在共享内存加速器上探索单源最短路径并行化

D. Palossi, A. Marongiu
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引用次数: 1

摘要

单源最短路径(SSSP)算法在嵌入式系统中有着广泛的应用。嵌入式设备中采用异构设计的新趋势,即低功耗并行加速器与主处理器耦合,为提供卓越的性能/瓦特提供了新的机会,但需要高效的并行SSSP实现。在这项工作中,我们详细探讨了Δ-stepping算法在具有代表性的异构嵌入式系统TI Keystone II上的性能,并考虑了几个并行化参数(线程、负载平衡、同步)的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring Single Source Shortest Path Parallelization on Shared Memory Accelerators
Single Source Shortest Path (SSSP) algorithms are widely used in embedded systems for several applications. The emerging trend towards the adoption of heterogeneous designs in embedded devices, where low-power parallel accelerators are coupled to the main processor, opens new opportunities to deliver superior performance/watt, but calls for efficient parallel SSSP implementation. In this work we provide a detailed exploration of the Δ-stepping algorithm performance on a representative heterogeneous embedded system, TI Keystone II, considering the impact of several parallelization parameters (threading, load balancing, synchronization).
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