def test_find_maximum_and_minimum(self):
     sol1 = Solution(x=[1, 2, 3], value=1)
     sol2 = Solution(x=[1, 3, 4], value=2)
     sol3 = Solution(x=[1, 5, 6], value=3)
     sol_set = [sol1, sol2, sol3]
     assert sol1.is_equal(Solution.find_minimum(sol_set)[0])
     assert sol3.is_equal(Solution.find_maximum(sol_set)[0])
    def strategy_wr(self, iset, x, iset_type):
        """
        Replace the worst solution in iset.

        :param iset: a solution set
        :param x: a Solution object
        :param iset_type: 'pos' or 'neg'
        :return: the worst solution
        """
        if iset_type == 'pos':
            index = self.binary_search(iset, x, 0, len(iset) - 1)
            iset.insert(index, x)
            worst_ele = iset.pop()
        else:
            worst_ele, worst_index = Solution.find_maximum(iset)
            if worst_ele.get_value() > x.get_value():
                iset[worst_index] = x
            else:
                worst_ele = x
        return worst_ele