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import os, itertools | |
from subprocess import run | |
from multiprocessing.dummy import Pool | |
from functools import partial | |
def create_command_list(cli_program= " ", invocation=" ", script_name = " ", *args): | |
""" | |
Constructs a list of arguments to be passed to cli_program and/or script name with the invocation specified. to be passed to run_in_parallel below | |
example use: | |
create_command_list('RScript', 'simulation.R', ' ', distributions) | |
""" | |
commands = [] | |
combinations = list(itertools.product(*args)) | |
for combination in combinations: | |
arguments = " ".join(combination) | |
print(arguments) | |
command = cli_program + invocation + script_name + ' ' + arguments | |
commands.append(command) | |
return commands | |
def run_in_parallel(working_directory,commands, nprocesses=2): | |
""" | |
runs commands constructed using create_command_list in parallel by spawning number of processes specified in nprocesses separately | |
""" | |
os.chdir(working_directory) | |
pool = Pool(nprocesses) | |
for i, returncode in enumerate(pool.imap(partial(run,shell=True),commands)): | |
print(i, 'command executed, Returned', returncode ) | |
if __name__ == '__main__': | |
commands = create_command_list('stata',' ', ' ', files,yvars,xvars) | |
run_in_parallel('C:/temp/',commands) | |
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