examples.main.simple doesn't seem to use GPU.

Hi! thank you for the interesting work! This is what I am looking for!

By the way. I just test run examples.main.simple, it doesn't seem to use GPU at all.
Is this expteced? or did I do something wrong. I installed tensorflow-gpu.