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August 31, 2017 15:15
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Work Queue Thread Pool Example in Python
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#!/usr/bin/env python | |
#this is mostly from: | |
#http://code.activestate.com/recipes/577187-python-thread-pool/ | |
from Queue import Queue | |
from threading import Thread, Event | |
from sys import stdout, stderr | |
from time import sleep | |
#default exception handler. if you want to take some action on failed tasks | |
#maybe add the task back into the queue, then make your own handler and pass it in | |
def default_handler(name, exception, *args, **kwargs): | |
print >> stderr, '%s raised %s with args %s and kwargs %s' % (name, str(exception), repr(args), repr(kwargs)) | |
pass | |
#class for workers | |
class Worker(Thread): | |
"""Thread executing tasks from a given tasks queue""" | |
def __init__(self, name, queue, results, abort, idle, exception_handler): | |
Thread.__init__(self) | |
self.name = name | |
self.queue = queue | |
self.results = results | |
self.abort = abort | |
self.idle = idle | |
self.exception_handler = exception_handler | |
self.daemon = True | |
self.start() | |
"""Thread work loop calling the function with the params""" | |
def run(self): | |
#keep running until told to abort | |
while not self.abort.is_set(): | |
try: | |
#get a task and raise immediately if none available | |
func, args, kwargs = self.queue.get(False) | |
self.idle.clear() | |
except: | |
#no work to do | |
#if not self.idle.is_set(): | |
# print >> stdout, '%s is idle' % self.name | |
self.idle.set() | |
continue | |
try: | |
#the function may raise | |
result = func(*args, **kwargs) | |
if(result is not None): | |
self.results.put(result) | |
except Exception as e: | |
#so we move on and handle it in whatever way the caller wanted | |
self.exception_handler(self.name, e, args, kwargs) | |
finally: | |
#task complete no matter what happened | |
self.queue.task_done() | |
#class for thread pool | |
class Pool: | |
"""Pool of threads consuming tasks from a queue""" | |
def __init__(self, thread_count, batch_mode = False, exception_handler = default_handler): | |
#batch mode means block when adding tasks if no threads available to process | |
self.queue = Queue(thread_count if batch_mode else 0) | |
self.resultQueue = Queue(0) | |
self.thread_count = thread_count | |
self.exception_handler = exception_handler | |
self.aborts = [] | |
self.idles = [] | |
self.threads = [] | |
"""Tell my threads to quit""" | |
def __del__(self): | |
self.abort() | |
"""Start the threads, or restart them if you've aborted""" | |
def run(self, block = False): | |
#either wait for them to finish or return false if some arent | |
if block: | |
while self.alive(): | |
sleep(1) | |
elif self.alive(): | |
return False | |
#go start them | |
self.aborts = [] | |
self.idles = [] | |
self.threads = [] | |
for n in range(self.thread_count): | |
abort = Event() | |
idle = Event() | |
self.aborts.append(abort) | |
self.idles.append(idle) | |
self.threads.append(Worker('thread-%d' % n, self.queue, self.resultQueue, abort, idle, self.exception_handler)) | |
return True | |
"""Add a task to the queue""" | |
def enqueue(self, func, *args, **kargs): | |
self.queue.put((func, args, kargs)) | |
"""Wait for completion of all the tasks in the queue""" | |
def join(self): | |
self.queue.join() | |
"""Tell each worker that its done working""" | |
def abort(self, block = False): | |
#tell the threads to stop after they are done with what they are currently doing | |
for a in self.aborts: | |
a.set() | |
#wait for them to finish if requested | |
while block and self.alive(): | |
sleep(1) | |
"""Returns True if any threads are currently running""" | |
def alive(self): | |
return True in [t.is_alive() for t in self.threads] | |
"""Returns True if all threads are waiting for work""" | |
def idle(self): | |
return False not in [i.is_set() for i in self.idles] | |
"""Returns True if not tasks are left to be completed""" | |
def done(self): | |
return self.queue.empty() | |
"""Get the set of results that have been processed, repeatedly call until done""" | |
def results(self, wait = 0): | |
sleep(wait) | |
results = [] | |
try: | |
while True: | |
#get a result, raises empty exception immediately if none available | |
results.append(self.resultQueue.get(False)) | |
self.resultQueue.task_done() | |
except: | |
pass | |
return results | |
#run the test | |
if __name__ == '__main__': | |
def work(x): | |
sleep(5); | |
print >> stdout, '%d finished' % x | |
return x | |
def wait_for_results(p): | |
while not p.done() or not p.idle(): | |
for result in p.results(): | |
print >> stdout, 'got result %s' % str(result) | |
for result in p.results(): | |
print >> stdout, 'got result %s' % str(result) | |
p=Pool(3) | |
print >> stdout, 'queueing work' | |
for i in range(10): | |
p.enqueue(work, i) | |
print >> stdout, 'starting work' | |
p.run(True) | |
print >> stdout, 'waiting' | |
sleep(8) | |
for result in p.results(): | |
print >> stdout, 'got result %s' % str(result) | |
print >> stdout, 'cancel unstarted work' | |
p.abort() | |
print >> stdout, 'waiting and restarting' | |
p.run(True) | |
print >> stdout, 'restarted waiting for results' | |
wait_for_results(p) | |
print >> stdout, 'adding more work' | |
for i in range(10,17): | |
p.enqueue(work, i) | |
wait_for_results(p) |
Fine, but there is no Queue in standard library. Pycharm advises to do "from queue import Queue".
Do I understand correct, that while we want an everlasting pool, that never stops watching for new tasks in queue, we don't need to use join() or close() to the pool?
@Antohnio123 this was written for python2 as you can see from the print statements. You'll have to do a small port to get it python3 ready
Hello everyone, I've improved this code above in my way, please check this out :D :
https://github.com/medram/Pool_Workers
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Thanks a lot, this is really helping :D