Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Computing Just What You Need: Online Data Analysis and Reduction at Extreme Scales Read chapter Read first chapter

2017 | OriginalPaper | Chapter

SEMem: Deployment of MPI-Based In-Memory Storage for Hadoop on Supercomputers

Authors : Thanh-Chung Dao, Shigeru Chiba

Published in: Euro-Par 2017: Parallel Processing

Publisher: Springer International Publishing

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This paper reports our experiments to compare various deployment strategies of memcached-like in-memory storage for Hadoop on supercomputers, where each node often does not have a local disk but shares a slow central disk. For the experiments, we developed our own memcached-like file system, named SEMem, for Hadoop. Since SEMem was designed for supercomputers, it uses MPI for communication. SEMem is configurable to adopt various deployment strategies and our experiments revealed that a good deployment strategy was allocating some nodes that work only for in-memory storage but do not directly perform map-reduce computation.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
previous chapter Families of Graph Algorithms: SSSP Case Study
next chapter Supporting the Xeon Phi Coprocessor in a Heterogeneous Programming Model
Literature
1.
Ahmad, F., Lee, S., Thottethodi, M., Vijaykumar, T.: Puma: Purdue MapReduce benchmarks suite (2012)
2.
Ajima, Y., Sumimoto, S., Shimizu, T.: Tofu: a 6D mesh/torus interconnect for exascale computers. Computer 11(42), 36–40 (2009)CrossRef
3.
4.
Bu, Y., Howe, B., Balazinska, M., Ernst, M.D.: Haloop: efficient iterative data processing on large clusters. Proc. VLDB Endow. 3(1–2), 285–296 (2010)CrossRef
5.
Carbone, P., Katsifodimos, A., Ewen, S., Markl, V., Haridi, S., Tzoumas, K.: Apache flink: stream and batch processing in a single engine. Bull. IEEE Comput. Soc. Tech. Committee Data Eng. 36(4), 28 (2015)
6.
Dao, T.C., Chiba, S.: HPC-Reuse: efficient process creation for running MPI and Hadoop MapReduce on supercomputers. In: 2016 16th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid), pp. 342–345. IEEE (2016)
7.
Fitzpatrick, B.: Distributed caching with memcached. Linux J. 2004(124), 5 (2004)
8.
9.
He, J., Jagatheesan, A., Gupta, S., Bennett, J., Snavely, A.: Dash: a recipe for a flash-based data intensive supercomputer. In: Proceedings of the 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis, pp. 1–11. IEEE Computer Society (2010)
10.
Jose, J., Subramoni, H., Luo, M., Zhang, M., Huang, J., Wasi-ur Rahman, M., Islam, N.S., Ouyang, X., Wang, H., Sur, S., et al.: Memcached design on high performance RDMA capable interconnects. In: 2011 International Conference on Parallel Processing, pp. 743–752. IEEE (2011)
11.
12.
Shinnar, A., Cunningham, D., Saraswat, V., Herta, B.: M3R: increased performance for in-memory Hadoop jobs. Proc. VLDB Endow. 5(12), 1736–1747 (2012)CrossRef
13.
14.
Vega-Gisbert, O., Roman, J.E., Squyres, J.M.: Design and implementation of Java bindings in Open MPI (2014)
15.
White, T.: Hadoop: The Definitive Guide. O’Reilly Media Inc., Sebastopol (2012)
16.
Zaharia, M., Chowdhury, M., Das, T., Dave, A., Ma, J., McCauley, M., Franklin, M.J., Shenker, S., Stoica, I.: Resilient distributed datasets: a fault-tolerant abstraction for in-memory cluster computing. In: Proceedings of the 9th USENIX conference on Networked Systems Design and Implementation, p. 2. USENIX Association (2012)
Metadata
Title
SEMem: Deployment of MPI-Based In-Memory Storage for Hadoop on Supercomputers
Authors
Thanh-Chung Dao
Shigeru Chiba
Copyright Year
2017
Book
Euro-Par 2017: Parallel Processing

Print ISBN: 978-3-319-64202-4

Electronic ISBN: 978-3-319-64203-1

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-3-319-64203-1_32

Premium Partner

    Image Credits