MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE)(2021)
摘要
Embedded systems have proliferated in various consumer and industrial applications with the evolution of Cyber-Physical Systems and the Internet of Things. These systems are subjected to stringent constraints so that embedded software must be optimized for multiple objectives simultaneously, namely reduced energy consumption, execution time, and code size. Compilers offer optimization phases to im...
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关键词
Measurement,Training,Adaptation models,Analytical models,Energy consumption,Sequential analysis,Estimation
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