Created by: reyoung

We should add a WITH_PROFILE option for cmake as a compile option. If WITH_PROFILE=ON, it will add -p -g to compiler flags. Also, there could be similar flags for nvcc.

Profiling is the first step of performance tuning. It is crucial for us to know which parts in our code are slow.