Metaprogramming with Python: A programmer's guide to writing reusable code to build smarter applications
暫譯: 使用 Python 的元編程：程序員撰寫可重用代碼以構建更智能應用程序的指南

Aloorravi, Sulekha

Metaprogramming with Python: A programmer's guide to writing reusable code to build smarter applications
  • 出版商: Packt Publishing
  • 出版日期: 2022-09-09
  • 售價: $1,680
  • 貴賓價: 9.5 折 $1,596
  • 語言: 英文
  • 頁數: 402
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1838554653
  • ISBN-13: 9781838554651
  • 相關分類: Python、程式語言

    • 立即出貨 (庫存=1)

相關主題

商品描述

A practical approach to metaprogramming with real-world examples that enables the development of advanced frameworks, libraries, and applications using Python

Key Features

- Learn applied metaprogramming through a simple step-by-step approach
- Work with easily understandable examples and explanations that take you deep into the theory of metaprogramming
- Get practical experience in writing reusable code with real-world examples

Book Description

Effective and reusable code makes your application development process seamless and easily maintainable. With Python, you will have access to advanced metaprogramming features that you can use to build high-performing applications.

The book starts by introducing you to the need and applications of metaprogramming, before navigating the fundamentals of object-oriented programming. Next, you will learn about simple decorators, work with metaclasses, and later focus on introspection and reflection. You'll also delve into generics and typing before defining templates for algorithms. As you progress, you will understand your code using abstract syntax trees and explore method resolution order. This Python book also shows you how to create your own dynamic objects before structuring the objects through design patterns. Finally, you will learn simple code-generation techniques along with discovering best practices and eventually building your own applications.

By the end of this learning journey, you'll have acquired the skills and confidence you need to design and build reusable high-performing applications that can solve real-world problems.

What you will learn

- Understand the programming paradigm of metaprogramming and its need
- Revisit the fundamentals of object-oriented programming
- Define decorators and work with metaclasses
- Employ introspection and reflection on your code
- Apply generics, typing, and templates to enhance your code
- Get to grips with the structure of your code through abstract syntax trees and the behavior through method resolution order
- Create dynamic objects and generate dynamic code
- Understand various design patterns and best practices

Who this book is for

If you are an intermediate-level Python programmer looking to enhance your coding skills by developing reusable and advanced frameworks, then this book is for you. Basic knowledge of Python programming will help you get the most out of this learning journey.

商品描述(中文翻譯)

一個實用的元程式設計方法，透過真實世界的範例，使您能夠使用 Python 開發先進的框架、函式庫和應用程式。

主要特點

- 透過簡單的逐步方法學習應用元程式設計
- 使用易於理解的範例和解釋，深入了解元程式設計的理論
- 獲得撰寫可重用代碼的實踐經驗，並以真實世界的範例為基礎

書籍描述

有效且可重用的代碼使您的應用程式開發過程無縫且易於維護。使用 Python，您將能夠訪問先進的元程式設計功能，這些功能可用於構建高效能的應用程式。

本書首先介紹元程式設計的需求和應用，然後深入物件導向程式設計的基本原理。接下來，您將學習簡單的裝飾器，使用元類，並專注於自省和反射。您還將深入了解泛型和類型，然後為演算法定義模板。隨著學習的進展，您將使用抽象語法樹理解您的代碼，並探索方法解析順序。本書還將教您如何創建自己的動態物件，然後通過設計模式結構化這些物件。最後，您將學習簡單的代碼生成技術，並發現最佳實踐，最終構建自己的應用程式。

在這段學習旅程結束時，您將獲得設計和構建可重用的高效能應用程式所需的技能和信心，這些應用程式能夠解決真實世界的問題。

您將學習到的內容

- 理解元程式設計的程式設計範式及其需求
- 重溫物件導向程式設計的基本原理
- 定義裝飾器並使用元類
- 對您的代碼進行自省和反射
- 應用泛型、類型和模板來增強您的代碼
- 通過抽象語法樹理解代碼結構，並通過方法解析順序理解行為
- 創建動態物件並生成動態代碼
- 理解各種設計模式和最佳實踐

本書適合誰

如果您是一位中級 Python 程式設計師，想要通過開發可重用和先進的框架來提升您的編碼技能，那麼這本書適合您。具備基本的 Python 程式設計知識將幫助您充分利用這段學習旅程。

作者簡介

Sulekha AloorRavi is an engineer and a data scientist with a wide technical breadth and deep understanding of many technologies and systems. Her background has led her to advanced Python based application development in the field of artificial intelligence. She enjoys solving real-world business problems with technology and working with data science and business intelligence teams to deliver real value.

She has 15+ years of experience in Software Engineering and worked with major IT solution providers and International Banks. She graduated with an engineering degree in Information Technology and later completed a post-graduation program in Big Data and Machine Learning. She also enjoys teaching Artificial Intelligence and Machine Learning.

作者簡介(中文翻譯)

Sulekha AloorRavi 是一位工程師和資料科學家，擁有廣泛的技術知識和對多種技術及系統的深入理解。她的背景使她在人工智慧領域進行了基於 Python 的高級應用程式開發。她喜歡利用技術解決現實世界的商業問題，並與資料科學和商業智慧團隊合作，提供真正的價值。

她擁有超過 15 年的軟體工程經驗，曾與主要的 IT 解決方案提供商和國際銀行合作。她獲得了資訊科技的工程學位，並隨後完成了大數據和機器學習的研究生課程。她也喜歡教授人工智慧和機器學習。

目錄大綱

1. The Need For and Applications of Meta programming
2. Refresher of OOP Concepts in Python
3. Understanding Decorators and Their Applications
4. Working with Metaclasses
5. Understanding Introspection
6. Implementing Reflection on Python Objects
7. Understanding Generics and Typing
8. Defining Templates for Algorithms
9. Understanding Code through Abstract Syntax Tree
10. Understanding Method Resolution Order of Inheritance
11. Creating Dynamic Objects
12. Applying GOF Design Patterns – Part 1
13. Applying GOF Design Patterns – Part 2
14. Generating Code from AST
15. Implementing a Case Study
16. Following Best Practices

目錄大綱(中文翻譯)

1. The Need For and Applications of Meta programming

2. Refresher of OOP Concepts in Python

3. Understanding Decorators and Their Applications

4. Working with Metaclasses

5. Understanding Introspection

6. Implementing Reflection on Python Objects

7. Understanding Generics and Typing

8. Defining Templates for Algorithms

9. Understanding Code through Abstract Syntax Tree

10. Understanding Method Resolution Order of Inheritance

11. Creating Dynamic Objects

12. Applying GOF Design Patterns – Part 1

13. Applying GOF Design Patterns – Part 2

14. Generating Code from AST

15. Implementing a Case Study

16. Following Best Practices

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