Update README.md

README.md

@@ -5,7 +5,7 @@ license: cc-by-4.0
 # Description
 
 DPA-3.2-5M is trained using a multitask strategy on the [OpenLAM datasets V2](https://www.aissquare.com/datasets/detail?pageType=datasets&name=OpenLAM-TrainingSet-v2&id=391).
-Please ensure the usage of the correct code version (**v3.1.2**) corresponding to this model.
+Please ensure the usage of the correct code version [**v3.1.2**](https://github.com/deepmodeling/deepmd-kit/releases/tag/v3.1.2) corresponding to this model.
 Compared with DPA-3.1-3M, the following changes were made:
 
 1. The model depth was increased from 16 layers to 24 layers.
@@ -64,7 +64,7 @@ pip install torch torchvision torchaudio
 pip install git+https://github.com/deepmodeling/deepmd-kit@v3.1.2
 ```
 
-For other installation options, please visit the [Releases page](https://github.com/deepmodeling/deepmd-kit/releases/tag/v3.1.0a0) page to download the off-line package for **deepmd-kit devel**, and refer to the [official documentation](https://docs.deepmodeling.com/projects/deepmd/en/v3.0.0rc0/install/easy-install.html) for off-line installation instructions.
+For other installation options, please visit the [Releases page](https://github.com/deepmodeling/deepmd-kit/releases/tag/v3.1.2) page to download the off-line package for **deepmd-kit devel**, and refer to the [official documentation](https://docs.deepmodeling.com/projects/deepmd/en/v3.0.0rc0/install/easy-install.html) for off-line installation instructions.
 
 ## Use the pretrained model