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huongdm1896 authoredhuongdm1896 authored
run_flwr.py 4.77 KiB
# python3 run_flwr_1.py -c config_instances.json -i 1 -x 1
import os
import sys
import json
import subprocess
from pathlib import Path
from datetime import datetime
import argparse
# structure def main to call in other python file
def main(config_path, instance, suffix):
print(f"Running Flower instance with instance: {instance} and suffix: {suffix}")
config_path = os.path.abspath(config_path)
config_dir = os.path.dirname(config_path)
# read json
try:
with open(config_path, "r") as file:
config_data = json.load(file)
except FileNotFoundError:
print(f"Error: Config file {config_path} not found!")
sys.exit(1)
except json.JSONDecodeError:
print(f"Error: Config file {config_path} contains invalid JSON!")
sys.exit(1)
# get instance info
instance_config = config_data.get("instances", {}).get(str(instance))
if not instance_config:
print(f"Error: Instance {instance} not found in config.json!")
sys.exit(1)
# get server/client info
output_dir = os.path.abspath(os.path.join(config_dir, instance_config["output_dir"])) if instance_config["output_dir"].startswith("./") else instance_config["output_dir"]
instance_name = instance_config.get("instance", f"default_instance_{instance}")
server_ip = instance_config["server"]["ip"]
server_port = instance_config["server"]["port"]
# Convert server args to absolute paths if needed
server_args = [
os.path.abspath(os.path.join(config_dir, arg)) if arg.startswith("./") else arg
for arg in instance_config["server"]["args"]
]
server_command = [instance_config["server"]["command"], *server_args]
# Convert client args to absolute paths if needed
clients = instance_config["clients"]
client_commands = []
for client in clients:
client_ip = client["ip"]
client_args = [
os.path.abspath(os.path.join(config_dir, arg)) if arg.startswith("./") else arg
for arg in client["args"]
]
client_command = [client["command"], *client_args, f'"{server_ip}:{server_port}"']
client_commands.append({"ip": client_ip, "command": client_command})
# print(server_command, client_commands)
# print(output_dir)
# return
# Create log for experiment Flower
current_time = datetime.now().strftime("%Y%m%d_%H%M%S")
flower_dir = os.path.join(output_dir, f"Flower_{suffix}")
log_exp_dir = os.path.join(flower_dir, f"Flower_instance_{instance_name}", f"Flwr_{current_time}")
os.makedirs(log_exp_dir, exist_ok=True)
# Run server and clients
try:
print(f"========== Run Server on {server_ip} ==========")
server_log_path = os.path.join(log_exp_dir, f"Server_{server_ip}")
with open(server_log_path, "w") as log_file:
server_command_with_log = server_command.copy()
if "logger" in instance_config["server"]["modules"]:
server_command_with_log.extend(["--log_dir", log_exp_dir]) # Nếu có, thêm log_dir
server_process = subprocess.Popen(
["oarsh", server_ip, *server_command_with_log], # Chạy lệnh server (có hoặc không có log_dir)
stdout=log_file, stderr=subprocess.STDOUT
)
# server_process = subprocess.Popen(
# ["oarsh", server_ip, *server_command],
# stdout=log_file, stderr=subprocess.STDOUT
# )
client_processes = []
for client in client_commands:
client_ip = client["ip"]
client_command = client["command"]
if client_ip:
print(f"========== Run Client on {client_ip} ==========")
client_log_path = os.path.join(log_exp_dir, f"Client_{client_ip}")
with open(client_log_path, "w") as log_file:
client_process = subprocess.Popen(
["oarsh", client_ip, *client_command],
stdout=log_file, stderr=subprocess.STDOUT
)
client_processes.append(client_process)
print("========== Waiting for processes to complete ==========")
server_process.wait()
for client_process in client_processes:
client_process.wait()
except Exception as e:
print(f"An error occurred: {e}")
sys.exit(1)
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Run Flower server and clients with specified config file.")
parser.add_argument("-c", "--config", type=str, required=True)
parser.add_argument("-i", "--instance", type=str, required=True)
parser.add_argument("-x", "--suffix", type=str, required=True)
args = parser.parse_args()
main(args.config, args.instance, args.suffix)