We can optimize the read/write by making them coalesced by making the data
aligned by image or row depending of the kernel used.

Is their a way(is that usefull) to automatically detect this when we
compile the theano graph? We could make each op tell the alignment they
prefer(in order of the dimension of the ndarray) for inputs/outputs and the
compiler select the one it think is best?

Fred