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Methodological Principles for Reproducible Performance Evaluation in Cloud Computing

Papadopoulos, Alessandro Vittorio ; Versluis, Laurens ; Bauer, Andre ; Herbst, Nikolas ; Kistowski, Joakim von ; Ali-Eldin, Ahmed ; Abad, Cristina L. ; Amaral, Jose Nelson ; Tuma, Petr ; Iosup, Alexandru

IEEE transactions on software engineering, 2021-08, Vol.47 (8), p.1528-1543 [Periódico revisado por pares]

New York: IEEE

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Título:
Methodological Principles for Reproducible Performance Evaluation in Cloud Computing
Autor: Papadopoulos, Alessandro Vittorio ; Versluis, Laurens ; Bauer, Andre ; Herbst, Nikolas ; Kistowski, Joakim von ; Ali-Eldin, Ahmed ; Abad, Cristina L. ; Amaral, Jose Nelson ; Tuma, Petr ; Iosup, Alexandru
Assuntos: Architectural acoustics ; Benchmark testing ; Benchmarking ; Cloud computing ; Computer performance ; Economic and social effects ; Engineering research ; Experimental evaluation ; experimentation ; Literature reviews ; observation study ; Performance evaluation ; Principles ; Software engineering ; Software testing ; Sound ; Systematics
É parte de: IEEE transactions on software engineering, 2021-08, Vol.47 (8), p.1528-1543
Descrição: The rapid adoption and the diversification of cloud computing technology exacerbate the importance of a sound experimental methodology for this domain. This work investigates how to measure and report performance in the cloud, and how well the cloud research community is already doing it. We propose a set of eight important methodological principles that combine best-practices from nearby fields with concepts applicable only to clouds, and with new ideas about the time-accuracy trade-off. We show how these principles are applicable using a practical use-case experiment. To this end, we analyze the ability of the newly released SPEC Cloud IaaS benchmark to follow the principles, and showcase real-world experimental studies in common cloud environments that meet the principles. Last, we report on a systematic literature review including top conferences and journals in the field, from 2012 to 2017, analyzing if the practice of reporting cloud performance measurements follows the proposed eight principles. Worryingly, this systematic survey and the subsequent two-round human reviews, reveal that few of the published studies follow the eight experimental principles. We conclude that, although these important principles are simple and basic, the cloud community is yet to adopt them broadly to deliver sound measurement of cloud environments.
Editor: New York: IEEE
Idioma: Inglês

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Methodological Principles for Reproducible Performance Evaluation in Cloud Computing

Papadopoulos, Alessandro Vittorio ; Versluis, Laurens ; Bauer, Andre ; Herbst, Nikolas ; Kistowski, Joakim von ; Ali-Eldin, Ahmed ; Abad, Cristina L. ; Amaral, Jose Nelson ; Tuma, Petr ; Iosup, Alexandru

New York: IEEE

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