Graphics processing unit (GPU) programming strategies and trends in GPU computing

In this article, we have given an overview of hardware and traditional optimization techniques for the GPU. We have furthermore given a step-by-step guide to profile driven development, in which bottlenecks and possible solutions are outlined. The focus is on state-of-the-art hardware with accompanying tools, and we have addressed the most prominent bottlenecks: memory, arithmetics, and latencies.