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A Programming Model and Runtime System for Significance-Aware Energy-Efficient Computing.

机译:用于重要性感知节能计算的编程模型和运行时系统。

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摘要

We introduce a task-based programming model and runtime system that exploit the observation that not all parts of a program are equally significant for the accuracy of the end-result, in order to trade off the quality of program outputs for increased energy-efficiency. This is done in a structured and flexible way, allowing for easy exploitation of different points in the quality/energy space, without adversely affecting application performance. The runtime system can apply a number of different policies to decide whether it will execute less-significant tasks accurately or approximately.The experimental evaluation indicates that our system can achieve an energy reduction of up to 83% compared with a fully accurate execution and up to 35% compared with an approximate version employing loop perforation. At the same time, our approach always results in graceful quality degradation.
机译:我们引入了一个基于任务的编程模型和运行时系统,该模型利用以下观察结果:并非程序的所有部分对于最终结果的准确性都具有同等重要的意义,以便权衡程序输出的质量以提高能效。这是以结构化和灵活的方式完成的,从而可以轻松利用质量/能源空间中的不同点,而不会对应用程序性能产生不利影响。运行时系统可以应用多种不同的策略来决定是准确执行还是执行次要的任务。实验评估表明,与完全准确的执行相比,我们的系统可以节省多达83%的能源,与使用环孔的近似版本相比,为35%。同时,我们的方法始终会导致质量下降。

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