[doc] update stable diffusion link (#2322)

* [doc] update link

README-zh-Hans.md

@@ -224,13 +224,13 @@ Colossal-AI 为您提供了一系列并行组件。我们的目标是让您的
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/DreamBooth.png" width=800/>
 </p>
 
-- [DreamBooth微调](https://github.com/hpcaitech/ColossalAI/tree/hotfix/doc/examples/images/dreambooth): 仅需3-5张目标主题图像个性化微调
+- [DreamBooth微调](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth): 仅需3-5张目标主题图像个性化微调
 
 <p id="inference" align="center">
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg" width=800/>
 </p>
 
-- [推理](https://github.com/hpcaitech/EnergonAI/tree/main/examples/bloom): GPU推理显存消耗降低2.5倍
+- [推理](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion): GPU推理显存消耗降低2.5倍
 
 
 <p align="right">(<a href="#top">返回顶端</a>)</p>

README.md

@@ -226,13 +226,13 @@ Acceleration of AIGC (AI-Generated Content) models such as [Stable Diffusion v1]
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/DreamBooth.png" width=800/>
 </p>
 
-- [DreamBooth Fine-tuning](https://github.com/hpcaitech/ColossalAI/tree/hotfix/doc/examples/images/dreambooth): Personalize your model using just 3-5 images of the desired subject.
+- [DreamBooth Fine-tuning](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth): Personalize your model using just 3-5 images of the desired subject.
 
 <p id="inference" align="center">
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg" width=800/>
 </p>
 
-- [Inference](https://github.com/hpcaitech/EnergonAI/tree/main/examples/bloom): Reduce inference GPU memory consumption by 2.5x.
+- [Inference](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion): Reduce inference GPU memory consumption by 2.5x.
 
 
 <p align="right">(<a href="#top">back to top</a>)</p>

examples/images/diffusion/README.md

@@ -11,13 +11,13 @@ Acceleration of AIGC (AI-Generated Content) models such as [Stable Diffusion v1]
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/DreamBooth.png" width=800/>
 </p>
 
-- [DreamBooth Fine-tuning](https://github.com/hpcaitech/ColossalAI/tree/hotfix/doc/examples/images/dreambooth): Personalize your model using just 3-5 images of the desired subject.
+- [DreamBooth Fine-tuning](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth): Personalize your model using just 3-5 images of the desired subject.
 
 <p id="inference" align="center">
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg" width=800/>
 </p>
 
-- [Inference](https://github.com/hpcaitech/EnergonAI/tree/main/examples/bloom): Reduce inference GPU memory consumption by 2.5x.
+- [Inference](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion): Reduce inference GPU memory consumption by 2.5x.
 
 More details can be found in our [blog of Stable Diffusion v1](https://www.hpc-ai.tech/blog/diffusion-pretraining-and-hardware-fine-tuning-can-be-almost-7x-cheaper) and [blog of Stable Diffusion v2](https://www.hpc-ai.tech/blog/colossal-ai-0-2-0).