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[doc] add diffusion (hpcaitech#1827)
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binmakeswell authored Nov 8, 2022
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16 changes: 16 additions & 0 deletions README-zh-Hans.md
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<li>
<a href="#Colossal-AI-in-the-Real-World">Colossal-AI 成功案例</a>
<ul>
<li><a href="#AIGC">AIGC: 加速 Stable Diffusion</a></li>
<li><a href="#生物医药">生物医药: 加速AlphaFold蛋白质结构预测</a></li>
</ul>
</li>
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<p align="right">(<a href="#top">返回顶端</a>)</p>

## Colossal-AI 成功案例

### AIGC
加速AIGC(AI内容生成)模型,如[Stable Diffusion](https://github.com/CompVis/stable-diffusion)
<p id="diffusion_train" align="center">
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/diffusion_train.png" width=800/>
</p>

- [Colossal-AI优化Stable Diffusion](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion): 6.5倍训练加速和预训练成本降低, 微调硬件成本下降约7倍(从RTX3090/4090到RTX3050/2070)

<p id="diffusion_demo" align="center">
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/diffusion_demo.png" width=800/>
</p>

<p align="right">(<a href="#top">返回顶端</a>)</p>

### 生物医药

加速 [AlphaFold](https://alphafold.ebi.ac.uk/) 蛋白质结构预测
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15 changes: 15 additions & 0 deletions README.md
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<li>
<a href="#Colossal-AI-in-the-Real-World">Colossal-AI for Real World Applications</a>
<ul>
<li><a href="#AIGC">AIGC: Acceleration of Stable Diffusion</a></li>
<li><a href="#Biomedicine">Biomedicine: Acceleration of AlphaFold Protein Structure</a></li>
</ul>
</li>
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## Colossal-AI in the Real World

### AIGC
Acceleration of AIGC (AI-Generated Content) models such as [Stable Diffusion](https://github.com/CompVis/stable-diffusion)
<p id="diffusion_train" align="center">
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/diffusion_train.png" width=800/>
</p>

- [Stable Diffusion with Colossal-AI](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion): 6.5x faster training and pretraining cost saving, the hardware cost of fine-tuning can be almost 7X cheaper (from RTX3090/4090 to RTX3050/2070)

<p id="diffusion_demo" align="center">
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/diffusion_demo.png" width=800/>
</p>

<p align="right">(<a href="#top">back to top</a>)</p>

### Biomedicine
Acceleration of [AlphaFold Protein Structure](https://alphafold.ebi.ac.uk/)

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