Reputation: 1043
I have a dictionary that has dictionaries of parameters stored in them. What I want to do is use multiprocessing to pass the dictionaries of parameters into a function. This is what I would like it to look like:
from multiprocessing import Pool
# Dictionary with dictionaries of parameters:
my_dict = {"one":{"parm1":1, "parm2":2, "parm3":3}, "two":{"parm1":4, "parm2":5, "parm3":6}, "three":{"parm1":7, "parm2":8, "parm3":9}}
def function(parm1, parm2, parm3): # Function that is called during multiprocessing.
print(parm1, parm2, parm3)
print(parm1 * parm2 * parm3)
def store_info(a): # The callback function.
print(a)
p = Pool(4) # Setting up the number of CPU's to use.
for key, value in my_dict.items(): # For loop used to separate keys from values.
print(value)
data = p.map_async(function, **value, callback=store_info)
I used **value
to indicate that I want those values in the dictionary to be passed though the function. I know it can't be used there in particular.
My question: How can I pass a dictionary of parameters though multiprocessing?
I found some info [over here](Python multiprocessing for each key in dictionary"Python multiprocessing for each key in dictionary"), but I am unable to implement it into my code.
I am using Python 3.4 on Mac OS Yosemite.
Upvotes: 0
Views: 2265
Reputation: 6190
You're misusing the map_async
- you want to use apply_async
instead:
from multiprocessing import Pool
def function(parm1, parm2, parm3): # Function that is called during multiprocessing.
print parm1, parm2, parm3
print parm1 * parm2 * parm3
return parm1 * parm2 * parm3
def store_info(a): # The callback function.
print a
if __name__ == "__main__":
# Dictionary with dictionaries of parameters:
my_dict = {"one":{"parm1":1, "parm2":2, "parm3":3}, "two":{"parm1":4, "parm2":5, "parm3":6}, "three":{"parm1":7, "parm2":8, "parm3":9}}
p = Pool(4) # Setting up the number of CPU's to use.
for key, params_dict in my_dict.items(): # For loop used to separate keys from values.
print params_dict
p.apply_async(function, args=tuple(), kwds=params_dict, callback=store_info)
p.close()
p.join()
Upvotes: 1