---
library_name: diffusers
license: openrail++
language:
- en
tags:
  - text-to-image
  - stable-diffusion
  - lora
  - safetensors
  - stable-diffusion-xl
base_model: Linaqruf/animagine-xl-2.0
widget:
- text: face focus, cute, masterpiece, best quality, 1girl, green hair, sweater, looking at viewer, upper body, beanie, outdoors, night, turtleneck
  parameter:
    negative_prompt: lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry
  example_title: 1girl
- text: face focus, bishounen, masterpiece, best quality, 1boy, green hair, sweater, looking at viewer, upper body, beanie, outdoors, night, turtleneck
  parameter:
    negative_prompt: lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry
  example_title: 1boy
---

<style>
  .title-container {
    display: flex;
    flex-direction: column; /* Allow vertical stacking of title and subtitle */
    justify-content: center;
    align-items: center;
    height: 100vh;
    background-color: #f5f5f5;
  }

  .title {
    font-size: 2em;
    text-align: center;
    color: #333;
    font-family: 'Verdana', sans-serif;
    text-transform: uppercase;
    padding: 1em;
    box-shadow: 5px 5px 15px rgba(0,0,0,0.1);
  }
  
  .title span {
    background: -webkit-linear-gradient(45deg, #ff9a9e, #fad0c4, #f6d365);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
  }
  
  .custom-table {
    table-layout: fixed;
    width: 100%;
    border-collapse: collapse;
    margin-top: 2em;
  }

  .custom-table td {
    width: 50%;
    vertical-align: top;
    padding: 10px;
    box-shadow: 0px 0px 10px 0px rgba(0, 0, 0, 0.15);
  }

  .custom-image-container {
    position: relative;
    width: 100%;
    margin-bottom: 0em;
    overflow: hidden;
    border-radius: 10px;
    transition: transform .7s;
    /* Smooth transition for the container */
  }

  .custom-image-container:hover {
    transform: scale(1.05);
    /* Scale the container on hover */
  }

  .custom-image {
    width: 100%;
    height: auto;
    object-fit: cover;
    border-radius: 10px;
    transition: transform .7s;
    margin-bottom: 0em;
  }

  .overlay {
    position: absolute;
    bottom: 0;
    left: 0;
    right: 0;
    color: white;
    width: 100%;
    height: 40%;
    display: flex;
    flex-direction: column;
    justify-content: center;
    align-items: center;
    font-size: 1em;
    font-style: bold;
    text-align: center;
    opacity: 0;
    /* Keep the text fully opaque */
    background: linear-gradient(0deg, rgba(0, 0, 0, 0.8) 60%, rgba(0, 0, 0, 0) 100%);
    transition: opacity .5s;
  }

  .custom-image-container:hover .overlay {
    opacity: 1;
    /* Make the overlay always visible */
  }

  .overlay-text {
    background: linear-gradient(45deg, #7ed56f, #28b485);
    -webkit-background-clip: text;
    color: transparent;
    /* Fallback for browsers that do not support this effect */
    text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.7);
    /* Enhanced text shadow for better legibility */
  }

  .overlay-subtext {
    font-size: 0.75em;
    margin-top: 0.5em;
    font-style: italic;
  }

  .overlay,
  .overlay-subtext {
    text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.5);
  }
</style>
<h1 class="title">
  <span>Style Enhancer XL LoRA</span>
</h1>
<table class="custom-table">
  <tr>
    <td>
      <div class="custom-image-container">
        <a href="https://huggingface.co/Linaqruf/animagine-xl/blob/main/sample_images/image1.png">
          <img class="custom-image" src="https://huggingface.co/Linaqruf/animagine-xl/resolve/main/sample_images/image1.png" alt="sample1">
          <div class="overlay"> Twilight Whispers <div class="overlay-subtext">"A serene gaze into the dusky lights"</div>
          </div>
        </a>
      </div>
      <div class="custom-image-container">
        <a href="https://huggingface.co/Linaqruf/animagine-xl/blob/main/sample_images/image4.png">
          <img class="custom-image" src="https://huggingface.co/Linaqruf/animagine-xl/resolve/main/sample_images/image4.png" alt="sample4">
          <div class="overlay"> Bloom of Youth <div class="overlay-subtext">"Amidst the dance of petals and sunbeams"</div>
          </div>
        </a>
      </div>
    </td>
    <td>
      <div class="custom-image-container">
        <a href="https://huggingface.co/Linaqruf/animagine-xl/blob/main/sample_images/image2.png">
          <img class="custom-image" src="https://huggingface.co/Linaqruf/animagine-xl/resolve/main/sample_images/image2.png" alt="sample2">
          <div class="overlay"> Starry-eyed Dreams <div class="overlay-subtext">"Lost in the constellation of imagination"</div>
          </div>
        </a>
      </div>
      <div class="custom-image-container">
        <a href="https://huggingface.co/Linaqruf/animagine-xl/blob/main/sample_images/image3.png">
          <img class="custom-image" src="https://huggingface.co/Linaqruf/animagine-xl/resolve/main/sample_images/image3.png" alt="sample3">
          <div class="overlay"> Sunset Serenade <div class="overlay-subtext">"A fiery glance that kindles the heart"</div>
          </div>
        </a>
      </div>
    </td>
  </tr>
</table>

<hr>

## Overview

**Style Enhancer XL LoRA** is a high resolution, LoRA adapter for Animagine XL 2.0. The model has been fine-tuned using a curated dataset of superior-quality anime-style images.

Like other anime-style Stable Diffusion models, it also supports Danbooru tags to generate images.

e.g. _**face focus, cute, masterpiece, best quality, 1girl, green hair, sweater, looking at viewer, upper body, beanie, outdoors, night, turtleneck**_


<hr>

## Model Details

- **Developed by:** [Linaqruf](https://github.com/Linaqruf)
- **Model type:** LoRA adapter
- **Model Description:** This is a small model that should be used with big model and can be used to generate and modify high quality anime-themed images based on text prompts. This adapter can enhance Animagine XL 2.0 style and also get `old-school` SD 1.5 anime model artstyle.
- **License:** [CreativeML Open RAIL++-M License](https://huggingface.co/stabilityai/stable-diffusion-2/blob/main/LICENSE-MODEL)
- **Finetuned from model:** [Animagine XL 2.0](https://huggingface.co/Linaqruf/animagine-xl-2.0)

<hr>

## 🧨 Diffusers 

Make sure to upgrade diffusers to >= 0.23.0:
```
pip install diffusers --upgrade
```

In addition make sure to install `transformers`, `safetensors`, `accelerate` as well as the invisible watermark:
```
pip install invisible_watermark transformers accelerate safetensors
```

Running the pipeline (The default scheduler for Animagine XL 2.0 is **EulerAncestralDiscreteScheduler** but you may also declare it in the code if you want to make sure)*:
```py
import torch
from diffusers import (
    StableDiffusionXLPipeline, 
    EulerAncestralDiscreteScheduler,
    AutoencoderKL
)

lora_model_id = "Linaqruf/style-enhancer-xl-lora"
lora_filename = "style-enhancer-xl.safetensors"

vae = AutoencoderKL.from_pretrained(
    "madebyollin/sdxl-vae-fp16-fix", 
    torch_dtype=torch.float16
)

pipe = StableDiffusionXLPipeline.from_pretrained(
    "Linaqruf/animagine-xl-2.0", 
    vae=vae,
    torch_dtype=torch.float16, 
    use_safetensors=True, 
    variant="fp16"
)

pipe.scheduler = EulerAncestralDiscreteScheduler.from_config(pipe.scheduler.config)
pipe.to('cuda')

pipe.load_lora_weights(lora_model_id, weight_name=lora_filename)
pipe.fuse_lora(lora_scale=0.6)

prompt = "face focus, cute, masterpiece, best quality, 1girl, green hair, sweater, looking at viewer, upper body, beanie, outdoors, night, turtleneck"
negative_prompt = "lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry"

image = pipe(
    prompt, 
    negative_prompt=negative_prompt, 
    width=1024,
    height=1024,
    guidance_scale=12,
    num_inference_steps=50
).images[0]

pipe.unfuse_lora()

image.save("anime_girl.png")
```
<hr>

## Limitation 
This model inherit Stable Diffusion XL 1.0 [limitation](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0#limitations)