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---
license: mit
tags:
- pytorch
- diffusers
- unconditional-image-generation
- diffusion-models-class
---
# Example Fine-Tuned Model for Unit 2 of the [Diffusion Models Class 🧨](https://github.com/huggingface/diffusion-models-class)
This model is a diffusion model for unconditional image generation of Ukiyo-e images ✍ 🎨. The model was train using fine-tuning with the google/ddpm-celebahq-256 pretrain-model and the dataset: https://huggingface.co/datasets/huggan/ukiyoe2photo
![](https://huggingface.co/alkzar90/sd-class-ukiyo-e-256/resolve/main/ukyo-e-portrait.jpeg)
* Google Colab notebook for experiment with the model and the sampling process using a Gradio App: https://colab.research.google.com/drive/1F7SH4T9y5fJKxj5lU9HqTzadv836Zj_G?usp=sharing
* Weights&Biases dashboard with training information: https://wandb.ai/alcazar90/fine-tuning-a-diffusion-model?workspace=user-alcazar90
## Usage
```python
from diffusers import DDPMPipeline
pipeline = DDPMPipeline.from_pretrained('alkzar90/sd-class-ukiyo-e-256')
image = pipeline().images[0]
image
```
## Guidance
**Prompt:** _A sakura tree_
![](https://huggingface.co/alkzar90/sd-class-ukiyo-e-256/resolve/main/ukyo-e-sakura-tree.jpeg)
**Prompt:** _An island with sunset at background_
![](https://huggingface.co/alkzar90/sd-class-ukiyo-e-256/resolve/main/ukyo-e-sunset-island.jpeg)