On the performance of the Python programming language for serial and parallel scientific computations

Scientific Programming

Volumn 13, Issue 1, 2005, Pages 31-56

  Cai, Xing ^a,b   Langtangen, Hans Petter ^a,b   Moe, Halvard ^a  

^a SIMULA RESEARCH LABORATORY   (Norway)

^b UNIVERSITY OF OSLO   (Norway)

Author keywords

Mixed language programming; MPI; Multi dimensional array computing; Parallel computing; Python programming

Indexed keywords

ARRAYS; C (PROGRAMMING LANGUAGE); COMPUTATIONAL COMPLEXITY; COMPUTER PROGRAMMING LANGUAGES; COMPUTER SOFTWARE; PARALLEL PROCESSING SYSTEMS; PROBLEM SOLVING; VISUALIZATION;

MIXED-LANGUAGE PROGRAMMING; MPI; MULTI-DIMENSIONAL ARRAY COMPUTING; PYTHON PROGRAMMING;

COMPUTER PROGRAMMING;

EID: 21144444258     PISSN: 10589244     EISSN: None     Source Type: Journal    
DOI: 10.1155/2005/619804     Document Type: Article

References (36)

1. D. Arnold, M.A. Bond, Chilvers and R. Taylor, Hector: Distributed objects in Python, In Proceedings of the 4th International Python Conference, 1996.
2. D. Ascher, P.P. Dubois, K. Hinsen, J. Hugunin and T. Oliphant, Numerical Python, Technical report, Lawrence Livermore National Lab., CA, 2001. http://www.pfdubois.com/numpy/numpy.pdf.
3. D. Beazley, Python Essential Reference, (2nd ed.), New Riders Publishing, 2001.
4. D. Blank, L. Meeden and D. Kumar, Python Robotics: An environment for exploring robotics beyond LEGOs, In Proceedings of the 34th SIGCSE technical symposium on Computer Science Education, 2003, pp. 317-321.
5. Blitz++ software, http://www.oonumerics.org/blitz/.
6. W.L. Briggs, A Multigrid Tutorial. SIAM Books, Philadelphia, 1987.
7. A.M. Bruaset, A Survey of Preconditioned Iterative Methods, Addison-Wesley Pitman, 1995.
8. D. Beazley et al., Swig 1.3 Development Documentation, Technical report, 2004. http://www.swig.org/doc.html.
9. F2PY software package, http://cens.ioc.ee/projects/f2py2e.
10. Message Passing Interface Forum, MPI: A message-passing interface standard. Internat. J. Supercomputer Appl. 8 (1994), 159-416.
11. A. Grama, A. Gupta, G. Karypis and V. Kumar, Introduction to Parallel Computing, (2nd ed.), Addison-Wesley, 2003.
12. W. Gropp, E. Lusk and A. Skjellum, Using MPI-Portable Parallel Programming with the Message-Passing Interface, (2nd ed.), The MIT Press, 1999.
13. D. Harms and K. McDonald, The Quick Python Book, Manning, 1999.
14. K. Jackson, pyGlobus: A Python interface to the Globus toolkit, Concurrency and Computation: Practice and Experience 14 (2002), 1075-1084.
15. H.P. Langtangen, Python Scripting for Computational Science, (Vol. 3), Texts in Computational Science and Engineering, Springer, 2004.
16. Matlab code vectorization guide, http://www.mathworks.com/support/tech- notes/1100/1109.html.
17. S. Montanaro, Python Performance Tips, http://manatee.mojam.com/~skip/ python/fastpython.html.
18. Numerical Python software package, http://sourceforge.net/projects/numpy.
19. P.S. Pacheco, Parallel Programming with MPI, Morgan Kaufmann Publishers, 1997.
20. R. Plösch, Design by contract for Python, In Proceedings of the 4th Asia-Pacific Software Engineering and International Computer Science Conference, IEEE Computer Society, 1997, pp. 213-219.
21. Psyco home page, http://psyco.sourceforge.net/.
22. PyMPI software package, http://sourceforge.net/projects/pympi.
23. PyPar software package, http://datamining.anu.edu.au/~ole/pypar.
24. Python optimization tips, http://trific.ath.cx/resources/python/ optimization/.
25. P. Ramachandran, Performance of various Python implementations for solving the 2D Laplace equation, http://www.scipy.org/documentation/weave/ weaveperformance.html.
26. C. Ramu and C. Gemuend, cgimodel: CGI programming made easy with Python, Linux Journal, 2000.
27. M.F. Sanner, Python: A programming language for software integration and development, J. Mol. Graph Model. 17(1) (1999), 57-61.
28. SciPy software package, http://www.scipy.org.
29. Software for running the computational experiments in the present paper, http://folk.uio.no/xingca/python/efficiency/.
30. G. van Rossum and F.L. Drake, Extending and Embedding the Python Interpreter, http://docs.python.org/ext/ext.html.
31. G. van Rossum and F.L. Drake, Python Tutorial, http://docs.python.org/ tut/tut.html.
32. T.L. Veldhuizen, Blitz++: The library that thinks it is a compiler, in: Advances in Software Tools for Scientific Computing, (Vol. 10), H.P. Langtangen, A.M. Bruaset and E. Quak, eds, Lecture Notes in Computational Science and Engineering, Springer, 2000, pp. 57-87.
33. A. Watters, J.C. Ahlstrom and G. van Rossum, Internet Programming with Python, Henry Holt and Co., Inc., 1996.
34. Weave, http://www.scipy.org/documentation/weave. Pan of the SciPy package.
35. B. Wilkinson and M. Allen, Parallel Programming - Techniques and Applications Using Networked Workstations and Parallel Computers, Prentice Hall, 1999.
36. T.-Y.B. Yang, G. Furnish and P.P. Dubois, Steering object-oriented scientific computations. In Proceedings of Technology of Object-Oriented Languages and Systems, 1997, pp. 112-119.