forked from mindspore-Ecosystem/mindspore
179 lines
9.4 KiB
Python
179 lines
9.4 KiB
Python
# Copyright 2021 Huawei Technologies Co., Ltd
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ============================================================================
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import argparse
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import subprocess
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import os
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import ast
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parser = argparse.ArgumentParser(description="Run test_mobile_lenet.py case")
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parser.add_argument("--device_target", type=str, default="CPU")
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parser.add_argument("--server_mode", type=str, default="FEDERATED_LEARNING")
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parser.add_argument("--worker_num", type=int, default=0)
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parser.add_argument("--server_num", type=int, default=2)
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parser.add_argument("--scheduler_ip", type=str, default="127.0.0.1")
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parser.add_argument("--scheduler_port", type=int, default=8113)
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parser.add_argument("--fl_server_port", type=int, default=6666)
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parser.add_argument("--start_fl_job_threshold", type=int, default=1)
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parser.add_argument("--start_fl_job_time_window", type=int, default=3000)
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parser.add_argument("--update_model_ratio", type=float, default=1.0)
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parser.add_argument("--update_model_time_window", type=int, default=3000)
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parser.add_argument("--fl_name", type=str, default="Lenet")
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parser.add_argument("--fl_iteration_num", type=int, default=25)
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parser.add_argument("--client_epoch_num", type=int, default=20)
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parser.add_argument("--client_batch_size", type=int, default=32)
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parser.add_argument("--client_learning_rate", type=float, default=0.01)
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parser.add_argument("--local_server_num", type=int, default=-1)
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parser.add_argument("--config_file_path", type=str, default="")
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parser.add_argument("--pki_verify", type=ast.literal_eval, default=False)
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# parameters used for pki_verify=True
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parser.add_argument("--root_first_ca_path", type=str, default="")
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parser.add_argument("--root_second_ca_path", type=str, default="")
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parser.add_argument("--equip_crl_path", type=str, default="")
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parser.add_argument("--replay_attack_time_diff", type=int, default=600000)
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parser.add_argument("--encrypt_type", type=str, default="NOT_ENCRYPT")
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# parameters for encrypt_type='DP_ENCRYPT'
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parser.add_argument("--dp_eps", type=float, default=50.0)
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parser.add_argument("--dp_delta", type=float, default=0.01) # 1/worker_num
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parser.add_argument("--dp_norm_clip", type=float, default=1.0)
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# parameters for encrypt_type='PW_ENCRYPT'
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parser.add_argument("--share_secrets_ratio", type=float, default=1.0)
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parser.add_argument("--cipher_time_window", type=int, default=300000)
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parser.add_argument("--reconstruct_secrets_threshold", type=int, default=3)
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parser.add_argument("--client_password", type=str, default="")
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parser.add_argument("--server_password", type=str, default="")
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parser.add_argument("--enable_ssl", type=ast.literal_eval, default=False)
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# parameters for 'SIGNDS'
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parser.add_argument("--sign_k", type=float, default=0.01)
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parser.add_argument("--sign_eps", type=float, default=100)
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parser.add_argument("--sign_thr_ratio", type=float, default=0.6)
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parser.add_argument("--sign_global_lr", type=float, default=0.1)
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parser.add_argument("--sign_dim_out", type=int, default=0)
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parser.add_argument("--global_iteration_time_window", type=int, default=3600000)
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# parameters for "compression"
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parser.add_argument("--upload_compress_type", type=str, default="NO_COMPRESS",
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choices=["NO_COMPRESS", "DIFF_SPARSE_QUANT"])
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parser.add_argument("--upload_sparse_rate", type=float, default=0.5)
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parser.add_argument("--download_compress_type", type=str, default="NO_COMPRESS",
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choices=["NO_COMPRESS", "QUANT"])
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parser.add_argument("--node_id", type=str, default="")
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if __name__ == "__main__":
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args, _ = parser.parse_known_args()
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device_target = args.device_target
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server_mode = args.server_mode
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worker_num = args.worker_num
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server_num = args.server_num
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scheduler_ip = args.scheduler_ip
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scheduler_port = args.scheduler_port
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fl_server_port = args.fl_server_port
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start_fl_job_threshold = args.start_fl_job_threshold
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start_fl_job_time_window = args.start_fl_job_time_window
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update_model_ratio = args.update_model_ratio
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update_model_time_window = args.update_model_time_window
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share_secrets_ratio = args.share_secrets_ratio
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cipher_time_window = args.cipher_time_window
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reconstruct_secrets_threshold = args.reconstruct_secrets_threshold
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fl_name = args.fl_name
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fl_iteration_num = args.fl_iteration_num
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client_epoch_num = args.client_epoch_num
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client_batch_size = args.client_batch_size
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client_learning_rate = args.client_learning_rate
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local_server_num = args.local_server_num
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config_file_path = args.config_file_path
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dp_eps = args.dp_eps
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dp_delta = args.dp_delta
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dp_norm_clip = args.dp_norm_clip
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encrypt_type = args.encrypt_type
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pki_verify = args.pki_verify
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root_first_ca_path = args.root_first_ca_path
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root_second_ca_path = args.root_second_ca_path
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equip_crl_path = args.equip_crl_path
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replay_attack_time_diff = args.replay_attack_time_diff
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client_password = args.client_password
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server_password = args.server_password
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enable_ssl = args.enable_ssl
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sign_k = args.sign_k
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sign_eps = args.sign_eps
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sign_thr_ratio = args.sign_thr_ratio
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sign_global_lr = args.sign_global_lr
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sign_dim_out = args.sign_dim_out
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global_iteration_time_window = args.global_iteration_time_window
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upload_compress_type = args.upload_compress_type
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upload_sparse_rate = args.upload_sparse_rate
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download_compress_type = args.download_compress_type
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node_id = args.node_id
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if local_server_num == -1:
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local_server_num = server_num
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assert local_server_num <= server_num, "The local server number should not be bigger than total server number."
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for i in range(local_server_num):
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ms_node_id = node_id + str(i)
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os.environ['MS_NODE_ID'] = ms_node_id
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cmd_server = "execute_path=$(pwd) && self_path=$(dirname \"${script_self}\") && "
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cmd_server += "rm -rf ${execute_path}/server_" + ms_node_id + "/ &&"
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cmd_server += "mkdir ${execute_path}/server_" + ms_node_id + "/ &&"
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cmd_server += "cd ${execute_path}/server_" + ms_node_id + "/ || exit && export GLOG_v=1 &&"
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cmd_server += "python ${self_path}/../test_mobile_lenet.py"
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cmd_server += " --device_target=" + device_target
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cmd_server += " --server_mode=" + server_mode
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cmd_server += " --ms_role=MS_SERVER"
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cmd_server += " --worker_num=" + str(worker_num)
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cmd_server += " --server_num=" + str(server_num)
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cmd_server += " --scheduler_ip=" + scheduler_ip
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cmd_server += " --scheduler_port=" + str(scheduler_port)
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cmd_server += " --fl_server_port=" + str(fl_server_port + i)
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cmd_server += " --start_fl_job_threshold=" + str(start_fl_job_threshold)
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cmd_server += " --start_fl_job_time_window=" + str(start_fl_job_time_window)
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cmd_server += " --update_model_ratio=" + str(update_model_ratio)
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cmd_server += " --update_model_time_window=" + str(update_model_time_window)
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cmd_server += " --share_secrets_ratio=" + str(share_secrets_ratio)
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cmd_server += " --cipher_time_window=" + str(cipher_time_window)
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cmd_server += " --reconstruct_secrets_threshold=" + str(reconstruct_secrets_threshold)
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cmd_server += " --fl_name=" + fl_name
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cmd_server += " --fl_iteration_num=" + str(fl_iteration_num)
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cmd_server += " --config_file_path=" + str(config_file_path)
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cmd_server += " --client_epoch_num=" + str(client_epoch_num)
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cmd_server += " --client_batch_size=" + str(client_batch_size)
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cmd_server += " --client_learning_rate=" + str(client_learning_rate)
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cmd_server += " --dp_eps=" + str(dp_eps)
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cmd_server += " --dp_delta=" + str(dp_delta)
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cmd_server += " --dp_norm_clip=" + str(dp_norm_clip)
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cmd_server += " --client_password=" + str(client_password)
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cmd_server += " --server_password=" + str(server_password)
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cmd_server += " --pki_verify=" + str(pki_verify)
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cmd_server += " --root_first_ca_path=" + str(root_first_ca_path)
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cmd_server += " --root_second_ca_path=" + str(root_second_ca_path)
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cmd_server += " --equip_crl_path=" + str(equip_crl_path)
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cmd_server += " --replay_attack_time_diff=" + str(replay_attack_time_diff)
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cmd_server += " --enable_ssl=" + str(enable_ssl)
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cmd_server += " --encrypt_type=" + str(encrypt_type)
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cmd_server += " --sign_k=" + str(sign_k)
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cmd_server += " --sign_eps=" + str(sign_eps)
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cmd_server += " --sign_thr_ratio=" + str(sign_thr_ratio)
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cmd_server += " --sign_global_lr=" + str(sign_global_lr)
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cmd_server += " --sign_dim_out=" + str(sign_dim_out)
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cmd_server += " --global_iteration_time_window=" + str(global_iteration_time_window)
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cmd_server += " --upload_compress_type=" + str(upload_compress_type)
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cmd_server += " --upload_sparse_rate=" + str(upload_sparse_rate)
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cmd_server += " --download_compress_type=" + str(download_compress_type)
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cmd_server += " > server.log 2>&1 &"
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import time
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time.sleep(0.3)
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subprocess.call(['bash', '-c', cmd_server])
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