# -*- coding: utf-8 -*- # MegEngine is Licensed under the Apache License, Version 2.0 (the "License") # # Copyright (c) 2014-2020 Megvii Inc. All rights reserved. # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. import multiprocessing as mp from .group import init_process_group from .helper import get_device_count_by_fork from .server import Server from .util import get_free_ports def _run_wrapped(func, master_ip, port, world_size, rank, dev, args, kwargs): """Init distributed process group and run wrapped function.""" init_process_group( master_ip=master_ip, port=port, world_size=world_size, rank=rank, device=dev ) func(*args, **kwargs) def launcher(func): """Decorator for launching multiple processes in single-machine multi-gpu training.""" n_gpus = get_device_count_by_fork("gpu") def wrapper(*args, **kwargs): master_ip = "localhost" server = Server() port = server.py_server_port procs = [] for rank in range(n_gpus): p = mp.Process( target=_run_wrapped, args=(func, master_ip, port, n_gpus, rank, rank, args, kwargs), ) p.start() procs.append(p) ranks = [rank for rank in range(n_gpus)] while len(ranks) > 0: left = [] for rank in ranks: procs[rank].join(1) code = procs[rank].exitcode assert ( code == 0 or code == None ), "subprocess {} exit with code {}".format(rank, code) if code == None: left.append(rank) ranks = left return wrapper