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基于成本的MapReduce工作流优化器

冯秋燕

计算机工程与应用Issue(21):64-69,6.
计算机工程与应用Issue(21):64-69,6.DOI:10.3778/j.issn.1002-8331.1310-0228

基于成本的MapReduce工作流优化器

Cost-based MapReduce workflow optimizers

冯秋燕1

作者信息

  • 1. 河南财经政法大学,郑州 450000
  • 折叠

摘要

Abstract

Optimizations at different levels of the MapReduce stack have their advantages and disadvantages. For MapReduce workload optimization problem, related concepts are proposed;cost-based optimization approaches and related technology of MapReduce jobs are introduced and assessed through comparation with RoT;three MapReduce workflow optimizers are presented for cost-based optimization of MapReduce workflows based on dataflow and resource dependencies. Cost-based workflow optimization is evaluated. End-to-end evaluation of the workflow optimizer is described;the advantages and disad-vantages of these three workflow optimizers are analyzed through experimental evaluation of their overhead.

关键词

MapReduce工作负载/优化/数据流依赖/资源依赖/工作流优化器

Key words

MapReduce workloads/optimization/dataflow dependencies/resource dependencies/workflow optimizer

分类

信息技术与安全科学

引用本文复制引用

冯秋燕..基于成本的MapReduce工作流优化器[J].计算机工程与应用,2015,(21):64-69,6.

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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