How to use multiprocess in python on a class object
multiprocess, psse, python
Solution
Create a list of configurations:
configurations = [...]
Create a function which takes the relevant configuration, and makes use of your `Bot`:
def function(configuration):
bot = Bot(configuration)
bot.create_csv()
Create a `Pool` of workers with however many CPUs you want to use:
from multiprocessing import Pool
pool = Pool(3)
Call the function multiple times which each configuration in your list of configurations.
pool.map(function, configurations)
For example:
from multiprocessing import Pool
import os
class Bot:
def __init__(self, inputs):
self.inputs = inputs
def create_csv(self):
pid = os.getpid()
print('TODO: create csv in process {} using {}'
.format(pid, self.inputs))
def use_bot(inputs):
bot = Bot(inputs)
bot.create_csv()
def main():
configurations = [
['input1_1.txt', 'input1_2.txt'],
['input2_1.txt', 'input2_2.txt'],
['input3_1.txt', 'input3_2.txt']]
pool = Pool(2)
pool.map(use_bot, configurations)
if __name__ == '__main__':
main()
Output:
TODO: create csv in process 10964 using ['input2_1.txt', 'input2_2.txt']
TODO: create csv in process 8616 using ['input1_1.txt', 'input1_2.txt']
TODO: create csv in process 8616 using ['input3_1.txt', 'input3_2.txt']
Problem
I am fairly new to Python, and my experience is specific to its use in Powerflow modelling through the API provided in Siemens PSS/e. I have a script that I have been using for several years that runs some simulation on a large data set. In order to get to finish quickly, I usually split the inputs up into multiple parts, then run multiple instances of the script in IDLE. Ive recently added a GUI for the inputs, and have refined the code to be more object oriented, creating a class that the GUI passes the inputs to but then works as the original script did. My question is how do I go about splitting the process from within the program itself rather than making multiple copies? I have read a bit about the mutliprocess module but I am not sure how to apply it to my situation. Essentially I want to be able to instantiate N number of the same object, each running in parallel. The class I have now (called Bot) is passed a set of arguments and creates a csv output while it runs until it finishes. I have a separate block of code that puts the pieces together at the end but for now I just need to understand the best approach to kicking multiple Bot objects off once I hit run in my GUI. Ther are inputs in the GUI to specify the number of N segments to be used. I apologize ahead of time if my question is rather vague. Thanks for any information at all as Im sort of stuck and dont know where to look for better answers.