基于多面体的CGRAs非完美嵌套循环流水线

Dajiang Liu, Ting Liu, Xingyu Mo, Jiaxing Shang, S. Yin
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引用次数: 1

摘要

粗粒度可重构体系结构(CGRAs)是一种具有高能效和灵活性的有前途的体系结构。应用程序的计算密集型部分(例如循环)通常在CGRAs上执行以加速,模调度通常用于循环映射。然而,对于嵌套不完美的循环,现有方法在进行模调度之前没有充分探索循环的结构,导致执行性能较差。为了解决这个问题,我们提出了一种基于多面体的流水线方法,用于在CGRA上映射不完美嵌套循环。该方法利用多面体模型有效地探索不完美嵌套循环的变换空间,并以总执行时间为优化指标,大大提高了执行性能。在$4 × 4$网格连接的CGRA上,实验结果表明,与目前的技术相比,我们的方法可以将嵌套循环的总执行时间平均减少50.1%。此外,在实践中,编译时间是适度的。
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Polyhedral-based Pipelining of Imperfectly-Nested Loop for CGRAs
Coarse-Grained Reconfigurable Architectures (CGRAs) are promising architectures with high energy efficiency and flexibility. The computation-intensive portions of an application (e.g. loops) are often executed on CGRAs for acceleration and modulo scheduling is commonly used for loop mapping. However, for imperfectly-nested loops, existing methods don't fully explore the structure of the loops before performing modulo scheduling, resulting in poor execution performance. To tackle this problem, we propose a polyhedral-based pipelining approach for mapping imperfectly-nested loops on CGRA. By efficiently exploring the transformation space for imperfectly-nested loops using the polyhedral model and taking total execution time as an optimization metric, our approach could improve the execution performance greatly. On a $4\times 4$ mesh-connected CGRA, the experimental results show that our approach can reduce the total execution time of nested loop by 50.1 % on average, as compared to the state-of-the-art techniques. Moreover, the compilation time is moderate in practice.
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