Synthetic Workload Generation for Cloud Computing Applications

• 作者: Arshdeep Bahga Vijay Krishna Madisetti
• 来源期刊: 软件工程与应用(英文)
• 学科: 工学
• 关键词: SYNTHETIC WORKLOAD BENCHMARKING ANALYTICAL Modeling Cloud COMPUTING WORKLOAD Specification Language
• 年，卷（期）: 2011,（7）
• 页码范围: 396-410
• 页数: 15页
• 分类号: TP3

摘要

We present techniques for characterization, modeling and generation of workloads for cloud computing applications. Methods for capturing the workloads of cloud computing applications in two different models - benchmark application and workload models are described. We give the design and implementation of a synthetic workload generator that accepts the benchmark and workload model specifications generated by the characterization and modeling of workloads of cloud computing applications. We propose the Georgia Tech Cloud Workload Specification Language (GT-CWSL) that provides a structured way for specification of application workloads. The GT-CWSL combines the specifications of benchmark and workload models to create workload specifications that are used by a synthetic workload generator to generate synthetic workloads for performance evaluation of cloud computing applications.