How to use GAE to generate nodes embeddings

Hello! 
First of all thanks for this amazing work!

I am Japanese, so I apologize if my English is not good.

I want to embed a node in a graph using unsupervised learning GCN.
I would like to know how to use GAE to generate a node embedding.
If you don't mind, could you tell me?

Thanks.