc] Move processors to transformers_utils (#35953) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-03-09 11:31:39 +08:00
Cyrus Leung 392645454b [Refactor] Decouple TimingContext from InputProcessingContext (#35083) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-23 14:15:50 +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 a0d8d944e2 [Renderer] Move MM Hash parsing into Renderer (#34711) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-17 19:18:55 -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 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 Zhaoand赵策 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 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
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 LeungNickLuccheRoger Wang
 		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