http://pytorch.org/docs/master/autograd.html?highlight=backward#torch.autograd.backward 58
create_graph (bool, optional) – If true, graph of the derivative will be constructed, allowing to compute higher order derivative products. Defaults to False, unless grad_variables contains at least one non-volatile Variable.
It will create a backward graph because out is a non-volatile Variable.