calculate/formula.py

#!/usr/bin/env python
# -*- coding: utf-8 -*-
# time: 2023/9/27 9:54
# file: formula.py
# author: David
# company: shenyang JY

import math


def get_mse(records_real, records_predict):
    """
    均方误差
    """
    if len(records_real) == len(records_predict):
        return sum([(x - y) ** 2 for x, y in zip(records_real, records_predict)]) / len(records_real)
    else:
        return None


def get_rmse(records_real, records_predict):
    """
    均方根误差
    """
    mse = get_mse(records_real, records_predict)
    if mse:
        return math.sqrt(mse)
    else:
        return None


def get_mae(records_real, records_predict):
    """
    平均绝对误差
    """
    if len(records_real) == len(records_predict):
        return sum([abs(x - y) for x, y in zip(records_real, records_predict)]) / len(records_real)
    else:
        return None