Book Image

Hands-On Design Patterns and Best Practices with Julia

By : Tom Kwong
Book Image

Hands-On Design Patterns and Best Practices with Julia

By: Tom Kwong

Overview of this book

Design patterns are fundamental techniques for developing reusable and maintainable code. They provide a set of proven solutions that allow developers to solve problems in software development quickly. This book will demonstrate how to leverage design patterns with real-world applications. Starting with an overview of design patterns and best practices in application design, you'll learn about some of the most fundamental Julia features such as modules, data types, functions/interfaces, and metaprogramming. You'll then get to grips with the modern Julia design patterns for building large-scale applications with a focus on performance, reusability, robustness, and maintainability. The book also covers anti-patterns and how to avoid common mistakes and pitfalls in development. You'll see how traditional object-oriented patterns can be implemented differently and more effectively in Julia. Finally, you'll explore various use cases and examples, such as how expert Julia developers use design patterns in their open source packages. By the end of this Julia programming book, you'll have learned methods to improve software design, extensibility, and reusability, and be able to use design patterns efficiently to overcome common challenges in software development.
Table of Contents (19 chapters)
1
Section 1: Getting Started with Design Patterns
3
Section 2: Julia Fundamentals
7
Section 3: Implementing Design Patterns
15
Section 4: Advanced Topics

Summary

In this chapter, we learned how Julia parses expressions into an abstract syntax tree structure. We learned that expressions can be created and evaluated programmatically. We also learned how to interpolate variables into quoted expressions.

Then, we jumped into the topic of macros, which are used to dynamically create new code. We learned that macro arguments are expressions rather than values, and learned how to create new expressions from macros. We had fun creating macros that manipulate the abstract syntax tree to deal with some interesting use cases.

Finally, we looked at generated functions, which can be used to generate code based on the type of the function arguments. We learned how generated functions can be useful for a hypothetical use case.

We have now concluded the introductory part of the book regarding the Julia programming language. In the...