Book Image

Advanced Python Programming - Second Edition

By : Quan Nguyen
Book Image

Advanced Python Programming - Second Edition

By: Quan Nguyen

Overview of this book

Python's powerful capabilities for implementing robust and efficient programs make it one of the most sought-after programming languages. In this book, you'll explore the tools that allow you to improve performance and take your Python programs to the next level. This book starts by examining the built-in as well as external libraries that streamline tasks in the development cycle, such as benchmarking, profiling, and optimizing. You'll then get to grips with using specialized tools such as dedicated libraries and compilers to increase your performance at number-crunching tasks, including training machine learning models. The book covers concurrency, a major solution to making programs more efficient and scalable, and various concurrent programming techniques such as multithreading, multiprocessing, and asynchronous programming. You'll also understand the common problems that cause undesirable behavior in concurrent programs. Finally, you'll work with a wide range of design patterns, including creational, structural, and behavioral patterns that enable you to tackle complex design and architecture challenges, making your programs more robust and maintainable. By the end of the book, you'll be exposed to a wide range of advanced functionalities in Python and be equipped with the practical knowledge needed to apply them to your use cases.
Table of Contents (32 chapters)
1
Section 1: Python-Native and Specialized Optimization
8
Section 2: Concurrency and Parallelism
18
Section 3: Design Patterns in Python

Chapter 23: Other Structural Patterns

Besides the patterns we covered in the previous chapters, there are other structural patterns we can cover: flyweight, model-view-controller (MVC), and proxy. These patterns are different from those discussed in previous chapters. The flyweight pattern is an optimization design pattern that's suitable for memory usage minimization. The MVC pattern, on the other hand, is popular in object-orient programming and is designed to separate different parts of a larger application. Finally, the proxy pattern is used to maintain actions that are taken on important objects.

These three patterns will complete our discussion on structural patterns.

In this chapter, we will cover the following topics:

  • Implementing the flyweight pattern
  • Implementing the model-view-controller pattern
  • Applying the proxy pattern

By the end of this chapter, we will have gained an overall understanding of various structural patterns and the use...