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Multiprocess logging in python
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import logging | |
import logging.config | |
import logging.handlers | |
import multiprocessing | |
import random | |
import threading | |
import time | |
from functools import partial | |
from traceback import format_exc | |
# Shamelessly building on: https://pymotw.com/2/multiprocessing/communication.html | |
class Consumer(multiprocessing.Process): | |
def __init__(self, task_queue, result_queue, log_queue, stop=None): | |
multiprocessing.Process.__init__(self) | |
self.task_queue = task_queue | |
self.result_queue = result_queue | |
self.log_queue = log_queue | |
self.stop = stop | |
def run(self): | |
logging.root.handlers = [] | |
qh = logging.handlers.QueueHandler(self.log_queue) | |
root = logging.getLogger() | |
root.setLevel(logging.DEBUG) | |
root.addHandler(qh) | |
logger = logging.getLogger(self.name) | |
while True: | |
next_task = self.task_queue.get() | |
if next_task is None: | |
logger.info('Task in %s is None so stopping consumer', self.name) | |
self.task_queue.task_done() | |
break | |
elif self.stop is not None and self.stop.is_set(): | |
logger.info('Not executing task %s in queue %s due to global stop', next_task.args, self.name) | |
self.task_queue.task_done() | |
self.result_queue.put(None) | |
else: | |
try: | |
logger.info('Starting task in queue: %s, %s', self.name, next_task.args) | |
answer = next_task(logger) | |
except Exception as ex: | |
logger.error("Task %s failed with exception:\n", next_task.args, exc_info=True) | |
msg = "{}\n\nOriginal:{}".format(ex, format_exc()) | |
answer = Exception(msg) | |
if self.stop is not None: | |
self.stop.set() | |
finally: | |
self.task_queue.task_done() | |
self.result_queue.put(answer) | |
return | |
class LoggingSafeExecutor(object): | |
def __init__(self, num_procs, raise_errors=True, stop_on_first_error=True): | |
self.num_procs = num_procs | |
self._num_jobs = 0 | |
self.raise_errors = raise_errors | |
self.stop_on_first_error = stop_on_first_error | |
def __enter__(self): | |
self._logging_queue = multiprocessing.Queue() | |
self._tasks = multiprocessing.JoinableQueue() | |
self._results = multiprocessing.Queue() | |
if self.stop_on_first_error: | |
self._stop = multiprocessing.Event() | |
else: | |
self._stop = None | |
self._lp = threading.Thread(target=self.logger_thread) | |
self._lp.start() | |
self._consumers = [Consumer(self._tasks, self._results, self._logging_queue, self._stop) for _ in | |
range(self.num_procs)] | |
for w in self._consumers: | |
w.start() | |
return self | |
def __exit__(self, exc_type, exc_val, exc_tb): | |
for _ in range(self.num_procs): | |
self._tasks.put(None) | |
if self._stop and self._stop.is_set(): | |
self._tasks.terminate() | |
self._tasks.join() | |
for consumer in self._consumers: | |
consumer.join() | |
self._logging_queue.put(None) | |
self._lp.join() | |
self.results = [self._results.get() for _ in range(self._num_jobs)] | |
if self.raise_errors: | |
errors = [r for r in self.results if isinstance(r, Exception)] | |
if errors: | |
msg = "The following exceptions were encountered:\n" | |
msg += '\n'.join([str(r) for r in errors]) | |
raise Exception(msg) | |
def logger_thread(self): | |
while True: | |
record = self._logging_queue.get() | |
if record is None: | |
break | |
logger = logging.getLogger(record.name) | |
logger.handle(record) | |
def add_job(self, task, args): | |
self._tasks.put(partial(task,args)) | |
self._num_jobs += 1 | |
def job(arg,logger): | |
total_slept_time = 0 | |
for i in range(2): | |
sleep_time = random.random() | |
total_slept_time += sleep_time | |
logger.info('Args: %s', repr(arg)) | |
logger.info('Sleeping for: %s, total slept time:%s', sleep_time, total_slept_time) | |
if sleep_time > 0.8: | |
raise Exception('Sleep time=%s' % sleep_time) | |
time.sleep(sleep_time) | |
if __name__ == '__main__': | |
logging.basicConfig(level=logging.DEBUG) | |
logger = logging.getLogger('') | |
start = time.time() | |
logger.info('Start time: %s', start) | |
with LoggingSafeExecutor(num_procs=5) as ex: | |
for i in range(10): | |
ex.add_job(job, i) | |
print(ex.results) | |
end = time.time() | |
logger.info('Elapsed time: %s', end - start) |
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