Jialei gh219 improve consistency check between gpu vs cpu computation for general qp ei

********* PEOPLE *************
Primary reviewer: @suntzu86

Reviewers: @sc932 @ypwais @yaoster

********* DESCRIPTION **************
Branch Name: jialei_gh219_improve_consistency_check_between_gpu_vs_cpu_computation_for_general_qp_EI
Ticket(s)/Issue(s): Closes #219 

********* TESTING DONE *************
make test-no-tox: total test time 27.40s
cpplint.py to check style
don't put the semicolon here. Remove this and put the semicolon at all the callsites (i'll mark one example below). no semicolon throws people off