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multiworker.py
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46 lines (40 loc) · 1.43 KB
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from threading import Thread
from multiprocessing import Process
from multiprocessing import Queue
class MultiWorker:
def __init__(self, worker_type, job=None, job_loop=None, num_workers=1):
self.input_queue = Queue()
self.output_queue = Queue()
self.workers = []
if job_loop is None:
def job_loop(id, input, output, ready):
ready.put(id)
while True:
task = input.get()
if task is None:
break
result = job(task)
output.put(result)
ready = Queue()
for i in range(num_workers):
worker = Process(target=job_loop, args=(i, self.input_queue, self.output_queue, ready))
worker.start()
self.workers.append(worker)
# block until all workers are ready
for i in range(num_workers):
ready.get()
def put(self, task):
self.input_queue.put(task)
def get(self):
return self.output_queue.get()
def join(self):
for worker in self.workers:
self.input_queue.put(None)
for worker in self.workers:
worker.join()
class MultiThreadWorker(MultiWorker):
def __init__(self, **kwargs):
super().__init__(Thread, **kwargs)
class MultiProcessWorker(MultiWorker):
def __init__(self, **kwargs):
super().__init__(Process, **kwargs)