Home > Research > Publications & Outputs > Tails in the cloud

Electronic data

  • SUPE-D-20-00042.R1

    Rights statement: The final publication is available at Springer via http://dx.doi.org/10.1007/s11227-020-03241-x

    Accepted author manuscript, 646 KB, PDF document

    Available under license: CC BY-NC: Creative Commons Attribution-NonCommercial 4.0 International License

Links

Text available via DOI:

View graph of relations

Tails in the cloud: a survey and taxonomy of straggler management within large‑scale cloud data centres

Research output: Contribution to journalJournal articlepeer-review

Published
Close
<mark>Journal publication date</mark>1/12/2020
<mark>Journal</mark>Journal of Supercomputing
Volume76
Number of pages40
Pages (from-to)10050–10089
Publication StatusPublished
Early online date12/03/20
<mark>Original language</mark>English

Abstract

Cloud computing systems are splitting compute- and data-intensive jobs into smaller tasks to execute them in a parallel manner using clusters to improve execution time. However, such systems at increasing scale are exposed to stragglers, whereby abnormally slow running tasks executing within a job substantially affect job performance completion. Such stragglers are a direct threat towards attaining fast execution of data-intensive jobs within cloud computing. Researchers have proposed an assortment of different mechanisms, frameworks, and management techniques to detect and mitigate stragglers both proactively and reactively. In this paper, we present a comprehensive review of straggler management techniques within large-scale cloud data centres. We provide a detailed taxonomy of straggler causes, as well as proposed management and mitigation techniques based on straggler characteristics and properties. From this systematic review, we outline several outstanding challenges and potential directions of possible future work for straggler research.

Bibliographic note

The final publication is available at Springer via http://dx.doi.org/10.1007/s11227-020-03241-x