https://github.com/linxueyuanstdio/pytorch-ddpm

500 行代码实现降噪扩散模型 DDPM，干净无依赖
https://github.com/linxueyuanstdio/pytorch-ddpm

classifier-free ddpm pytorch

Last synced: about 2 months ago
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500 行代码实现降噪扩散模型 DDPM，干净无依赖

• Host: GitHub
• URL: https://github.com/linxueyuanstdio/pytorch-ddpm
• Owner: LinXueyuanStdio
• Created: 2022-07-17T13:34:14.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2024-03-08T04:37:28.000Z (over 1 year ago)
• Last Synced: 2025-04-03T06:51:07.991Z (3 months ago)
• Topics: classifier-free, ddpm, pytorch
• Language: Jupyter Notebook
• Homepage: https://timecat.notion.site/DDPM-b8e2a91927d249fdbcf7c82f2eb6f846
• Size: 9.2 MB
• Stars: 165
• Watchers: 2
• Forks: 11
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# PyTorch-DDPM

500 行代码用 PyTorch 实现降噪扩散模型 DDPM

如何实现？可参考个人精简后的公式： https://timecat.notion.site/DDPM-b8e2a91927d249fdbcf7c82f2eb6f846

> 建议使用 codelab 打开 notebook，可以不用自己配环境了

> 

> [codelab: DDPM](https://colab.research.google.com/github/LinXueyuanStdio/PyTorch-DDPM/blob/master/DDPM.ipynb)

> 

> [codelab: Classifier-Free DDPM](https://colab.research.google.com/github/LinXueyuanStdio/PyTorch-DDPM/blob/master/ClassifierFreeDDPM.ipynb)

## DDPM

从随机噪声中降噪生成图片

运行 `python ddpm.py` 或者打开 notebook `DDPM.ipynb`

![](assets/DDPM_each_step.png)

## Classifier-Free DDPM

条件控制 DDPM：给定一个数字，根据数字生成图片

运行 `python classifier_free_ddpm.py` 或者打开 notebook `ClassifierFreeDDPM.ipynb`

![](assets/classifier_free_DDPM_all.png)

![](assets/classifier_free_DDPM_each_step.png)