About sec.4.1 experiment

Hi
Thanks for your great work!
Now I'm experimenting in an environment as close as possible to the one in Section 4.1,
but I'm not getting the high precision results shown in Figure 2.
Could you please tell me how you generated the random graph? 
It would also be helpful if you could tell me how you set the hyperparameters such as the number of epochs.