import os import sys DEV_MODE = False # simplify the federatedscope re-setup everytime we change # the source codes of federatedscope if DEV_MODE: file_dir = os.path.join(os.path.dirname(__file__), '..') sys.path.append(file_dir) from federatedscope.core.auxiliaries.utils import setup_seed from federatedscope.core.auxiliaries.logging import update_logger from federatedscope.core.cmd_args import parse_args, parse_client_cfg from federatedscope.core.configs.config import global_cfg, CfgNode from federatedscope.autotune import get_scheduler, run_scheduler if os.environ.get('https_proxy'): del os.environ['https_proxy'] if os.environ.get('http_proxy'): del os.environ['http_proxy'] if __name__ == '__main__': init_cfg = global_cfg.clone() args = parse_args() if args.cfg_file: init_cfg.merge_from_file(args.cfg_file) cfg_opt, client_cfg_opt = parse_client_cfg(args.opts) init_cfg.merge_from_list(cfg_opt) # Update Exp_name for hpo if init_cfg.expname == '': from federatedscope.autotune.utils import generate_hpo_exp_name init_cfg.expname = generate_hpo_exp_name(init_cfg) update_logger(init_cfg, clear_before_add=True) setup_seed(init_cfg.seed) # load clients' cfg file if args.client_cfg_file: client_cfgs = CfgNode.load_cfg(open(args.client_cfg_file, 'r')) # client_cfgs.set_new_allowed(True) client_cfgs.merge_from_list(client_cfg_opt) else: client_cfgs = None scheduler = get_scheduler(init_cfg, client_cfgs) run_scheduler(scheduler, init_cfg, client_cfgs)