GPGPU Performance Tuning – An illustrated example

This tutorial describes some common techniques to improve performance of GPU-based implementations in linear algebra applications. The example presented here is a Jacobi iteration (commonly used as a smoother in multigrid scenarios) on a sparse matrix arising from Finite Element discretizations of standard operators. However, none of that advanced background is neccessary to understand the GPU-specific examples given here.