Choosing a library for the Python programming language for visualizing the operation of parallel algorithms

The research compares the capabilities of several libraries for the Python language, which allow creating a test application and visually demonstrate the operation of a parallel program in real time. It was found that the Python language is often used to develop parallel programs with internal and e...

Full description

Saved in:
Bibliographic Details
Published in:E3S web of conferences Vol. 508; p. 3002
Main Authors: Sharov, Sergii, Sitsylitsyn, Yurii, Naumuk, Oleksii, Lubko, Dmytro, Kolmakova, Vira
Format: Journal Article Conference Proceeding
Language:English
Published: Les Ulis EDP Sciences 01.01.2024
Subjects:
Algorithms
Animation
C plus plus
Libraries
Machine learning
Object oriented programming
parallel computing
Parallel programming
Pedagogy
programming
Programming languages
Python
Real time
Software
Ukraine
ISSN:2267-1242, 2555-0403, 2267-1242
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:The research compares the capabilities of several libraries for the Python language, which allow creating a test application and visually demonstrate the operation of a parallel program in real time. It was found that the Python language is often used to develop parallel programs with internal and external libraries. To provide multithreading and parallelism, applications created in Python use external libraries, including mpi4py.futures, PETSc for Python, MPI for Python, d2o, Playdoh, PyOMP, and others. Visualization and animation of the operation of parallel programs will help to understand the principles of parallel computing. We compared test applications created with the use of Matplotlib, Seaborn, Plotly, Bokeh, Pygame, PyOpenGL libraries. According to the results of the observation, it was found that the Seaborn library is the best choice for developing a test application for animating the operation of a parallel program.
Bibliography:ObjectType-Conference Proceeding-1
SourceType-Conference Papers & Proceedings-1
content type line 21
ISSN:2267-1242
2555-0403
2267-1242
DOI:10.1051/e3sconf/202450803002