综合TPC-H的典型I/O工作负载

Jianyong Zhang, A. Sivasubramaniam, H. Franke, N. Gautam, Yanyong Zhang, S. Nagar
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引用次数: 55

摘要

合成能够准确捕获工作负载行为的I/O请求对于磁盘子系统的设计、实现和优化非常有价值。本文通过完整表征TPC-H查询的到达和访问模式,为TPC-H这一重要的决策支持商业工作负载提供了一个综合工作负载生成器。我们提出了一种新的方法来参数化顺序请求的混合流的行为,并利用这些请求的多个属性之间的相关性来生成磁盘块级跟踪,这些跟踪可以准确地模拟每个TPC-H查询的响应时间特征方面的真实跟踪的行为。
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Synthesizing Representative I/O Workloads for TPC-H
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.
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