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How to limit the size of a comprehension?

I have a list and want to build (via a comprehension) another list. I would like this new list to be limited in size, via a condition

The following code will fail:

a = [1, 2, 1, 2, 1, 2]
b = [i for i in a if i == 1 and len(b) < 3]

with

Traceback (most recent call last):
  File "compr.py", line 2, in <module>
    b = [i for i in a if i == 1 and len(b) < 3]
  File "compr.py", line 2, in <listcomp>
    b = [i for i in a if i == 1 and len(b) < 3]
NameError: name 'b' is not defined

because b is not defined yet at the time the comprehension is built.

Is there a way to limit the size of the new list at build time?

Note: I could break the comprehension into a for loop with the proper break when a counter is reached but I would like to know if there is a mechanism which uses a comprehension.

like image 981
WoJ Avatar asked Feb 22 '17 13:02

WoJ


2 Answers

You can use a generator expression to do the filtering, then use islice() to limit the number of iterations:

from itertools import islice

filtered = (i for i in a if i == 1)
b = list(islice(filtered, 3))

This ensures you don't do more work than you have to to produce those 3 elements.

Note that there is no point anymore in using a list comprehension here; a list comprehension can't be broken out of, you are locked into iterating to the end.

like image 127
Martijn Pieters Avatar answered Oct 13 '22 16:10

Martijn Pieters


@Martijn Pieters is completly right that itertools.islice is the best way to solve this. However if you don't mind an additional (external) library you can use iteration_utilities which wraps a lot of these itertools and their applications (and some additional ones). It could make this a bit easier, at least if you like functional programming:

>>> from iteration_utilities import Iterable

>>> Iterable([1, 2, 1, 2, 1, 2]).filter((1).__eq__)[:2].as_list()
[1, 1]

>>> (Iterable([1, 2, 1, 2, 1, 2])
...          .filter((1).__eq__)   # like "if item == 1"
...          [:2]                  # like "islice(iterable, 2)"
...          .as_list())           # like "list(iterable)"
[1, 1]

The iteration_utilities.Iterable class uses generators internally so it will only process as many items as neccessary until you call any of the as_* (or get_*) -methods.


Disclaimer: I'm the author of the iteration_utilities library.

like image 6
MSeifert Avatar answered Oct 13 '22 17:10

MSeifert