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Borg : the next generation
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dc.contributor.author | Tirmazi, Muhammad | |
dc.contributor.author | Barker, Adam | |
dc.contributor.author | Deng, Nan | |
dc.contributor.author | Haque, Md E. | |
dc.contributor.author | Qin, Zhijing Gene | |
dc.contributor.author | Hand, Steven | |
dc.contributor.author | Harchol-Balter, Mor | |
dc.contributor.author | Wilkes, John | |
dc.date.accessioned | 2020-05-26T15:30:05Z | |
dc.date.available | 2020-05-26T15:30:05Z | |
dc.date.issued | 2020-04-15 | |
dc.identifier | 268029170 | |
dc.identifier | 6ccd0ffe-ea20-44e7-a9dd-2090101148f6 | |
dc.identifier | 85087107844 | |
dc.identifier | 000626725600003 | |
dc.identifier.citation | Tirmazi , M , Barker , A , Deng , N , Haque , M E , Qin , Z G , Hand , S , Harchol-Balter , M & Wilkes , J 2020 , Borg : the next generation . in Proceedings of the Fifteenth European Conference on Computer Systems (EuroSys '20) . , 30 , ACM , New York , pp. 1-14 , Fifteenth European Conference on Computer Systems (EuroSys ’20) , Heraklion , Greece , 27/04/20 . https://doi.org/10.1145/3342195.3387517 | en |
dc.identifier.citation | conference | en |
dc.identifier.isbn | 9781450368827 | |
dc.identifier.other | Bibtex: 10.1145/3342195.3387517 | |
dc.identifier.uri | https://hdl.handle.net/10023/19996 | |
dc.description.abstract | This paper analyzes a newly-published trace that covers 8 different Borg [35] clusters for the month of May 2019. The trace enables researchers to explore how scheduling works in large-scale production compute clusters. We highlight how Borg has evolved and perform a longitudinal comparison of the newly-published 2019 trace against the 2011 trace, which has been highly cited within the research community. Our findings show that Borg features such as alloc sets are used for resource-heavy workloads; automatic vertical scaling is effective; job-dependencies account for much of the high failure rates reported by prior studies; the workload arrival rate has increased, as has the use of resource over-commitment; the workload mix has changed, jobs have migrated from the free tier into the best-effort batch tier; the workload exhibits an extremely heavy-tailed distribution where the top 1% of jobs consume over 99% of resources; and there is a great deal of variation between different clusters. | |
dc.format.extent | 2348640 | |
dc.language.iso | eng | |
dc.publisher | ACM | |
dc.relation.ispartof | Proceedings of the Fifteenth European Conference on Computer Systems (EuroSys '20) | en |
dc.subject | Data centers | en |
dc.subject | Cloud computing | en |
dc.subject | QA75 Electronic computers. Computer science | en |
dc.subject | QA76 Computer software | en |
dc.subject | 3rd-DAS | en |
dc.subject | BDC | en |
dc.subject | R2C | en |
dc.subject | ~DC~ | en |
dc.subject.lcc | QA75 | en |
dc.subject.lcc | QA76 | en |
dc.title | Borg : the next generation | en |
dc.type | Conference item | en |
dc.contributor.institution | University of St Andrews. School of Computer Science | en |
dc.identifier.doi | 10.1145/3342195.3387517 |
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