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Hands-On Design Patterns and Best Practices with Julia

You're reading from   Hands-On Design Patterns and Best Practices with Julia Proven solutions to common problems in software design for Julia 1.x

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Product type Paperback
Published in Jan 2020
Publisher Packt
ISBN-13 9781838648817
Length 532 pages
Edition 1st Edition
Languages
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Author (1):
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Tom Kwong Tom Kwong
Author Profile Icon Tom Kwong
Tom Kwong
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Table of Contents (19) Chapters Close

Preface 1. Section 1: Getting Started with Design Patterns
2. Design Patterns and Related Principles FREE CHAPTER 3. Section 2: Julia Fundamentals
4. Modules, Packages, and Data Type Concepts 5. Designing Functions and Interfaces 6. Macros and Metaprogramming Techniques 7. Section 3: Implementing Design Patterns
8. Reusability Patterns 9. Performance Patterns 10. Maintainability Patterns 11. Robustness Patterns 12. Miscellaneous Patterns 13. Anti-Patterns 14. Traditional Object-Oriented Patterns 15. Section 4: Advanced Topics
16. Inheritance and Variance 17. Assessments 18. Other Books You May Enjoy

The memoization pattern

In 1968, an interesting article was published—it envisioned that computers should be able to learn from experience during execution and improve their own efficiency. 

In developing software, we often face a situation where the speed of execution is constrained by many factors. Maybe a function needs to read a large amount of historical data from disk (also known as I/O-bound). Or a function just needs to perform some complex calculation that takes a lot of time (also known as CPU-bound). When these functions are called repeatedly, application performance can suffer greatly.

Memoization is a powerful concept to address these problems. In recent years, it has become more popular as functional programming is becoming more mainstream. The idea is really simple. When a function is called for the first time, the return value is stored in a cache...

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