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Resource Aware Mapping On Coarse Grained Reconfigurable Arrays

机译:粗粒度可重新配置阵列上的资源感知映射

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摘要

Coarse grain reconfigurable array architectures have become increasingly popular due to their flexibility, scalability and performance. However, the mapping of programs on these architectures is characterized by huge complexity. This work presents a new mapping methodology for effectively mapping applications on coarse grained reconfigurable arrays. The core of this methodology comprises of the scheduling and register allocation phases performed, for the first time in the case of CGRAs, in a single step. Additionally, modulo scheduling with backtracking capability is incorporated in this scheme. The main contribution of this work includes a novel technique for minimizing the memory bandwidth bottleneck, a new priority scheme and a new set of heuristics which target on the maximization of the Instruction Level Parallelism by efficiently managing the architecture's resources. The overall approach is retargetable with respect to a parametric architecture template modelling a large number of architecture alternatives and it has been automated with a prototype tool which permits experimental exploration. The experimental results showed that the achieved performance figures are very close to the most effective ones derived from the theoretical study on the architecture's resources and the applications requirements. Moreover, the application of the bandwidth optimization technique lead to a 20-130% increase on operation parallelism. Finally, the experiments quantified the benefit from applying the new priority scheme and heuristics.
机译:粗粒度可重构阵列架构由于其灵活性,可伸缩性和性能而变得越来越流行。但是,程序在这些体系结构上的映射具有巨大的复杂性。这项工作提出了一种新的映射方法,可以有效地在粗粒度可重配置阵列上映射应用程序。该方法的核心包括在单个步骤中首次执行CGRA的调度和寄存器分配阶段。另外,具有回溯功能的模调度被结合到该方案中。这项工作的主要贡献包括一种用于最小化内存带宽瓶颈的新技术,一种新的优先级方案和一套新的启发式方法,它们旨在通过有效管理架构资源来最大程度地提高指令级并行度。相对于建模大量架构替代方案的参数化架构模板而言,总体方法是可重定向的,并且已通过允许进行实验探索的原型工具实现了自动化。实验结果表明,所获得的性能数据非常接近从对体系结构资源和应用需求的理论研究得出的最有效的性能数据。此外,带宽优化技术的应用导致操作并行度提高20-130%。最后,实验量化了应用新的优先级方案和启发式方法带来的好处。

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