Question about memory measurement

Hi. This work is really a fantastic job! I want to do some further research based on it in order to reduce the required resources. I noticed that you've provided memory usage in your paper. May I ask how did you measure the GPU footprint? 
Thanks very much. Looking forward to your reply. 