The mentioned graph is the graph that contains all the computation that were used to get to the final Variable. This is the graph that is used to determine which gradients should be computed with backprop.
You can see here an example of how to traverse this graph for visualization purposes: https://github.com/szagoruyko/functional-zoo/blob/master/visualize.py 547