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Synthesizing Representative I/O Workloads for TPC-H
Madrid, Spain February 14-February 18
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/HPCA.2004.1001910th International Symposium on High ...
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Jianyong Zhang, Pennsylvania State University
Anand Sivasubramaniam, Pennsylvania State University
Hubertus Franke, IBM T. J. Watson Research Center
Natarajan Gautam, Pennsylvania State University
Yanyong Zhang, Rutgers University
Shailabh Nagar, IBM T. J. Watson Research Center
Synthesizing I/O requests that can accurately capture workload behavior is extremely valuable for the design, implementation and optimization of disk subsystems. This paper presents a synthetic workload generator for TPC-H, an important decision-support commercial workload, by completely characterizing the arrival and access patterns of its queries. We present a novel approach for parameterizing the behavior of inter-mingling streams of sequential requests, and exploit correlations between multiple attributes of these requests, to generate disk block-level traces that are shown to accurately mimic the behavior of a real trace in terms of response time characteristics for each TPC-H query.
Citation:
Jianyong Zhang, Anand Sivasubramaniam, Hubertus Franke, Natarajan Gautam, Yanyong Zhang, Shailabh Nagar, "Synthesizing Representative I/O Workloads for TPC-H," hpca, pp.142, 10th International Symposium on High Performance Computer Architecture (HPCA'04), 2004
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