huggingface / huggingface/diffusers

Support MuLan, a plug-and-play language adapter to adapt existing diffusion model for up to 110+ languages without additional training

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#7,948 2 comentarios 3 reacciones 0 asignados Ver en GitHub
community-examples contributions-welcome stale
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Descripción

### Model/Pipeline/Scheduler description

```diff
# pip install mulankit
from diffusers import StableDiffusionPipeline
+ import mulankit

pipe = StableDiffusionPipeline.from_pretrained('Lykon/dreamshaper-8')
+ pipe = mulankit.transform(pipe, 'mulanai/mulan-lang-adapter::sd15_aesthetic.pth')
image = pipe('一只蓝色的🐶 in the 바다').images[0]
```

|一只蓝色的 🐶 in the 바다 (Dreamshaper-8)| レゴシュワルツェネッガー (SDXL-lightning)| 一只可爱的猫头鹰 (MVDream) | 海浪风景 (AnimateDiff) |
|--- | ---| --- | --- |
| ![image](https://github.com/huggingface/diffusers/assets/26198430/b17cc59c-c05d-45fe-bbb5-6608b42d11b4) | ![image](https://github.com/huggingface/diffusers/assets/26198430/9c179e96-214f-4118-8cc8-997c4dbfdec4) | ![image](https://github.com/huggingface/diffusers/assets/26198430/e54521d8-db8f-4603-b7be-4542ab77d11f) | ![image](https://github.com/huggingface/diffusers/assets/26198430/f526469b-b886-4051-b37f-558703dba631)|

MuLan supports

- Base models: Stable Diffusion 1.5, 2.1, XL, Pixart-Alpha/Sigma.
- Downstream models: ControlNet, LCM, LoRA, finetuned models and etc.
- Video models: AnimateDiff.
- 3D models: MVDream.

### 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

https://github.com/mulanai/MuLan
https://huggingface.co/mulanai/mulan-lang-adapter

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