Attempt of unbiased comparison of GPU and CPU performance in common scientific computing

A Hidic, D Zubanovic, A Hajdarevic… - 2012 IX International …, 2012 - ieeexplore.ieee.org
A Hidic, D Zubanovic, A Hajdarevic, A Huseinovic, N Nosovic
2012 IX International Symposium on Telecommunications (BIHTEL), 2012ieeexplore.ieee.org
Graphics processing units (GPU) are considered to have superior performance over the
central processing units (CPU) in performing common scientific computations. Number of
factors that can seriously change this conception are usually overlooked. In this paper, some
of these factors are taken into account and their impact is measured, analysed and
discussed. Matrix multiplication and Shell sorting examples are used to show that GPU
superiority is not always clear.
Graphics processing units (GPU) are considered to have superior performance over the central processing units (CPU) in performing common scientific computations. Number of factors that can seriously change this conception are usually overlooked. In this paper, some of these factors are taken into account and their impact is measured, analysed and discussed. Matrix multiplication and Shell sorting examples are used to show that GPU superiority is not always clear.
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