I’m afraid you have to implement the convolution yourself in python using the already available pytorch functions as the Convolutions are implemented in C.
Alternatively you could have a look at the C-Implementation which can be found here and check whether it would be easier to modify this implementation. On this tutorial page you can find examples towards how to extend pytorch.
I think the best approach would be to write your own autograd function as suggested in this post