Can we trust profiling results?

Abstract

Profilers are an indispensable component in modern software stack of data centers and supercomputers. Profilers collect detailed performance data during program execution and guide code optimization across the entire software stack. The accuracy of the profiling result proves to be vital for one to effectively gain performance insights. Unfortunately, inaccuracy may arise due to measurement techniques or hardware limits, which can waste optimization efforts.