ShenZhen transportation system (SZTS):a novel big data benchmark suite

	ShenZhen transportation system (SZTS):a novel big data benchmark suite
	Wen Xiong; Zhibin Yu; Lieven Eeckhout; Zhengdong Bei; Fan Zhang; Chengzhong Xu
刊名	JOURNAL OF SUPERCOMPUTING
	2016
英文摘要	Data analytics is at the core of the supply chain for both products and services in modern economies and societies. Big data workloads, however, are placing unprecedented demands on computing technologies, calling for a deep understanding and characterization of these emerging workloads. In this paper, we propose ShenZhen Transportation System (SZTS), a novel big data Hadoop benchmark suite comprised of real-life transportation analysis applications with real-life input data sets from Shenzhen in China. SZTS uniquely focuses on a specific and real-life application domain whereas other existing Hadoop benchmark suites, such as HiBench and CloudRank-D, consist of generic algorithms with synthetic inputs. We perform a cross-layer workload characterization at the microarchitecture level, the operating system (OS) level, and the job level, revealing unique characteristics of SZTS compared to existing Hadoop benchmarks as well as general-purpose multi-core PARSEC benchmarks. We also study the sensitivity of workload behavior with respect to input data size, and we propose a methodology for identifying representative input data sets.
收录类别	SCI
原文出处	http://link.springer.com/article/10.1007/s11227-016-1742-7
语种	英语
内容类型	期刊论文
源URL	[http://ir.siat.ac.cn:8080/handle/172644/10242]
专题	深圳先进技术研究院_数字所
作者单位	JOURNAL OF SUPERCOMPUTING
推荐引用方式 GB/T 7714	Wen Xiong,Zhibin Yu,Lieven Eeckhout,et al. ShenZhen transportation system (SZTS):a novel big data benchmark suite[J]. JOURNAL OF SUPERCOMPUTING,2016.
APA	Wen Xiong,Zhibin Yu,Lieven Eeckhout,Zhengdong Bei,Fan Zhang,&Chengzhong Xu.(2016).ShenZhen transportation system (SZTS):a novel big data benchmark suite.JOURNAL OF SUPERCOMPUTING.
MLA	Wen Xiong,et al."ShenZhen transportation system (SZTS):a novel big data benchmark suite".JOURNAL OF SUPERCOMPUTING (2016).