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A Data Prefetch and Reuse Strategy for Coarse-Grained Reconfigurable Architectures

机译:粗粒度可重构体系结构的数据预取和重用策略

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摘要

The Coarse Grained Reconfigurable Architectures (CGRAs) are proposed as new choices for enhancing the ability of parallel processing. Data transfer throughput between Reconfigurable Cell Array (RCand on-chip local memory is usually the main performance bottleneck of CGRAs. In order to release this stress, we propose a novel data transfer strategy that is called Heuristic Data Prefetch and Reuse (HDPR), for the first time in the case of explicit CGRAs. The HDPR strategy provides not only the flexible data access schedule but also the high data throughput needed to realize fast pipelined implementations of various loop kernels. To improve the data utilization efficiency, a dual-bank cache-like data reuse structure is proposed. Furthermore, a heuristic data prefetch is also introduced to decrease the data access latency. Experimental results demonstrate that when compared with conventional explicit data transfer strategies, our work achieves a significant speedup improvement of, on average, 1.73 times at the expense of only 5.86% increase in area.
机译:粗粒度可重构体系结构(CGRA)被提出作为增强并行处理能力的新选择。可重配置单元阵列(RCand片上本地内存)之间的数据传输吞吐量通常是CGRA的主要性能瓶颈。为了释放这种压力,我们提出了一种新颖的数据传输策略,称为启发式数据预取和重用(HDPR),用于对于显式CGRA,这是首次使用HDPR策略,不仅提供了灵活的数据访问计划,而且还提供了实现各种循环内核的快速流水线实现所需的高数据吞吐量。提出了类似类的数据重用结构,并引入了启发式数据预取以减少数据访问延迟,实验结果表明,与传统的显式数据传输策略相比,我们的工作平均可以显着提高速度1.73时间以面积仅增加5.86%为代价。

著录项

  • 来源
    《IEICE Transactions on Information and Systems》 |2013年第3期|616-623|共8页
  • 作者单位

    The authors are with National ASIC System Engineering Research Center, Southeast University, Nanjing, China;

    The authors are with National ASIC System Engineering Research Center, Southeast University, Nanjing, China;

    The authors are with National ASIC System Engineering Research Center, Southeast University, Nanjing, China;

    The authors are with National ASIC System Engineering Research Center, Southeast University, Nanjing, China;

    The authors are with National ASIC System Engineering Research Center, Southeast University, Nanjing, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    coarse-grained reconfigurable architectures; data prefetch; data reuse;

    机译:粗粒度可重配置架构;数据预取;数据重用;
  • 入库时间 2022-08-18 00:25:56

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