Why is there no reference to memory pitch in cudnn?

I can’t seem to find a way to specify to cudnn the pitch of a tensor. I would like to call a cuda kernel before and after a forward convolution on a pitched allocated array, is there a way to do this? Am I missing a reason why this might not be a good idea?