Fast estimation of memory consumption for energy-efficient compilers

Emilio Wuerges, R. S. Oliveira, L. Santos
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引用次数: 2

Abstract

Efficient embedded computing requires extended compiler awareness of the underlying hardware platform: execution time and energy consumption estimates should guide optimization. Conventional compilers employ rough (energy-unaware) estimates for fast decision making. Real-time compilers quickly determine bounds for WCET, but ignore energy. Embedded compilers accurately estimate average time/energy but require time-consuming profiling. We propose a novel estimation method based on energy-aware Abstract Interpretation from cache configuration and target technology. Our estimates exhibit derivatives that are as accurate as those obtained by profiling, but are computed at least 1000 times faster, being suitable for driving embedded code optimizations through iterative improvement.
高效能编译器内存消耗的快速估计
高效的嵌入式计算需要扩展编译器对底层硬件平台的感知:执行时间和能耗估计应该指导优化。传统的编译器使用粗略的(不知道能量的)估计来快速决策。实时编译器可以快速确定WCET的边界,但忽略能量。嵌入式编译器准确地估计平均时间/能量,但需要耗时的分析。从缓存配置和目标技术出发,提出了一种基于能量感知的抽象解释估计方法。我们的估计显示了与通过分析获得的结果一样精确的导数,但是计算速度至少快1000倍,适合通过迭代改进来驱动嵌入式代码优化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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