normalize, as its name suggests, normalizes a tensor (http://pytorch.org/docs/master/nn.html#torch.nn.functional.normalize 265). So when given a tensor containing all same values, it has 0 grad as it is symmetrical.
norm returns the norm of a tensor.
They do different things.