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6 changes: 3 additions & 3 deletions README.md
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# LoRA-for-Diffusers

This repository provides the simplest tutorial code for AIGC researchers to use Lora in just a few lines. Using this handbook, you can easily play with any Lora model from active communities such as [Huggingface](https://huggingface.co/) and [cititai](https://civitai.com/).
This repository provides the simplest tutorial code for AIGC researchers to use Lora in just a few lines. Using this handbook, you can easily play with any Lora model from active communities such as [Huggingface](https://huggingface.co/) and [civitai](https://civitai.com/).

Now, we also support [ControlNet-for-Diffusers](https://github.com/haofanwang/ControlNet-for-Diffusers), [T2I-Adapter-for-Diffusers](https://github.com/haofanwang/T2I-Adapter-for-Diffusers).

Expand All @@ -26,7 +26,7 @@ pip install safetensors

# How to load Lora weights?

In this tutorial, we show to load or insert pre-trained Lora into diffusers framework. Many interesting projects can be found in [Huggingface](https://huggingface.co/) and [cititai](https://civitai.com/), but mostly in [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) framework, which is not convenient for advanced developers. We highly motivated by [cloneofsimo/lora](https://github.com/cloneofsimo/lora) about loading, merging, and interpolating trained LORAs. We mainly discuss models in safetensors format which is not well compatible with diffusers.
In this tutorial, we show to load or insert pre-trained Lora into diffusers framework. Many interesting projects can be found in [Huggingface](https://huggingface.co/) and [civitai](https://civitai.com/), but mostly in [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) framework, which is not convenient for advanced developers. We highly motivated by [cloneofsimo/lora](https://github.com/cloneofsimo/lora) about loading, merging, and interpolating trained LORAs. We mainly discuss models in safetensors format which is not well compatible with diffusers.

### Full model

Expand Down Expand Up @@ -68,7 +68,7 @@ Note that the size of file is much smaller than full model, as it only contains

Our method is very straightforward: take out weight from .safetensor, and merge lora weight into a diffusers supported weight. We don't convert .safetensor into other format, we update the weight of base model instead.

Our script should work fine with most of models from [Huggingface](https://huggingface.co/) and [cititai](https://civitai.com/), if not, you can also modify the code on your own. Believe me, it is really simple and you can make it.
Our script should work fine with most of models from [Huggingface](https://huggingface.co/) and [civitai](https://civitai.com/), if not, you can also modify the code on your own. Believe me, it is really simple and you can make it.

```bash
# the default mergering ratio is 0.75, you can manually set it
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