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- # Copyright 2021 Huawei Technologies Co., Ltd
- #
- # 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.
- # ============================================================================
-
- import ast
- import argparse
- import subprocess
-
- parser = argparse.ArgumentParser(description="Run test_mobile_lenet.py case")
- parser.add_argument("--device_target", type=str, default="CPU")
- parser.add_argument("--server_mode", type=str, default="FEDERATED_LEARNING")
- parser.add_argument("--worker_num", type=int, default=0)
- parser.add_argument("--server_num", type=int, default=2)
- parser.add_argument("--scheduler_ip", type=str, default="127.0.0.1")
- parser.add_argument("--scheduler_port", type=int, default=8113)
- parser.add_argument("--fl_server_port", type=int, default=6666)
- parser.add_argument("--start_fl_job_threshold", type=int, default=1)
- parser.add_argument("--fl_name", type=str, default="Lenet")
- parser.add_argument("--fl_iteration_num", type=int, default=25)
- parser.add_argument("--client_epoch_num", type=int, default=20)
- parser.add_argument("--client_batch_size", type=int, default=32)
- parser.add_argument("--secure_aggregation", type=ast.literal_eval, default=False)
- parser.add_argument("--local_server_num", type=int, default=-1)
-
- if __name__ == "__main__":
- args, _ = parser.parse_known_args()
- device_target = args.device_target
- server_mode = args.server_mode
- worker_num = args.worker_num
- server_num = args.server_num
- scheduler_ip = args.scheduler_ip
- scheduler_port = args.scheduler_port
- fl_server_port = args.fl_server_port
- start_fl_job_threshold = args.start_fl_job_threshold
- fl_name = args.fl_name
- fl_iteration_num = args.fl_iteration_num
- client_epoch_num = args.client_epoch_num
- client_batch_size = args.client_batch_size
- secure_aggregation = args.secure_aggregation
- local_server_num = args.local_server_num
-
- if local_server_num == -1:
- local_server_num = server_num
-
- assert local_server_num <= server_num, "The local server number should not be bigger than total server number."
-
- for i in range(local_server_num):
- cmd_server = "execute_path=$(pwd) && self_path=$(dirname \"${script_self}\") && "
- cmd_server += "rm -rf ${execute_path}/server_" + str(i) + "/ &&"
- cmd_server += "mkdir ${execute_path}/server_" + str(i) + "/ &&"
- cmd_server += "cd ${execute_path}/server_" + str(i) + "/ || exit && export GLOG_v=1 &&"
- cmd_server += "python ${self_path}/../test_mobile_lenet.py"
- cmd_server += " --device_target=" + device_target
- cmd_server += " --server_mode=" + server_mode
- cmd_server += " --ms_role=MS_SERVER"
- cmd_server += " --worker_num=" + str(worker_num)
- cmd_server += " --server_num=" + str(server_num)
- cmd_server += " --scheduler_ip=" + scheduler_ip
- cmd_server += " --scheduler_port=" + str(scheduler_port)
- cmd_server += " --fl_server_port=" + str(fl_server_port + i)
- cmd_server += " --start_fl_job_threshold=" + str(start_fl_job_threshold)
- cmd_server += " --fl_name=" + fl_name
- cmd_server += " --fl_iteration_num=" + str(fl_iteration_num)
- cmd_server += " --client_epoch_num=" + str(client_epoch_num)
- cmd_server += " --client_batch_size=" + str(client_batch_size)
- cmd_server += " --secure_aggregation=" + str(secure_aggregation)
- cmd_server += " > server.log 2>&1 &"
-
- import time
- time.sleep(0.3)
- subprocess.call(['bash', '-c', cmd_server])
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