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Python Metaprogramming: Leverage Decorators, Descriptors, Metaclasses, and AST for Advanced Python Development: Beyond the Basics: Build Flexible and Powerful Applications with Advance Python Tools - Softcover

 
9798288584114: Python Metaprogramming: Leverage Decorators, Descriptors, Metaclasses, and AST for Advanced Python Development: Beyond the Basics: Build Flexible and Powerful Applications with Advance Python Tools

Synopsis

What You Will Learn in This Book

  • Master the core principles of Python's dynamic nature, understanding how objects, functions, and classes behave at runtime to enable advanced programming techniques.
  • Decipher Python's execution model, from source code to bytecode, and grasp how the Python Virtual Machine (PVM) processes your programs, including the intricacies of namespaces and scopes.
  • Become proficient in using decorators, not just as syntactic sugar, but as powerful tools for code modification, extension, and reusability, including advanced techniques like parameterized and class decorators.
  • Gain deep expertise in descriptors to precisely control attribute access, implement custom property behaviors, and understand the mechanics behind built-in Python features like @property, @classmethod, and @staticmethod.
  • Understand and apply metaclasses to become the "architect of your classes," enabling you to create dynamic class structures, enforce architectural patterns, and build sophisticated Domain-Specific Languages (DSLs).
  • Leverage advanced attribute access mechanisms such as __getattr__, __getattribute__, and __slots__ for building flexible proxy objects, optimizing memory, and generating methods dynamically.
  • Implement and utilize Abstract Base Classes (ABCs) to define clear interfaces and contracts for your code, ensuring consistent behavior across different implementations and improving type checking.
  • Explore Python's Abstract Syntax Trees (ASTs) to programmatically analyze, modify, and generate Python code, opening doors to custom linters, code transformers, and powerful code manipulation.
  • Apply metaprogramming techniques to real-world problems, including building simplified Object-Relational Mappers (ORMs), creating robust plugin architectures, and designing declarative APIs.
  • Develop strategies for effectively debugging and optimizing metaprogrammed code, understanding the performance implications and best practices for writing maintainable and scalable advanced Python solutions.

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