def sample_hyperparameters(options, validation_fold):
    """ Samples hyperparameters: 
    learning_rate, weight_decay, gaussian_noise, drop_out, hidden_fcn, hidden_btleneck, validation fold.
    See commentary for validation fold. 

    
    Parameters
    ----------
    options : NameSpace
        Parameters sampled by argParse
    validation_fold : int
        number of the validation fold used.
    
    Returns
    -------
    dict
        dictionary containing all the values cited above. Keys are the name written in the description.
    """
    dic = {}
    dic["learning_rate"] = 0.04
    dic["weight_decay"] = 0.0007
    dic["gaussian_noise"] = 0
    dic["drop_out"] = 0.3006
    dic["hidden_fcn"] = 128
    dic["hidden_btleneck"] = 32
    return dic