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This article is an attempt to sum up a small number of generic rules that appear to be useful rules of thumb when creating high performing programs. It is structured by first establishing some fundamental causes of performance hits followed by their extensions.
Parallel programming is essential for writing performant applications on modern hardware. You've probably noticed that, in recent years, CPU clock speeds have barely increased. At the same time, dual-core and quad-core computers have become common.