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Twister2 Cross-platform resource scheduler for big data

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Date

2021

Author

Uyar, Ahmet
Gündüz, Gürhan
Kamburugamuve, Supun
Wickramasinghe, Pulasthi
Widanage, Chathura
Govindarajan, Kannan
Perera, Niranda
Abeykoon, Vibhatha

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Abstract

Twister2 is an open-source big data hosting environment designed to process both batch and streaming data at scale. Twister2 runs jobs in both high-performance computing (HPC) and big data clusters. It provides a cross-platform resource scheduler to run jobs in diverse environments. Twister2 is designed with a layered architecture to support various clusters and big data problems. In this paper, we present the cross-platform resource scheduler of Twister2. We identify required services and explain implementation details. We present job startup delays for single jobs and multiple concurrent jobs in Kubernetes and OpenMPI clusters. We compare job startup delays for Twister2 and Spark at a Kubernetes cluster. In addition, we compare the performance of terasort algorithm on Kubernetes and bare metal clusters at AWS cloud.

Source

CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

URI

https://doi.org/10.1002/cpe.6502
https://hdl.handle.net/20.500.12809/9452

Collections

  • Bilgisayar Mühendisliği Bölümü Koleksiyonu [103]
  • Scopus İndeksli Yayınlar Koleksiyonu [6219]
  • WoS İndeksli Yayınlar Koleksiyonu [6466]



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