def metric_fn(labels, predictions):
    """ Defines extra evaluation metrics to canned and custom estimators.
    By default, this returns an empty dictionary

    Args:
        labels: A Tensor of the same shape as predictions
        predictions: A Tensor of arbitrary shape
    Returns:
        dictionary of string:metric
    """
    metrics = {}
    return metrics