Reputation: 962
I have nested lists of the form:
['A', 'B', ['a0', 'a1', 'a2'], 'C', 'D', ['a0', 'a1', 'a2'], 'E', 'F', ['a0', 'a1', 'a2']]
and I would like to generate all the combinations with respect to the sublist ['a0', 'a1', 'a2']
of the form:
['A', 'B', ['a0'], 'C', 'D', ['a0'], 'E', 'F', ['a0']]
['A', 'B', ['a0'], 'C', 'D', ['a0'], 'E', 'F', ['a1']]
['A', 'B', ['a0'], 'C', 'D', ['a0'], 'E', 'F', ['a2']]
['A', 'B', ['a0'], 'C', 'D', ['a1'], 'E', 'F', ['a0']]
['A', 'B', ['a0'], 'C', 'D', ['a1'], 'E', 'F', ['a1']]
['A', 'B', ['a0'], 'C', 'D', ['a1'], 'E', 'F', ['a2']]
['A', 'B', ['a0'], 'C', 'D', ['a2'], 'E', 'F', ['a0']]
['A', 'B', ['a0'], 'C', 'D', ['a2'], 'E', 'F', ['a1']]
['A', 'B', ['a0'], 'C', 'D', ['a2'], 'E', 'F', ['a2']]
. . .
. . .
. . .
['A', 'B', ['a2'], 'C', 'D', ['a2'], 'E', 'F', ['a2']]
etc. In total 27 27 lists. I know I have to use itertools
package but I cannot figure out how. Any idea welcomed.
Upvotes: 1
Views: 593
Reputation: 61930
You could do, (if there is only one single nested level):
from itertools import product
lst = ['A', 'B', ['a0', 'a1', 'a2'], 'C', 'D', ['a0', 'a1', 'a2'], 'E', 'F', ['a0', 'a1', 'a2']]
def nested_product(ls):
lst_positions = [l for l in ls if isinstance(l, list)]
for p in product(*lst_positions):
it = iter(p)
yield [e if not isinstance(e, list) else [next(it)] for e in lst]
for pr in nested_product(lst):
print(pr)
Output (partial)
['A', 'B', ['a0'], 'C', 'D', ['a0'], 'E', 'F', ['a0']]
['A', 'B', ['a0'], 'C', 'D', ['a0'], 'E', 'F', ['a1']]
['A', 'B', ['a0'], 'C', 'D', ['a0'], 'E', 'F', ['a2']]
['A', 'B', ['a0'], 'C', 'D', ['a1'], 'E', 'F', ['a0']]
['A', 'B', ['a0'], 'C', 'D', ['a1'], 'E', 'F', ['a1']]
['A', 'B', ['a0'], 'C', 'D', ['a1'], 'E', 'F', ['a2']]
['A', 'B', ['a0'], 'C', 'D', ['a2'], 'E', 'F', ['a0']]
['A', 'B', ['a0'], 'C', 'D', ['a2'], 'E', 'F', ['a1']]
['A', 'B', ['a0'], 'C', 'D', ['a2'], 'E', 'F', ['a2']]
['A', 'B', ['a1'], 'C', 'D', ['a0'], 'E', 'F', ['a0']]
...
An alternative solution, using yield from (Python 3.3+), is the following:
def build_nested_list(ls, it):
return [e if not isinstance(e, list) else [next(it)] for e in ls]
def nested_product(ls):
lst_positions = (li for li in ls if isinstance(li, list))
yield from (build_nested_list(ls, iter(p)) for p in product(*lst_positions))
Upvotes: 4
Reputation: 35560
If there's only one layer of nesting:
import itertools
def combos(lst):
# prep a copy without sublists so a little less can be copied
copy = []
lindices = []
for i, v in enumerate(lst):
if isinstance(v, list):
# if it's a list we note the index
lindices.append(i)
# we append None to the copy since it'll get overwritten anyway
copy.append(None)
else:
copy.append(v)
ret = []
# we cartesian product all the list arguments
# the * is argument destructuring
for items in itertools.product(*[lst[i] for i in lindices]):
# we make a copy of the list
curcopy = copy.copy()
for i, item in zip(lindices, items):
# we assign the elements
curcopy[i] = item
# we append the copy to the return
ret.append(curcopy)
return ret
test = ['A', 'B', ['a0', 'a1', 'a2'], 'C', 'D', ['b0', 'b1', 'b2'], 'E', 'F', ['c0', 'c1', 'c2']]
print(combos(test))
If you do actually want 'a0'
in the return value to be wrapped in an array, then you can replace ret.append(curcopy)
with ret.append([curcopy])
.
Upvotes: 1