Making all possible combinations of a list
Question:
I need to be able to make a list that contains all possible combinations of an inputted list.
For example the list [1,2,3] should return [1 [1,2] [1,3] 2 [2,3] 3 [1,2,3]]
The list doesn’t have to be in any particular order. On this site I’ve found lots of functions using the itertools but those are returning objects when I need just a list.
Answers:
Simply use itertools.combinations. For example:
import itertools
lst = [1, 2, 3]
combs = []
for i in xrange(1, len(lst)+1):
combs.append(i)
els = [list(x) for x in itertools.combinations(lst, i)]
combs.append(els)
Now combs holds this value:
[1, [[1], [2], [3]], 2, [[1, 2], [1, 3], [2, 3]], 3, [[1, 2, 3]]]
Yes, it’s slightly different from the sample output you provided, but in that output you weren’t listing all possible combinations.
I’m listing the size of the combination before the actual list for each size, if what you need is simply the combinations (without the size, as it appears in your sample output) then try these other version of the code:
import itertools
lst = [1, 2, 3]
combs = []
for i in xrange(1, len(lst)+1):
els = [list(x) for x in itertools.combinations(lst, i)]
combs.extend(els)
Now combs holds this value:
[[1], [2], [3], [1, 2], [1, 3], [2, 3], [1, 2, 3]]
The functions from the itertools module return iterators. All you need to do to convert these into lists is call list() on the result.
However, since you will need to call itertools.combinations three separate times (once for each different length), you can just use list.extend to add all elements of the iterator to your final list.
Try the following:
import itertools
in_list = [1, 2, 3]
out_list = []
for i in range(1, len(in_list)+1):
out_list.extend(itertools.combinations(in_list, i))
Or as a list comprehension:
out_list = [c for i in range(len(in_list)) for c in itertools.combinations(in_list, i+1)]
These will result in the following list:
[(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]
If you want lists instead of tuples, and to convert the single length tuples to just the value, you can do the following:
out_list = [x[0] if len(x) == 1 else list(x) for x in out_list]
# [1, 2, 3, [1, 2], [1, 3], [2, 3], [1, 2, 3]]
Or to leave the single items as lists:
out_list = map(list, out_list)
You could solve your problem using itertools.combinations inside of a loop:
>>> l = [1,2,3]
>>> comb = []
>>> for i in range(len(l)):
... comb += itertools.combinations(l,i+1)
...
>>> comb
[(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]
And if you want them as a list:
>>> comb_list = [ list(t) for t in comb ]
>>> comb_list
[[1], [2], [3], [1, 2], [1, 3], [2, 3], [1, 2, 3]]
EDIT: The first parameter of combinations is the iterable and the second one is the length of the resulting tuples (in this case, going from 1 to len(l)).
More about combinations: http://docs.python.org/library/itertools.html#itertools.combinations
The itertools module indeed returns generators instead of lists, but:
- Generators are often more efficient than lists (especially if you are generating a large number of combinations)
- You can always convert generators to lists using
list(...) when you really need to.
The chain and combinations functions of itertools work well, but you need to use Python 2.6 or greater:
import itertools
def all_combinations(any_list):
return itertools.chain.from_iterable(
itertools.combinations(any_list, i + 1)
for i in xrange(len(any_list)))
You can then call this as such:
# as a generator
all_combinations([1,2,3]) # --> <itertools.chain at 0x10ef7ce10>
# as a list
list(all_combinations([1,2,3])) # --> [(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]
# as a list of lists
[list(l) for l in all_combinations([1,2,3])] # --> [[1], [2], [3], [1, 2], [1, 3], [2, 3], [1, 2, 3]]
If you haven’t used generators before, note that you loop through them as if they were a list, such as this:
# a generator returned instead of list
my_combinations = all_combinations([1,2,3])
# this would also work if `my_combinations` were a list
for c in my_combinations:
print "Combo", c
"""
Prints:
Combo (1,)
Combo (2,)
Combo (3,)
Combo (1, 2)
Combo (1, 3)
Combo (2, 3)
Combo (1, 2, 3)
"""
The performance difference can be dramatic. If you compare the performance you’ll see that the generator is much faster to create:
# as a generator
all_combinations(range(25)) # timing: 100000 loops, best of 3: 2.53 µs per loop
# as a list
list(all_combinations(range(25))) # timing: 1 loops, best of 3: 9.37 s per loop
Note that it would still take some time to iterate through all the combinations in either case, but it can be a big win for you especially if you find what you’re looking for early on.
l = [1,2,3]
combs = reduce(lambda x, y: list(itertools.combinations(l, y)) + x, range(len(l)+1), [])
If you want a oneliner.
I think it’s worth boiling down the other answers here into a simple Python 3 example:
from itertools import chain, combinations
def all_combinations(array):
return chain(*(list(combinations(array, i + 1)) for i in range(len(array))))
This returns an iterable, to view the values:
>>> print(list(all_combinations((1, 2, 3))))
[(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]
I need to be able to make a list that contains all possible combinations of an inputted list.
For example the list [1,2,3] should return [1 [1,2] [1,3] 2 [2,3] 3 [1,2,3]]
The list doesn’t have to be in any particular order. On this site I’ve found lots of functions using the itertools but those are returning objects when I need just a list.
Simply use itertools.combinations. For example:
import itertools
lst = [1, 2, 3]
combs = []
for i in xrange(1, len(lst)+1):
combs.append(i)
els = [list(x) for x in itertools.combinations(lst, i)]
combs.append(els)
Now combs holds this value:
[1, [[1], [2], [3]], 2, [[1, 2], [1, 3], [2, 3]], 3, [[1, 2, 3]]]
Yes, it’s slightly different from the sample output you provided, but in that output you weren’t listing all possible combinations.
I’m listing the size of the combination before the actual list for each size, if what you need is simply the combinations (without the size, as it appears in your sample output) then try these other version of the code:
import itertools
lst = [1, 2, 3]
combs = []
for i in xrange(1, len(lst)+1):
els = [list(x) for x in itertools.combinations(lst, i)]
combs.extend(els)
Now combs holds this value:
[[1], [2], [3], [1, 2], [1, 3], [2, 3], [1, 2, 3]]
The functions from the itertools module return iterators. All you need to do to convert these into lists is call list() on the result.
However, since you will need to call itertools.combinations three separate times (once for each different length), you can just use list.extend to add all elements of the iterator to your final list.
Try the following:
import itertools
in_list = [1, 2, 3]
out_list = []
for i in range(1, len(in_list)+1):
out_list.extend(itertools.combinations(in_list, i))
Or as a list comprehension:
out_list = [c for i in range(len(in_list)) for c in itertools.combinations(in_list, i+1)]
These will result in the following list:
[(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]
If you want lists instead of tuples, and to convert the single length tuples to just the value, you can do the following:
out_list = [x[0] if len(x) == 1 else list(x) for x in out_list]
# [1, 2, 3, [1, 2], [1, 3], [2, 3], [1, 2, 3]]
Or to leave the single items as lists:
out_list = map(list, out_list)
You could solve your problem using itertools.combinations inside of a loop:
>>> l = [1,2,3]
>>> comb = []
>>> for i in range(len(l)):
... comb += itertools.combinations(l,i+1)
...
>>> comb
[(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]
And if you want them as a list:
>>> comb_list = [ list(t) for t in comb ]
>>> comb_list
[[1], [2], [3], [1, 2], [1, 3], [2, 3], [1, 2, 3]]
EDIT: The first parameter of combinations is the iterable and the second one is the length of the resulting tuples (in this case, going from 1 to len(l)).
More about combinations: http://docs.python.org/library/itertools.html#itertools.combinations
The itertools module indeed returns generators instead of lists, but:
- Generators are often more efficient than lists (especially if you are generating a large number of combinations)
- You can always convert generators to lists using
list(...)when you really need to.
The chain and combinations functions of itertools work well, but you need to use Python 2.6 or greater:
import itertools
def all_combinations(any_list):
return itertools.chain.from_iterable(
itertools.combinations(any_list, i + 1)
for i in xrange(len(any_list)))
You can then call this as such:
# as a generator
all_combinations([1,2,3]) # --> <itertools.chain at 0x10ef7ce10>
# as a list
list(all_combinations([1,2,3])) # --> [(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]
# as a list of lists
[list(l) for l in all_combinations([1,2,3])] # --> [[1], [2], [3], [1, 2], [1, 3], [2, 3], [1, 2, 3]]
If you haven’t used generators before, note that you loop through them as if they were a list, such as this:
# a generator returned instead of list
my_combinations = all_combinations([1,2,3])
# this would also work if `my_combinations` were a list
for c in my_combinations:
print "Combo", c
"""
Prints:
Combo (1,)
Combo (2,)
Combo (3,)
Combo (1, 2)
Combo (1, 3)
Combo (2, 3)
Combo (1, 2, 3)
"""
The performance difference can be dramatic. If you compare the performance you’ll see that the generator is much faster to create:
# as a generator
all_combinations(range(25)) # timing: 100000 loops, best of 3: 2.53 µs per loop
# as a list
list(all_combinations(range(25))) # timing: 1 loops, best of 3: 9.37 s per loop
Note that it would still take some time to iterate through all the combinations in either case, but it can be a big win for you especially if you find what you’re looking for early on.
l = [1,2,3]
combs = reduce(lambda x, y: list(itertools.combinations(l, y)) + x, range(len(l)+1), [])
If you want a oneliner.
I think it’s worth boiling down the other answers here into a simple Python 3 example:
from itertools import chain, combinations
def all_combinations(array):
return chain(*(list(combinations(array, i + 1)) for i in range(len(array))))
This returns an iterable, to view the values:
>>> print(list(all_combinations((1, 2, 3))))
[(1,), (2,), (3,), (1, 2), (1, 3), (2, 3), (1, 2, 3)]