torch.Tensor.transpose()

torch.Tensor.transpose() is not just sugar syntax, but rather

torch tensor.permute() is the sugar syntax. While transpose explicitly specifies two dimensions to swap,

Pytorch tensor.T completely reverses the shape Size array, essentially a version of permute with reversed size. tensor.mT is specifically for 2D and only allows 2D tensors.