I have dynamic number of string vectors, which I need to multiply and create an array of dicts combining all possibilities.
If the input were static, I would do it like this:
sth = {
"param1": ["p1v1", "p1v2"],
"param2": ["p2v1", "p2v2", "p2v3"],
"param3": ["p3v1", "p3v2"]
}
param_sets = []
for a_top_val in sth["param1"]:
for a_val in sth["param2"]:
for a_bottom_val in sth["param3"]:
param_sets.append({
"param1": a_top_val,
"param2": a_val,
"param3": a_bottom_val
})
print(param_sets)
print(len(param_sets))
This prints the combined dicts like this:
[
{'param1': 'p1v1', 'param2': 'p2v1', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v1', 'param3': 'p3v2'},
{'param1': 'p1v1', 'param2': 'p2v2', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v2', 'param3': 'p3v2'},
{'param1': 'p1v1', 'param2': 'p2v3', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v3', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v1', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v1', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v2', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v2', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v3', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v3', 'param3': 'p3v2'}
]
How do I make the for loops around sth
dynamic?
Use a combination of itertools.product to get all combinations of possible values and zip() to reapply the keys to the tuples:
from itertools import product
sth = {
"param1": ["p1v1", "p1v2"],
"param2": ["p2v1", "p2v2", "p2v3"],
"param3": ["p3v1", "p3v2"]
}
prod = product(*(sth[k] for k in sth))
a = [dict(zip(sth.keys(), p)) for p in prod]
print(a)
to get:
[{'param1': 'p1v1', 'param2': 'p2v1', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v1', 'param3': 'p3v2'},
{'param1': 'p1v1', 'param2': 'p2v2', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v2', 'param3': 'p3v2'},
{'param1': 'p1v1', 'param2': 'p2v3', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v3', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v1', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v1', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v2', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v2', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v3', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v3', 'param3': 'p3v2'}]
You can turn every entry in sth
into a list of key-value tuples. Then you can use itertools.product to get the cartesian product of all lists and use that to create your param dictionaries:
import itertools as it
sth = {
"param1": ["p1v1", "p1v2"],
"param2": ["p2v1", "p2v2", "p2v3"],
"param3": ["p3v1", "p3v2"]
}
param_tuples = (
[(param, val) for val in values] for param, values in sth.items()
)
result = [
dict(param_combination) for param_combination in it.product(*param_tuples)
]
result:
[{'param1': 'p1v1', 'param2': 'p2v1', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v1', 'param3': 'p3v2'},
{'param1': 'p1v1', 'param2': 'p2v2', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v2', 'param3': 'p3v2'},
{'param1': 'p1v1', 'param2': 'p2v3', 'param3': 'p3v1'},
{'param1': 'p1v1', 'param2': 'p2v3', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v1', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v1', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v2', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v2', 'param3': 'p3v2'},
{'param1': 'p1v2', 'param2': 'p2v3', 'param3': 'p3v1'},
{'param1': 'p1v2', 'param2': 'p2v3', 'param3': 'p3v2'}]
To loop dictionaries in python you can use
for k, v in sth:
print (k, v)
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