*Memos:
- My post explains itertools about count(), cycle() and repeat().
- My post explains itertools about accumulate(), batched(), chain() and chain.from_iterable().
- My post explains itertools about compress(), filterfalse(), takewhile() and dropwhile().
- My post explains itertools about groupby() and islice().
- My post explains itertools about pairwise(), starmap(), tee() and zip_longest().
- My post explains itertools about combinations() and combinations_with_replacement().
itertools has the functions to create iterators.
*more-itertools has more functions by installing with pip install more-itertools
.
product() can return the iterator which does cartesian product with the elements of *iterables
one by one to return a tuple of zero or more elements one by one as shown below:
*Memos:
- The 1st or the later arguments are
*iterables
(Optional-Type:iterable
). *Don't use any keywords like*iterables=
,iterables=
,*iterable=
,iterable=
, etc. - The 2nd argument is
repeat
(Optional-Default:1
-Type:int
): *Memos:- It's the length of the returned tuple.
- It must be
0 <= x
. -
repeat=
must be used.
from itertools import product
v = product()
v = product(repeat=1)
print(v)
# <itertools.product object at 0x000001BE99723500>
print(next(v)) # ()
print(next(v)) # StopIteration:
from itertools import product
v = product('ABC')
v = product('ABC', repeat=1)
v = product(['A', 'B', 'C'], repeat=1)
print(next(v)) # ('A',)
print(next(v)) # ('B',)
print(next(v)) # ('C',)
print(next(v)) # StopIteration:
from itertools import product
v = product('ABC', repeat=2)
print(next(v)) # ('A', 'A')
print(next(v)) # ('A', 'B')
print(next(v)) # ('A', 'C')
print(next(v)) # ('B', 'A')
print(next(v)) # ('B', 'B')
print(next(v)) # ('B', 'C')
print(next(v)) # ('C', 'A')
print(next(v)) # ('C', 'B')
print(next(v)) # ('C', 'C')
print(next(v)) # StopIteration:
from itertools import product
for x in product('ABC', repeat=2):
print(x)
# ('A', 'A')
# ('A', 'B')
# ('A', 'C')
# ('B', 'A')
# ('B', 'B')
# ('B', 'C')
# ('C', 'A')
# ('C', 'B')
# ('C', 'C')
from itertools import product
for x in product('ABC', repeat=3):
print(x)
# ('A', 'A', 'A')
# ('A', 'A', 'B')
# ('A', 'A', 'C')
# ('A', 'B', 'A')
# ('A', 'B', 'B')
# ('A', 'B', 'C')
# ('A', 'C', 'A')
# ('A', 'C', 'B')
# ('A', 'C', 'C')
# ('B', 'A', 'A')
# ('B', 'A', 'B')
# ('B', 'A', 'C')
# ('B', 'B', 'A')
# ('B', 'B', 'B')
# ('B', 'B', 'C')
# ('B', 'C', 'A')
# ('B', 'C', 'B')
# ('B', 'C', 'C')
# ('C', 'A', 'A')
# ('C', 'A', 'B')
# ('C', 'A', 'C')
# ('C', 'B', 'A')
# ('C', 'B', 'B')
# ('C', 'B', 'C')
# ('C', 'C', 'A')
# ('C', 'C', 'B')
# ('C', 'C', 'C')
from itertools import product
for x in product('ABC', repeat=4):
print(x)
# ('A', 'A', 'A', 'A')
# ('A', 'A', 'A', 'B')
# ('A', 'A', 'A', 'C')
# ('A', 'A', 'B', 'A')
# ('A', 'A', 'B', 'B')
# ...
permutations() can return the iterator which permutates the elements of iterable
one by one to return a tuple of zero or more elements one by one as shown below:
*Memos:
- The 1st argument is
iterable
(Required-Type:iterable
). - The 2nd argument is
r
(Optional-Default:None
-Type:int
): *Memos:- It's the length of the returned tuple.
- If it's
None
or not set, the length ofiterable
is used. - It must be
0 <= x
.
from itertools import permutations
v = permutations(iterable='')
v = permutations(iterable='', r=0)
v = permutations(iterable=[])
print(v)
# <itertools.permutations object at 0x000001BE9908AE30>
print(next(v)) # ()
print(next(v)) # StopIteration:
from itertools import permutations
v = permutations(iterable='A')
v = permutations(iterable='A', r=1)
v = permutations(iterable=['A'])
print(next(v)) # ('A',)
print(next(v)) # StopIteration:
from itertools import permutations
v = permutations(iterable='AB')
v = permutations(iterable='AB', r=2)
v = permutations(iterable=['A', 'B'])
print(next(v)) # ('A', 'B')
print(next(v)) # ('B', 'A')
print(next(v)) # StopIteration:
from itertools import permutations
v = permutations(iterable='ABC')
v = permutations(iterable='ABC', r=3)
v = permutations(iterable=['A', 'B', 'C'])
print(next(v)) # ('A', 'B', 'C')
print(next(v)) # ('A', 'C', 'B')
print(next(v)) # ('B', 'A', 'C')
print(next(v)) # ('B', 'C', 'A')
print(next(v)) # ('C', 'A', 'B')
print(next(v)) # ('C', 'B', 'A')
print(next(v)) # StopIteration:
from itertools import permutations
v = permutations(iterable='ABC', r=2)
v = permutations(iterable=['A', 'B', 'C'], r=2)
print(next(v)) # ('A', 'B')
print(next(v)) # ('A', 'C')
print(next(v)) # ('B', 'A')
print(next(v)) # ('B', 'C')
print(next(v)) # ('C', 'A')
print(next(v)) # ('C', 'B')
print(next(v)) # StopIteration:
from itertools import permutations
for x in permutations(iterable='ABC', r=2):
print(x)
# ('A', 'B')
# ('A', 'C')
# ('B', 'A')
# ('B', 'C')
# ('C', 'A')
# ('C', 'B')
from itertools import permutations
for x in permutations(iterable='ABC', r=3):
print(x)
# ('A', 'B', 'C')
# ('A', 'C', 'B')
# ('B', 'A', 'C')
# ('B', 'C', 'A')
# ('C', 'A', 'B')
# ('C', 'B', 'A')
from itertools import permutations
for x in permutations(iterable='ABC', r=4):
print(x)
# Nothing
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