def METHOD_NAME(actual: np.ndarray, predicted: np.ndarray, seasonality: int = 1):
    """
    Mean Absolute Scaled Error
    Baseline (benchmark) is computed with naive forecasting (shifted by @seasonality)
    """
    return -mae(actual, predicted) / mae(actual[seasonality:], _naive_forecasting(actual, seasonality))