Backpropagation of graph convolution

Hi,
I would like to ask if it is possible to you to explain the backpropagation step of the graph convolution. I would like to know if you can give the equations and their correspondence to the code. I am trying to understand how is the derivative calculated, but I am not able to do it. 

Sorry if it is a silly question..