Hey,
I know this thread is already solved, but I stumbled here and thought this page in the pytorch docs 10 belonged here. I am actually quite surprised nobody posted this as a solution already!
It clearly explains the role of Variable and how you can disable the tracking of history through volatile=True.
Always wanted to be able to tell someone to RTFM. 
Have a great day!