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Expert Python Programming – Fourth Edition

You're reading from   Expert Python Programming – Fourth Edition Master Python by learning the best coding practices and advanced programming concepts

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Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781801071109
Length 630 pages
Edition 4th Edition
Languages
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Authors (3):
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Michał Jaworski Michał Jaworski
Author Profile Icon Michał Jaworski
Michał Jaworski
Tarek Ziade Tarek Ziade
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Tarek Ziadé Tarek Ziadé
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Tarek Ziadé
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Table of Contents (16) Chapters Close

Preface 1. Current Status of Python 2. Modern Python Development Environments 3. New Things in Python 4. Python in Comparison with Other Languages 5. Interfaces, Patterns, and Modularity FREE CHAPTER 6. Concurrency 7. Event-Driven Programming 8. Elements of Metaprogramming 9. Bridging Python with C and C++ 10. Testing and Quality Automation 11. Packaging and Distributing Python Code 12. Observing Application Behavior and Performance 13. Code Optimization 14. Other Books You May Enjoy
15. Index

Code Optimization

Code optimization is the process of making an application work more efficiently, usually without modifying its functionality and accuracy. Code optimization is usually concerned with the speed of processing (CPU time optimization), but can also be used to minimize the usage of different resources, such as memory, disk space, or network bandwidth.

In the previous chapter, we learned about various observability techniques that can be used to identify performance hotspots in applications. Logging, metric monitoring, and tracing can be used to create a general performance overview and prioritize optimization efforts. Moreover, operations teams often use custom alerts of performance and resource usage metrics or log messages related to operation timeouts to determine components that require immediate action.

But even the best logging, metrics, and tracing systems will give you only a rough overview of the performance problem. If you decide to fix it, you will...

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