Optimal Load Allocation for Coded Distributed Computation in Heterogeneous Clusters

Recently, coding has been a useful technique to mitigate stragglers' effect in distributed computing. However, coding in this context has been mainly explored assuming homogeneous workers, although real-world clusters often consist of heterogeneous workers with different computing capabilities....

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Vydáno v:	IEEE transactions on communications Ročník 69; číslo 1; s. 44 - 58
Hlavní autoři:	Kim, Daejin, Park, Hyegyeong, Choi, Jun Kyun
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	New York IEEE 01.01.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:	Clusters Coded distributed computing Coding Computational modeling Computer networks Delays Distributed computing Distributed processing Encoding Heterogeneity heterogeneous clusters Lower bounds optimal load allocation Random variables Resource management Stress concentration Task analysis
ISSN:	0090-6778, 1558-0857
On-line přístup:	Získat plný text
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