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Support MuLan, a plug-and-play language adapter to adapt existing diffusion model for up to 110+ languages without additional training #7948

Description

@Zeqiang-Lai

Model/Pipeline/Scheduler description

# 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 image image image

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

  • The model implementation is available.
  • 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

Activity

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