Skip to main content
Top
Published in:
Cover of the book

2021 | OriginalPaper | Chapter

Dynamically Distributing Tasks from an Unattended Parallel Compiler with Cloudbook

Authors : José J. García-Aranda, Juan Ramos-Díaz, Sergio Molina-Cardín, Xavier Larriva-Novo, Andrés Bustos, Luis A. Galindo, Rafael Mayo-García

Published in: High Performance Computing

Publisher: Springer International Publishing

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

search-config
loading …

Abstract

A dynamic version of Cloudbook is presented in this work, a new tool for automatically and unattendedly parallelizing codes which also lately distributes the tasks dynamically. Cloudbook is designed for Python codes and, above all, makes the parallelization in a way in which the number and main characteristics of the available infrastructure is taken into account for optimizing the execution (performance, bandwidth connection, etc.) in a dynamic way. Cloudbook is designed to allow developers to get the technical benefits of automated distribution and parallelization of programs with a very low learning cost. It only requires labelling the original code with a reduced set of pragmas located at function headers. Results of the tests carried out with Cloudbook with several codes on a real infrastructure are presented as well.

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!

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!

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!

Literature
1.
go back to reference Barve, A., Khandelwal, S., Khan, N., Keshatiwar, S., Botre, S.: Serial to parallel code converter tools: a review. Int. J. Res. Advent Tech. Special Issue National Conference “NCPCI-2016” (2016) Barve, A., Khandelwal, S., Khan, N., Keshatiwar, S., Botre, S.: Serial to parallel code converter tools: a review. Int. J. Res. Advent Tech. Special Issue National Conference “NCPCI-2016” (2016)
2.
go back to reference Varsha, K.R.: Automatic parallelization tools: a review. IJESC 7(3), 5780–5784 (2017) Varsha, K.R.: Automatic parallelization tools: a review. IJESC 7(3), 5780–5784 (2017)
3.
go back to reference Barve, A., Khomane, S., Kulkarni, B., Katare, S., Ghadage, S.: A serial to parallel C++ code converter for multi-core machines. In: Proceedings of the International Conference on ICT in Business Industry & Government (2016) Barve, A., Khomane, S., Kulkarni, B., Katare, S., Ghadage, S.: A serial to parallel C++ code converter for multi-core machines. In: Proceedings of the International Conference on ICT in Business Industry & Government (2016)
4.
go back to reference Alsubhi, K.: An architecture for translating sequential code to parallel. In: Proceedings of the 2nd International Conference on Information System and Data Mining, pp. 88–92, April 2018 Alsubhi, K.: An architecture for translating sequential code to parallel. In: Proceedings of the 2nd International Conference on Information System and Data Mining, pp. 88–92, April 2018
6.
go back to reference Chapman, B., Jost, G., van der Pas, R.: Using OpenMP. The MIT Press, Cambridge (2008) Chapman, B., Jost, G., van der Pas, R.: Using OpenMP. The MIT Press, Cambridge (2008)
7.
go back to reference Chavarria-Miranda, D., Mellor-Crummey, J.: An evaluation of data-parallel compiler support for line-sweep applications. In: Proceedings of the International Conference on Parallel Architectures and Compilation Techniques, pp. 7–17. IEEE, New York (2002) Chavarria-Miranda, D., Mellor-Crummey, J.: An evaluation of data-parallel compiler support for line-sweep applications. In: Proceedings of the International Conference on Parallel Architectures and Compilation Techniques, pp. 7–17. IEEE, New York (2002)
10.
go back to reference Hsu, A.W.: A Data Parallel Compiler Hosted on the GPU. Indiana University, Bloomington (2019) Hsu, A.W.: A Data Parallel Compiler Hosted on the GPU. Indiana University, Bloomington (2019)
11.
go back to reference Kotsifakou, M.: HPVM: heterogeneous parallel virtual machine. In: Proceedings of the 23rd ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, pp. 68–80. ACM Digital Library (2018) Kotsifakou, M.: HPVM: heterogeneous parallel virtual machine. In: Proceedings of the 23rd ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, pp. 68–80. ACM Digital Library (2018)
12.
go back to reference Iserte, S., et al.: Dynamic management of resource allocation for OmpSs jobs. In: Proceedings of the First Ph.D. Symposium on Sustainable Ultrascale Computing Systems, NESUS COST Action, Timisoara (2016) Iserte, S., et al.: Dynamic management of resource allocation for OmpSs jobs. In: Proceedings of the First Ph.D. Symposium on Sustainable Ultrascale Computing Systems, NESUS COST Action, Timisoara (2016)
13.
15.
go back to reference Becker, T., Busse, P., Schuele, T.: Evaluation of dynamic task scheduling algorithms in a runtime system for heterogeneous architectures. In: 31st International Conference on Architecture of Computing Systems, Braunschweig, pp. 1–8 (2018) Becker, T., Busse, P., Schuele, T.: Evaluation of dynamic task scheduling algorithms in a runtime system for heterogeneous architectures. In: 31st International Conference on Architecture of Computing Systems, Braunschweig, pp. 1–8 (2018)
16.
go back to reference Rodriguez-Pascual, M., Mayo-García, R.M., Llorente, I.M.: Montera: a framework for efficient execution of Monte Carlo codes on grid infrastructure. Comput. Inform. 32, 113–144 (2013) Rodriguez-Pascual, M., Mayo-García, R.M., Llorente, I.M.: Montera: a framework for efficient execution of Monte Carlo codes on grid infrastructure. Comput. Inform. 32, 113–144 (2013)
19.
go back to reference Heggie, D.C.: The Classical Gravitational N-Body Problem. Encyclopaedia of Mathematical Physics, Elsevier (2006) Heggie, D.C.: The Classical Gravitational N-Body Problem. Encyclopaedia of Mathematical Physics, Elsevier (2006)
20.
go back to reference Romik, D.: Shortest paths in the Tower of Hanoi graph and finite automata. SIAM J. Discret. Math. 20, 610–622 (2006)MathSciNetCrossRef Romik, D.: Shortest paths in the Tower of Hanoi graph and finite automata. SIAM J. Discret. Math. 20, 610–622 (2006)MathSciNetCrossRef
Metadata
Title
Dynamically Distributing Tasks from an Unattended Parallel Compiler with Cloudbook
Authors
José J. García-Aranda
Juan Ramos-Díaz
Sergio Molina-Cardín
Xavier Larriva-Novo
Andrés Bustos
Luis A. Galindo
Rafael Mayo-García
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-68035-0_1

Premium Partner