# https://github.com/open-mmlab/mmcv/blob/master/mmcv/utils/config.py import collections import os.path as osp import sys from argparse import ArgumentParser from importlib import import_module from addict import Dict class ConfigDict(Dict): def __missing__(self, name): raise KeyError(name) def __getattr__(self, name): try: value = super(ConfigDict, self).__getattr__(name) except KeyError: ex = AttributeError("'{}' object has no attribute '{}'".format( self.__class__.__name__, name)) except Exception as e: ex = e else: return value raise ex def add_args(parser, cfg, prefix=''): for k, v in cfg.items(): if isinstance(v, str): parser.add_argument('--' + prefix + k) elif isinstance(v, int): parser.add_argument('--' + prefix + k, type=int) elif isinstance(v, float): parser.add_argument('--' + prefix + k, type=float) elif isinstance(v, bool): parser.add_argument('--' + prefix + k, action='store_true') elif isinstance(v, dict): add_args(parser, v, k + '.') elif isinstance(v, collections.Iterable): parser.add_argument('--' + prefix + k, type=type(v[0]), nargs='+') else: print('connot parse key {} of type {}'.format(prefix + k, type(v))) return parser class Config(object): """A facility for config and config files. It supports common file formats as configs: python/json/yaml. The interface is the same as a dict object and also allows access config values as attributes. Example: >>> cfg = Config(dict(a=1, b=dict(b1=[0, 1]))) >>> cfg.a 1 >>> cfg.b {'b1': [0, 1]} >>> cfg.b.b1 [0, 1] >>> cfg = Config.fromfile('tests/data/config/a.py') >>> cfg.filename "/home/kchen/projects/mmcv/tests/data/config/a.py" >>> cfg.item4 'test' >>> cfg "Config [path: /home/kchen/projects/mmcv/tests/data/config/a.py]: " "{'item1': [1, 2], 'item2': {'a': 0}, 'item3': True, 'item4': 'test'}" """ @staticmethod def fromfile(filename): filename = osp.abspath(osp.expanduser(filename)) if filename.endswith('.py'): module_name = osp.basename(filename)[:-3] if '.' in module_name: raise ValueError('Dots are not allowed in config file path.') config_dir = osp.dirname(filename) sys.path.insert(0, config_dir) mod = import_module(module_name) sys.path.pop(0) cfg_dict = { name: value for name, value in mod.__dict__.items() if not name.startswith('__') } elif filename.endswith(('.yml', '.yaml')): from yaml import safe_load cfg_dict = safe_load(open(filename, 'r')) # yaml.load(open(filename, 'r'), Loader=yaml.FullLoader) else: raise IOError('Only py/yml/yaml type are supported now!') return Config(cfg_dict, filename=filename) @staticmethod def auto_argparser(description=None): """Generate argparser from config file automatically (experimental) """ partial_parser = ArgumentParser(description=description) partial_parser.add_argument('config', help='config file path') cfg_file = partial_parser.parse_known_args()[0].config cfg = Config.fromfile(cfg_file) parser = ArgumentParser(description=description) parser.add_argument('config', help='config file path') add_args(parser, cfg) return parser, cfg def __init__(self, cfg_dict=None, filename=None): if cfg_dict is None: cfg_dict = dict() elif not isinstance(cfg_dict, dict): raise TypeError('cfg_dict must be a dict, but got {}'.format( type(cfg_dict))) super(Config, self).__setattr__('_cfg_dict', ConfigDict(cfg_dict)) super(Config, self).__setattr__('_filename', filename) if filename: with open(filename, 'r', encoding='utf-8') as f: super(Config, self).__setattr__('_text', f.read()) else: super(Config, self).__setattr__('_text', '') @property def filename(self): return self._filename @property def text(self): return self._text def __repr__(self): return 'Config (path: {}): {}'.format(self.filename, self._cfg_dict.__repr__()) def __len__(self): return len(self._cfg_dict) def __getattr__(self, name): return getattr(self._cfg_dict, name) def __getitem__(self, name): return self._cfg_dict.__getitem__(name) def __setattr__(self, name, value): if isinstance(value, dict): value = ConfigDict(value) self._cfg_dict.__setattr__(name, value) def __setitem__(self, name, value): if isinstance(value, dict): value = ConfigDict(value) self._cfg_dict.__setitem__(name, value) def __iter__(self): return iter(self._cfg_dict)