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[doc] add diffusion (#1827)
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README.md
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README.md
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<li>
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<a href="#Colossal-AI-in-the-Real-World">Colossal-AI for Real World Applications</a>
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<ul>
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<li><a href="#AIGC">AIGC: Acceleration of Stable Diffusion</a></li>
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<li><a href="#Biomedicine">Biomedicine: Acceleration of AlphaFold Protein Structure</a></li>
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</ul>
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</li>
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## Colossal-AI in the Real World
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### AIGC
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Acceleration of AIGC (AI-Generated Content) models such as [Stable Diffusion](https://github.com/CompVis/stable-diffusion)
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<p id="diffusion_train" align="center">
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/diffusion_train.png" width=800/>
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</p>
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- [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)
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<p id="diffusion_demo" align="center">
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/diffusion_demo.png" width=800/>
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</p>
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<p align="right">(<a href="#top">back to top</a>)</p>
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### Biomedicine
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Acceleration of [AlphaFold Protein Structure](https://alphafold.ebi.ac.uk/)
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