• 根据baselines库修改的运行输入参数的解析代码


    如题:

    def arg_parser():
        """
        Create an empty argparse.ArgumentParser.
        """
        import argparse
        parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter)
    
        parser.add_argument('--env', help='environment ID', type=str, default='Reacher-v2')
        parser.add_argument('--env_type', help='type of environment, used when the environment type cannot be automatically determined', type=str)
        parser.add_argument('--seed', help='RNG seed', type=int, default=None)
        parser.add_argument('--alg', help='Algorithm', type=str, default='ppo2')
        parser.add_argument('--num_timesteps', type=float, default=1e6),
        parser.add_argument('--network', help='network type (mlp, cnn, lstm, cnn_lstm, conv_only)', default=None)
        parser.add_argument('--gamestate', help='game state to load (so far only used in retro games)', default=None)
        parser.add_argument('--num_env', help='Number of environment copies being run in parallel. When not specified, set to number of cpus for Atari, and to 1 for Mujoco', default=None, type=int)
        parser.add_argument('--reward_scale', help='Reward scale factor. Default: 1.0', default=1.0, type=float)
        parser.add_argument('--save_path', help='Path to save trained model to', default=None, type=str)
        parser.add_argument('--save_video_interval', help='Save video every x steps (0 = disabled)', default=0, type=int)
        parser.add_argument('--save_video_length', help='Length of recorded video. Default: 200', default=200, type=int)
        parser.add_argument('--log_path', help='Directory to save learning curve data.', default=None, type=str)
        parser.add_argument('--play', default=False, action='store_true')
    
        return parser.parse_known_args()
    
    def parse_unknown_args(args):
        """
        Parse arguments not consumed by arg parser into a dictionary
        """
        retval = {}
        preceded_by_key = False
        for arg in args:
            if arg.startswith('--'):
                if '=' in arg:
                    key = arg.split('=')[0][2:]
                    value = arg.split('=')[1]
                    retval[key] = value
                else:
                    key = arg[2:]
                    preceded_by_key = True
            elif preceded_by_key:
                retval[key] = arg
                preceded_by_key = False
    
        return retval
    
    def parse_cmdline_kwargs(args, unknown_args):
        '''
        convert a list of '='-spaced command-line arguments to a dictionary, evaluating python objects when possible
        '''
        def parse(v):
    
            assert isinstance(v, str)
            try:
                return eval(v)
            except (NameError, SyntaxError):
                return v
    
        args.__dict__.update({k: parse(v) for k,v in parse_unknown_args(unknown_args).items()})
        return args
    
    
    args, unknown_args = arg_parser()
    
    print(args)
    args = parse_cmdline_kwargs(args, unknown_args)
    print(args)

    运行:

    python test.py --aaa=me --xxx=11.11  --abc=True   --cde=1+99

    解析结果:

    Namespace(alg='ppo2', env='Reacher-v2', env_type=None, gamestate=None, log_path=None, network=None, num_env=None, num_timesteps=1000000.0, play=False, reward_scale=1.0, save_path=None, save_video_interval=0, save_video_length=200, seed=None)
    Namespace(aaa='me', abc=True, alg='ppo2', cde=100, env='Reacher-v2', env_type=None, gamestate=None, log_path=None, network=None, num_env=None, num_timesteps=1000000.0, play=False, reward_scale=1.0, save_path=None, save_video_interval=0, save_video_length=200, seed=None, xxx=11.11)

    =======================================

    比较规范的运行参数解析的代码,方便后续代码中对参数的调用。

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  • 原文地址:https://www.cnblogs.com/devilmaycry812839668/p/16096198.html
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