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A heterogeneous hierarchical solution to cost-efficient high performance computing

机译:一种经济高效的高性能计算的异构分层解决方案

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Two facts that suggest the desirability of a hierarchical approach to cost-effective high-performance computing are empirically established in this paper. The first fact is the temporal locality of programs with respect to the degree of parallelism. Two temporal (instruction and data) locality principles are identified and empirically established for a set of programs. The impact of this behavior is discussed with respect to the proposed heterogeneous multilevel architecture. The second fact that supports the hierarchical architecture is the cost-efficiency advantage of heterogeneous over homogeneous multiprocessor systems. An initial performance analysis is presented which quantifies this fact for the proposed heterogeneous hierarchical organization. The proposed multilevel processor configuration uses fast and costly resources sparingly to reduce sequential and low parallelism bottlenecks. The resulting organization tries to balance cost, speed and parallelism granularity.
机译:在本文中,建议在经验上建立了具有成本高性能计算的分层方法的可取性的两个事实。第一个事实是关于平行度的节目的时间局部。为一组程序确定和经验建立了两个时间(指示和数据)局部原则。关于提出的异构多级架构讨论了这种行为的影响。支持分层体系结构的第二个事实是异构在同次多处理器系统上的成本效率优势。提出了初始性能分析,其量化了所提出的异构分层组织的这一事实。所提出的多级处理器配置使用快速且昂贵的资源,以减少顺序和低行行瓶颈。由此产生的组织试图平衡成本,速度和平行粒度。

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