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

Chapter 6

Why does the use of global variables impact performance?

Global variables are not typed. Whenever it is used, the compiler must generate code that handles any possible data types that it may encounter. Hence, the compiler cannot generate highly-optimized code.

What would be a good alternative to using a global variable when it cannot be replaced by a constant?

We can define a typed global constant as a placeholder. The Ref type may also be used to hold a single value for the variable. Because Ref contains the type of data, the compiler can generate more optimized code.

Why does a struct of arrays perform better than an array of structs?

Modern CPUs can perform many numerical calculations in parallel. When the memory is aligned and packed together as in an array, the hardware cache can quickly look them up. An array of structs may have the objects scattered around in...