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Speed Up Your Python with Rust

You're reading from   Speed Up Your Python with Rust Optimize Python performance by creating Python pip modules in Rust with PyO3

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Product type Paperback
Published in Jan 2022
Publisher Packt
ISBN-13 9781801811446
Length 384 pages
Edition 1st Edition
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Author (1):
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Maxwell Flitton Maxwell Flitton
Author Profile Icon Maxwell Flitton
Maxwell Flitton
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Table of Contents (16) Chapters Close

Preface 1. Section 1: Getting to Understand Rust
2. Chapter 1: An Introduction to Rust from a Python Perspective FREE CHAPTER 3. Chapter 2: Structuring Code in Rust 4. Chapter 3: Understanding Concurrency 5. Section 2: Fusing Rust with Python
6. Chapter 4: Building pip Modules in Python 7. Chapter 5: Creating a Rust Interface for Our pip Module 8. Chapter 6: Working with Python Objects in Rust 9. Chapter 7: Using Python Modules with Rust 10. Chapter 8: Structuring an End-to-End Python Package in Rust 11. Section 3: Infusing Rust into a Web Application
12. Chapter 9: Structuring a Python Flask App for Rust 13. Chapter 10: Injecting Rust into a Python Flask App 14. Chapter 11: Best Practices for Integrating Rust 15. Other Books You May Enjoy

Customizing threads and processes safely

In this section, we will cover some of the pitfalls that we have to avoid when being creative with threads and processes. We will not cover the concepts in depth, as advanced multiprocessing and concurrency is a big topic and there are books completely dedicated to this. However, it is important to understand what to look out for and which topics to read if you want to increase your knowledge of multiprocessing/threading.

Looking back at our Fibonacci sequences, it might be tempting to spin off extra threads inside our thread to speed up the individual computations in the thread pool. However, to truly understand if this is a good idea, we need to understand Amdahl's law.

Amdahl's law

Amdahl's law lets us describe the trade-off on adding more threads. If we spin off threads inside the threads, we will have exponential growth of threads. You may be forgiven for thinking this to be a good idea; however, Amdahl's...

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