I\'m trying to write some code to test out the Cartesian product of a bunch of input parameters.
I\'ve looked at itertools
, but its product
Ok, thanks @dfan for telling me I was looking in the wrong place. I've got it now:
from itertools import product
def my_product(inp):
return (dict(zip(inp.keys(), values)) for values in product(*inp.values())
EDIT: after years more Python experience, I think a better solution is to accept kwargs
rather than a dictionary of inputs; the call style is more analogous to that of the original itertools.product
. Also I think writing a generator function, rather than a function that returns a generator expression, makes the code clearer. So:
def product_dict(**kwargs):
keys = kwargs.keys()
vals = kwargs.values()
for instance in itertools.product(*vals):
yield dict(zip(keys, instance))
and if you need to pass in a dict, list(product_dict(**mydict))
. The one notable change using kwargs
rather than an arbitrary input class is that it prevents the keys/values from being ordered, at least until Python 3.6.
# I would like to do
keys,values = options.keys(), options.values()
# but I am not sure that the keys and values would always
# be returned in the same relative order. Comments?
keys = []
values = []
for k,v in options.iteritems():
keys.append(k)
values.append(v)
import itertools
opts = [dict(zip(keys,items)) for items in itertools.product(*values)]
results in
opts = [
{'color': 'orange', 'number': 1},
{'color': 'orange', 'number': 2},
{'color': 'orange', 'number': 3},
{'color': 'blue', 'number': 1},
{'color': 'blue', 'number': 2},
{'color': 'blue', 'number': 3}
]
Python 3 version of Seth's answer.
import itertools
def dict_product(dicts):
"""
>>> list(dict_product(dict(number=[1,2], character='ab')))
[{'character': 'a', 'number': 1},
{'character': 'a', 'number': 2},
{'character': 'b', 'number': 1},
{'character': 'b', 'number': 2}]
"""
return (dict(zip(dicts, x)) for x in itertools.product(*dicts.values()))
By the way, this is not a permutation. A permutation is a rearrangement of a list. This is an enumeration of possible selections from lists.
Edit: after remembering that it was called a Cartesian product, I came up with this:
import itertools
options = {"number": [1,2,3], "color": ["orange","blue"] }
product = [x for x in apply(itertools.product, options.values())]
print [dict(zip(options.keys(), p)) for p in product]