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Corollaries to Amdahl''s Law for Energy

机译:阿姆达尔能源法的推论

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This paper studies the important interaction between parallelization and energy consumption in a parallelizable application. Given the ratio of serial and parallel portion in an application and the number of processors, we first derive the optimal frequencies allocated to the serial and parallel regions in the application to minimize the total energy consumption, while the execution time is preserved (i.e., speedup = 1). We show that dynamic energy improvement due to parallelization has a function rising faster with the increasing number of processors than the speed improvement function given by the well-known Amdahl''s Law. Furthermore, we determine the conditions under which one can obtain both energy and speed improvement, as well as the amount of improvement. The formula we obtain capture the fundamental relationship between parallelization, speedup, and energy consumption and can be directly utilized in energy aware processor resource management. Our results form a basis for several interesting research directions in the area of power and energy aware parallel processing.
机译:本文研究了在可并行化应用中并行化与能耗之间的重要相互作用。给定应用程序中串行和并行部分的比例以及处理器数量,我们首先导出分配给应用程序中串行和并行区域的最佳频率,以最大程度地减少总能耗,同时保留执行时间(即加速) = 1)。我们表明,由于处理器数量的增加,并行化带来的动态能量改善功能要比众所周知的阿姆达尔定律所提供的速度改善功能更快。此外,我们确定了可以同时获得能量和速度改善以及改善量的条件。我们获得的公式捕获了并行化,加速和能耗之间的基本关系,可以直接用于节能型处理器资源管理中。我们的结果为功率和能量感知并行处理领域中几个有趣的研究方向奠定了基础。

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