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Functional Python Programming, 3rd edition

You're reading from   Functional Python Programming, 3rd edition Use a functional approach to write succinct, expressive, and efficient Python code

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Product type Paperback
Published in Dec 2022
Publisher Packt
ISBN-13 9781803232577
Length 576 pages
Edition 3rd Edition
Languages
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Author (1):
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Steven F. Lott Steven F. Lott
Author Profile Icon Steven F. Lott
Steven F. Lott
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Table of Contents (18) Chapters Close

Preface
1. Chapter 1: Understanding Functional Programming FREE CHAPTER 2. Chapter 2: Introducing Essential Functional Concepts 3. Chapter 3: Functions, Iterators, and Generators 4. Chapter 4: Working with Collections 5. Chapter 5: Higher-Order Functions 6. Chapter 6: Recursions and Reductions 7. Chapter 7: Complex Stateless Objects 8. Chapter 8: The Itertools Module 9. Chapter 9: Itertools for Combinatorics – Permutations and Combinations 10. Chapter 10: The Functools Module 11. Chapter 11: The Toolz Package 12. Chapter 12: Decorator Design Techniques 13. Chapter 13: The PyMonad Library 14. Chapter 14: The Multiprocessing, Threading, and Concurrent.Futures Modules 15. Chapter 15: A Functional Approach to Web Services 16. Other Books You Might Enjoy
17. Index

2.4 Lazy and eager evaluation

Python’s generator expressions and generator functions are lazy. These expressions don’t create all possible results immediately. It’s difficult to see this without explicitly logging the details of a calculation. Here is an example of the version of the range() function that has the side effect of showing the numbers it creates:

from collections.abc import Iterator 
def numbers(stop: int) -> Iterator[int]: 
    for i in range(stop): 
        print(f"{i=}") 
        yield i

To provide some debugging hints, this function prints each value as the value is yielded. If this function were eager, evaluating numbers(1024) would take the time (and storage) to create all 1,024 numbers. Since the numbers() function is lazy, it only creates a number as it is requested.

We can use this noisy numbers() function in a...

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