🌻 MuLan
# 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)
What is it ?
We present MuLan, a versatile framework to equip any diffusion model with multilingual generation abilities natively by up to 110+ languages around the world. With properly trained text encoder from noisy data, we demonstrate that MuLan could be trained on English only data and support other languages zero-shot. Additionally, we introduce Language Adapter. A language adapter with less than 20M parameters, trained against a frozen denoiser and a text encoder, can be readily combined with any homologous community models/tools, such as LoRA, LCM, ControlNet, and IP-Adapter, without any finetuning.
无需额外训练，MuLan(木兰）可以为任何扩散模型提供原生的多语言能力。MuLan可以仅在英语数据上进行训练，即可泛化到其他多达110多种语言上。通过引入了语言适配器，我们可以将 MuLan 的多语言能力无缝地插入到任何同类社区模型/工具（如LoRA、LCM、ControlNet和IP-Adapter）中并且无需任何微调。
https://github.com/mulanai/MuLan/assets/26198430/611ea7ae-b1a8-4c14-8751-34b42175dcca
News
- [ ] optimize memory usage.
- [ ] release technical report.
- [x] 2024-5-14: release code and models.
How to use
We have hosted a gradio demo here.
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.
Please refer to the USAGE.md and examples for more details.
Model Release
Model
Description
Link
MuLan-Language-Adapter
Adapters for SDXL, SD1.5/2.1, Pixart
hf-model
MuLan-Pixart
Full finetuned model
hf-model
See more at our Huggingface 🌻 Homepage.
Citation
If you find this repo helpful, please considering citing us.
@article{lai2024mulan,
title={MuLan: Adapting Multilingual Diffusion Models for 110 + Languages},
year={2024}
}
Acknowledgement
Our work is made possible by the open-source of these great works.
Stable Diffusion · Pixart-Alpha · InternVL
If you want to join our WeChat group, please scan the following QR Code to add our assistant as a Wechat friend:
# 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) |
|---|---|---|---|
|
|
|
|
What is it ?
We present MuLan, a versatile framework to equip any diffusion model with multilingual generation abilities natively by up to 110+ languages around the world. With properly trained text encoder from noisy data, we demonstrate that MuLan could be trained on English only data and support other languages zero-shot. Additionally, we introduce Language Adapter. A language adapter with less than 20M parameters, trained against a frozen denoiser and a text encoder, can be readily combined with any homologous community models/tools, such as LoRA, LCM, ControlNet, and IP-Adapter, without any finetuning.
无需额外训练，MuLan(木兰）可以为任何扩散模型提供原生的多语言能力。MuLan可以仅在英语数据上进行训练，即可泛化到其他多达110多种语言上。通过引入了语言适配器，我们可以将 MuLan 的多语言能力无缝地插入到任何同类社区模型/工具（如LoRA、LCM、ControlNet和IP-Adapter）中并且无需任何微调。
https://github.com/mulanai/MuLan/assets/26198430/611ea7ae-b1a8-4c14-8751-34b42175dcca
News
- [ ] optimize memory usage.
- [ ] release technical report.
- [x] 2024-5-14: release code and models.
How to use
We have hosted a gradio demo here.
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.
Please refer to the USAGE.md and examples for more details.
Model Release
| Model | Description | Link |
|---|---|---|
| MuLan-Language-Adapter | Adapters for SDXL, SD1.5/2.1, Pixart | hf-model |
| MuLan-Pixart | Full finetuned model | hf-model |
See more at our Huggingface 🌻 Homepage.
Citation
If you find this repo helpful, please considering citing us.
@article{lai2024mulan,
title={MuLan: Adapting Multilingual Diffusion Models for 110 + Languages},
year={2024}
}Acknowledgement
Our work is made possible by the open-source of these great works.
Stable Diffusion · Pixart-Alpha · InternVL
If you want to join our WeChat group, please scan the following QR Code to add our assistant as a Wechat friend: