[Community Support] Integrating visual generative foundation models in diffusers
### Model/Pipeline/Scheduler description
Source code: https://github.com/Bili-Sakura/Visual-Generative-Foundation-Model-Collection
### Open source status
- [x] The model implementation is available.
- [x] The model weights are available (Only relevant if addition is not a scheduler).
### Provide useful links for the implementation
Diffusers style ckpt: https://github.com/Bili-Sakura/Visual-Generative-Foundation-Model-Collection
> It goes on a long list, I fail to mention all the original authors. You can find the source repo with their author at https://github.com/Bili-Sakura/Visual-Generative-Foundation-Model-Collection#imagenet-256.
<img width="651" height="975" alt="Image" src="https://github.com/user-attachments/assets/91e9dd64-7c5b-410a-bf7e-2fd1a925e930" />
@sayakpaul @yiyixuxu
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