As you know the attention model can help us to solve many problems.Resently, I have a project which need to recognize the relation from some entities. After reading several paper, I decided to implement this paper: Relation Classification via Multi-Level Attention CNNs I desperately desire to use pytorch to do some awsome things. So it's the only choice for me. And i think you will like it.

Some of data handling codes are copied from ACNN

You need an environment: pytorch 1.0.0 keras & tensorflow (I only used one function which name is to_categorical) Git this project to your pycharm or other IDE, then edit the acnn_train.py to satisfied your data

These days, I reviewed the paper again and update my code. But the acc is still low.

Could somebody give me some advice?