The Workflow Trace Archive: Open-Access Data from Public and Private Computing Infrastructures -- Technical Report

שמור ב:
מידע ביבליוגרפי
הוצא לאור ב:arXiv.org (Jul 11, 2019), p. n/a
מחבר ראשי: Versluis, Laurens
מחברים אחרים: Mathá, Roland, Talluri, Sacheendra, Hegeman, Tim, Prodan, Radu, Deelman, Ewa, Iosup, Alexandru
יצא לאור:
Cornell University Library, arXiv.org
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גישה מקוונת:Citation/Abstract
Full text outside of ProQuest
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MARC

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100 1 |a Versluis, Laurens 
245 1 |a The Workflow Trace Archive: Open-Access Data from Public and Private Computing Infrastructures -- Technical Report 
260 |b Cornell University Library, arXiv.org  |c Jul 11, 2019 
513 |a Working Paper 
520 3 |a Realistic, relevant, and reproducible experiments often need input traces collected from real-world environments. We focus in this work on traces of workflows---common in datacenters, clouds, and HPC infrastructures. We show that the state-of-the-art in using workflow-traces raises important issues: (1) the use of realistic traces is infrequent, and (2) the use of realistic, {\it open-access} traces even more so. Alleviating these issues, we introduce the Workflow Trace Archive (WTA), an open-access archive of workflow traces from diverse computing infrastructures and tooling to parse, validate, and analyze traces. The WTA includes \({>}48\) million workflows captured from \({>}10\) computing infrastructures, representing a broad diversity of trace domains and characteristics. To emphasize the importance of trace diversity, we characterize the WTA contents and analyze in simulation the impact of trace diversity on experiment results. Our results indicate significant differences in characteristics, properties, and workflow structures between workload sources, domains, and fields. 
653 |a Workload 
653 |a Data centers 
653 |a Archives & records 
653 |a Computation 
653 |a Tooling 
653 |a Infrastructure 
653 |a Domains 
653 |a Workflow 
653 |a Computer simulation 
653 |a Open access 
700 1 |a Mathá, Roland 
700 1 |a Talluri, Sacheendra 
700 1 |a Hegeman, Tim 
700 1 |a Prodan, Radu 
700 1 |a Deelman, Ewa 
700 1 |a Iosup, Alexandru 
773 0 |t arXiv.org  |g (Jul 11, 2019), p. n/a 
786 0 |d ProQuest  |t Engineering Database 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/2243263728/abstract/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch 
856 4 0 |3 Full text outside of ProQuest  |u http://arxiv.org/abs/1906.07471