ALOJA: A Framework for Benchmarking and Predictive Analytics in Big Data Deployments

Josep Ll Berral,Nicolas Poggi,David Carrera,Aaron Call,Rob Reinauer,Daron Green

IEEE Transactions on Emerging Topics in Computing（2017）

引用 6|浏览82

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摘要

This article presents the ALOJA project and its analytics tools, which leverages machine learning to interpret big data benchmark performance data and tuning. ALOJA is part of a long-term collaboration between Barcelona Supercomputing Center and Microsoft to automate the characterization of cost-effectiveness on big data deployments, currently focusing on Hadoop. Hadoop presents a complex run-time...

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关键词

Benchmark testing,Hardware,Predictive models,Software,Analytical models,Licenses,Big data

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