Internals of Python 3.x: Derive Maximum Code Performance and Delve Further into Iterations, Objects, GIL, Memory management, and various Internals
- 2h 12m
- Prashanth Raghu
- BPB Publications
- 2021
Internals of Python 3.x transform a programmer's learning path by emphasizing the source code over the syntax to teach things from the ground up in nearly the same amount of time and effort.
The book delves into the structure and distinctions between the primary Python object and iterable objects. The iterable types, namely, lists and tuples, have been thoroughly defined in the structure and operations. The internals of sets and dictionaries, which are data structures that provide O(1) insertion and search, have been thoroughly discussed. Memory allocation explains how Python handles memory for tiny and large objects. The chapter on GIL explains how the GIL works, which is halted by a semaphore and a conditional variable. The chapter on Async Python describes how the async module generates coroutines and async functions that can be executed on an event loop and interact through events.
After reading this book, you will be more confident to create high-performance code on a day-to-day basis.
What you will learn
- Utilize data structures effectively for a variety of application functions.
- Discover how to optimize Python code performance.
- Develop an understanding of memory optimization and how to design programs accordingly.
- Investigate the inner working of GIL and Interpreter in detail.
- Recognize the internals of the garbage collection and reference counting processes.
About the Author
Prashanth Raghu has been using the Python programming language for the past 12 years and designed systems at a production scale. His passion for open-source systems led him to work for the Google Summer of Code project in the year 2014 for OpenStack using Python. He is currently working as a Technical Architect at InMobi Technologies and is a Carnatic flautist. He had his initial training under Sri. Vid. S Venkatesh and is currently nurtured by Sri. Vid HS Venugopal. He has performed across various parts of South India.
In this Book
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Errata
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Design of Generic Objects
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Basic Python Types
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Iterable Sequence Objects
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Set and Dictionary
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Functions and Generators
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Memory Management
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Interpreter and Opcodes
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GIL and Multithreading
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Async Python
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Source Code Layout and the Compiler Stages