Brief Announcement: Modeling MapReduce for Optimal Execution in the Cloud

Cloud services are being increasingly used to outsource computations. But as cloud services become more popular, the variety of services that are offered is becoming over-whelming. In this paper, the authors aim at providing a model based on linear programming for cloud computations that enables customers to make an optimal choice of which re-sources to allocate, e.g.., one that minimizes monetary costs. This can then be integrated into a system that automates resource allocation. This paper focuses on modelling a restricted type of computations, namely MapReduce jobs. This is not only a relevant programming paradigm that is increasingly used for large-scale computational jobs, but will also offer one's a starting point from which they can generalize their techniques.

Provided by: Association for Computing Machinery Topic: Cloud Date Added: Jul 2010 Format: PDF

Download Now

Find By Topic