Rodinia: A benchmark suite for heterogeneous computing

Shuai Che, Michael Boyer, Jiayuan Meng, D. Tarjan, J. Sheaffer, Sang-Ha Lee, K. Skadron
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引用次数: 2693

Abstract

This paper presents and characterizes Rodinia, a benchmark suite for heterogeneous computing. To help architects study emerging platforms such as GPUs (Graphics Processing Units), Rodinia includes applications and kernels which target multi-core CPU and GPU platforms. The choice of applications is inspired by Berkeley's dwarf taxonomy. Our characterization shows that the Rodinia benchmarks cover a wide range of parallel communication patterns, synchronization techniques and power consumption, and has led to some important architectural insight, such as the growing importance of memory-bandwidth limitations and the consequent importance of data layout.
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Rodinia:异构计算的基准套件
本文介绍并描述了Rodinia,一个异构计算的基准套件。为了帮助架构师研究GPU(图形处理单元)等新兴平台,Rodinia包括针对多核CPU和GPU平台的应用程序和内核。应用程序的选择灵感来自伯克利的侏儒分类法。我们的描述表明,Rodinia基准测试涵盖了广泛的并行通信模式、同步技术和功耗,并得出了一些重要的体系结构见解,例如内存带宽限制的重要性日益增加以及随之而来的数据布局的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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