#!/usr/bin/env python # -*- coding:utf-8 -*- # Author: Donny You(youansheng@gmail.com) # Configer class for all hyper parameters. from __future__ import absolute_import from __future__ import division from __future__ import print_function import argparse import json import os import sys from lib.utils.tools.logger import Logger as Log from ast import literal_eval class Configer(object): def __init__(self, args_parser=None, configs=None, config_dict=None): if config_dict is not None: self.params_root = config_dict elif configs is not None: if not os.path.exists(configs): Log.error('Json Path:{} not exists!'.format(configs)) exit(0) json_stream = open(configs, 'r') self.params_root = json.load(json_stream) json_stream.close() elif args_parser is not None: self.args_dict = args_parser.__dict__ self.params_root = None if not os.path.exists(args_parser.configs): print('Json Path:{} not exists!'.format(args_parser.configs)) exit(1) json_stream = open(args_parser.configs, 'r') self.params_root = json.load(json_stream) json_stream.close() for key, value in self.args_dict.items(): if not self.exists(*key.split(':')): self.add(key.split(':'), value) elif value is not None: self.update(key.split(':'), value) self._handle_remaining_args(args_parser.REMAIN) self.conditions = _ConditionHelper(self) def _handle_remaining_args(self, remain): def _parse_value(x: str): """ We first try to parse `x` as python literal object. If failed, we regard x as string. """ try: return literal_eval(x) except ValueError: return x def _set_value(key, value): """ We directly operate on `params_root`. """ remained_parts = key.split('.') consumed_parts = [] parent_dict = self.params_root while len(remained_parts) > 1: cur_key = remained_parts.pop(0) consumed_parts.append(cur_key) if cur_key not in parent_dict: parent_dict[cur_key] = dict() Log.info('{} not exists, set as `dict()`.'.format('.'.join(consumed_parts))) elif not isinstance(parent_dict[cur_key], dict): Log.error( 'Cannot set {child_name} on {root_name}, as {root_name} is `{root_type}`.'.format( root_name='.'.join(consumed_parts), child_name='.'.join(remained_parts), root_type=type(parent_dict[cur_key]) ) ) sys.exit(1) parent_dict = parent_dict[cur_key] cur_key = remained_parts.pop(0) consumed_parts.append(cur_key) if cur_key.endswith('+'): cur_key = cur_key[:-1] target = parent_dict.get(cur_key) if not isinstance(target, list): Log.error( 'Cannot append to {key}, as its type is {target_type}.' .format( key=key[:-1], target_type=type(target) ) ) sys.exit(1) target.append(value) Log.info( 'Append {value} to {key}. Current: {target}.' .format( key=key[:-1], value=value, target=target, ) ) return existing_value = parent_dict.get(cur_key) if existing_value is not None: Log.warn( 'Override {key} using {value}. Previous value: {old_value}.' .format( key=key, value=value, old_value=existing_value ) ) else: Log.info( 'Set {key} as {value}.'.format(key=key, value=value) ) parent_dict[cur_key] = value assert len(remain) % 2 == 0, remain args = {} for i in range(len(remain) // 2): key, value = remain[2 * i: 2 * i + 2] _set_value(key, _parse_value(value)) def clone(self): from copy import deepcopy return Configer(config_dict=deepcopy(self.params_root)) def _get_caller(self): filename = os.path.basename(sys._getframe().f_back.f_back.f_code.co_filename) lineno = sys._getframe().f_back.f_back.f_lineno prefix = '{}, {}'.format(filename, lineno) return prefix def get(self, *key): if len(key) == 0: return self.params_root elif len(key) == 1: if key[0] in self.params_root: return self.params_root[key[0]] else: Log.error('{} KeyError: {}.'.format(self._get_caller(), key)) exit(1) elif len(key) == 2: if key[0] in self.params_root and key[1] in self.params_root[key[0]]: return self.params_root[key[0]][key[1]] else: Log.error('{} KeyError: {}.'.format(self._get_caller(), key)) exit(1) else: Log.error('{} KeyError: {}.'.format(self._get_caller(), key)) exit(1) def exists(self, *key): if len(key) == 1 and key[0] in self.params_root: return True if len(key) == 2 and (key[0] in self.params_root and key[1] in self.params_root[key[0]]): return True return False def add(self, key_tuple, value): if self.exists(*key_tuple): Log.error('{} Key: {} existed!!!'.format(self._get_caller(), key_tuple)) exit(1) if len(key_tuple) == 1: self.params_root[key_tuple[0]] = value elif len(key_tuple) == 2: if key_tuple[0] not in self.params_root: self.params_root[key_tuple[0]] = dict() self.params_root[key_tuple[0]][key_tuple[1]] = value else: Log.error('{} KeyError: {}.'.format(self._get_caller(), key_tuple)) exit(1) def update(self, key_tuple, value): if not self.exists(*key_tuple): Log.error('{} Key: {} not existed!!!'.format(self._get_caller(), key_tuple)) exit(1) if len(key_tuple) == 1 and not isinstance(self.params_root[key_tuple[0]], dict): self.params_root[key_tuple[0]] = value elif len(key_tuple) == 2: self.params_root[key_tuple[0]][key_tuple[1]] = value else: Log.error('{} Key: {} not existed!!!'.format(self._get_caller(), key_tuple)) exit(1) def resume(self, config_dict): self.params_root = config_dict def plus_one(self, *key): if not self.exists(*key): Log.error('{} Key: {} not existed!!!'.format(self._get_caller(), key)) exit(1) if len(key) == 1 and not isinstance(self.params_root[key[0]], dict): self.params_root[key[0]] += 1 elif len(key) == 2: self.params_root[key[0]][key[1]] += 1 else: Log.error('{} KeyError: {} !!!'.format(self._get_caller(), key)) exit(1) def to_dict(self): return self.params_root class _ConditionHelper: """Handy helper""" def __init__(self, configer): self.configer = configer @property def use_multi_dataset(self): root_dirs = self.configer.get('data', 'data_dir') return isinstance(root_dirs, (tuple, list)) and len(root_dirs) > 1 @property def pred_sw_offset(self): return self.configer.exists('data', 'pred_sw_offset') @property def pred_dt_offset(self): return self.configer.exists('data', 'pred_dt_offset') @property def use_sw_offset(self): return self.configer.exists('data', 'use_sw_offset') @property def use_dt_offset(self): return self.configer.exists('data', 'use_dt_offset') @property def use_ground_truth(self): return self.config_equals(('use_ground_truth',), True) @property def pred_ml_dt_offset(self): return self.configer.exists('data', 'pred_ml_dt_offset') def loss_contains(self, name): return name in self.configer.get('loss', 'loss_type') def model_contains(self, name): return name in self.configer.get('network', 'model_name') def config_equals(self, key, value): if not self.configer.exists(*key): return False return self.configer.get(*key) == value def config_exists(self, key): return self.configer.exists(*key) def environ_exists(self, key): return os.environ.get(key) is not None @property def diverse_size(self): return self.configer.get('val', 'data_transformer')['size_mode'] == 'diverse_size' if __name__ == '__main__': parser = argparse.ArgumentParser() parser.add_argument('--configs', default='../../configs/cls/flower/fc_vgg19_flower_cls.json', type=str, dest='configs', help='The file of the hyper parameters.') parser.add_argument('--phase', default='train', type=str, dest='phase', help='The phase of Pose Estimator.') parser.add_argument('--gpu', default=[0, 1, 2, 3], nargs='+', type=int, dest='gpu', help='The gpu used.') parser.add_argument('--resume', default=None, type=str, dest='network:resume', help='The path of pretrained model.') parser.add_argument('--train_dir', default=None, type=str, dest='data:train_dir', help='The path of train data.') args_parser = parser.parse_args() configer = Configer(args_parser=args_parser) configer.add(('project_dir',), 'root') configer.update(('project_dir',), 'root1') print (configer.get('project_dir')) print (configer.get('network', 'resume')) print (configer.get('logging', 'log_file')) print(configer.get('data', 'train_dir'))