Book Image

Python Parallel Programming Cookbook - Second Edition

By : Giancarlo Zaccone
Book Image

Python Parallel Programming Cookbook - Second Edition

By: Giancarlo Zaccone

Overview of this book

<p>Nowadays, it has become extremely important for programmers to understand the link between the software and the parallel nature of their hardware so that their programs run efficiently on computer architectures. Applications based on parallel programming are fast, robust, and easily scalable. </p><p> </p><p>This updated edition features cutting-edge techniques for building effective concurrent applications in Python 3.7. The book introduces parallel programming architectures and covers the fundamental recipes for thread-based and process-based parallelism. You'll learn about mutex, semaphores, locks, queues exploiting the threading, and multiprocessing modules, all of which are basic tools to build parallel applications. Recipes on MPI programming will help you to synchronize processes using the fundamental message passing techniques with mpi4py. Furthermore, you'll get to grips with asynchronous programming and how to use the power of the GPU with PyCUDA and PyOpenCL frameworks. Finally, you'll explore how to design distributed computing systems with Celery and architect Python apps on the cloud using PythonAnywhere, Docker, and serverless applications. </p><p> </p><p>By the end of this book, you will be confident in building concurrent and high-performing applications in Python.</p>
Table of Contents (16 chapters)
Title Page
Dedication

Understanding the MPI structure

The MPI standard defines the primitives for the management of virtual topologies, synchronization, and communication between processes. There are several MPI implementations that differ in the version and features of the standard supported.

We will introduce the MPI standard through the Python mpi4py library.

Before the 1990s, writing parallel applications for different architectures was a more difficult job than what it is today. Many libraries facilitated the process, but there was not a standard way to do it. At that time, most parallel applications were destined for scientific research environments.

The model that was most commonly adopted by the various libraries was the message-passing model, in which the communication between the processes takes place through the exchange of messages and without the use of shared...