Hands-On Design Patterns and Best Practices with Julia
Proven solutions to common problems in software design for Julia 1.x
Tom Kwong
- 532 pages
- English
- ePUB (mobile friendly)
- Available on iOS & Android
Hands-On Design Patterns and Best Practices with Julia
Proven solutions to common problems in software design for Julia 1.x
Tom Kwong
About This Book
Design and develop high-performance, reusable, and maintainable applications using traditional and modern Julia patterns with this comprehensive guide
Key Features
- Explore useful design patterns along with object-oriented programming in Julia 1.0
- Implement macros and metaprogramming techniques to make your code faster, concise, and efficient
- Develop the skills necessary to implement design patterns for creating robust and maintainable applications
Book Description
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.
What you will learn
- Master the Julia language features that are key to developing large-scale software applications
- Discover design patterns to improve overall application architecture and design
- Develop reusable programs that are modular, extendable, performant, and easy to maintain
- Weigh up the pros and cons of using different design patterns for use cases
- Explore methods for transitioning from object-oriented programming to using equivalent or more advanced Julia techniques
Who this book is for
This book is for beginner to intermediate-level Julia programmers who want to enhance their skills in designing and developing large-scale applications.
Frequently asked questions
Information
Section 1: Getting Started with Design Patterns
- Chapter 1, Design Patterns and Related Principles
Design Patterns and Related Principles
- The history of design patterns
- Software design principles
- Software quality objectives
The history of design patterns
The rise of design patterns
More thoughts about GoF patterns
- Creational patterns: These cover how to construct objects in various ways. Since object-oriented programming brings together data and behavior, and a class may inherit the structure and behavior of an ancestor class, there are some complexities involved when building a large application. Creational patterns help standardize object creation methods in various situations.
- Structural patterns: These cover how objects can be extended or composed to make bigger thing. The purpose of these patterns is to allow software components to be reused or replaced more easily.
- Behavioral patterns: This cover how objects can be designed to perform separate tasks and communicate with each other. A large application can be decomposed into independent components and the code becomes easier to maintain. The object-oriented programming paradigm requires solid interaction between objects. The purpose of these patterns is to make software components more flexible and more convenient for collaboration with each other.