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- # Copyright 2019 gRPC authors.
- #
- # Licensed under the Apache License, Version 2.0 (the "License");
- # you may not use this file except in compliance with the License.
- # You may obtain a copy of the License at
- #
- # http://www.apache.org/licenses/LICENSE-2.0
- #
- # Unless required by applicable law or agreed to in writing, software
- # distributed under the License is distributed on an "AS IS" BASIS,
- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- # See the License for the specific language governing permissions and
- # limitations under the License.
- """An example of multiprocessing concurrency with gRPC."""
- from __future__ import absolute_import
- from __future__ import division
- from __future__ import print_function
- import argparse
- import atexit
- import logging
- import multiprocessing
- import operator
- import sys
- import grpc
- import prime_pb2
- import prime_pb2_grpc
- _PROCESS_COUNT = 8
- _MAXIMUM_CANDIDATE = 10000
- # Each worker process initializes a single channel after forking.
- # It's regrettable, but to ensure that each subprocess only has to instantiate
- # a single channel to be reused across all RPCs, we use globals.
- _worker_channel_singleton = None
- _worker_stub_singleton = None
- _LOGGER = logging.getLogger(__name__)
- def _shutdown_worker():
- _LOGGER.info('Shutting worker process down.')
- if _worker_channel_singleton is not None:
- _worker_channel_singleton.stop()
- def _initialize_worker(server_address):
- global _worker_channel_singleton # pylint: disable=global-statement
- global _worker_stub_singleton # pylint: disable=global-statement
- _LOGGER.info('Initializing worker process.')
- _worker_channel_singleton = grpc.insecure_channel(server_address)
- _worker_stub_singleton = prime_pb2_grpc.PrimeCheckerStub(
- _worker_channel_singleton)
- atexit.register(_shutdown_worker)
- def _run_worker_query(primality_candidate):
- _LOGGER.info('Checking primality of %s.', primality_candidate)
- return _worker_stub_singleton.check(
- prime_pb2.PrimeCandidate(candidate=primality_candidate))
- def _calculate_primes(server_address):
- worker_pool = multiprocessing.Pool(processes=_PROCESS_COUNT,
- initializer=_initialize_worker,
- initargs=(server_address,))
- check_range = range(2, _MAXIMUM_CANDIDATE)
- primality = worker_pool.map(_run_worker_query, check_range)
- primes = zip(check_range, map(operator.attrgetter('isPrime'), primality))
- return tuple(primes)
- def main():
- msg = 'Determine the primality of the first {} integers.'.format(
- _MAXIMUM_CANDIDATE)
- parser = argparse.ArgumentParser(description=msg)
- parser.add_argument('server_address',
- help='The address of the server (e.g. localhost:50051)')
- args = parser.parse_args()
- primes = _calculate_primes(args.server_address)
- print(primes)
- if __name__ == '__main__':
- handler = logging.StreamHandler(sys.stdout)
- formatter = logging.Formatter('[PID %(process)d] %(message)s')
- handler.setFormatter(formatter)
- _LOGGER.addHandler(handler)
- _LOGGER.setLevel(logging.INFO)
- main()
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