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You're reading from  Functional Python Programming, 3rd edition - Third Edition

Product typeBook
Published inDec 2022
PublisherPackt
ISBN-139781803232577
Edition3rd Edition
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Steven F. Lott
Steven F. Lott
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Steven F. Lott

Steven Lott has been programming since computers were large, expensive, and rare. Working for decades in high tech has given him exposure to a lot of ideas and techniques, some bad, but most are helpful to others. Since the 1990s, Steven has been engaged with Python, crafting an array of indispensable tools and applications. His profound expertise has led him to contribute significantly to Packt Publishing, penning notable titles like "Mastering Object-Oriented," "The Modern Python Cookbook," and "Functional Python Programming." A self-proclaimed technomad, Steven's unconventional lifestyle sees him residing on a boat, often anchored along the vibrant east coast of the US. He tries to live by the words “Don't come home until you have a story.”
Read more about Steven F. Lott

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8.3 Cloning iterators with tee()

The tee() function gives us a way to circumvent one of the important Python rules for working with iterables. The rule is so important, we’ll repeat it here:

Iterators can be used only once.

The tee() function allows us to clone an iterator. This seems to free us from having to materialize a sequence so that we can make multiple passes over the data. Because tee() can use a lot of memory, it is sometimes better to materialize a list and process it multiple times, rather than trying to use the potential simplification of the tee() function.

For example, a simple average for an immense dataset could be written in the following way:

from collections.abc import Iterable 
 
def mean_t(source: Iterable[float]) -> float: 
    it_0, it_1 = tee(iter(source), 2) 
    N = sum(1 for x in it_0) 
    sum_x = sum(x for x in it_1) 
    return sum_x...
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Functional Python Programming, 3rd edition - Third Edition
Published in: Dec 2022Publisher: PacktISBN-13: 9781803232577

Author (1)

author image
Steven F. Lott

Steven Lott has been programming since computers were large, expensive, and rare. Working for decades in high tech has given him exposure to a lot of ideas and techniques, some bad, but most are helpful to others. Since the 1990s, Steven has been engaged with Python, crafting an array of indispensable tools and applications. His profound expertise has led him to contribute significantly to Packt Publishing, penning notable titles like "Mastering Object-Oriented," "The Modern Python Cookbook," and "Functional Python Programming." A self-proclaimed technomad, Steven's unconventional lifestyle sees him residing on a boat, often anchored along the vibrant east coast of the US. He tries to live by the words “Don't come home until you have a story.”
Read more about Steven F. Lott