Logo Questions Linux Laravel Mysql Ubuntu Git Menu
 

What is the point of itertools.count and itertools.islice?

I've looked at a online courses, and they have examples like the following:

from itertools import count
  
# creates a count iterator object
iterator =(count(start = 0, step = 2))
  
# prints an even list of integers
print("Even list:", 
      list(next(iterator) for _ in range(5)))

... which you could write using range or np.arange. Here's another example:

# list containing some strings
my_list =["x", "y", "z"]
  
# count spits out integers for 
# each value in my list
for i in zip(count(start = 1, step = 1), my_list):
    print(i)

... which is basically just enumerate. So my question is: can you give an example of itertools.count and itertools.islice that can't be done (or has to be done much more clunkily) using range?

like image 542
butterflyknife Avatar asked Nov 23 '25 20:11

butterflyknife


1 Answers

Here's a situation where the count instance is used sporadically, not immediately in a single loop.

class Foo:
    _x = count()  # Infinite supply of unique integer values

    def __init__(self):
        self._id = f'Foo #{next(self._x)}'

Here's a case where islice is used to prevent O(n) memory usage:

def is_sorted(some_list):
    return all(i <= j for i, j in zip(some_list, islice(some_list, 1, None)))

If you had written that instead as

def is_sorted(some_list):
    return all(i <= j for i, j in zip(some_list, some_list[1:]))

you would have had to make nearly a full copy of some_list before even testing the first pair, which is a huge waste with a large list like [2, 1] + [3] * 10000.


Neither one is necessary, in the sense that each is trivially definable:

def count(start=0, step=1):
    while True:
        yield start
        start += step

# A more accurate translation would be more complicated than necessary for our purposes here.
# The real version would have to be able to handle stop=None
# and choose 1 and -1 as default values for step, depending
# on whether stop is less than or greater than start.
def islice(itr, start, stop, step):
    for _ in range(start):
        next(itr)

    while start < stop:
        yield next(itr)
        start += step
like image 112
chepner Avatar answered Nov 26 '25 10:11

chepner



Donate For Us

If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!