compete/app/common/config.py

#!/usr/bin/env python
# -*- coding: utf-8 -*-
# time: 2023/3/2 10:28
# file: config.py
# author: David
# company: shenyang JY

"""
模型调参及系统功能配置
"""
import os, threading
import argparse, yaml
from app.common.logs import Log

class myargparse(argparse.ArgumentParser):
    _save_lock = threading.Lock()
    def __init__(self, description, add_help):
        super(myargparse, self).__init__(description=description, add_help=add_help)
        self.add_argument(
            '-c',
            '--config_yaml',
            default=
            'config.yml',
            type=str,
            metavar='FILE',
            help='YAML config file specifying default arguments')
        self.add_argument(
            '-n',
            '--neu_yaml',
            default=
            'neu.yml',
            type=str,
            metavar='FILE',
            help='YAML config file specifying default arguments')
        self.add_argument(
            '-i',
            '--input_file',
            type=str,
            metavar='FILE',
            help='训练预测数据路径')
        self.add_argument(
            '-m',
            '--model_name',
            type=str,
            metavar='FILE',
            help='模型选择')

    def _parse_args_and_yaml(self):
        base_parser = argparse.ArgumentParser(add_help=False)
        base_parser.add_argument('-c', '--config_yaml', default='config.yml', type=str)
        base_parser.add_argument('-n', '--neu_yaml', default='neu.yml', type=str)
        given_configs, remaining = base_parser.parse_known_args()
        current_path = os.path.dirname(os.path.dirname(__file__))
        if given_configs.config_yaml:
            config_path = os.path.join(current_path, 'common', given_configs.config_yaml)
            with open(config_path, 'r', encoding='utf-8') as f:
                cfg = yaml.safe_load(f)
                self.set_defaults(**cfg)
        if given_configs.neu_yaml:
            config_path = os.path.join(current_path, 'common', given_configs.neu_yaml)
            with open(config_path, 'r', encoding='utf-8') as f:
                model_cfg = yaml.safe_load(f)
                self.set_defaults(**model_cfg)
        # defaults will have been overridden if config file specified.
        # opt = self.parse_args(remaining)
        opt = self.parse_args(remaining)
        # Cache the args as a text string to save them in the output dir later
        opt_text = yaml.safe_dump(opt.__dict__, default_flow_style=False)
        return opt, opt_text

    def parse_args_and_yaml(self):
        return self._parse_args_and_yaml()[0]

    def save_args_yml(self, opt):
        current_path = os.path.dirname(__file__)
        with myargparse._save_lock:
            file_path = os.path.join(current_path, 'config.yml')
            with open(file_path, mode='w', encoding='utf-8') as f:
                yaml.safe_dump(vars(opt), f)

# -------------- 设置全局对象 --------------
# 创建日志对象
logger = Log().logger
# 创建解析器对象
parser = myargparse(description='南网竞赛算法', add_help=False)

if __name__ == '__main__':
    pass