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.
Seonglae Cho