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Learning Concurrency in Python

You're reading from   Learning Concurrency in Python Build highly efficient, robust, and concurrent applications

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Product type Paperback
Published in Aug 2017
Publisher Packt
ISBN-13 9781787285378
Length 360 pages
Edition 1st Edition
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Author (1):
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Elliot Forbes Elliot Forbes
Author Profile Icon Elliot Forbes
Elliot Forbes
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Table of Contents (13) Chapters Close

Preface 1. Speed It Up! FREE CHAPTER 2. Parallelize It 3. Life of a Thread 4. Synchronization between Threads 5. Communication between Threads 6. Debug and Benchmark 7. Executors and Pools 8. Multiprocessing 9. Event-Driven Programming 10. Reactive Programming 11. Using the GPU 12. Choosing a Solution

Numba

The Numba Python compiler from continuum analytics helps make highly parallelizable, incredibly powerful performance from an interpreted language a reality.

Note: The documentation on the official pydata website provides a comprehensive overview of what Numba is and how you can leverage it in your own Python programs. You can find it at http://numba.pydata.org/#.

In this section, we'll have a look at the ecosystem surrounding Numba, which takes its form in the shape of Anaconda. We'll also look at how you can then leverage Numba alongside numerous other packages in order to effectively and efficiently perform analysis of big data. We'll cover some of the basics of Numba and then work our way into the more complex aspects such as utilizing GPUs and APUs within our program.

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