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Python multiprocessing module evolution
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#!/usr/bin/env python2 | |
''' | |
skeleton for parallel python 2 scripts | |
Marco Galardini 2015 | |
GPL v3.0 | |
''' | |
import sys | |
from multiprocessing.queues import Queue | |
import multiprocessing | |
import time | |
class Worker(object): | |
def __init__(self, number): | |
self.number = number | |
def __call__(self): | |
print('worker number %d'%self.number) | |
time.sleep(5) | |
return True | |
class Consumer(multiprocessing.Process): | |
def __init__(self, | |
task_queue = multiprocessing.Queue(), | |
result_queue = multiprocessing.Queue()): | |
multiprocessing.Process.__init__(self) | |
self.task_queue = task_queue | |
self.result_queue = result_queue | |
def run(self): | |
while True: | |
next_task = self.task_queue.get() | |
time.sleep(0.01) | |
if next_task is None: | |
# Poison pill means we should exit | |
break | |
answer = next_task() | |
self.result_queue.put(answer) | |
return | |
class MultiProcess(object): | |
''' | |
Class MultiProcess | |
An object that can perform multiprocesses | |
''' | |
def __init__(self,ncpus=1): | |
self.ncpus = int(ncpus) | |
# Parallelization | |
self._parallel = None | |
self._paralleltasks = Queue() | |
self._parallelresults = Queue() | |
def init(self): | |
self._parallel = [Consumer(self._paralleltasks,self._parallelresults) | |
for x in range(self.ncpus)] | |
for consumer in self._parallel: | |
consumer.start() | |
def add_poison(self): | |
for consumer in self._parallel: | |
self._paralleltasks.put(None) | |
def is_terminated(self): | |
for consumer in self._parallel: | |
if consumer.is_alive(): | |
return False | |
return True | |
def kill(self): | |
for consumer in self._parallel: | |
consumer.terminate() | |
def work(self): | |
self.init() | |
for i in range(10): | |
obj = Worker(i) | |
self._paralleltasks.put(obj) | |
# Poison pill to stop the workers | |
self.add_poison() | |
while True: | |
while not self._parallelresults.empty(): | |
result = self._parallelresults.get() | |
if self.is_terminated(): | |
break | |
time.sleep(0.1) | |
# Get the last messages | |
while not self._parallelresults.empty(): | |
result = self._parallelresults.get() | |
self.kill() | |
return True | |
MultiProcess(int(sys.argv[1])).work() |
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#!/usr/bin/env python3 | |
''' | |
skeleton for parallel python 3 scripts | |
Marco Galardini 2015 | |
GPL v3.0 | |
''' | |
from multiprocessing import Pool | |
import time | |
import sys | |
def work(x): | |
print('worker number %d'%x) | |
time.sleep(5) | |
if __name__ == '__main__': | |
with Pool(int(sys.argv[1])) as p: | |
p.map(work, range(10)) |
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