def get_hyperparameters(args):
    
    """
    Store all arguments in `main.py`, except `SM_CHANNEL`
    and `model`, in a dictionary
    
    return:
    Dictionary of selected arguments passed to `main.py`
    """
    
    return {param : val for param, val in args.__dict__.items()
            if (not param.endswith('_dir')) and param != 'model'}