How to use the asteroid.utils.parse_args_as_dict function in asteroid

trainer = pl.Trainer(max_nb_epochs=conf['training']['epochs'],
                         checkpoint_callback=checkpoint,
                         default_save_path=exp_dir,
                         gpus=conf['main_args']['gpus'],
                         distributed_backend='dp')
    trainer.fit(system)


if __name__ == '__main__':
    import yaml
    from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    with open('local/conf.yml') as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)

    # Arg_dic is a dictionary following the structure of `conf.yml`
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure.
    main(arg_dic)

from pprint import pprint as print
    from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    # We start with opening the config file conf.yml as a dictionary from
    # which we can create parsers. Each top level key in the dictionary defined
    # by the YAML file creates a group in the parser.
    with open('local/conf.yml') as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    # Arguments are then parsed into a hierarchical dictionary (instead of
    # flat, as returned by argparse) to facilitate calls to the different
    # asteroid methods (see in main).
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure. It can be useful to also
    # have it so we included it here but it is not used.
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    print(arg_dic)
    main(arg_dic)

from pprint import pprint as print
    from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    # We start with opening the config file conf.yml as a dictionary from
    # which we can create parsers. Each top level key in the dictionary defined
    # by the YAML file creates a group in the parser.
    with open('local/conf.yml') as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    # Arguments are then parsed into a hierarchical dictionary (instead of
    # flat, as returned by argparse) to facilitate calls to the different
    # asteroid methods (see in main).
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure. It can be useful to also
    # have it so we included it here but it is not used.
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    print(arg_dic)
    main(arg_dic)

tot = self.alpha * dc_loss.mean() + (1 - self.alpha) * src_pit_loss
        # Return unweighted losses as well for logging.
        loss_dict = dict(dc_loss=dc_loss.mean(),
                         pit_loss=src_pit_loss)
        return tot, loss_dict


if __name__ == '__main__':
    import yaml
    from pprint import pprint
    from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    with open('local/conf.yml') as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    pprint(arg_dic)
    main(arg_dic)

if __name__ == '__main__':
    if dlp_mpi.IS_MASTER:
        # We start with opening the config file conf.yml as a dictionary from
        # which we can create parsers. Each top level key in the dictionary defined
        # by the YAML file creates a group in the parser.
        with open('local/conf.yml') as f:
            def_conf = yaml.safe_load(f)
        parser = prepare_parser_from_dict(def_conf, parser=parser)
        # Arguments are then parsed into a hierarchical dictionary (instead of
        # flat, as returned by argparse) to falicitate calls to the different
        # asteroid methods (see in main).
        # plain_args is the direct output of parser.parse_args() and contains all
        # the attributes in an non-hierarchical structure. It can be useful to also
        # have it so we included it here but it is not used.
        arg_dict, plain_args = parse_args_as_dict(
            parser, return_plain_args=True)
    else:
        arg_dict = None
    arg_dict = dlp_mpi.bcast(arg_dict, root=dlp_mpi.MASTER)
    main(arg_dict)

import yaml
    from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    # We start with opening the config file conf.yml as a dictionary from
    # which we can create parsers. Each top level key in the dictionary defined
    # by the YAML file creates a group in the parser.
    with open('local/conf.yml') as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    # Arguments are then parsed into a hierarchical dictionary (instead of
    # flat, as returned by argparse) to facilitate calls to the different
    # asteroid methods (see in main).
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure. It can be useful to also
    # have it so we included it here but it is not used.
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    print(arg_dic)
    main(arg_dic)

from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    # We start with opening the config file conf.yml as a dictionary from
    # which we can create parsers. Each top level key in the dictionary defined
    # by the YAML file creates a group in the parser.
    with open("local/conf.yml") as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    # Arguments are then parsed into a hierarchical dictionary (instead of
    # flat, as returned by argparse) to facilitate calls to the different
    # asteroid methods (see in main).
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure. It can be useful to also
    # have it so we included it here but it is not used.
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    print(arg_dic)
    main(arg_dic)

from pprint import pprint as print
    from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    # We start with opening the config file conf.yml as a dictionary from
    # which we can create parsers. Each top level key in the dictionary defined
    # by the YAML file creates a group in the parser.
    with open('local/conf.yml') as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    # Arguments are then parsed into a hierarchical dictionary (instead of
    # flat, as returned by argparse) to facilitate calls to the different
    # asteroid methods (see in main).
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure. It can be useful to also
    # have it so we included it here but it is not used.
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    print(arg_dic)
    main(arg_dic)

from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    # We start with opening the config file conf.yml as a dictionary from
    # which we can create parsers. Each top level key in the dictionary defined
    # by the YAML file creates a group in the parser.
    with open("local/conf.yml") as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    # Arguments are then parsed into a hierarchical dictionary (instead of
    # flat, as returned by argparse) to facilitate calls to the different
    # asteroid methods (see in main).
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure. It can be useful to also
    # have it so we included it here but it is not used.
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    print(arg_dic)
    main(arg_dic)

from pprint import pprint as print
    from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict

    # We start with opening the config file conf.yml as a dictionary from
    # which we can create parsers. Each top level key in the dictionary defined
    # by the YAML file creates a group in the parser.
    with open('local/conf.yml') as f:
        def_conf = yaml.safe_load(f)
    parser = prepare_parser_from_dict(def_conf, parser=parser)
    # Arguments are then parsed into a hierarchical dictionary (instead of
    # flat, as returned by argparse) to facilitate calls to the different
    # asteroid methods (see in main).
    # plain_args is the direct output of parser.parse_args() and contains all
    # the attributes in an non-hierarchical structure. It can be useful to also
    # have it so we included it here but it is not used.
    arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True)
    print(arg_dic)
    main(arg_dic)