from pathlib import Path import yaml from easydict import EasyDict def log_config_to_file(cfg, pre='cfg', logger=None): for key, val in cfg.items(): if isinstance(cfg[key], EasyDict): logger.info('----------- %s -----------' % (key)) log_config_to_file(cfg[key], pre=pre + '.' + key, logger=logger) continue logger.info('%s.%s: %s' % (pre, key, val)) def cfg_from_list(cfg_list, config): """Set config keys via list (e.g., from command line).""" from ast import literal_eval assert len(cfg_list) % 2 == 0 for k, v in zip(cfg_list[0::2], cfg_list[1::2]): key_list = k.split('.') d = config for subkey in key_list[:-1]: assert subkey in d, 'NotFoundKey: %s' % subkey d = d[subkey] subkey = key_list[-1] assert subkey in d, 'NotFoundKey: %s' % subkey try: value = literal_eval(v) except: value = v if type(value) != type(d[subkey]) and isinstance(d[subkey], EasyDict): key_val_list = value.split(',') for src in key_val_list: cur_key, cur_val = src.split(':') val_type = type(d[subkey][cur_key]) cur_val = val_type(cur_val) d[subkey][cur_key] = cur_val elif type(value) != type(d[subkey]) and isinstance(d[subkey], list): val_list = value.split(',') for k, x in enumerate(val_list): val_list[k] = type(d[subkey][0])(x) d[subkey] = val_list else: assert type(value) == type(d[subkey]), \ 'type {} does not match original type {}'.format(type(value), type(d[subkey])) d[subkey] = value def merge_new_config(config, new_config): if '_BASE_CONFIG_' in new_config: with open(new_config['_BASE_CONFIG_'], 'r') as f: try: yaml_config = yaml.safe_load(f, Loader=yaml.FullLoader) except: yaml_config = yaml.safe_load(f) config.update(EasyDict(yaml_config)) for key, val in new_config.items(): if not isinstance(val, dict): config[key] = val continue if key not in config: config[key] = EasyDict() merge_new_config(config[key], val) return config def cfg_from_yaml_file(cfg_file, config): with open(cfg_file, 'r') as f: try: new_config = yaml.safe_load(f, Loader=yaml.FullLoader) except: new_config = yaml.safe_load(f) merge_new_config(config=config, new_config=new_config) return config cfg = EasyDict() cfg.ROOT_DIR = (Path(__file__).resolve().parent / '../').resolve() cfg.LOCAL_RANK = 0