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Python Architecture Patterns

You're reading from   Python Architecture Patterns Master API design, event-driven structures, and package management in Python

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Product type Paperback
Published in Jan 2022
Publisher Packt
ISBN-13 9781801819992
Length 594 pages
Edition 1st Edition
Languages
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Author (1):
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Jaime Buelta Jaime Buelta
Author Profile Icon Jaime Buelta
Jaime Buelta
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Table of Contents (23) Chapters Close

Preface 1. Introduction to Software Architecture 2. Part I: Design FREE CHAPTER
3. API Design 4. Data Modeling 5. The Data Layer 6. Part II: Architectural Patterns
7. The Twelve-Factor App Methodology 8. Web Server Structures 9. Event-Driven Structures 10. Advanced Event-Driven Structures 11. Microservices vs Monolith 12. Part III: Implementation
13. Testing and TDD 14. Package Management 15. Part IV: Ongoing operations
16. Logging 17. Metrics 18. Profiling 19. Debugging 20. Ongoing Architecture 21. Other Books You May Enjoy
22. Index

Profiling

It is quite common that written code doesn't behave perfectly after being tested with real data. Other than bugs, we can find the problem that the performance of the code is not adequate. Perhaps some requests are taking too much time, or perhaps the usage of memory is too high.

In those cases, it's difficult to know exactly what the key elements are, that are taking the most time or memory. While it's possible to try to follow the logic, normally once the code is released, the bottlenecks will be at points that are almost impossible to know beforehand.

To get information on what exactly is going on and follow the code flow, we can use profilers to dynamically analyze the code and better understand how the code is executed, in particular, where most time is spent. This can lead to adjustments and improvements affecting the most significant elements of the code, driven by data, instead of vague speculation.

In this chapter, we'll cover the...

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