کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4526010 1323808 2011 16 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Parallel distributed computing using Python
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه علوم زمین و سیارات فرآیندهای سطح زمین
پیش نمایش صفحه اول مقاله
Parallel distributed computing using Python
چکیده انگلیسی

This work presents two software components aimed to relieve the costs of accessing high-performance parallel computing resources within a Python programming environment: MPI for Python and PETSc for Python.MPI for Python is a general-purpose Python package that provides bindings for the Message Passing Interface (MPI) standard using any back-end MPI implementation. Its facilities allow parallel Python programs to easily exploit multiple processors using the message passing paradigm. PETSc for Python provides access to the Portable, Extensible Toolkit for Scientific Computation (PETSc) libraries. Its facilities allow sequential and parallel Python applications to exploit state of the art algorithms and data structures readily available in PETSc for the solution of large-scale problems in science and engineering.MPI for Python and PETSc for Python are fully integrated to PETSc-FEM, an MPI and PETSc based parallel, multiphysics, finite elements code developed at CIMEC laboratory. This software infrastructure supports research activities related to simulation of fluid flows with applications ranging from the design of microfluidic devices for biochemical analysis to modeling of large-scale stream/aquifer interactions.


► We present two packages for parallel distributed computing with Python.
► MPI for Python (mpi4py) provides bindings for the MPI standard.
► PETSc for Python (petsc4py) provides bindings for PETSc libraries.
► MPI and PETSc for Python target large-scale scientific application development.
► Performance tests confirm that the Python layer introduces acceptable overhead.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Advances in Water Resources - Volume 34, Issue 9, September 2011, Pages 1124–1139
نویسندگان
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