问题详情

1. 贪心算法

1.1 算法框架

此题可以利用贪心算法来求解， 可以假设只关注顾客的cost， 当仓库满了就在下一个仓库里

具体解决方案：

• 将每个顾客到工厂的cost 由小到大进行排序
• 从第一个用户开始， 优先把此用户安排在cost小的工厂里， 如果此工厂容量已满， 则进入下一个最小cost工厂里
• 得到结果

1.2关键代码和注释

customer_assign = []    #此解的 工厂开放费用和客户安排费用    total_assign_cost = 0    total_open_cost = 0    #获取 每个客户的 对于每个工厂的排名矩阵    # 每一行对应第i个矩阵    # 没一列对于此工厂的在所有工厂的assign费用排名  优先选最小    assignment_cost_rank = get_assign_rank(customer_assign)    open_flag = []    #初始化 工厂开放情况    for x in range(n):        open_flag.append(0)    #    for i in range(m):        #对于每一个用户        for j in range(n):            # 找到当前 想要加入的工厂的下标            try:                #从排名为0 的工厂开始 把此工厂定义为 此用户要被安排进的工厂                fac_num = assignment_cost_rank[i].index(j)            except:                fac_num = assignment_cost_rank[i].index(j + 1)            # 如果此工厂能装得下            if demand_customer[i] < capacity[fac_num]:                if open_flag[fac_num] == 0:                    open_flag[fac_num] = 1                    total_open_cost += opening_cost[fac_num]                # 则表示将当前用户安排给自工厂， 更新相应数据                customer_assign.append(fac_num)                total_assign_cost += assignment_cost[i][j]                capacity[fac_num] = capacity[fac_num] - demand_customer[i]                break            else:                pass

1.3 算法结果

1.3.1 结果表

-	贪心cost	贪心time(s)
p1	23174	0.001975
p2	21860	0.000997
p3	23860	0.001008
p4	25860	0.000996
p5	23694	0.000989
p6	22380	0.000995
p7	24380	0.001084
p8	26380	0.000927
p9	23174	0.001068
p10	21860	0.000961
p11	23860	0.001065
p12	25860	0.000931
p13	29712	0.000961
p14	27217	0.003981
p15	30817	0.001013
p16	34417	0.002048
p17	29712	0.002039
p18	27217	0.001039
p19	30817	0.001983
p20	34417	0.001924
p21	29712	0.001990
p22	27217	0.001035
p23	30817	0.001984
p24	34417	0.001006
p25	94835	0.009981
p26	91777	0.012059
p27	97377	0.008979
p28	102977	0.008021
p29	95885	0.007023
p30	93018	0.007972
p31	98418	0.009025
p32	103818	0.007131
p33	95885	0.008019
p34	93018	0.007008
p35	98418	0.009778
p36	103818	0.007983
p37	95885	0.008025
p38	93018	0.010148
p39	98418	0.007794
p40	103818	0.008184
p41	16835	0.002516
p42	18737	0.002324
p43	20328	0.004030
p44	19453	0.000997
p45	22300	0.002021
p46	25087	0.002925
p47	18379	0.003032
p48	17220	0.004028
p49	21445	0.002959
p50	20681	0.002020
p51	23663	0.003183
p52	23361	0.001880
p53	26867	0.006146
p54	22564	0.002808
p55	25752	0.003000
p56	92079	0.011737
p57	101079	0.011197
p58	122079	0.010002
p59	107318	0.011967
p60	92079	0.009938
p61	101079	0.013034
p62	122079	0.010037
p63	107318	0.012074
p64	92079	0.013071
p65	101079	0.009573
p66	122079	0.010981
p68	92079	0.012079
p69	101079	0.008988
p70	122079	0.012096
p71	107318	0.011038

1.3.2解决方案

=============================test1=============================23174[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test2=============================21860[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test3=============================23860[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test4=============================25860[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test5=============================23694[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 6, 7, 9, 3, 6, 4, 0, 7, 8, 8, 1, 7, 0, 2, 4, 8]=============================test6=============================22380[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 6, 7, 9, 3, 6, 4, 0, 7, 8, 8, 1, 7, 0, 2, 4, 8]=============================test7=============================24380[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 6, 7, 9, 3, 6, 4, 0, 7, 8, 8, 1, 7, 0, 2, 4, 8]=============================test8=============================26380[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 6, 7, 9, 3, 6, 4, 0, 7, 8, 8, 1, 7, 0, 2, 4, 8]=============================test9=============================23174[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test10=============================21860[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test11=============================23860[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test12=============================25860[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 8, 2, 9, 9, 5, 6, 3, 2, 6, 3, 4, 0, 6, 4, 5, 0, 3, 9, 7, 6, 3, 5, 6, 9, 5, 7, 0, 3, 3, 8, 2, 1, 3, 7, 9, 3, 6, 4, 5, 7, 8, 8, 1, 7, 0, 2, 4, 6]=============================test13=============================29712[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test14=============================27217[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test15=============================30817[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test16=============================34417[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test17=============================29712[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test18=============================27217[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test19=============================30817[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test20=============================34417[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test21=============================29712[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test22=============================27217[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test23=============================30817[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test24=============================34417[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][0, 13, 14, 18, 1, 4, 2, 8, 7, 14, 18, 4, 3, 2, 12, 13, 5, 8, 4, 13, 9, 8, 5, 14, 19, 17, 15, 1, 17, 2, 15, 3, 4, 5, 0, 3, 0, 2, 1, 3, 10, 13, 16, 19, 4, 14, 9, 14, 13, 9]=============================test25=============================94835[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 14, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test26=============================91777[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 14, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test27=============================97377[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 14, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test28=============================102977[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 14, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test29=============================95885[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test30=============================93018[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test31=============================98418[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test32=============================103818[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test33=============================95885[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test34=============================93018[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test35=============================98418[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test36=============================103818[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test37=============================95885[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test38=============================93018[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test39=============================98418[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test40=============================103818[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][21, 10, 1, 25, 0, 7, 7, 18, 21, 3, 26, 5, 5, 21, 0, 8, 13, 18, 25, 3, 21, 27, 8, 16, 7, 22, 1, 29, 15, 17, 8, 13, 6, 8, 3, 21, 27, 8, 4, 7, 11, 1, 5, 10, 21, 10, 4, 16, 25, 3, 7, 13, 8, 4, 7, 21, 27, 5, 13, 11, 8, 4, 1, 8, 6, 7, 17, 22, 10, 7, 6, 22, 5, 21, 23, 5, 0, 2, 0, 13, 11, 8, 6, 9, 5, 21, 27, 24, 11, 19, 4, 13, 18, 10, 3, 26, 13, 24, 21, 9, 11, 17, 17, 10, 21, 22, 20, 1, 25, 6, 7, 8, 16, 1, 7, 6, 27, 5, 1, 5, 27, 1, 5, 26, 9, 22, 20, 29, 13, 26, 0, 1, 4, 4, 1, 7, 18, 2, 25, 25, 11, 8, 6, 10, 5, 22, 20, 29, 15, 25]=============================test41=============================16835[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][2, 8, 8, 1, 6, 8, 4, 3, 0, 3, 9, 1, 8, 9, 1, 2, 2, 6, 4, 2, 0, 5, 0, 6, 6, 7, 1, 7, 7, 9, 4, 3, 7, 3, 4, 0, 2, 0, 7, 1, 9, 0, 9, 2, 0, 0, 0, 5, 1, 5, 7, 3, 9, 0, 3, 9, 0, 7, 8, 1, 5, 8, 6, 4, 6, 5, 5, 7, 5, 3, 5, 0, 8, 8, 9, 0, 6, 7, 3, 9, 3, 5, 4, 5, 5, 7, 4, 5, 6, 6]=============================test42=============================18737[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][16, 17, 10, 7, 0, 19, 6, 1, 9, 6, 16, 9, 0, 0, 6, 1, 8, 7, 8, 9, 2, 6, 15, 1, 12, 11, 6, 12, 2, 10, 5, 1, 11, 13, 9, 11, 2, 3, 2, 10, 13, 15, 0, 10, 5, 5, 17, 11, 4, 2, 16, 1, 9, 8, 9, 2, 19, 14, 17, 0, 15, 17, 6, 14, 5, 1, 10, 3, 6, 8, 11, 1, 11, 11, 2, 15, 4, 11, 4, 13]=============================test43=============================20328[1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][20, 21, 18, 4, 16, 1, 18, 8, 15, 6, 20, 2, 20, 6, 27, 24, 29, 1, 21, 8, 10, 13, 22, 19, 10, 5, 29, 15, 14, 11, 9, 13, 0, 15, 1, 17, 0, 6, 0, 4, 9, 3, 14, 23, 11, 14, 21, 4, 17, 16, 20, 15, 15, 23, 1, 18, 10, 13, 14, 25, 26, 11, 12, 26, 12, 13, 22, 18, 16, 23]=============================test44=============================19453[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 1, 1, 6, 1, 2, 9, 3, 7, 8, 7, 0, 0, 3, 0, 7, 4, 8, 8, 7, 8, 0, 4, 4, 7, 5, 4, 0, 1, 7, 4, 8, 3, 3, 2, 5, 3, 1, 1, 7, 0, 2, 1, 0, 9, 5, 1, 1, 6, 7, 9, 0, 3, 9, 8, 2, 2, 6, 6, 0, 5, 7, 6, 9, 9, 2, 6, 6, 7, 0, 3, 0, 8, 7, 7, 6, 5, 5, 7, 5, 4, 5, 7, 7, 6, 4, 4, 2, 2, 3]=============================test45=============================22300[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 18, 15, 8, 10, 5, 2, 19, 8, 0, 18, 11, 17, 7, 10, 9, 7, 8, 0, 11, 0, 12, 16, 17, 14, 7, 0, 10, 1, 0, 18, 19, 17, 14, 6, 16, 2, 2, 18, 18, 10, 19, 9, 2, 5, 6, 12, 16, 9, 4, 12, 11, 4, 7, 11, 12, 7, 9, 16, 14, 7, 8, 8, 9, 7, 14, 13, 17, 3, 0, 6, 13, 11, 8, 14, 10, 7, 18, 15, 10]=============================test46=============================25087[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1][5, 13, 18, 4, 3, 25, 2, 8, 0, 0, 9, 3, 13, 1, 24, 8, 0, 5, 1, 19, 12, 29, 7, 13, 14, 29, 8, 13, 19, 11, 2, 28, 17, 28, 26, 10, 12, 3, 28, 17, 27, 26, 19, 16, 4, 21, 10, 9, 28, 20, 12, 7, 0, 25, 24, 13, 25, 14, 9, 0, 8, 2, 24, 29, 21, 9, 2, 12, 24, 10]=============================test47=============================18379[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][2, 8, 0, 8, 1, 9, 7, 9, 7, 9, 3, 6, 1, 6, 9, 7, 9, 8, 8, 9, 1, 8, 6, 9, 7, 9, 0, 8, 7, 7, 0, 6, 2, 1, 7, 0, 8, 7, 1, 9, 0, 6, 0, 7, 0, 3, 7, 7, 5, 7, 0, 0, 1, 0, 3, 7, 1, 6, 1, 4, 6, 7, 7, 0, 7, 2, 5, 7, 4, 5, 3, 7, 3, 7, 2, 6, 3, 5, 7, 7, 7, 2, 3, 2, 6, 3, 5, 6, 6, 5]=============================test48=============================17220[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1][3, 7, 0, 17, 17, 2, 0, 7, 6, 7, 0, 19, 13, 2, 0, 8, 15, 2, 12, 11, 19, 19, 12, 9, 9, 3, 3, 0, 18, 10, 0, 8, 7, 5, 0, 7, 1, 18, 13, 1, 7, 9, 1, 9, 1, 11, 13, 1, 15, 11, 5, 0, 1, 12, 12, 11, 7, 8, 9, 0, 0, 4, 18, 10, 7, 5, 2, 2, 1, 3, 12, 10, 7, 8, 4, 13, 6, 3, 12, 15]=============================test49=============================21445[1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1][0, 22, 12, 25, 25, 2, 12, 2, 5, 20, 3, 29, 2, 8, 5, 5, 27, 15, 5, 12, 9, 22, 0, 26, 15, 29, 15, 9, 27, 0, 23, 10, 26, 23, 11, 9, 1, 1, 19, 5, 28, 11, 6, 3, 0, 25, 12, 17, 11, 6, 7, 0, 28, 5, 2, 14, 6, 27, 2, 5, 10, 19, 21, 6, 6, 2, 5, 16, 2, 27]=============================test50=============================20681[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 1, 0, 9, 0, 5, 8, 2, 8, 1, 5, 2, 6, 6, 1, 2, 0, 2, 8, 1, 5, 7, 6, 6, 4, 9, 8, 5, 2, 5, 0, 9, 6, 2, 9, 0, 8, 5, 0, 5, 2, 1, 7, 9, 9, 2, 8, 5, 0, 5, 6, 7, 6, 5, 5, 1, 8, 5, 7, 5, 1, 2, 0, 9, 0, 2, 7, 2, 8, 1, 0, 7, 6, 0, 7, 1, 2, 5, 7, 5, 5, 7, 6, 9, 4, 1, 7, 5, 7, 5, 5, 2, 6, 6, 3, 2, 7, 2, 8, 7]=============================test51=============================23663[1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 19, 0, 13, 0, 2, 10, 3, 15, 1, 9, 10, 11, 0, 9, 1, 8, 12, 9, 5, 6, 8, 6, 0, 15, 1, 8, 11, 7, 15, 12, 19, 16, 12, 11, 2, 8, 9, 15, 15, 5, 2, 11, 9, 15, 2, 19, 11, 8, 5, 6, 19, 15, 12, 5, 1, 8, 12, 7, 5, 1, 2, 19, 9, 18, 6, 16, 19, 6, 10, 0, 19, 14, 19, 9, 19, 8, 10, 10, 5, 17, 7, 19, 0, 15, 1, 19, 12, 7, 5, 0, 16, 6, 0, 11, 11, 8, 10, 17, 5]=============================test52=============================23361[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 9, 3, 8, 8, 2, 4, 9, 9, 0, 1, 9, 3, 8, 0, 3, 6, 9, 0, 1, 5, 1, 3, 8, 5, 4, 7, 9, 9, 7, 5, 2, 3, 6, 6, 2, 4, 3, 1, 7, 5, 3, 3, 8, 6, 2, 4, 2, 1, 7, 6, 7, 3, 2, 7, 5, 2, 0, 4, 4, 2, 1, 3, 6, 3, 3, 0, 0, 0, 2, 7, 3, 3, 6, 5, 4, 7, 2, 7, 7, 5, 7, 3, 2, 8, 5, 5, 3, 2, 0, 5, 7, 7, 2, 0, 5, 6, 5, 4, 4]=============================test53=============================26867[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1][19, 9, 12, 19, 10, 12, 4, 11, 9, 18, 8, 2, 15, 19, 14, 1, 4, 11, 9, 8, 19, 7, 11, 19, 18, 5, 1, 9, 9, 19, 13, 9, 12, 17, 17, 1, 4, 12, 1, 17, 8, 2, 15, 19, 11, 1, 11, 15, 19, 14, 5, 3, 12, 19, 17, 4, 7, 15, 19, 10, 19, 3, 11, 19, 10, 2, 8, 11, 7, 7, 8, 3, 13, 19, 6, 2, 4, 15, 19, 14, 11, 18, 14, 19, 19, 5, 5, 13, 10, 12, 11, 18, 8, 2, 12, 13, 6, 12, 4, 4]=============================test54=============================22564[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 9, 0, 9, 0, 4, 4, 6, 9, 0, 9, 9, 3, 9, 2, 1, 6, 4, 9, 0, 9, 0, 2, 5, 2, 1, 6, 4, 8, 0, 4, 0, 3, 5, 8, 1, 6, 4, 8, 0, 4, 0, 2, 3, 2, 1, 4, 4, 5, 0, 4, 0, 0, 3, 2, 4, 6, 3, 8, 7, 4, 6, 3, 0, 2, 4, 7, 1, 8, 7, 2, 2, 2, 3, 2, 1, 6, 4, 8, 8, 4, 6, 3, 3, 2, 8, 6, 4, 8, 7, 4, 3, 2, 3, 2, 4, 6, 4, 8, 5]=============================test55=============================25752[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1][19, 9, 11, 9, 8, 1, 6, 1, 14, 10, 10, 9, 0, 14, 2, 19, 6, 4, 11, 10, 9, 0, 2, 14, 2, 19, 6, 4, 14, 10, 19, 15, 11, 9, 2, 19, 4, 14, 11, 0, 13, 0, 2, 14, 18, 19, 19, 4, 16, 10, 19, 19, 14, 11, 2, 19, 4, 4, 8, 0, 19, 9, 3, 5, 8, 1, 6, 4, 15, 10, 19, 15, 11, 0, 0, 4, 7, 1, 14, 10, 8, 3, 2, 5, 10, 10, 6, 4, 14, 15, 10, 19, 2, 11, 15, 19, 4, 6, 5, 7]=============================test56=============================92079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test57=============================101079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test58=============================122079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test59=============================107318[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test60=============================92079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test61=============================101079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test62=============================122079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test63=============================107318[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test64=============================92079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test65=============================101079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test66=============================122079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test68=============================92079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test69=============================101079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test70=============================122079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]=============================test71=============================107318[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 21, 15, 25, 26, 1, 7, 1, 8, 5, 8, 9, 14, 27, 3, 14, 16, 8, 20, 16, 3, 25, 19, 17, 18, 4, 22, 20, 16, 11, 9, 14, 4, 27, 16, 0, 0, 24, 10, 4, 12, 12, 23, 7, 2, 12, 7, 22, 19, 17, 14, 6, 27, 17, 28, 3, 5, 14, 0, 17, 27, 13, 25, 15, 21, 4, 14, 24, 5, 9, 22, 19, 7, 22, 15, 8, 11, 15, 14, 14, 0, 11, 23, 20, 5, 15, 14, 24, 15, 4, 29, 27, 27, 29, 17, 7, 29, 11, 3, 4, 17, 2, 11, 27, 19, 6, 23, 13, 4, 25, 17, 29, 4, 5, 6, 4, 19, 11, 18, 15, 10, 10, 13, 2, 5, 21, 20, 6, 1, 23, 3, 12, 27, 16, 26, 7, 23, 3, 2, 21, 17, 19, 11, 0, 19, 2, 0, 9, 2, 3, 11, 1, 22, 4, 25, 14, 24, 12, 17, 23, 20, 19, 7, 26, 4, 3, 8, 29, 23, 17, 14, 24, 5, 23, 4, 24, 14, 5, 29, 26, 20, 28, 22, 1, 7, 29, 3, 2, 29, 16, 25, 26, 5, 23, 10, 26, 1, 27, 23]

2. 蒙特卡洛算法搜索

2.1 算法框架

蒙特卡洛算法就是解是完全随机生成的， 取所有生成的解中的最好的一个解， 这就近似于最优解了

蒙特卡洛搜索总体思路就是

• 把每个用户随机分配到一个工厂（容量需要匹配）
• 如果工厂没开， 则开启工厂
• 每一局都生成一个解 然后计算此解的cost
• 一共循环10000次找到最优解

2.2关键注释和代码

首先生成一个随机解

#生成局部解def produce_solution():    #对于每个用户 随机分配到一个工厂    factory_open = [0] * n    customer_assign = []    total_opening_cost = 0    total_assignment_cost = 0    demand_customer_copy = demand_customer.copy()    capacity_copy = capacity.copy()    for i in range(m) :        #判断是否继续为此工厂挑选随机解        flag = True        fac_num = -1        while (flag) :            #生成随机数            fac_num = random.randint(0, n - 1)            #如果容量符合要求则选择该工厂            if (demand_customer_copy[i] <= capacity_copy[fac_num]) :                #如果工厂没开 则开工厂                if (factory_open[fac_num] == 0) :                    factory_open[fac_num] = 1                    total_opening_cost += opening_cost[fac_num]                #写入到安排计划数组里                customer_assign.append(fac_num)                #减去相应容量                capacity_copy[fac_num] -= demand_customer_copy[i]                #更新总共total_assignment_cost                total_assignment_cost += assignment_cost[i][fac_num]                #更新flag                flag = False    return total_opening_cost + total_assignment_cost, factory_open, customer_assign

然后进行循环取新解， 看是否小于最小值， 是则更新最小值，记录工厂开关情况和客户安排情况

2.3 算法结果

2.3.1 结果表

-	蒙特卡洛搜索cost	蒙特卡洛搜索 time(s)
p1	19469	1.167448
p2	18387	1.144503
p3	20201	1.163274
p4	22369	1.173159
p5	19640	1.169271
p6	17722	1.289026
p7	20352	1.174866
p8	22446	1.165055
p9	19129	1.085098
p10	17959	1.171818
p11	20647	1.167950
p12	22022	1.083284
p13	23323	1.117716
p14	21678	1.107110
p15	24049	1.265235
p16	27861	1.091286
p17	23883	1.095017
p18	20887	1.191954
p19	24755	1.104198
p20	27675	1.109872
p21	23567	1.104100
p22	20861	1.107299
p23	23930	1.094176
p24	27605	1.098866
p25	83411	3.281926
p26	77011	3.239316
p27	82298	3.160980
p28	88306	3.242415
p29	81965	3.122669
p30	77965	3.127385
p31	84999	3.118942
p32	88774	3.125361
p33	75684	3.122862
p34	76766	3.152400
p35	83977	3.127338
p36	90197	3.131024
p37	81170	3.144564
p38	78124	3.129470
p39	82450	3.118931
p40	90381	3.116187
p41	14263	2.021891
p42	17158	1.740631
p43	17597	1.467648
p44	17764	2.135185
p45	18839	1.752667
p46	20741	1.478881
p47	16431	2.126953
p48	17678	1.878001
p49	18675	1.469679
p50	17499	2.285640
p51	20686	2.159328
p52	22696	2.415883
p53	24531	2.177904
p54	20707	2.465362
p55	25987	2.196705
p56	81337	4.176174
p57	89503	4.167729
p58	110730	4.401157
p59	94801	4.169288
p60	81313	4.105765
p61	90097	4.100008
p62	111173	4.062414
p63	95750	4.106213
p64	80590	4.070198
p65	88878	4.096092
p66	110831	4.101187
p68	81372	4.096628
p69	89175	4.086070
p70	110856	4.235252
p71	96292	4.088889

2.3.2 解决方案

结果安排

=============================test1=============================20079[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][6, 9, 8, 7, 0, 3, 2, 8, 3, 2, 6, 6, 9, 9, 3, 8, 7, 7, 7, 2, 1, 0, 2, 4, 6, 6, 0, 8, 6, 2, 6, 2, 4, 1, 3, 1, 9, 5, 6, 0, 0, 8, 9, 4, 7, 4, 3, 4, 4, 6]=============================test2=============================17161[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 2, 2, 6, 5, 9, 6, 6, 7, 0, 6, 9, 1, 0, 8, 0, 5, 4, 2, 7, 6, 3, 3, 6, 8, 9, 7, 7, 7, 3, 2, 6, 5, 0, 4, 7, 0, 3, 8, 0, 0, 5, 1, 9, 6, 1, 2, 1, 4, 3]=============================test3=============================20448[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][0, 4, 0, 2, 9, 4, 6, 3, 4, 0, 8, 6, 7, 1, 6, 9, 5, 6, 5, 8, 0, 9, 4, 9, 2, 3, 3, 9, 8, 8, 4, 0, 7, 3, 6, 7, 9, 4, 6, 1, 5, 1, 7, 3, 7, 8, 0, 1, 5, 2]=============================test4=============================21456[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 3, 3, 9, 3, 2, 5, 2, 0, 2, 8, 8, 7, 4, 5, 9, 2, 6, 7, 9, 8, 8, 2, 5, 1, 2, 6, 7, 1, 0, 4, 0, 7, 0, 9, 0, 9, 1, 9, 4, 1, 6, 9, 6, 0, 7, 6, 1, 9, 9]=============================test5=============================19754[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 5, 0, 7, 1, 2, 6, 5, 0, 5, 8, 1, 5, 2, 4, 6, 3, 0, 1, 0, 7, 9, 3, 2, 7, 7, 7, 5, 7, 2, 4, 8, 5, 2, 4, 8, 4, 3, 9, 6, 5, 4, 3, 2, 7, 5, 0, 1, 9, 6]=============================test6=============================18690[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 5, 4, 7, 8, 1, 7, 6, 7, 1, 2, 9, 9, 2, 5, 0, 4, 9, 3, 7, 1, 3, 5, 4, 8, 3, 0, 5, 9, 2, 3, 0, 2, 0, 0, 2, 4, 8, 8, 9, 1, 5, 7, 8, 5, 9, 0, 2, 9, 6]=============================test7=============================20062[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 5, 8, 4, 9, 9, 9, 8, 7, 5, 2, 9, 8, 2, 0, 9, 8, 6, 2, 2, 7, 1, 3, 0, 8, 3, 5, 0, 7, 7, 2, 7, 5, 9, 0, 8, 0, 1, 5, 4, 5, 4, 6, 4, 3, 3, 0, 7, 1, 6]=============================test8=============================22419[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 1, 4, 2, 5, 1, 5, 9, 0, 0, 1, 0, 7, 1, 0, 4, 0, 0, 3, 8, 6, 6, 2, 9, 8, 4, 3, 6, 8, 3, 3, 8, 2, 1, 9, 5, 7, 9, 7, 8, 7, 5, 4, 6, 1, 3, 6, 6, 5, 8]=============================test9=============================19283[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 4, 7, 5, 1, 7, 9, 4, 5, 1, 5, 3, 4, 8, 4, 6, 7, 8, 9, 4, 6, 1, 5, 4, 0, 8, 9, 2, 0, 3, 3, 6, 1, 4, 1, 1, 4, 9, 9, 0, 7, 8, 3, 8, 8, 0, 2, 6, 2]=============================test10=============================18196[1, 1, 1, 1, 0, 1, 1, 1, 1, 1][8, 3, 8, 0, 1, 2, 3, 0, 9, 9, 0, 3, 9, 9, 6, 2, 7, 1, 2, 0, 0, 2, 3, 6, 2, 2, 2, 3, 1, 6, 8, 0, 7, 9, 0, 7, 9, 1, 6, 6, 7, 5, 6, 9, 6, 3, 3, 0, 6, 0]=============================test11=============================19914[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 1, 6, 0, 5, 9, 5, 7, 8, 7, 1, 6, 4, 9, 2, 9, 7, 6, 0, 1, 6, 4, 3, 8, 6, 0, 1, 9, 6, 3, 7, 9, 5, 8, 4, 7, 4, 3, 5, 4, 1, 4, 1, 1, 9, 8, 8, 3, 5, 6]=============================test12=============================22234[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 1, 8, 2, 0, 2, 5, 6, 3, 2, 1, 0, 9, 6, 3, 4, 7, 8, 7, 2, 7, 3, 4, 5, 5, 0, 6, 0, 5, 7, 3, 8, 2, 3, 9, 5, 0, 8, 0, 4, 8, 0, 7, 6, 9, 0, 5, 3, 4, 1]=============================test13=============================23592[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1][9, 17, 2, 19, 19, 11, 1, 1, 18, 6, 18, 16, 9, 6, 12, 16, 16, 0, 6, 16, 17, 8, 9, 4, 7, 16, 15, 0, 9, 5, 2, 16, 10, 11, 6, 15, 4, 2, 2, 11, 8, 3, 12, 19, 9, 1, 3, 0, 5, 15]=============================test14=============================21057[1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][17, 0, 11, 12, 7, 5, 0, 11, 10, 18, 1, 11, 3, 1, 15, 4, 9, 19, 10, 9, 12, 16, 15, 3, 19, 4, 15, 19, 14, 17, 0, 17, 11, 1, 12, 13, 7, 11, 8, 9, 16, 11, 16, 18, 7, 14, 6, 15, 10, 9]=============================test15=============================24536[0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 6, 4, 17, 3, 14, 5, 18, 11, 8, 16, 11, 9, 2, 11, 19, 6, 11, 15, 12, 9, 4, 5, 2, 19, 7, 13, 6, 12, 18, 17, 11, 7, 6, 3, 17, 4, 4, 12, 2, 19, 3, 16, 18, 4, 4, 19, 2, 10, 15]=============================test16=============================26801[1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1][17, 10, 14, 8, 12, 1, 12, 15, 17, 6, 6, 18, 7, 7, 8, 8, 2, 8, 11, 7, 19, 16, 14, 5, 10, 19, 16, 14, 18, 6, 12, 16, 0, 6, 7, 6, 19, 2, 10, 0, 10, 7, 7, 5, 4, 15, 17, 16, 4, 11]=============================test17=============================23015[0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][17, 6, 14, 17, 6, 14, 13, 13, 8, 10, 11, 14, 7, 13, 17, 13, 19, 6, 6, 19, 13, 14, 9, 4, 17, 17, 11, 9, 12, 18, 7, 16, 17, 4, 15, 16, 4, 11, 19, 16, 4, 19, 5, 15, 4, 9, 9, 14, 13, 10]=============================test18=============================21575[0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1][18, 14, 11, 3, 3, 5, 16, 19, 8, 14, 14, 8, 3, 10, 7, 3, 3, 4, 1, 14, 9, 5, 3, 14, 17, 8, 12, 6, 3, 5, 16, 9, 17, 14, 7, 11, 6, 8, 11, 8, 5, 11, 17, 16, 17, 16, 18, 15, 12, 9]=============================test19=============================24371[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1][5, 3, 2, 2, 5, 8, 10, 18, 17, 19, 16, 1, 15, 6, 15, 15, 1, 8, 16, 4, 17, 16, 9, 6, 19, 18, 15, 18, 19, 18, 2, 16, 11, 17, 4, 9, 7, 3, 1, 13, 17, 3, 6, 18, 18, 16, 6, 13, 5, 16]=============================test20=============================27962[1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][10, 2, 16, 14, 14, 14, 12, 1, 16, 12, 16, 14, 2, 13, 0, 9, 3, 18, 19, 17, 9, 2, 12, 15, 6, 1, 6, 0, 18, 10, 9, 17, 17, 0, 10, 17, 0, 10, 18, 6, 13, 17, 15, 13, 10, 2, 19, 14, 1, 9]=============================test21=============================23174[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0][2, 15, 6, 17, 6, 1, 2, 8, 7, 18, 12, 12, 17, 9, 1, 5, 18, 5, 12, 12, 9, 7, 9, 7, 15, 17, 4, 3, 4, 17, 10, 12, 15, 10, 18, 18, 9, 7, 1, 13, 8, 12, 4, 17, 12, 0, 16, 4, 15, 13]=============================test22=============================20804[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][0, 12, 2, 10, 5, 12, 2, 14, 11, 5, 18, 12, 11, 4, 7, 9, 5, 1, 11, 3, 16, 14, 7, 8, 10, 3, 11, 4, 9, 3, 15, 4, 8, 17, 7, 16, 0, 14, 5, 19, 17, 13, 16, 4, 4, 3, 7, 10, 13, 7]=============================test23=============================24638[1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0][2, 6, 18, 1, 17, 1, 14, 1, 14, 12, 18, 9, 0, 11, 15, 17, 18, 1, 11, 12, 17, 17, 9, 7, 8, 8, 7, 11, 11, 6, 5, 2, 4, 12, 12, 17, 0, 17, 13, 14, 1, 0, 16, 18, 15, 8, 9, 5, 15, 15]=============================test24=============================28047[0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 5, 12, 18, 16, 16, 11, 2, 3, 19, 19, 5, 11, 12, 12, 16, 3, 18, 17, 19, 18, 9, 14, 14, 12, 18, 15, 17, 17, 17, 13, 17, 13, 19, 18, 16, 4, 4, 7, 16, 18, 3, 15, 14, 14, 11, 14, 13, 13]=============================test25=============================79458[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1][4, 1, 23, 0, 10, 7, 24, 1, 9, 7, 14, 5, 3, 15, 17, 15, 21, 4, 24, 20, 9, 26, 5, 12, 18, 22, 23, 29, 12, 17, 6, 14, 19, 22, 2, 1, 11, 10, 19, 29, 13, 6, 26, 20, 13, 2, 10, 4, 20, 2, 2, 19, 19, 4, 9, 29, 29, 25, 19, 11, 26, 19, 22, 2, 16, 3, 13, 16, 7, 1, 6, 11, 1, 25, 14, 29, 0, 3, 7, 11, 4, 15, 9, 4, 6, 18, 3, 16, 21, 6, 11, 13, 4, 23, 14, 2, 19, 29, 17, 17, 9, 10, 25, 25, 23, 22, 22, 12, 25, 3, 29, 24, 11, 6, 23, 16, 7, 19, 18, 29, 15, 20, 5, 28, 6, 18, 13, 17, 29, 28, 9, 26, 18, 1, 8, 26, 28, 25, 2, 29, 20, 26, 9, 22, 13, 18, 5, 14, 11, 1]=============================test26=============================78084[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1][7, 19, 27, 21, 9, 29, 7, 16, 15, 28, 13, 6, 15, 29, 7, 21, 22, 0, 4, 25, 4, 24, 3, 27, 10, 14, 8, 4, 10, 17, 16, 19, 14, 13, 28, 0, 25, 6, 27, 22, 16, 8, 7, 4, 29, 18, 27, 8, 13, 19, 21, 3, 4, 25, 9, 7, 6, 1, 27, 13, 2, 5, 5, 0, 13, 2, 29, 4, 14, 21, 15, 17, 7, 10, 18, 0, 14, 3, 14, 12, 8, 1, 28, 6, 1, 10, 20, 2, 10, 4, 18, 26, 16, 21, 6, 2, 18, 14, 21, 1, 12, 21, 1, 19, 28, 28, 2, 9, 15, 9, 5, 3, 0, 9, 17, 5, 28, 20, 15, 18, 10, 13, 26, 14, 7, 9, 3, 14, 22, 29, 7, 1, 10, 3, 3, 14, 18, 9, 8, 0, 12, 18, 14, 15, 29, 3, 17, 19, 10, 5]=============================test27=============================84498[1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][24, 28, 19, 19, 3, 3, 12, 26, 27, 9, 22, 25, 6, 17, 29, 11, 28, 6, 22, 28, 23, 20, 28, 14, 8, 7, 10, 9, 26, 29, 8, 28, 27, 6, 9, 12, 9, 5, 15, 26, 9, 2, 18, 11, 27, 26, 17, 18, 8, 11, 14, 20, 18, 28, 13, 17, 0, 16, 20, 17, 20, 13, 2, 8, 13, 5, 5, 10, 17, 9, 3, 9, 16, 7, 12, 18, 8, 10, 11, 9, 11, 9, 1, 14, 8, 23, 27, 1, 29, 8, 26, 25, 17, 16, 12, 26, 28, 8, 15, 28, 18, 14, 21, 21, 15, 8, 13, 17, 22, 24, 0, 24, 6, 23, 5, 21, 25, 7, 0, 0, 7, 3, 29, 19, 16, 14, 19, 18, 14, 27, 29, 12, 13, 10, 9, 7, 24, 13, 5, 12, 5, 13, 15, 19, 24, 0, 1, 17, 19, 5]=============================test28=============================90261[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][26, 21, 23, 15, 3, 29, 0, 4, 25, 1, 0, 4, 8, 29, 11, 9, 15, 6, 13, 23, 7, 10, 20, 27, 23, 1, 7, 27, 17, 14, 14, 22, 18, 15, 11, 13, 5, 19, 19, 6, 17, 15, 8, 26, 25, 2, 28, 15, 10, 5, 5, 25, 17, 20, 24, 29, 14, 0, 28, 5, 8, 16, 29, 6, 8, 11, 19, 18, 21, 5, 6, 15, 4, 26, 26, 21, 8, 19, 9, 5, 17, 27, 6, 16, 13, 15, 20, 11, 22, 12, 20, 20, 0, 2, 15, 21, 25, 18, 18, 25, 9, 9, 13, 14, 18, 28, 18, 24, 11, 29, 20, 12, 2, 4, 12, 29, 27, 18, 8, 0, 15, 18, 6, 1, 29, 8, 12, 29, 18, 28, 0, 1, 18, 8, 4, 5, 19, 9, 19, 26, 11, 4, 8, 7, 21, 21, 1, 11, 1, 15]=============================test29=============================80366[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][23, 27, 14, 24, 27, 3, 23, 18, 0, 9, 23, 18, 14, 11, 4, 14, 19, 1, 27, 8, 21, 21, 24, 4, 15, 29, 12, 22, 11, 18, 11, 28, 16, 7, 5, 22, 23, 17, 6, 0, 22, 29, 15, 22, 3, 15, 6, 2, 8, 29, 23, 19, 16, 16, 16, 17, 16, 15, 19, 3, 4, 25, 16, 5, 25, 24, 15, 10, 19, 7, 11, 9, 22, 14, 2, 2, 9, 5, 21, 21, 29, 0, 22, 15, 16, 29, 14, 2, 9, 9, 8, 27, 0, 23, 18, 19, 13, 5, 8, 29, 18, 4, 20, 10, 18, 22, 27, 24, 12, 15, 27, 2, 16, 13, 13, 7, 21, 9, 20, 8, 29, 9, 12, 17, 14, 20, 24, 29, 15, 2, 1, 13, 3, 13, 26, 18, 20, 14, 1, 25, 8, 28, 16, 27, 8, 14, 5, 4, 29, 5]=============================test30=============================78428[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][25, 13, 18, 2, 16, 9, 21, 9, 8, 28, 12, 4, 11, 4, 27, 24, 27, 13, 21, 22, 3, 9, 19, 10, 8, 10, 27, 9, 6, 25, 11, 25, 2, 2, 8, 7, 17, 21, 12, 19, 14, 29, 14, 3, 21, 2, 20, 0, 0, 5, 7, 29, 20, 3, 4, 5, 22, 11, 23, 25, 21, 11, 9, 12, 8, 0, 27, 0, 21, 9, 0, 5, 6, 4, 22, 28, 5, 23, 17, 10, 8, 1, 27, 18, 23, 15, 12, 2, 22, 13, 2, 13, 0, 16, 21, 17, 13, 15, 25, 23, 21, 3, 23, 3, 14, 15, 3, 19, 18, 11, 5, 26, 6, 15, 1, 0, 5, 7, 9, 1, 28, 1, 11, 19, 19, 24, 7, 26, 12, 16, 23, 25, 6, 25, 22, 0, 20, 5, 29, 11, 20, 3, 17, 10, 12, 16, 16, 18, 28, 10]=============================test31=============================85044[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 5, 15, 20, 9, 4, 28, 14, 5, 17, 3, 8, 16, 1, 3, 10, 12, 14, 29, 4, 28, 3, 18, 21, 7, 11, 20, 12, 19, 3, 22, 26, 1, 14, 3, 3, 14, 16, 4, 26, 14, 9, 1, 11, 28, 8, 5, 8, 23, 6, 10, 8, 14, 10, 24, 4, 22, 29, 17, 9, 18, 9, 29, 15, 29, 0, 7, 28, 16, 7, 21, 14, 4, 26, 26, 0, 16, 20, 11, 8, 3, 7, 1, 4, 11, 17, 26, 27, 20, 11, 3, 14, 10, 5, 21, 1, 29, 19, 15, 15, 25, 18, 4, 20, 14, 14, 23, 16, 2, 0, 22, 8, 15, 16, 13, 9, 26, 3, 4, 8, 22, 24, 22, 23, 8, 4, 29, 26, 24, 17, 28, 28, 2, 25, 28, 22, 0, 29, 19, 13, 22, 16, 6, 29, 21, 6, 15, 20, 19, 1]=============================test32=============================87824[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 21, 23, 17, 20, 19, 12, 26, 5, 20, 5, 19, 15, 22, 22, 10, 28, 9, 0, 6, 19, 9, 0, 25, 12, 23, 23, 15, 13, 14, 25, 26, 11, 4, 13, 26, 26, 0, 18, 11, 11, 1, 28, 5, 25, 20, 6, 17, 2, 10, 2, 13, 4, 1, 7, 10, 4, 9, 16, 6, 29, 18, 21, 7, 8, 7, 8, 11, 17, 6, 25, 26, 9, 3, 23, 5, 15, 22, 0, 11, 29, 6, 14, 25, 13, 5, 5, 4, 22, 21, 11, 24, 28, 10, 21, 24, 3, 12, 13, 12, 18, 20, 11, 25, 24, 27, 23, 26, 3, 5, 24, 6, 8, 10, 15, 23, 21, 14, 22, 23, 13, 2, 12, 4, 13, 21, 12, 11, 1, 12, 7, 16, 4, 16, 1, 14, 14, 18, 26, 2, 27, 29, 11, 25, 12, 16, 18, 13, 17, 24]=============================test33=============================80674[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][15, 13, 29, 5, 25, 7, 25, 9, 10, 0, 14, 29, 13, 2, 8, 1, 18, 27, 21, 29, 5, 8, 7, 13, 14, 8, 27, 17, 21, 9, 11, 26, 1, 0, 4, 20, 28, 26, 29, 24, 14, 23, 29, 20, 2, 19, 13, 22, 28, 28, 24, 24, 4, 7, 0, 24, 11, 6, 17, 25, 15, 14, 3, 10, 1, 12, 3, 22, 20, 5, 12, 22, 20, 27, 8, 4, 25, 6, 8, 25, 1, 16, 22, 24, 16, 28, 16, 16, 12, 10, 12, 7, 3, 23, 19, 26, 28, 19, 1, 9, 14, 2, 24, 28, 8, 0, 5, 3, 9, 5, 0, 8, 27, 22, 7, 13, 13, 18, 6, 20, 23, 23, 25, 11, 22, 22, 27, 22, 15, 21, 6, 24, 7, 8, 13, 17, 20, 2, 13, 2, 10, 27, 19, 21, 17, 18, 16, 16, 16, 19]=============================test34=============================77251[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][10, 4, 13, 10, 27, 3, 18, 3, 7, 18, 4, 24, 19, 21, 25, 20, 26, 4, 16, 12, 25, 21, 0, 9, 29, 18, 14, 2, 15, 27, 5, 17, 1, 7, 15, 9, 3, 27, 24, 8, 18, 21, 1, 20, 13, 9, 15, 11, 2, 17, 15, 0, 18, 7, 18, 2, 0, 4, 1, 13, 5, 14, 19, 25, 3, 1, 16, 20, 28, 13, 6, 22, 28, 18, 16, 9, 2, 7, 3, 27, 26, 3, 5, 13, 8, 8, 16, 20, 12, 17, 26, 0, 0, 10, 13, 23, 12, 18, 7, 24, 19, 19, 13, 24, 28, 23, 28, 5, 27, 1, 17, 19, 1, 29, 0, 24, 12, 16, 1, 11, 29, 20, 4, 23, 0, 14, 21, 1, 8, 19, 8, 18, 11, 29, 5, 7, 27, 28, 25, 15, 8, 26, 11, 0, 21, 25, 5, 11, 22, 11]=============================test35=============================79847[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][25, 22, 1, 23, 23, 0, 29, 5, 6, 27, 1, 3, 22, 0, 29, 26, 2, 28, 10, 9, 7, 27, 22, 17, 14, 3, 21, 20, 11, 23, 10, 9, 10, 0, 25, 18, 2, 26, 16, 28, 12, 15, 4, 24, 18, 22, 7, 4, 24, 1, 8, 13, 4, 9, 9, 0, 11, 16, 28, 25, 2, 2, 8, 8, 18, 2, 11, 17, 0, 24, 15, 9, 23, 23, 11, 28, 3, 0, 0, 1, 16, 13, 14, 27, 8, 5, 20, 5, 11, 27, 18, 5, 1, 29, 14, 8, 28, 26, 18, 16, 5, 12, 29, 10, 8, 7, 5, 9, 0, 13, 23, 16, 12, 10, 6, 1, 4, 4, 6, 18, 27, 19, 20, 18, 12, 17, 15, 7, 0, 4, 9, 4, 2, 28, 14, 21, 10, 16, 19, 10, 3, 29, 24, 21, 24, 17, 7, 29, 21, 28]=============================test36=============================87064[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][13, 0, 27, 6, 12, 20, 17, 22, 29, 8, 28, 19, 1, 20, 26, 29, 0, 13, 21, 24, 5, 10, 15, 8, 14, 19, 21, 24, 11, 12, 16, 24, 0, 16, 14, 25, 26, 29, 25, 7, 14, 21, 2, 5, 4, 16, 7, 20, 8, 25, 7, 8, 10, 18, 0, 3, 21, 17, 19, 17, 12, 21, 1, 8, 8, 14, 8, 17, 21, 19, 29, 27, 29, 5, 13, 19, 5, 3, 6, 14, 13, 12, 3, 18, 17, 20, 3, 21, 12, 1, 27, 25, 1, 0, 2, 6, 27, 6, 0, 9, 11, 4, 17, 13, 22, 12, 14, 12, 4, 11, 24, 20, 2, 26, 20, 3, 22, 5, 7, 1, 23, 5, 29, 8, 3, 5, 12, 5, 25, 1, 23, 20, 19, 5, 6, 14, 11, 6, 11, 29, 10, 17, 16, 0, 2, 20, 13, 18, 19, 5]=============================test37=============================80379[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1][18, 15, 26, 16, 8, 2, 18, 23, 3, 2, 18, 5, 1, 22, 22, 21, 20, 13, 22, 16, 21, 12, 1, 26, 16, 9, 17, 3, 20, 28, 13, 27, 26, 10, 5, 9, 5, 7, 17, 8, 13, 4, 21, 16, 25, 3, 16, 11, 28, 22, 13, 6, 4, 4, 15, 19, 1, 29, 25, 4, 6, 19, 4, 14, 1, 13, 12, 6, 20, 9, 12, 21, 22, 4, 6, 1, 27, 15, 15, 14, 0, 3, 6, 27, 9, 3, 12, 13, 3, 19, 29, 27, 0, 21, 28, 7, 2, 15, 17, 23, 18, 11, 25, 14, 18, 11, 21, 10, 3, 13, 23, 7, 27, 4, 16, 4, 14, 4, 5, 25, 9, 5, 3, 19, 4, 27, 19, 27, 10, 26, 25, 9, 9, 8, 18, 14, 20, 1, 7, 13, 29, 27, 27, 2, 6, 3, 8, 13, 23, 15]=============================test38=============================78212[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][26, 28, 19, 17, 18, 0, 21, 4, 16, 29, 22, 27, 20, 15, 28, 4, 19, 14, 29, 25, 7, 5, 8, 9, 16, 27, 14, 16, 5, 11, 21, 9, 6, 14, 5, 15, 25, 25, 19, 0, 0, 26, 28, 5, 26, 2, 18, 17, 8, 12, 21, 4, 1, 9, 5, 10, 17, 29, 6, 20, 23, 8, 15, 4, 22, 12, 21, 24, 25, 23, 17, 16, 13, 17, 14, 28, 13, 29, 24, 1, 24, 18, 15, 19, 12, 12, 3, 1, 29, 3, 24, 5, 13, 2, 14, 21, 10, 15, 27, 4, 23, 28, 5, 28, 29, 12, 10, 14, 11, 16, 9, 20, 6, 7, 23, 22, 6, 10, 6, 27, 27, 4, 11, 11, 9, 1, 23, 4, 13, 29, 24, 0, 24, 13, 1, 27, 6, 2, 6, 21, 14, 3, 22, 0, 27, 29, 3, 1, 27, 29]=============================test39=============================81688[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 18, 9, 11, 8, 21, 9, 5, 0, 1, 20, 11, 23, 10, 28, 16, 1, 26, 5, 21, 20, 9, 22, 16, 9, 27, 16, 5, 23, 21, 8, 6, 16, 17, 21, 20, 4, 22, 12, 23, 24, 24, 17, 4, 12, 26, 19, 27, 26, 19, 9, 9, 26, 3, 5, 11, 8, 2, 25, 21, 20, 14, 15, 27, 0, 22, 12, 15, 14, 9, 28, 15, 29, 12, 9, 17, 13, 6, 3, 12, 14, 18, 6, 11, 1, 29, 20, 11, 18, 15, 2, 1, 6, 28, 16, 14, 11, 1, 17, 22, 21, 1, 13, 10, 22, 26, 0, 2, 26, 0, 21, 23, 4, 11, 15, 4, 22, 18, 1, 11, 8, 1, 4, 24, 0, 15, 11, 0, 10, 15, 10, 27, 11, 13, 3, 6, 21, 19, 29, 14, 18, 10, 19, 19, 7, 0, 13, 15, 2, 11]=============================test40=============================89215[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][22, 6, 27, 26, 21, 4, 1, 16, 9, 6, 0, 2, 11, 0, 16, 22, 7, 27, 11, 25, 22, 16, 3, 19, 25, 16, 28, 12, 3, 15, 8, 22, 3, 10, 16, 24, 14, 24, 27, 8, 13, 17, 2, 24, 2, 22, 20, 3, 16, 7, 7, 11, 12, 0, 1, 12, 26, 8, 24, 26, 12, 16, 23, 18, 5, 13, 25, 12, 9, 21, 11, 6, 29, 24, 25, 29, 24, 0, 2, 19, 2, 25, 16, 16, 17, 23, 19, 23, 22, 20, 6, 15, 22, 10, 7, 28, 11, 26, 13, 17, 1, 5, 27, 11, 21, 11, 13, 12, 16, 11, 3, 5, 21, 1, 5, 6, 11, 17, 26, 21, 19, 22, 25, 27, 14, 6, 28, 8, 25, 29, 9, 11, 2, 21, 17, 14, 11, 20, 24, 1, 7, 22, 13, 28, 8, 4, 22, 22, 1, 11]=============================test41=============================13597[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 2, 9, 3, 5, 7, 0, 1, 7, 2, 9, 4, 2, 3, 0, 5, 8, 2, 9, 4, 4, 6, 7, 2, 4, 6, 6, 9, 6, 8, 9, 6, 6, 3, 9, 1, 3, 0, 7, 1, 6, 0, 4, 8, 3, 8, 0, 7, 1, 3, 3, 8, 6, 0, 3, 7, 2, 5, 9, 4, 3, 3, 0, 2, 1, 9, 1, 2, 6, 3, 1, 1, 9, 0, 5, 6, 4, 7, 3, 8, 0, 7, 1, 0, 5, 2, 1, 2, 4, 6]=============================test42=============================17114[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1][0, 15, 0, 6, 0, 18, 0, 13, 3, 6, 2, 0, 3, 19, 15, 5, 6, 0, 1, 8, 18, 8, 10, 16, 5, 19, 8, 4, 1, 0, 18, 6, 3, 14, 19, 18, 1, 13, 8, 2, 13, 5, 9, 18, 13, 15, 5, 16, 14, 8, 14, 14, 4, 8, 9, 5, 16, 15, 4, 10, 10, 18, 0, 0, 2, 16, 16, 5, 1, 7, 5, 2, 14, 10, 3, 14, 15, 14, 3, 14]=============================test43=============================16773[1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][5, 12, 0, 3, 15, 23, 21, 12, 22, 12, 21, 12, 2, 22, 29, 6, 10, 5, 8, 25, 11, 11, 16, 5, 24, 10, 26, 0, 20, 18, 11, 12, 26, 29, 11, 22, 11, 16, 23, 0, 26, 3, 29, 23, 24, 0, 27, 8, 29, 18, 9, 8, 2, 1, 9, 16, 26, 26, 25, 21, 26, 26, 11, 10, 22, 21, 24, 22, 26, 24]=============================test44=============================17621[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 7, 1, 9, 0, 2, 9, 6, 7, 2, 0, 4, 6, 3, 1, 1, 8, 6, 4, 9, 8, 7, 4, 5, 7, 4, 8, 5, 9, 9, 8, 0, 6, 0, 7, 7, 2, 4, 6, 8, 4, 2, 6, 0, 7, 6, 3, 1, 1, 3, 4, 1, 1, 2, 8, 0, 3, 4, 5, 0, 2, 3, 4, 5, 3, 1, 7, 4, 7, 2, 6, 7, 8, 0, 7, 5, 5, 5, 2, 5, 2, 7, 7, 7, 4, 0, 7, 2, 5, 1]=============================test45=============================18854[1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][6, 19, 17, 7, 18, 5, 19, 14, 16, 18, 4, 9, 19, 15, 4, 12, 4, 14, 12, 13, 8, 3, 4, 13, 17, 8, 0, 5, 4, 15, 7, 0, 16, 5, 4, 4, 15, 17, 19, 1, 12, 4, 7, 6, 13, 6, 3, 6, 12, 6, 12, 5, 0, 7, 13, 13, 7, 9, 16, 19, 17, 10, 14, 17, 1, 6, 14, 19, 6, 19, 10, 4, 18, 14, 17, 19, 10, 9, 16, 6]=============================test46=============================20383[1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1][21, 10, 28, 28, 11, 14, 22, 24, 11, 22, 22, 17, 16, 3, 7, 14, 2, 12, 26, 24, 1, 10, 0, 24, 27, 21, 6, 28, 21, 11, 13, 27, 27, 4, 26, 7, 26, 3, 13, 21, 23, 26, 16, 28, 1, 15, 29, 23, 21, 13, 6, 12, 2, 15, 3, 12, 17, 29, 7, 5, 22, 29, 11, 26, 22, 17, 16, 21, 10, 15]=============================test47=============================16700[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 9, 1, 9, 2, 5, 6, 7, 8, 7, 7, 4, 2, 3, 7, 4, 9, 5, 0, 2, 4, 9, 6, 7, 4, 8, 0, 9, 8, 3, 5, 4, 5, 4, 7, 0, 3, 6, 2, 7, 2, 1, 8, 3, 5, 0, 2, 4, 6, 2, 1, 0, 4, 0, 1, 0, 3, 7, 1, 5, 4, 4, 0, 7, 1, 1, 3, 9, 6, 6, 2, 6, 6, 7, 4, 7, 8, 9, 7, 3, 1, 4, 4, 2, 8, 3, 2, 2, 4, 4]=============================test48=============================17430[1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1][4, 18, 0, 2, 10, 1, 12, 17, 16, 7, 7, 17, 17, 5, 7, 16, 15, 3, 13, 10, 1, 12, 17, 18, 16, 12, 15, 0, 1, 10, 7, 15, 2, 15, 7, 8, 11, 15, 4, 17, 4, 2, 0, 3, 15, 16, 18, 18, 17, 5, 8, 10, 0, 17, 11, 19, 2, 6, 6, 4, 19, 12, 11, 17, 18, 0, 11, 7, 18, 4, 8, 15, 0, 5, 2, 6, 7, 7, 6, 10]=============================test49=============================18617[1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1][6, 4, 28, 23, 2, 14, 27, 10, 29, 27, 11, 11, 10, 7, 26, 7, 24, 20, 2, 24, 11, 9, 27, 0, 27, 0, 15, 13, 6, 29, 13, 29, 15, 28, 3, 3, 1, 6, 15, 16, 25, 9, 28, 17, 1, 6, 6, 21, 3, 4, 7, 0, 29, 24, 21, 16, 16, 26, 29, 9, 13, 10, 27, 20, 0, 4, 3, 24, 3, 25]=============================test50=============================17741[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 3, 7, 6, 5, 6, 1, 1, 6, 9, 3, 6, 6, 5, 3, 1, 9, 5, 5, 5, 4, 0, 6, 0, 6, 1, 0, 3, 2, 1, 2, 3, 5, 3, 0, 8, 1, 1, 0, 8, 0, 1, 4, 9, 3, 8, 9, 3, 9, 3, 0, 8, 6, 9, 6, 8, 0, 4, 3, 6, 7, 4, 7, 9, 8, 8, 6, 4, 7, 0, 6, 7, 7, 8, 5, 2, 2, 6, 8, 8, 0, 0, 1, 1, 0, 6, 5, 6, 6, 2, 3, 7, 6, 2, 3, 3, 5, 4, 4, 2]=============================test51=============================20930[1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 0, 18, 6, 10, 0, 19, 0, 14, 0, 9, 11, 12, 6, 11, 4, 17, 12, 7, 1, 4, 17, 19, 7, 8, 11, 15, 1, 4, 2, 14, 4, 14, 11, 13, 6, 16, 18, 8, 6, 0, 2, 18, 9, 0, 0, 17, 19, 6, 7, 10, 6, 16, 10, 10, 2, 10, 9, 2, 2, 8, 2, 7, 0, 15, 2, 17, 7, 12, 19, 6, 12, 17, 1, 7, 17, 11, 13, 0, 4, 7, 1, 19, 14, 18, 7, 8, 9, 9, 14, 17, 1, 18, 15, 12, 9, 8, 0, 2, 16]=============================test52=============================22658[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 8, 5, 6, 0, 5, 3, 3, 0, 7, 5, 5, 8, 9, 3, 5, 6, 6, 2, 5, 6, 1, 4, 2, 3, 4, 7, 7, 1, 1, 9, 6, 3, 2, 3, 9, 4, 4, 5, 2, 5, 6, 5, 6, 6, 0, 4, 2, 4, 8, 2, 1, 2, 9, 7, 2, 7, 9, 8, 2, 7, 2, 7, 4, 6, 5, 5, 0, 5, 5, 1, 0, 3, 1, 8, 4, 7, 0, 7, 7, 0, 4, 0, 4, 8, 7, 3, 2, 6, 0, 6, 2, 6, 2, 7, 2, 2, 0, 9, 8]=============================test53=============================25505[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 16, 11, 18, 15, 11, 4, 16, 17, 9, 14, 5, 18, 17, 17, 11, 5, 17, 4, 13, 12, 6, 15, 0, 14, 4, 7, 1, 13, 2, 16, 4, 11, 12, 13, 1, 3, 11, 11, 17, 9, 10, 8, 19, 9, 12, 4, 6, 17, 14, 12, 16, 12, 6, 10, 2, 6, 12, 17, 18, 18, 8, 0, 9, 8, 1, 4, 19, 2, 0, 8, 17, 3, 16, 8, 7, 7, 9, 10, 1, 2, 7, 14, 1, 10, 11, 0, 6, 11, 13, 13, 2, 15, 5, 17, 19, 5, 3, 13, 5]=============================test54=============================20909[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][2, 3, 3, 1, 3, 5, 0, 6, 6, 0, 5, 6, 5, 1, 3, 7, 4, 3, 1, 8, 8, 3, 2, 4, 0, 6, 1, 4, 7, 3, 3, 3, 9, 2, 5, 1, 5, 4, 9, 5, 3, 0, 2, 9, 0, 0, 6, 4, 8, 4, 2, 6, 5, 3, 8, 6, 7, 8, 2, 7, 2, 8, 5, 3, 7, 6, 8, 3, 3, 5, 1, 3, 1, 3, 7, 4, 5, 9, 6, 3, 6, 4, 0, 3, 1, 6, 0, 7, 7, 3, 9, 9, 7, 4, 5, 5, 6, 4, 7, 6]=============================test55=============================26221[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][2, 6, 2, 6, 18, 4, 7, 13, 18, 0, 3, 17, 3, 14, 16, 19, 8, 19, 7, 5, 9, 15, 7, 11, 0, 17, 0, 12, 18, 17, 16, 18, 2, 19, 7, 19, 6, 19, 6, 1, 11, 12, 5, 16, 10, 19, 0, 17, 14, 4, 17, 17, 3, 4, 2, 4, 2, 14, 16, 7, 17, 3, 1, 2, 19, 9, 2, 18, 3, 10, 18, 13, 7, 16, 8, 1, 4, 10, 6, 18, 3, 13, 1, 5, 1, 10, 14, 4, 17, 5, 16, 2, 6, 10, 6, 6, 19, 3, 2, 9]=============================test56=============================79598[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][29, 3, 13, 0, 7, 18, 9, 9, 10, 2, 1, 0, 10, 12, 9, 2, 27, 4, 17, 17, 16, 27, 25, 25, 1, 29, 5, 5, 0, 25, 9, 19, 2, 13, 29, 10, 1, 7, 21, 1, 1, 24, 26, 13, 29, 27, 21, 8, 17, 27, 27, 11, 12, 1, 18, 13, 18, 24, 17, 14, 24, 2, 28, 6, 3, 16, 28, 6, 26, 20, 3, 5, 0, 22, 16, 12, 5, 2, 11, 18, 26, 10, 12, 16, 6, 23, 19, 16, 21, 25, 15, 22, 24, 10, 26, 29, 23, 18, 21, 29, 3, 1, 28, 13, 29, 16, 11, 16, 13, 7, 13, 23, 2, 17, 18, 26, 13, 16, 9, 18, 12, 15, 7, 2, 0, 29, 8, 11, 19, 5, 3, 8, 18, 26, 21, 14, 20, 10, 9, 10, 28, 18, 19, 1, 28, 26, 5, 13, 18, 25, 13, 8, 27, 17, 0, 1, 17, 26, 17, 18, 23, 16, 11, 8, 15, 5, 17, 1, 21, 27, 17, 17, 14, 24, 10, 22, 24, 17, 19, 23, 26, 18, 12, 23, 2, 25, 28, 29, 2, 29, 4, 1, 1, 5, 15, 14, 24, 28, 6, 2]=============================test57=============================89623[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][27, 16, 24, 29, 16, 14, 22, 6, 0, 24, 12, 15, 6, 16, 24, 27, 10, 26, 20, 17, 13, 28, 2, 3, 13, 14, 14, 21, 9, 14, 13, 12, 3, 28, 2, 1, 11, 12, 13, 0, 29, 18, 10, 21, 13, 1, 6, 2, 29, 7, 22, 14, 16, 20, 18, 25, 1, 16, 20, 21, 12, 6, 18, 12, 2, 27, 7, 22, 25, 4, 26, 23, 16, 5, 20, 15, 23, 12, 14, 28, 6, 9, 18, 16, 18, 19, 24, 25, 28, 24, 29, 12, 0, 9, 0, 3, 12, 3, 24, 17, 6, 17, 14, 0, 1, 14, 23, 8, 8, 4, 12, 7, 15, 28, 0, 26, 9, 4, 7, 19, 1, 4, 2, 20, 17, 26, 5, 25, 27, 16, 23, 1, 28, 19, 18, 28, 10, 2, 16, 24, 23, 26, 7, 26, 9, 24, 27, 14, 19, 0, 1, 11, 14, 23, 21, 20, 11, 4, 9, 15, 2, 18, 18, 22, 10, 17, 0, 3, 6, 15, 29, 10, 28, 9, 28, 4, 0, 9, 11, 15, 3, 17, 6, 11, 18, 22, 3, 7, 27, 22, 24, 12, 13, 5, 1, 14, 28, 13, 11, 23]=============================test58=============================110784[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 28, 11, 14, 7, 1, 6, 14, 1, 5, 20, 25, 15, 27, 10, 20, 23, 7, 23, 13, 27, 27, 7, 0, 1, 22, 6, 12, 27, 26, 6, 13, 15, 29, 1, 21, 16, 20, 24, 24, 1, 4, 27, 23, 28, 21, 0, 1, 25, 24, 11, 10, 13, 1, 11, 0, 12, 9, 16, 16, 6, 2, 2, 10, 23, 26, 26, 5, 17, 15, 28, 19, 24, 6, 16, 10, 1, 0, 28, 29, 5, 8, 4, 6, 22, 8, 18, 17, 26, 13, 15, 4, 16, 28, 17, 18, 7, 16, 10, 13, 9, 22, 21, 28, 6, 25, 17, 27, 27, 24, 16, 5, 25, 13, 29, 3, 16, 6, 0, 10, 26, 4, 6, 2, 3, 16, 12, 2, 25, 18, 9, 5, 24, 21, 15, 17, 26, 23, 29, 2, 8, 21, 5, 18, 29, 26, 28, 12, 8, 18, 2, 13, 27, 20, 26, 23, 15, 24, 20, 24, 16, 15, 28, 21, 16, 23, 22, 20, 12, 28, 16, 6, 9, 14, 25, 20, 20, 9, 14, 28, 23, 28, 29, 18, 20, 19, 8, 18, 24, 26, 22, 16, 6, 3, 11, 9, 26, 2, 1, 29]=============================test59=============================96510[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][28, 15, 10, 11, 8, 13, 12, 25, 5, 27, 28, 0, 15, 0, 10, 13, 15, 2, 1, 13, 13, 3, 1, 1, 17, 0, 23, 13, 14, 16, 29, 1, 11, 14, 1, 20, 28, 6, 4, 0, 1, 25, 1, 3, 10, 5, 28, 10, 7, 23, 27, 21, 28, 8, 17, 8, 5, 1, 20, 16, 26, 22, 28, 28, 29, 22, 8, 22, 4, 17, 16, 3, 12, 19, 18, 10, 20, 23, 10, 3, 12, 6, 13, 0, 3, 23, 1, 16, 27, 10, 15, 22, 20, 2, 11, 6, 16, 1, 16, 0, 2, 23, 6, 28, 6, 10, 26, 9, 23, 0, 14, 8, 0, 20, 5, 1, 5, 22, 21, 18, 14, 3, 28, 8, 4, 4, 20, 15, 6, 10, 29, 4, 12, 11, 2, 11, 17, 18, 0, 2, 8, 29, 16, 8, 12, 6, 8, 28, 6, 3, 21, 25, 17, 0, 23, 27, 10, 7, 22, 19, 22, 20, 28, 13, 9, 27, 21, 22, 27, 13, 1, 13, 7, 23, 23, 23, 21, 19, 3, 19, 10, 18, 13, 24, 2, 15, 12, 14, 5, 26, 24, 4, 14, 13, 12, 14, 9, 1, 20, 14]=============================test60=============================80071[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][26, 18, 14, 14, 11, 26, 10, 20, 15, 28, 19, 12, 9, 9, 2, 24, 5, 22, 3, 22, 17, 4, 4, 0, 22, 20, 8, 4, 20, 16, 12, 28, 22, 5, 23, 0, 27, 20, 9, 19, 15, 14, 24, 1, 12, 24, 3, 13, 14, 26, 18, 18, 9, 15, 13, 26, 11, 1, 19, 0, 15, 17, 21, 23, 5, 27, 8, 9, 16, 10, 22, 28, 11, 25, 6, 22, 0, 18, 8, 20, 27, 16, 14, 10, 21, 11, 5, 25, 10, 17, 22, 15, 24, 0, 25, 9, 16, 28, 16, 19, 7, 3, 4, 10, 21, 0, 14, 5, 25, 19, 21, 8, 11, 21, 12, 12, 12, 12, 12, 22, 20, 10, 9, 1, 27, 9, 7, 2, 6, 15, 27, 9, 7, 26, 2, 2, 15, 2, 10, 5, 22, 19, 19, 20, 10, 27, 11, 26, 21, 3, 24, 7, 26, 25, 13, 20, 6, 22, 4, 0, 29, 4, 21, 27, 16, 2, 27, 7, 25, 23, 9, 11, 28, 17, 25, 4, 19, 1, 8, 3, 20, 12, 13, 10, 1, 14, 6, 21, 13, 17, 8, 28, 3, 2, 12, 7, 13, 13, 5, 6]=============================test61=============================90548[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][25, 15, 4, 13, 13, 25, 13, 18, 24, 1, 1, 2, 21, 26, 16, 1, 27, 24, 29, 4, 28, 16, 20, 25, 15, 21, 7, 13, 12, 14, 8, 28, 8, 6, 6, 2, 12, 12, 27, 1, 21, 18, 6, 3, 10, 28, 23, 5, 10, 24, 29, 3, 13, 26, 14, 29, 25, 20, 21, 22, 4, 24, 17, 20, 2, 5, 6, 14, 8, 4, 14, 4, 3, 10, 11, 26, 12, 20, 5, 22, 23, 18, 5, 27, 17, 21, 24, 2, 10, 26, 4, 26, 13, 22, 27, 2, 16, 4, 17, 19, 16, 19, 15, 17, 8, 29, 27, 12, 23, 17, 9, 10, 8, 20, 11, 26, 25, 13, 8, 22, 28, 8, 7, 6, 29, 9, 4, 6, 21, 16, 19, 24, 26, 26, 29, 13, 18, 22, 21, 19, 18, 29, 13, 26, 18, 12, 27, 22, 4, 29, 23, 18, 21, 29, 14, 27, 1, 26, 15, 23, 13, 18, 17, 4, 6, 23, 21, 17, 6, 5, 3, 11, 15, 9, 22, 28, 15, 7, 15, 13, 14, 21, 5, 25, 14, 13, 20, 24, 5, 23, 12, 22, 26, 17, 2, 23, 7, 8, 8, 25]=============================test62=============================110151[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][20, 22, 23, 21, 0, 28, 20, 21, 10, 28, 7, 21, 8, 27, 7, 16, 13, 17, 16, 20, 19, 12, 9, 13, 18, 18, 29, 7, 15, 28, 27, 25, 29, 6, 13, 1, 16, 4, 26, 29, 1, 23, 11, 16, 18, 17, 24, 6, 21, 28, 13, 21, 14, 9, 11, 11, 20, 18, 0, 25, 20, 26, 5, 18, 19, 23, 20, 6, 24, 24, 22, 28, 20, 1, 1, 3, 8, 15, 22, 16, 10, 29, 17, 16, 28, 22, 13, 18, 17, 24, 6, 15, 2, 18, 29, 28, 10, 10, 12, 0, 13, 25, 14, 27, 6, 13, 4, 2, 2, 6, 13, 22, 6, 23, 17, 24, 25, 12, 29, 28, 20, 13, 7, 1, 14, 22, 29, 18, 17, 12, 0, 12, 1, 11, 20, 17, 18, 7, 26, 15, 19, 22, 27, 0, 21, 3, 25, 14, 29, 2, 21, 17, 29, 27, 26, 22, 2, 12, 6, 21, 26, 2, 14, 18, 2, 4, 7, 9, 11, 2, 22, 16, 24, 13, 2, 4, 3, 14, 4, 16, 28, 2, 12, 11, 4, 3, 29, 25, 2, 13, 11, 25, 1, 11, 23, 0, 19, 25, 21, 10]=============================test63=============================95368[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 5, 20, 13, 13, 13, 8, 11, 4, 14, 12, 9, 0, 29, 12, 16, 21, 2, 14, 12, 27, 3, 22, 1, 16, 20, 29, 15, 23, 3, 29, 29, 1, 27, 22, 3, 20, 5, 14, 19, 21, 18, 21, 11, 11, 7, 12, 14, 22, 19, 13, 4, 9, 22, 28, 0, 9, 20, 5, 7, 28, 11, 20, 15, 1, 29, 3, 23, 19, 5, 19, 18, 17, 21, 20, 1, 13, 17, 11, 14, 24, 26, 15, 8, 18, 12, 6, 13, 14, 8, 23, 0, 13, 20, 16, 15, 2, 18, 18, 21, 10, 11, 17, 25, 13, 25, 22, 13, 5, 12, 1, 0, 2, 13, 19, 27, 25, 24, 7, 16, 5, 22, 4, 14, 7, 15, 18, 2, 11, 23, 4, 1, 29, 2, 17, 21, 0, 9, 14, 2, 17, 2, 22, 2, 25, 2, 1, 3, 1, 11, 0, 20, 22, 3, 28, 4, 24, 20, 18, 6, 2, 10, 15, 17, 9, 7, 13, 14, 15, 11, 21, 5, 9, 3, 29, 7, 9, 22, 10, 1, 14, 6, 24, 20, 26, 7, 17, 19, 9, 5, 11, 21, 28, 23, 17, 8, 16, 13, 5, 9]=============================test64=============================81002[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 7, 27, 13, 13, 21, 16, 20, 15, 8, 7, 15, 22, 12, 21, 27, 11, 6, 2, 15, 18, 19, 13, 22, 18, 16, 11, 8, 16, 21, 4, 11, 25, 6, 29, 19, 2, 20, 17, 16, 10, 19, 8, 8, 28, 2, 5, 24, 14, 14, 16, 20, 19, 22, 26, 13, 9, 26, 22, 5, 10, 4, 14, 0, 2, 4, 3, 7, 13, 15, 29, 21, 17, 27, 14, 3, 27, 27, 12, 13, 16, 9, 9, 5, 3, 15, 17, 27, 21, 25, 6, 0, 10, 25, 15, 24, 27, 16, 4, 5, 10, 12, 9, 22, 28, 19, 11, 1, 1, 11, 12, 14, 27, 8, 29, 18, 27, 29, 13, 25, 5, 22, 4, 10, 29, 13, 29, 25, 7, 12, 22, 4, 2, 22, 3, 21, 13, 1, 6, 18, 15, 19, 20, 7, 13, 14, 9, 15, 26, 13, 10, 10, 14, 24, 10, 17, 8, 19, 20, 27, 26, 3, 22, 22, 8, 10, 6, 17, 21, 5, 6, 14, 13, 1, 7, 23, 28, 21, 22, 22, 9, 28, 16, 2, 13, 25, 15, 9, 14, 7, 20, 21, 4, 7, 21, 20, 5, 4, 9, 24]=============================test65=============================88975[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][20, 18, 3, 1, 0, 27, 23, 2, 18, 6, 7, 0, 23, 16, 13, 8, 3, 19, 10, 12, 13, 0, 14, 9, 26, 10, 29, 14, 5, 16, 29, 25, 5, 5, 10, 2, 26, 10, 23, 19, 14, 11, 20, 28, 13, 29, 3, 26, 13, 20, 28, 25, 11, 5, 17, 16, 20, 13, 5, 13, 6, 14, 24, 15, 27, 0, 22, 27, 14, 7, 10, 9, 22, 13, 28, 10, 4, 19, 28, 29, 14, 10, 11, 4, 2, 1, 16, 17, 4, 12, 24, 5, 17, 1, 11, 2, 4, 14, 16, 2, 18, 2, 20, 29, 14, 19, 24, 28, 3, 26, 0, 13, 10, 19, 25, 22, 25, 29, 6, 0, 9, 25, 23, 23, 21, 2, 7, 17, 3, 11, 15, 12, 18, 20, 13, 27, 22, 12, 22, 0, 26, 29, 17, 19, 10, 9, 29, 1, 18, 24, 6, 18, 15, 19, 4, 22, 7, 4, 11, 13, 15, 28, 11, 23, 25, 13, 2, 24, 21, 27, 22, 2, 29, 23, 16, 6, 17, 27, 24, 15, 29, 9, 5, 1, 12, 15, 29, 25, 24, 0, 1, 12, 12, 15, 19, 12, 4, 3, 3, 1]=============================test66=============================110525[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 18, 17, 24, 6, 25, 2, 15, 1, 28, 23, 3, 25, 14, 3, 2, 0, 16, 9, 23, 12, 6, 25, 18, 19, 8, 28, 4, 26, 14, 27, 14, 12, 6, 2, 27, 11, 5, 21, 0, 28, 29, 26, 5, 0, 3, 8, 11, 16, 0, 26, 4, 21, 11, 4, 18, 8, 6, 14, 0, 24, 11, 12, 14, 2, 5, 29, 25, 10, 10, 24, 1, 1, 13, 0, 4, 10, 1, 6, 11, 23, 2, 25, 26, 6, 15, 13, 13, 20, 27, 10, 22, 7, 0, 5, 13, 7, 2, 7, 28, 0, 25, 19, 2, 10, 17, 28, 19, 9, 7, 9, 2, 19, 10, 25, 2, 1, 20, 11, 29, 11, 27, 1, 28, 23, 9, 26, 23, 21, 15, 14, 5, 24, 14, 5, 24, 9, 9, 12, 23, 18, 28, 2, 0, 0, 17, 23, 24, 13, 0, 27, 16, 28, 26, 9, 10, 9, 10, 22, 12, 19, 2, 5, 28, 24, 3, 16, 8, 1, 27, 16, 26, 24, 3, 10, 26, 19, 13, 5, 0, 20, 1, 4, 2, 1, 8, 28, 25, 18, 5, 6, 13, 29, 29, 3, 21, 15, 19, 29, 22]=============================test68=============================80370[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][26, 10, 3, 23, 12, 5, 1, 19, 11, 1, 16, 6, 6, 24, 2, 27, 21, 18, 11, 21, 25, 11, 4, 19, 14, 9, 1, 24, 23, 20, 21, 24, 6, 0, 25, 7, 10, 24, 19, 3, 21, 13, 19, 23, 21, 18, 18, 17, 29, 12, 17, 3, 26, 3, 16, 5, 6, 4, 29, 13, 18, 24, 24, 27, 1, 6, 2, 29, 18, 17, 9, 12, 5, 9, 20, 27, 11, 28, 18, 28, 1, 3, 16, 29, 18, 22, 12, 28, 24, 21, 16, 17, 27, 0, 22, 9, 17, 3, 28, 2, 4, 14, 23, 8, 7, 6, 23, 23, 26, 10, 24, 9, 10, 29, 22, 15, 18, 24, 11, 0, 25, 10, 8, 9, 12, 17, 9, 26, 6, 8, 27, 9, 15, 8, 0, 25, 12, 1, 19, 22, 1, 4, 5, 8, 28, 15, 19, 16, 0, 13, 2, 6, 7, 10, 17, 0, 25, 29, 24, 14, 15, 4, 16, 22, 0, 27, 5, 8, 18, 20, 18, 25, 9, 6, 12, 12, 4, 16, 27, 18, 27, 28, 20, 26, 26, 22, 25, 12, 12, 14, 18, 7, 25, 5, 23, 16, 27, 4, 5, 10]=============================test69=============================88559[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 1, 21, 4, 18, 5, 6, 13, 14, 27, 25, 25, 11, 18, 6, 26, 10, 17, 2, 25, 26, 13, 19, 15, 10, 6, 4, 2, 19, 19, 24, 23, 26, 7, 29, 24, 10, 16, 22, 11, 16, 1, 21, 29, 21, 19, 20, 17, 22, 16, 14, 0, 16, 22, 2, 14, 8, 26, 2, 19, 20, 29, 22, 19, 20, 21, 4, 14, 26, 16, 14, 9, 11, 20, 26, 21, 28, 4, 13, 11, 13, 1, 11, 24, 24, 4, 17, 13, 6, 6, 4, 4, 7, 21, 25, 17, 23, 22, 18, 27, 2, 24, 23, 21, 6, 12, 27, 9, 12, 11, 22, 5, 16, 22, 25, 17, 0, 29, 0, 22, 27, 3, 25, 10, 8, 12, 5, 1, 15, 25, 6, 0, 29, 21, 25, 28, 4, 12, 19, 25, 14, 13, 26, 3, 25, 23, 9, 15, 0, 4, 7, 4, 20, 16, 3, 20, 18, 19, 11, 0, 6, 20, 2, 15, 9, 16, 29, 28, 20, 8, 16, 5, 20, 9, 17, 26, 27, 23, 21, 28, 19, 14, 9, 23, 6, 5, 21, 8, 6, 16, 1, 2, 2, 1, 20, 9, 12, 20, 27, 9]=============================test70=============================110669[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1][9, 8, 9, 22, 15, 17, 3, 29, 2, 15, 28, 2, 8, 27, 8, 19, 12, 27, 10, 1, 22, 16, 20, 5, 13, 3, 10, 14, 15, 8, 2, 21, 23, 5, 20, 14, 22, 7, 20, 8, 14, 27, 2, 14, 22, 17, 11, 1, 5, 6, 0, 10, 19, 27, 23, 19, 1, 0, 7, 6, 29, 0, 11, 14, 4, 0, 8, 17, 18, 18, 9, 29, 19, 7, 29, 18, 10, 22, 15, 8, 1, 4, 7, 19, 25, 25, 22, 19, 14, 1, 28, 5, 18, 9, 23, 5, 13, 11, 9, 22, 18, 21, 17, 12, 15, 2, 20, 8, 12, 12, 23, 18, 3, 20, 10, 20, 22, 28, 16, 10, 12, 5, 20, 0, 16, 2, 4, 6, 8, 18, 1, 7, 7, 26, 23, 27, 3, 2, 12, 23, 13, 23, 28, 13, 15, 9, 28, 7, 12, 23, 12, 3, 26, 11, 26, 17, 6, 2, 12, 5, 29, 8, 21, 27, 1, 20, 5, 7, 2, 15, 25, 15, 26, 7, 26, 26, 25, 6, 18, 19, 10, 17, 25, 12, 5, 22, 20, 3, 9, 17, 15, 11, 3, 12, 16, 13, 14, 23, 12, 16]=============================test71=============================95379[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][12, 20, 27, 28, 13, 14, 14, 9, 7, 15, 19, 29, 12, 11, 0, 22, 1, 24, 12, 12, 10, 20, 1, 3, 27, 12, 24, 10, 29, 21, 28, 23, 20, 27, 19, 13, 3, 5, 23, 28, 25, 18, 27, 29, 20, 2, 14, 21, 28, 11, 0, 23, 20, 2, 6, 24, 2, 16, 2, 20, 4, 2, 13, 0, 14, 12, 1, 7, 0, 13, 21, 27, 11, 13, 16, 21, 0, 14, 25, 16, 29, 17, 21, 2, 8, 8, 0, 3, 19, 28, 29, 3, 10, 5, 3, 19, 9, 19, 0, 4, 26, 12, 29, 16, 10, 11, 10, 29, 11, 15, 1, 6, 5, 8, 22, 26, 26, 4, 9, 26, 22, 28, 9, 28, 10, 5, 17, 21, 0, 7, 4, 5, 13, 19, 14, 10, 17, 15, 24, 2, 0, 15, 10, 13, 0, 6, 8, 29, 15, 9, 25, 26, 1, 27, 18, 1, 29, 16, 2, 28, 9, 9, 24, 22, 12, 19, 27, 4, 6, 21, 17, 2, 15, 22, 6, 24, 10, 20, 8, 1, 21, 28, 19, 15, 10, 17, 16, 21, 8, 9, 13, 4, 12, 10, 11, 23, 13, 9, 20, 25]

3. 局部搜索

3.1 算法框架

局部搜索基本想法如下

• 生成一个初始解（这里可以以贪心解作为初始解）， 设置为局部最优解
• 对此局部最优解进行一定修改，变成与之相近的新解
• 判断此新解是否优于局部最优解， 如果优于则替换局部最优

对于如何进行修改生成新解 我这里的策略就是随机选择一个用户把此用户安排到本身工厂以外的其他工厂，若此工厂没开放，则进行开放， 若原来工厂只有此用户，则把原来工厂关闭更新所有的cost

3.2 关键代码和注释

这是生成解的关键函数

这里的cost 是在生成解之后进行计算的

#根据传入的解 生成一个局部的解, 并且求出此解的cost 当做参数传出def produce_local_search_solution(bestFactoryOpen, bestValueAssign, capacity_copy):    flag = True    fac_num = -1    #选择的随机顾客标号为i    i = random.randint(0, m - 1)    while (flag):        # 生成被安排的随机工厂        fac_num = random.randint(0, n - 1)        #如果生成的随机工厂就是原来的工厂则继续生成        if (fac_num == bestValueAssign[i]):            continue        # 如果容量符合要求则选择该工厂        if (demand_customer[i] <= capacity_copy[fac_num]):            # 如果工厂没开 则开工厂            if (bestFactoryOpen[fac_num] == 0):                bestFactoryOpen[fac_num] = 1            #给离开的工厂加上相应的容量            capacity_copy[bestValueAssign[i]] += demand_customer[i]            #同时减去相应的assign消耗            #如果离开的工厂的容量变为初始容量， 则把工厂设置为关闭            if(capacity_copy[bestValueAssign[i]] == capacity[bestValueAssign[i]]):                bestFactoryOpen[bestValueAssign[i]] = 0            # 更新安排表            bestValueAssign[i] = fac_num            # 减去相应容量            capacity_copy[fac_num] -= demand_customer[i]            # 更新总共total_assignment_cost            # 更新flag            flag = False        #计算此解的cost 当做参数传出去        bestCost = 0        for s in range(m):            bestCost += assignment_cost[i][bestValueAssign[s]]        for d in range(n):            bestCost += bestFactoryOpen[d] * opening_cost[d]    return bestCost,bestFactoryOpen, bestValueAssign, capacity_copy

3.3 算法结果

3.3.1 结果表

-	局部搜索cost	局部搜索 time(s)
p1	12940	1.611006
p2	12662	1.616155
p3	15246	1.597958
p4	15945	1.634933
p5	15959	1.911517
p6	14412	1.881594
p7	16347	1.914353
p8	18335	1.914085
p9	14434	1.383706
p10	12959	1.371393
p11	14754	1.375677
p12	16793	1.375278
p13	18928	1.555986
p14	16852	1.559896
p15	19881	1.541984
p16	23286	1.567830
p17	18501	1.542376
p18	16732	1.538791
p19	19425	1.532036
p20	22656	1.535684
p21	19079	1.520752
p22	16393	1.514622
p23	20391	1.521705
p24	23213	1.532024
p25	32776	3.020063
p26	29390	3.041976
p27	35092	3.005009
p28	40842	3.023259
p29	31958	3.030729
p30	29519	2.934350
p31	35761	2.997456
p32	41655	2.958145
p33	32956	3.015352
p34	29814	3.008410
p35	35333	2.952897
p36	41871	2.953205
p37	33068	3.007182
p38	29018	2.992898
p39	35316	2.986342
p40	41794	2.996479
p41	5627	2.100240
p42	12636	1.955856
p43	13829	1.930061
p44	6017	2.251095
p45	12549	1.969584
p46	16547	1.951602
p47	5029	2.250038
p48	9532	1.962069
p49	12603	1.922715
p50	6412	2.311359
p51	11545	2.205665
p52	10539	2.446955
p53	16222	2.272284
p54	7168	2.537065
p55	11918	2.282920
p56	60150	3.705955
p57	68465	3.685768
p58	90445	3.735101
p59	75938	3.698938
p60	58583	3.667501
p61	69205	3.671071
p62	89912	3.570421
p63	75251	3.575067
p64	59592	3.665967
p65	69263	3.613478
p66	89662	3.677088
p68	59551	3.678104
p69	68856	3.640892
p70	89284	3.638021
p71	73966	3.668180

3.3.2 解决方案

=============================test1=============================13741[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 5, 0, 0, 8, 1, 4, 6, 3, 0, 8, 6, 0, 5, 6, 9, 4, 5, 4, 2, 2, 3, 7, 0, 4, 9, 2, 7, 5, 2, 3, 2, 6, 8, 2, 0, 0, 9, 2, 6, 7, 1, 4, 3, 2, 4, 3, 8, 2, 1]=============================test2=============================12133[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 6, 9, 8, 0, 5, 0, 1, 2, 8, 0, 0, 3, 5, 2, 3, 3, 4, 9, 0, 0, 6, 3, 9, 5, 3, 0, 6, 9, 8, 6, 2, 7, 3, 4, 5, 7, 4, 5, 5, 0, 7, 8, 1, 2, 1, 5, 2, 5, 4]=============================test3=============================14595[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 2, 9, 7, 9, 0, 2, 4, 9, 1, 0, 2, 3, 4, 0, 3, 8, 2, 2, 0, 5, 4, 5, 5, 7, 3, 3, 1, 0, 4, 7, 9, 1, 5, 4, 4, 7, 6, 3, 4, 6, 9, 5, 6, 8, 6, 4, 7, 4, 3]=============================test4=============================15532[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 6, 9, 3, 2, 4, 6, 5, 7, 5, 9, 7, 8, 5, 5, 6, 7, 2, 2, 6, 5, 6, 6, 3, 1, 9, 3, 1, 5, 2, 6, 4, 8, 2, 8, 7, 4, 0, 0, 9, 3, 1, 1, 1, 7, 7, 2, 3, 4, 9]=============================test5=============================15001[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][6, 4, 6, 8, 9, 5, 9, 2, 9, 3, 5, 1, 2, 2, 1, 3, 7, 5, 4, 2, 0, 8, 2, 7, 7, 7, 7, 3, 8, 4, 8, 0, 4, 1, 9, 6, 9, 8, 2, 0, 7, 1, 4, 9, 7, 4, 0, 1, 8, 4]=============================test6=============================14561[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 0, 2, 3, 0, 4, 9, 6, 2, 4, 6, 5, 1, 1, 9, 0, 8, 5, 0, 6, 1, 5, 8, 3, 1, 2, 6, 2, 5, 5, 7, 1, 7, 9, 8, 3, 6, 0, 3, 1, 6, 4, 0, 3, 8, 1, 9, 0, 8, 4]=============================test7=============================16114[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 9, 4, 1, 7, 3, 5, 7, 3, 6, 8, 5, 7, 6, 4, 0, 0, 3, 7, 2, 8, 5, 4, 6, 2, 2, 3, 1, 2, 7, 5, 9, 8, 6, 9, 9, 4, 2, 3, 4, 1, 4, 0, 7, 3, 8, 2, 8, 1, 5]=============================test8=============================17742[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 3, 3, 9, 4, 5, 8, 9, 8, 4, 0, 8, 8, 0, 7, 4, 4, 9, 3, 1, 0, 8, 9, 1, 6, 3, 7, 0, 4, 6, 1, 0, 1, 6, 7, 7, 9, 3, 2, 6, 6, 6, 8, 7, 0, 1, 5, 3, 6, 4]=============================test9=============================13945[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 2, 0, 9, 3, 7, 2, 2, 6, 8, 7, 2, 0, 3, 0, 9, 9, 5, 0, 2, 9, 2, 0, 1, 8, 4, 7, 3, 7, 3, 5, 2, 5, 5, 8, 4, 9, 0, 7, 3, 7, 3, 9, 4, 6, 8, 9, 4, 4, 8]=============================test10=============================13113[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 5, 4, 2, 6, 7, 5, 1, 6, 3, 8, 4, 3, 1, 2, 0, 3, 1, 0, 0, 4, 9, 8, 0, 6, 6, 4, 2, 8, 7, 5, 1, 2, 3, 3, 7, 7, 3, 2, 0, 6, 2, 0, 2, 3, 5, 6, 3, 8, 6]=============================test11=============================15124[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 9, 4, 1, 7, 9, 4, 8, 4, 2, 2, 6, 9, 1, 4, 1, 7, 2, 2, 4, 5, 2, 7, 2, 6, 2, 3, 0, 7, 0, 0, 7, 2, 1, 6, 0, 9, 6, 8, 1, 9, 3, 9, 9, 4, 5, 7, 2, 7, 0]=============================test12=============================17026[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][0, 1, 7, 0, 5, 3, 3, 4, 8, 0, 4, 8, 2, 1, 0, 7, 5, 9, 1, 8, 7, 3, 0, 5, 6, 5, 4, 5, 2, 5, 6, 8, 0, 0, 5, 7, 8, 0, 5, 7, 7, 9, 4, 1, 1, 4, 2, 9, 2, 9]=============================test13=============================19264[1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][11, 13, 16, 13, 14, 19, 5, 13, 14, 6, 19, 9, 7, 3, 8, 19, 3, 8, 16, 9, 17, 18, 12, 4, 10, 6, 4, 19, 6, 8, 17, 5, 0, 10, 12, 0, 18, 15, 4, 16, 16, 2, 11, 2, 5, 14, 7, 4, 11, 5]=============================test14=============================16686[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 11, 2, 12, 8, 0, 6, 18, 4, 19, 17, 9, 15, 5, 17, 12, 16, 9, 12, 6, 14, 13, 9, 19, 11, 2, 0, 4, 7, 2, 18, 13, 13, 6, 15, 1, 4, 7, 10, 17, 11, 10, 15, 6, 10, 17, 8, 8, 3, 5]=============================test15=============================19947[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][16, 7, 17, 8, 15, 4, 15, 0, 11, 19, 18, 7, 17, 14, 4, 9, 11, 12, 7, 8, 1, 13, 16, 3, 4, 3, 3, 9, 17, 9, 10, 10, 2, 16, 11, 12, 15, 0, 16, 4, 15, 19, 18, 14, 17, 7, 7, 5, 6, 8]=============================test16=============================22628[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 9, 9, 8, 15, 5, 4, 12, 6, 7, 5, 2, 4, 4, 14, 8, 9, 7, 10, 16, 2, 7, 9, 6, 13, 13, 14, 14, 16, 8, 13, 15, 19, 17, 3, 11, 17, 17, 0, 5, 17, 11, 3, 1, 11, 2, 8, 2, 13, 18]=============================test17=============================18356[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1][0, 3, 12, 5, 16, 19, 10, 12, 10, 8, 14, 13, 15, 10, 8, 3, 5, 8, 13, 5, 5, 9, 6, 8, 4, 13, 12, 11, 3, 13, 8, 6, 16, 4, 13, 6, 1, 11, 9, 19, 6, 2, 3, 0, 16, 12, 7, 8, 15, 14]=============================test18=============================15950[0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 12, 8, 6, 13, 10, 7, 7, 16, 14, 14, 15, 2, 15, 7, 15, 4, 15, 8, 1, 16, 13, 9, 4, 3, 1, 17, 15, 19, 10, 2, 11, 11, 1, 14, 12, 17, 3, 7, 13, 14, 17, 3, 1, 9, 18, 4, 8, 14, 14]=============================test19=============================19968[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1][14, 19, 14, 5, 15, 11, 13, 17, 3, 14, 11, 1, 3, 11, 14, 1, 8, 2, 10, 5, 6, 9, 13, 17, 10, 14, 3, 17, 16, 11, 5, 16, 9, 17, 4, 15, 4, 12, 5, 9, 19, 17, 19, 0, 13, 12, 7, 15, 15, 16]=============================test20=============================22995[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1][3, 8, 11, 5, 7, 1, 7, 1, 18, 18, 6, 15, 11, 16, 17, 11, 3, 11, 2, 1, 11, 1, 3, 2, 16, 4, 13, 8, 1, 3, 8, 11, 14, 1, 17, 18, 6, 1, 4, 11, 6, 9, 19, 8, 19, 16, 5, 10, 15, 14]=============================test21=============================18561[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1][5, 5, 9, 9, 3, 15, 18, 1, 7, 10, 3, 15, 6, 18, 14, 19, 3, 14, 4, 9, 7, 17, 7, 17, 18, 3, 6, 8, 12, 0, 0, 6, 10, 11, 15, 2, 9, 1, 6, 19, 4, 4, 4, 10, 6, 19, 0, 0, 19, 17]=============================test22=============================16545[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 2, 5, 19, 15, 17, 13, 9, 18, 18, 16, 13, 1, 6, 13, 2, 10, 2, 0, 2, 3, 18, 3, 17, 2, 12, 8, 3, 9, 16, 9, 6, 18, 18, 16, 8, 7, 1, 12, 14, 2, 11, 12, 4, 4, 12, 8, 6, 6, 1]=============================test23=============================19104[1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 12, 19, 12, 18, 16, 12, 5, 5, 19, 13, 9, 11, 19, 3, 3, 10, 15, 14, 5, 6, 4, 0, 14, 13, 15, 7, 9, 10, 10, 18, 18, 12, 6, 3, 17, 8, 11, 9, 4, 6, 11, 2, 4, 19, 4, 10, 17, 16, 6]=============================test24=============================22276[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1][1, 4, 11, 4, 12, 0, 17, 19, 3, 1, 17, 19, 8, 3, 17, 1, 3, 16, 9, 3, 1, 4, 19, 9, 16, 12, 16, 3, 10, 8, 2, 8, 3, 14, 7, 3, 6, 5, 9, 13, 16, 9, 16, 10, 1, 19, 19, 17, 5, 10]=============================test25=============================32701[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][13, 21, 10, 29, 6, 4, 1, 3, 22, 5, 13, 23, 13, 23, 15, 1, 0, 23, 29, 17, 27, 29, 9, 24, 20, 0, 0, 9, 7, 22, 18, 10, 15, 12, 16, 3, 14, 7, 11, 0, 17, 6, 10, 14, 29, 21, 16, 10, 8, 25, 26, 16, 29, 22, 5, 11, 8, 6, 17, 1, 10, 1, 8, 1, 23, 21, 27, 9, 27, 23, 22, 20, 10, 4, 24, 4, 21, 29, 28, 7, 23, 24, 6, 2, 23, 25, 10, 28, 2, 23, 18, 3, 21, 28, 19, 15, 6, 5, 18, 10, 9, 12, 24, 0, 17, 9, 8, 29, 10, 22, 6, 3, 19, 22, 22, 16, 9, 11, 28, 1, 9, 21, 2, 20, 20, 4, 16, 1, 25, 8, 17, 2, 4, 10, 27, 20, 0, 6, 14, 21, 20, 19, 26, 24, 5, 3, 17, 18, 12, 7]=============================test26=============================30269[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][10, 18, 21, 1, 17, 1, 28, 19, 3, 16, 14, 24, 27, 11, 13, 19, 2, 20, 2, 23, 6, 17, 11, 27, 19, 27, 11, 2, 23, 6, 25, 11, 21, 9, 28, 4, 6, 14, 9, 5, 3, 10, 0, 25, 26, 29, 5, 15, 29, 10, 5, 19, 21, 13, 27, 26, 3, 11, 2, 27, 18, 21, 29, 28, 21, 15, 16, 22, 4, 18, 8, 6, 23, 7, 18, 22, 3, 2, 28, 29, 20, 4, 12, 17, 4, 11, 8, 16, 24, 11, 28, 26, 0, 10, 29, 29, 20, 11, 23, 22, 28, 23, 1, 0, 29, 5, 26, 3, 28, 16, 23, 8, 4, 22, 16, 28, 19, 25, 3, 21, 25, 7, 2, 4, 20, 7, 5, 4, 26, 11, 3, 23, 13, 25, 10, 0, 24, 16, 19, 15, 28, 29, 9, 11, 19, 22, 3, 11, 23, 12]=============================test27=============================35895[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 5, 6, 9, 25, 0, 2, 9, 17, 13, 25, 2, 24, 29, 24, 18, 8, 14, 2, 26, 29, 21, 14, 8, 2, 22, 26, 0, 11, 24, 26, 10, 9, 7, 14, 3, 14, 22, 20, 5, 1, 26, 19, 18, 20, 26, 18, 9, 15, 28, 13, 11, 13, 3, 4, 10, 21, 0, 29, 1, 8, 29, 20, 17, 4, 17, 18, 7, 6, 16, 12, 9, 28, 26, 27, 16, 22, 29, 6, 14, 13, 5, 16, 23, 24, 11, 28, 8, 11, 10, 13, 3, 6, 12, 23, 23, 28, 7, 6, 18, 1, 20, 2, 2, 12, 1, 10, 12, 23, 25, 2, 3, 16, 16, 20, 9, 11, 7, 0, 21, 29, 12, 11, 1, 18, 13, 9, 24, 12, 5, 27, 7, 14, 24, 17, 5, 9, 15, 7, 29, 11, 20, 7, 4, 28, 23, 10, 9, 24, 9]=============================test28=============================41516[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][23, 3, 24, 7, 7, 29, 2, 18, 25, 11, 23, 17, 18, 16, 8, 0, 12, 12, 18, 5, 21, 21, 26, 0, 5, 12, 27, 24, 4, 3, 3, 11, 25, 14, 24, 1, 6, 8, 5, 21, 2, 5, 6, 22, 2, 12, 22, 2, 12, 28, 28, 17, 8, 10, 28, 18, 0, 27, 23, 7, 8, 3, 25, 9, 8, 11, 13, 15, 25, 0, 19, 22, 14, 8, 3, 29, 26, 1, 26, 23, 25, 9, 10, 21, 22, 18, 16, 24, 19, 28, 23, 12, 17, 15, 5, 28, 18, 16, 0, 12, 28, 11, 13, 2, 21, 27, 15, 28, 7, 10, 29, 16, 3, 9, 9, 4, 6, 3, 7, 16, 17, 27, 29, 8, 0, 26, 2, 2, 20, 11, 17, 8, 26, 25, 12, 4, 14, 12, 8, 0, 21, 15, 21, 11, 18, 4, 14, 6, 25, 29]=============================test29=============================32734[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 11, 24, 3, 11, 20, 13, 27, 1, 27, 1, 13, 12, 19, 18, 11, 24, 19, 15, 19, 1, 21, 18, 19, 18, 3, 2, 9, 29, 15, 1, 0, 20, 29, 11, 22, 27, 15, 2, 3, 9, 23, 28, 27, 22, 24, 13, 13, 3, 11, 1, 22, 16, 9, 4, 29, 20, 22, 25, 29, 21, 13, 28, 21, 2, 12, 0, 27, 26, 21, 10, 14, 9, 16, 21, 22, 0, 28, 23, 12, 7, 20, 20, 10, 26, 8, 25, 25, 19, 26, 11, 27, 3, 1, 18, 25, 9, 17, 23, 8, 29, 12, 22, 20, 3, 22, 27, 13, 7, 23, 25, 23, 22, 15, 17, 22, 15, 12, 4, 7, 1, 14, 27, 8, 27, 18, 12, 11, 4, 0, 6, 21, 10, 18, 10, 7, 23, 2, 19, 11, 9, 11, 18, 1, 14, 3, 5, 7, 28, 6]=============================test30=============================29591[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 19, 0, 29, 8, 12, 19, 10, 8, 16, 0, 29, 15, 7, 1, 2, 14, 29, 18, 1, 10, 4, 7, 23, 27, 22, 7, 20, 12, 26, 3, 19, 24, 18, 26, 14, 11, 11, 17, 19, 20, 22, 16, 2, 14, 20, 6, 2, 2, 16, 20, 7, 11, 29, 18, 9, 15, 19, 17, 7, 17, 17, 3, 11, 11, 8, 19, 20, 3, 19, 26, 21, 3, 18, 27, 12, 28, 12, 20, 21, 29, 28, 19, 5, 21, 16, 1, 10, 16, 7, 16, 19, 9, 18, 1, 23, 29, 17, 1, 4, 22, 25, 15, 17, 16, 26, 0, 12, 13, 4, 25, 7, 21, 19, 17, 18, 19, 18, 17, 23, 27, 10, 6, 2, 23, 3, 24, 17, 1, 13, 27, 14, 12, 6, 24, 12, 5, 17, 26, 14, 1, 15, 9, 9, 23, 8, 26, 14, 9, 26]=============================test31=============================35683[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 5, 18, 23, 16, 26, 12, 4, 18, 2, 11, 16, 20, 27, 17, 10, 0, 12, 2, 24, 2, 8, 29, 10, 18, 6, 11, 26, 9, 26, 26, 14, 0, 0, 3, 11, 3, 27, 10, 8, 23, 4, 27, 17, 1, 7, 19, 4, 27, 10, 23, 9, 23, 22, 1, 9, 23, 22, 8, 14, 10, 5, 0, 23, 20, 22, 27, 6, 21, 16, 10, 19, 7, 16, 4, 29, 12, 13, 29, 5, 17, 12, 15, 28, 29, 0, 29, 26, 24, 2, 19, 25, 2, 5, 2, 4, 11, 2, 8, 5, 17, 1, 0, 14, 17, 26, 10, 29, 16, 19, 19, 7, 21, 19, 20, 20, 2, 3, 7, 19, 9, 25, 1, 7, 7, 3, 5, 2, 3, 25, 21, 13, 12, 27, 21, 24, 24, 3, 24, 24, 29, 12, 13, 5, 14, 9, 22, 6, 21, 4]=============================test32=============================41816[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][0, 22, 15, 13, 3, 7, 0, 23, 15, 22, 4, 17, 22, 15, 14, 8, 2, 16, 8, 6, 2, 1, 18, 21, 22, 11, 18, 15, 15, 25, 16, 12, 19, 1, 27, 16, 5, 10, 18, 26, 16, 23, 0, 21, 2, 14, 29, 9, 23, 10, 26, 28, 5, 17, 27, 23, 16, 20, 15, 5, 19, 12, 2, 20, 8, 19, 20, 8, 25, 3, 5, 19, 29, 28, 13, 17, 19, 15, 22, 29, 26, 8, 13, 2, 9, 27, 15, 8, 28, 1, 1, 20, 13, 3, 21, 7, 20, 0, 7, 18, 27, 26, 10, 0, 3, 21, 8, 11, 4, 2, 10, 6, 6, 16, 6, 3, 28, 16, 8, 24, 22, 17, 15, 12, 18, 20, 6, 9, 21, 13, 14, 28, 9, 12, 27, 0, 28, 6, 17, 11, 23, 27, 24, 8, 2, 12, 21, 8, 28, 7]=============================test33=============================32208[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 15, 18, 12, 12, 14, 16, 24, 5, 8, 1, 10, 2, 5, 12, 17, 26, 11, 24, 6, 25, 0, 0, 6, 11, 27, 10, 18, 15, 22, 12, 11, 17, 0, 10, 21, 4, 15, 24, 20, 17, 24, 5, 18, 22, 22, 24, 20, 17, 22, 13, 20, 8, 17, 5, 17, 13, 1, 17, 10, 4, 14, 9, 28, 20, 9, 19, 16, 21, 6, 16, 5, 23, 28, 23, 10, 16, 2, 7, 22, 21, 13, 15, 16, 7, 16, 1, 18, 12, 11, 1, 6, 11, 9, 10, 2, 25, 8, 25, 24, 25, 29, 1, 25, 16, 3, 23, 15, 24, 27, 28, 17, 5, 23, 11, 18, 0, 1, 26, 27, 27, 4, 8, 28, 24, 21, 18, 9, 4, 4, 6, 21, 27, 4, 10, 21, 24, 0, 1, 11, 9, 19, 4, 9, 26, 11, 17, 25, 18, 6]=============================test34=============================30008[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][11, 19, 2, 2, 5, 22, 12, 18, 22, 7, 3, 22, 22, 17, 0, 25, 13, 29, 3, 16, 16, 0, 0, 18, 22, 26, 11, 0, 14, 20, 6, 28, 26, 14, 3, 8, 17, 7, 10, 26, 10, 20, 2, 1, 23, 25, 28, 9, 4, 17, 6, 6, 0, 25, 13, 25, 5, 8, 19, 23, 28, 15, 2, 19, 15, 19, 21, 11, 17, 21, 1, 26, 4, 7, 14, 15, 7, 6, 11, 19, 5, 26, 15, 18, 26, 7, 5, 24, 2, 6, 5, 7, 15, 24, 10, 27, 21, 18, 0, 22, 27, 11, 16, 22, 6, 7, 11, 5, 7, 21, 4, 9, 16, 15, 16, 20, 2, 10, 4, 27, 28, 14, 10, 18, 27, 27, 8, 8, 6, 9, 29, 7, 3, 9, 5, 0, 5, 17, 18, 2, 21, 7, 8, 4, 8, 16, 4, 28, 13, 22]=============================test35=============================35910[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 14, 21, 19, 25, 11, 26, 3, 3, 25, 19, 15, 29, 29, 11, 24, 7, 27, 11, 24, 15, 21, 17, 13, 19, 13, 6, 25, 14, 29, 16, 18, 13, 23, 25, 16, 21, 4, 2, 26, 1, 0, 26, 14, 4, 22, 8, 23, 7, 13, 13, 10, 11, 7, 13, 19, 10, 25, 0, 3, 18, 21, 25, 27, 23, 2, 22, 11, 13, 23, 6, 17, 18, 29, 1, 27, 2, 3, 28, 7, 17, 0, 11, 17, 27, 25, 16, 12, 28, 17, 29, 20, 9, 7, 3, 27, 19, 3, 13, 6, 28, 20, 6, 25, 3, 15, 22, 23, 5, 3, 23, 1, 5, 26, 6, 26, 17, 19, 19, 6, 11, 20, 10, 15, 16, 26, 28, 6, 2, 28, 12, 28, 22, 16, 23, 10, 15, 21, 27, 12, 24, 19, 16, 23, 1, 5, 17, 17, 29, 10]=============================test36=============================41649[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][18, 2, 10, 11, 23, 15, 24, 8, 2, 3, 26, 7, 29, 26, 10, 10, 27, 1, 1, 10, 28, 0, 12, 1, 26, 5, 28, 29, 1, 5, 16, 12, 20, 2, 9, 24, 9, 17, 26, 3, 7, 9, 12, 23, 10, 21, 25, 9, 14, 22, 24, 5, 4, 16, 24, 0, 14, 12, 4, 7, 24, 4, 18, 22, 21, 16, 20, 1, 11, 5, 0, 7, 11, 13, 20, 22, 23, 14, 4, 26, 2, 26, 10, 27, 22, 3, 24, 1, 11, 15, 6, 11, 14, 2, 8, 3, 11, 7, 19, 9, 1, 1, 5, 1, 5, 28, 24, 3, 24, 7, 19, 1, 26, 6, 23, 1, 17, 16, 13, 13, 2, 23, 10, 20, 5, 26, 15, 12, 3, 9, 4, 11, 26, 14, 14, 24, 19, 27, 20, 17, 23, 5, 29, 19, 8, 7, 23, 6, 10, 14]=============================test37=============================33116[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][24, 22, 2, 9, 26, 3, 19, 13, 27, 5, 25, 27, 29, 11, 2, 13, 20, 25, 17, 13, 11, 20, 29, 8, 7, 10, 23, 7, 5, 5, 10, 23, 15, 28, 21, 28, 9, 22, 16, 11, 22, 18, 13, 6, 28, 25, 23, 29, 8, 23, 2, 20, 27, 0, 26, 0, 12, 26, 16, 2, 14, 7, 24, 5, 6, 3, 11, 13, 6, 4, 28, 0, 12, 7, 4, 21, 6, 27, 10, 27, 26, 13, 27, 4, 27, 15, 17, 10, 5, 7, 26, 21, 6, 17, 26, 7, 4, 6, 24, 21, 24, 21, 4, 5, 3, 11, 19, 27, 16, 24, 22, 26, 14, 0, 0, 12, 9, 25, 10, 4, 24, 8, 1, 16, 15, 26, 23, 14, 8, 17, 7, 10, 17, 22, 15, 13, 24, 6, 18, 22, 13, 22, 13, 14, 19, 3, 22, 17, 12, 6]=============================test38=============================30083[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][12, 0, 22, 25, 26, 27, 15, 16, 18, 18, 29, 10, 15, 5, 15, 9, 12, 17, 5, 17, 12, 7, 21, 22, 17, 21, 27, 6, 14, 14, 11, 24, 2, 4, 6, 21, 13, 3, 27, 10, 21, 11, 24, 20, 26, 24, 1, 4, 19, 8, 14, 12, 13, 7, 6, 1, 15, 9, 11, 4, 24, 4, 5, 23, 7, 5, 17, 1, 15, 16, 21, 16, 12, 6, 13, 28, 15, 19, 19, 5, 26, 11, 18, 11, 28, 16, 1, 13, 4, 22, 28, 25, 1, 28, 6, 12, 2, 25, 4, 4, 2, 27, 11, 6, 19, 13, 26, 18, 15, 19, 25, 21, 11, 6, 10, 17, 17, 15, 1, 3, 17, 6, 8, 18, 21, 11, 27, 1, 14, 25, 29, 17, 20, 23, 2, 17, 13, 9, 29, 15, 16, 12, 13, 4, 1, 0, 6, 9, 8, 18]=============================test39=============================35521[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 5, 26, 28, 27, 12, 24, 12, 17, 23, 0, 21, 4, 15, 25, 21, 14, 8, 15, 12, 5, 2, 8, 5, 10, 22, 15, 6, 6, 26, 6, 16, 28, 20, 0, 19, 21, 22, 14, 28, 19, 4, 18, 29, 7, 23, 15, 16, 6, 27, 21, 21, 15, 19, 20, 0, 2, 25, 16, 17, 13, 24, 28, 15, 24, 13, 1, 3, 12, 17, 13, 27, 29, 19, 15, 16, 28, 0, 24, 21, 16, 4, 16, 17, 23, 0, 14, 15, 28, 14, 11, 17, 20, 27, 23, 19, 13, 19, 5, 8, 27, 27, 21, 4, 18, 25, 21, 25, 21, 4, 18, 17, 29, 24, 3, 14, 15, 18, 9, 4, 8, 10, 26, 2, 29, 21, 19, 13, 2, 20, 1, 21, 23, 5, 23, 15, 23, 10, 10, 19, 15, 2, 7, 26, 26, 20, 2, 29, 10, 16]=============================test40=============================41693[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][17, 7, 1, 5, 17, 0, 0, 25, 16, 10, 3, 6, 5, 19, 0, 20, 12, 14, 27, 15, 20, 10, 15, 16, 14, 18, 21, 15, 7, 2, 29, 3, 7, 2, 1, 6, 10, 18, 5, 12, 29, 17, 10, 11, 17, 7, 22, 14, 15, 1, 18, 20, 1, 14, 10, 20, 0, 22, 13, 24, 2, 21, 19, 11, 9, 14, 5, 4, 29, 11, 12, 24, 11, 11, 4, 1, 10, 3, 18, 10, 9, 3, 0, 20, 15, 5, 21, 18, 23, 29, 22, 20, 19, 10, 10, 9, 1, 4, 1, 7, 16, 11, 5, 3, 12, 11, 28, 29, 23, 13, 13, 21, 13, 29, 20, 1, 6, 28, 23, 28, 13, 20, 28, 11, 17, 11, 26, 1, 10, 8, 8, 27, 14, 21, 16, 6, 17, 21, 28, 16, 6, 25, 16, 13, 19, 28, 28, 6, 10, 8]=============================test41=============================5451[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 7, 7, 0, 0, 0, 7, 4, 7, 8, 7, 6, 6, 4, 5, 3, 0, 7, 1, 7, 1, 7, 2, 4, 4, 9, 3, 1, 9, 4, 2, 1, 2, 7, 5, 5, 0, 2, 9, 8, 2, 8, 1, 6, 7, 4, 2, 8, 5, 0, 4, 9, 8, 0, 5, 9, 1, 7, 7, 7, 2, 6, 7, 6, 1, 5, 7, 5, 7, 5, 0, 7, 2, 5, 8, 8, 5, 7, 8, 2, 0, 2, 7, 0, 9, 1, 1, 2, 7, 3]=============================test42=============================13061[1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][13, 18, 13, 13, 5, 10, 9, 15, 3, 6, 1, 18, 15, 19, 11, 1, 8, 16, 1, 3, 19, 1, 19, 16, 11, 7, 15, 19, 9, 17, 19, 19, 7, 13, 15, 1, 7, 11, 12, 15, 8, 5, 0, 4, 16, 3, 15, 10, 0, 18, 10, 9, 0, 8, 12, 12, 3, 19, 12, 10, 11, 6, 14, 0, 14, 5, 7, 0, 13, 19, 6, 8, 10, 1, 3, 5, 3, 18, 5, 10]=============================test43=============================14156[1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1][12, 11, 13, 15, 18, 7, 3, 11, 18, 2, 20, 21, 22, 17, 6, 24, 0, 8, 11, 6, 16, 1, 0, 4, 22, 8, 2, 17, 20, 3, 26, 22, 17, 19, 8, 16, 28, 26, 12, 19, 25, 18, 15, 26, 25, 8, 23, 16, 5, 17, 7, 29, 7, 6, 16, 24, 8, 22, 0, 5, 14, 23, 25, 28, 6, 5, 11, 15, 3, 10]=============================test44=============================5941[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 3, 8, 3, 5, 3, 4, 8, 8, 2, 7, 1, 5, 2, 0, 3, 8, 8, 7, 0, 9, 0, 0, 6, 8, 6, 9, 7, 6, 9, 3, 0, 0, 2, 5, 6, 5, 7, 6, 9, 2, 2, 6, 0, 4, 7, 3, 6, 1, 2, 7, 2, 9, 3, 3, 1, 6, 7, 4, 2, 5, 6, 5, 8, 6, 6, 6, 3, 9, 4, 2, 8, 6, 4, 5, 0, 6, 9, 2, 4, 2, 4, 2, 8, 1, 5, 1, 2, 6, 3]=============================test45=============================12346[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][11, 19, 7, 1, 15, 5, 18, 10, 15, 17, 4, 9, 7, 7, 5, 17, 14, 7, 1, 18, 11, 1, 0, 2, 12, 6, 3, 10, 4, 2, 4, 7, 11, 4, 3, 8, 8, 13, 12, 16, 9, 6, 5, 8, 3, 10, 6, 14, 12, 2, 8, 4, 16, 11, 5, 3, 0, 9, 15, 13, 13, 7, 12, 12, 3, 17, 16, 18, 1, 13, 8, 18, 9, 18, 5, 8, 3, 5, 2, 17]=============================test46=============================16086[1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 20, 3, 5, 18, 29, 27, 1, 4, 21, 15, 8, 0, 26, 1, 26, 9, 28, 7, 0, 19, 18, 21, 21, 28, 23, 27, 20, 27, 16, 19, 10, 19, 23, 8, 4, 22, 11, 3, 25, 1, 23, 28, 1, 13, 11, 24, 17, 6, 15, 11, 7, 19, 7, 20, 17, 8, 6, 9, 13, 9, 15, 6, 26, 4, 26, 21, 23, 19, 6]=============================test47=============================5063[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 3, 7, 2, 2, 4, 0, 4, 0, 2, 0, 7, 1, 5, 2, 4, 4, 5, 6, 0, 2, 2, 2, 0, 0, 0, 6, 6, 6, 5, 8, 3, 4, 7, 6, 8, 6, 0, 5, 2, 7, 7, 3, 8, 4, 3, 4, 3, 5, 9, 4, 6, 8, 3, 2, 2, 6, 9, 7, 5, 8, 2, 7, 3, 3, 3, 2, 5, 2, 1, 2, 1, 5, 2, 9, 7, 5, 4, 6, 6, 7, 9, 4, 3, 7, 6, 0, 2, 0, 8]=============================test48=============================9331[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][18, 16, 8, 13, 19, 18, 11, 13, 1, 17, 17, 4, 3, 5, 4, 16, 5, 1, 9, 15, 5, 13, 18, 12, 16, 18, 0, 10, 4, 9, 7, 4, 13, 15, 9, 7, 4, 14, 7, 4, 5, 7, 4, 18, 17, 3, 12, 3, 9, 6, 6, 3, 14, 2, 15, 19, 19, 13, 16, 0, 9, 1, 0, 7, 19, 15, 14, 9, 0, 1, 19, 4, 2, 18, 18, 4, 11, 4, 14, 6]=============================test49=============================12487[1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1][8, 12, 17, 23, 5, 23, 19, 19, 16, 11, 19, 3, 2, 16, 5, 0, 16, 29, 17, 17, 21, 21, 29, 19, 0, 17, 14, 2, 19, 10, 27, 14, 18, 1, 10, 16, 20, 20, 20, 17, 6, 5, 22, 21, 11, 23, 10, 16, 2, 24, 19, 15, 12, 12, 27, 23, 1, 20, 6, 8, 20, 23, 25, 24, 15, 14, 7, 21, 6, 13]=============================test50=============================6368[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 6, 9, 3, 3, 1, 1, 3, 2, 4, 3, 0, 7, 5, 8, 2, 2, 6, 5, 3, 8, 8, 7, 1, 3, 3, 4, 3, 4, 4, 2, 7, 5, 4, 9, 5, 0, 2, 4, 1, 4, 7, 6, 3, 5, 4, 4, 5, 2, 4, 0, 8, 8, 9, 0, 8, 3, 5, 1, 8, 3, 2, 4, 7, 5, 4, 2, 7, 6, 4, 8, 0, 8, 6, 0, 2, 1, 2, 3, 4, 3, 6, 6, 9, 2, 2, 3, 8, 7, 9, 3, 6, 1, 3, 9, 3, 5, 1, 4, 5]=============================test51=============================11852[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][17, 17, 1, 3, 10, 10, 8, 14, 7, 13, 6, 13, 17, 6, 13, 16, 7, 14, 12, 11, 17, 8, 0, 12, 14, 12, 3, 7, 17, 7, 3, 0, 19, 6, 6, 17, 11, 18, 13, 18, 13, 4, 3, 6, 19, 7, 13, 9, 8, 5, 17, 10, 9, 8, 10, 0, 11, 0, 2, 10, 3, 1, 18, 13, 3, 18, 13, 5, 0, 17, 14, 16, 14, 14, 13, 4, 4, 5, 6, 18, 7, 16, 13, 9, 19, 7, 11, 5, 12, 15, 17, 12, 15, 16, 5, 12, 7, 8, 15, 8]=============================test52=============================10610[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][9, 7, 2, 5, 2, 0, 7, 0, 1, 2, 5, 3, 2, 3, 8, 6, 6, 4, 7, 2, 5, 6, 5, 6, 7, 6, 6, 3, 1, 4, 8, 6, 3, 7, 6, 4, 7, 5, 6, 0, 9, 5, 7, 8, 4, 7, 1, 8, 9, 6, 3, 3, 7, 9, 5, 0, 3, 9, 0, 4, 2, 2, 9, 7, 8, 3, 6, 1, 4, 0, 3, 1, 8, 8, 6, 7, 1, 7, 6, 2, 0, 8, 6, 0, 4, 9, 4, 4, 3, 0, 8, 3, 3, 3, 2, 4, 4, 6, 7, 5]=============================test53=============================15696[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 1, 12, 19, 16, 9, 13, 6, 10, 3, 16, 10, 1, 7, 6, 5, 7, 10, 0, 10, 13, 12, 8, 17, 18, 0, 2, 15, 8, 15, 7, 4, 17, 5, 18, 4, 3, 3, 0, 19, 6, 2, 17, 2, 7, 17, 5, 4, 8, 11, 18, 13, 1, 7, 17, 0, 7, 7, 15, 18, 0, 11, 0, 11, 14, 1, 8, 3, 3, 3, 14, 11, 15, 18, 2, 17, 1, 5, 8, 4, 5, 0, 19, 19, 3, 12, 19, 12, 16, 2, 1, 13, 6, 18, 1, 16, 11, 18, 0, 9]=============================test54=============================7165[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 0, 8, 3, 2, 6, 0, 0, 3, 7, 3, 4, 7, 3, 0, 2, 6, 6, 9, 3, 6, 6, 4, 3, 7, 7, 1, 6, 4, 9, 6, 2, 7, 2, 7, 5, 1, 8, 7, 4, 0, 3, 2, 2, 0, 3, 0, 3, 7, 6, 3, 2, 3, 3, 4, 5, 4, 5, 6, 9, 2, 6, 3, 9, 0, 7, 2, 7, 0, 4, 3, 7, 7, 7, 6, 8, 5, 4, 8, 2, 6, 9, 3, 6, 7, 4, 2, 7, 7, 0, 0, 7, 1, 7, 1, 1, 7, 6, 2, 6]=============================test55=============================11674[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 7, 2, 7, 11, 16, 6, 19, 2, 6, 3, 11, 13, 0, 6, 18, 0, 7, 19, 7, 19, 11, 6, 18, 7, 9, 11, 3, 8, 13, 9, 1, 10, 14, 4, 15, 7, 18, 12, 0, 4, 18, 3, 11, 4, 14, 9, 17, 2, 6, 4, 10, 18, 16, 15, 13, 13, 17, 10, 7, 13, 10, 17, 1, 6, 18, 17, 8, 2, 14, 2, 4, 11, 2, 12, 18, 5, 18, 3, 2, 0, 19, 17, 13, 10, 1, 15, 12, 13, 9, 12, 9, 1, 0, 18, 9, 14, 19, 15, 17]=============================test56=============================60362[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][21, 28, 16, 5, 18, 9, 29, 15, 7, 12, 10, 13, 6, 3, 9, 27, 25, 26, 3, 4, 24, 24, 10, 0, 23, 29, 11, 2, 6, 5, 20, 11, 17, 18, 23, 29, 1, 9, 27, 27, 16, 19, 13, 2, 27, 24, 11, 14, 26, 15, 24, 18, 20, 1, 9, 15, 14, 3, 20, 28, 20, 9, 18, 4, 0, 19, 23, 19, 4, 17, 4, 12, 4, 24, 24, 22, 19, 1, 3, 1, 1, 5, 13, 17, 4, 20, 5, 28, 4, 28, 2, 19, 16, 9, 27, 17, 12, 19, 0, 13, 1, 27, 24, 4, 14, 12, 17, 15, 6, 6, 16, 24, 2, 2, 9, 28, 6, 13, 24, 22, 1, 15, 12, 7, 15, 29, 19, 22, 17, 24, 24, 3, 11, 19, 6, 8, 5, 6, 4, 13, 14, 9, 8, 9, 8, 3, 15, 25, 7, 22, 23, 1, 26, 21, 14, 1, 15, 10, 15, 10, 27, 17, 11, 21, 12, 0, 29, 22, 7, 17, 2, 28, 18, 29, 9, 2, 26, 22, 6, 2, 2, 14, 16, 23, 6, 27, 17, 3, 18, 29, 2, 29, 8, 4, 24, 2, 11, 12, 25, 28]=============================test57=============================69505[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][25, 7, 28, 28, 10, 19, 2, 6, 6, 9, 16, 1, 22, 29, 14, 8, 26, 7, 19, 18, 25, 20, 13, 9, 22, 25, 5, 16, 20, 19, 8, 21, 15, 8, 2, 5, 0, 29, 20, 26, 20, 19, 3, 11, 20, 28, 17, 19, 13, 8, 19, 29, 21, 3, 2, 5, 4, 28, 18, 15, 16, 6, 11, 2, 16, 25, 29, 24, 26, 11, 26, 11, 13, 21, 18, 25, 13, 20, 11, 19, 13, 25, 28, 4, 25, 17, 21, 7, 10, 8, 4, 4, 11, 1, 17, 24, 24, 27, 21, 11, 9, 20, 19, 28, 1, 29, 3, 25, 3, 9, 19, 4, 15, 13, 20, 26, 7, 29, 28, 7, 21, 10, 7, 4, 15, 28, 21, 12, 19, 11, 2, 19, 29, 23, 13, 0, 27, 16, 29, 26, 3, 24, 24, 14, 22, 27, 24, 10, 28, 21, 14, 6, 28, 2, 1, 18, 12, 25, 5, 17, 28, 9, 18, 0, 2, 19, 11, 5, 26, 24, 23, 25, 15, 11, 17, 8, 9, 1, 28, 9, 19, 10, 8, 25, 8, 3, 23, 8, 1, 11, 3, 19, 21, 25, 6, 17, 20, 15, 10, 2]=============================test58=============================89167[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][15, 16, 19, 26, 11, 28, 16, 29, 23, 16, 2, 16, 21, 17, 15, 17, 2, 15, 24, 21, 16, 7, 24, 28, 9, 18, 3, 4, 25, 27, 2, 2, 0, 28, 28, 2, 29, 5, 10, 1, 6, 3, 10, 3, 6, 26, 5, 19, 12, 7, 3, 3, 8, 19, 4, 0, 23, 3, 20, 2, 5, 28, 24, 0, 26, 18, 4, 7, 1, 17, 18, 6, 13, 4, 20, 22, 2, 11, 29, 19, 10, 29, 2, 19, 17, 0, 3, 26, 25, 27, 28, 22, 19, 14, 23, 1, 28, 8, 5, 9, 2, 10, 19, 18, 23, 21, 16, 4, 22, 17, 9, 2, 7, 1, 9, 2, 16, 8, 15, 7, 9, 22, 11, 21, 27, 13, 0, 16, 11, 22, 0, 20, 26, 0, 29, 27, 11, 11, 18, 15, 15, 25, 12, 27, 16, 22, 19, 3, 3, 9, 17, 12, 7, 12, 28, 24, 11, 8, 3, 2, 20, 10, 8, 26, 13, 15, 12, 15, 13, 3, 20, 9, 1, 0, 10, 15, 5, 29, 14, 0, 4, 27, 27, 29, 20, 4, 23, 0, 17, 27, 1, 21, 19, 18, 22, 10, 16, 0, 4, 1]=============================test59=============================75127[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][17, 13, 26, 29, 17, 9, 4, 8, 5, 3, 13, 11, 13, 11, 12, 12, 2, 1, 4, 8, 28, 25, 9, 7, 29, 29, 5, 5, 11, 17, 9, 23, 5, 8, 27, 28, 2, 27, 25, 25, 10, 5, 10, 25, 2, 27, 5, 22, 0, 23, 18, 19, 20, 7, 16, 26, 27, 28, 4, 1, 18, 25, 18, 8, 11, 16, 28, 23, 22, 2, 28, 24, 25, 5, 7, 12, 14, 12, 19, 25, 7, 13, 4, 28, 6, 23, 8, 27, 19, 21, 13, 19, 26, 18, 12, 0, 23, 6, 22, 15, 20, 15, 6, 13, 12, 27, 7, 12, 0, 19, 19, 21, 2, 12, 23, 13, 24, 15, 8, 22, 9, 17, 15, 14, 2, 11, 5, 19, 0, 9, 28, 10, 12, 27, 29, 22, 4, 18, 19, 18, 1, 6, 0, 17, 13, 23, 10, 0, 28, 25, 1, 9, 29, 11, 20, 25, 18, 18, 3, 0, 12, 0, 24, 28, 26, 0, 10, 2, 14, 6, 6, 15, 20, 27, 22, 21, 5, 15, 14, 6, 4, 16, 28, 24, 16, 7, 2, 27, 14, 23, 13, 10, 24, 2, 26, 4, 7, 9, 14, 25]=============================test60=============================59750[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][29, 12, 0, 11, 17, 18, 22, 16, 7, 27, 27, 25, 3, 28, 14, 0, 0, 23, 7, 2, 10, 24, 12, 15, 22, 28, 18, 9, 28, 17, 7, 16, 1, 27, 7, 22, 18, 5, 9, 0, 9, 28, 16, 12, 17, 23, 11, 13, 1, 26, 9, 12, 5, 6, 14, 19, 2, 26, 0, 23, 21, 18, 7, 4, 1, 4, 28, 18, 19, 20, 20, 17, 10, 0, 25, 21, 29, 1, 26, 28, 21, 14, 20, 21, 29, 9, 16, 1, 8, 19, 28, 27, 3, 2, 11, 20, 9, 1, 5, 25, 12, 11, 22, 28, 19, 2, 29, 3, 3, 20, 3, 22, 18, 0, 16, 27, 14, 12, 6, 22, 8, 5, 19, 24, 0, 14, 20, 24, 20, 11, 13, 15, 6, 7, 27, 16, 21, 15, 28, 1, 28, 8, 5, 15, 15, 20, 8, 1, 14, 26, 0, 0, 29, 29, 12, 28, 8, 21, 4, 13, 29, 15, 15, 18, 29, 18, 21, 16, 18, 13, 11, 9, 19, 7, 1, 28, 21, 21, 5, 19, 19, 23, 15, 25, 12, 5, 0, 29, 4, 24, 11, 23, 16, 18, 21, 24, 4, 19, 13, 21]=============================test61=============================68940[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][16, 18, 0, 4, 24, 6, 16, 2, 12, 4, 22, 20, 6, 7, 23, 24, 8, 5, 16, 25, 21, 21, 16, 5, 18, 27, 11, 15, 9, 14, 8, 11, 23, 28, 29, 14, 10, 23, 21, 0, 21, 23, 13, 3, 26, 12, 15, 0, 25, 22, 10, 6, 2, 19, 12, 23, 17, 1, 19, 28, 13, 26, 19, 13, 12, 29, 6, 19, 15, 20, 11, 18, 28, 27, 7, 0, 28, 20, 17, 13, 6, 6, 8, 16, 17, 8, 2, 27, 22, 24, 9, 21, 16, 6, 20, 16, 27, 25, 21, 0, 12, 7, 27, 3, 28, 19, 7, 28, 2, 13, 25, 11, 25, 18, 9, 3, 18, 21, 7, 14, 15, 28, 27, 13, 14, 4, 11, 9, 6, 4, 22, 18, 12, 12, 29, 21, 0, 26, 19, 20, 23, 12, 1, 17, 3, 16, 6, 4, 15, 8, 11, 18, 20, 28, 19, 0, 11, 21, 24, 2, 5, 11, 11, 11, 9, 10, 28, 18, 1, 17, 23, 22, 24, 22, 8, 15, 4, 23, 25, 16, 27, 3, 5, 27, 18, 17, 4, 24, 23, 22, 25, 26, 8, 29, 22, 13, 7, 23, 20, 22]=============================test62=============================89042[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][19, 14, 18, 5, 24, 8, 18, 3, 18, 19, 5, 8, 21, 10, 21, 3, 23, 22, 25, 7, 27, 9, 3, 20, 14, 5, 13, 14, 2, 1, 29, 14, 0, 23, 18, 15, 23, 13, 15, 24, 12, 16, 8, 12, 4, 28, 11, 8, 14, 20, 11, 10, 18, 28, 12, 5, 17, 3, 24, 24, 27, 14, 18, 18, 8, 21, 5, 29, 14, 20, 29, 7, 6, 5, 3, 11, 22, 4, 22, 25, 26, 3, 3, 29, 22, 12, 10, 9, 22, 20, 17, 29, 5, 22, 27, 27, 20, 12, 9, 29, 21, 25, 26, 0, 4, 28, 3, 10, 7, 0, 21, 14, 0, 8, 13, 29, 12, 18, 27, 27, 26, 19, 21, 2, 19, 18, 16, 20, 23, 13, 10, 19, 13, 25, 12, 13, 17, 19, 19, 9, 24, 17, 8, 20, 21, 20, 1, 16, 22, 15, 23, 28, 9, 13, 28, 18, 8, 15, 16, 25, 8, 27, 11, 3, 16, 10, 18, 8, 18, 15, 21, 3, 16, 0, 0, 24, 2, 15, 17, 0, 9, 26, 29, 15, 2, 29, 6, 24, 9, 26, 26, 18, 10, 28, 27, 9, 15, 17, 25, 18]=============================test63=============================74369[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][25, 27, 29, 8, 23, 14, 19, 10, 19, 14, 25, 15, 7, 9, 1, 20, 6, 26, 19, 12, 29, 18, 2, 23, 4, 4, 9, 2, 5, 23, 9, 17, 23, 10, 2, 6, 11, 8, 4, 4, 18, 23, 10, 17, 6, 12, 7, 17, 10, 19, 25, 9, 25, 29, 14, 3, 0, 26, 21, 13, 16, 10, 13, 20, 11, 9, 2, 10, 6, 5, 1, 22, 24, 23, 0, 14, 25, 0, 20, 2, 19, 2, 24, 16, 21, 3, 22, 22, 17, 28, 21, 23, 9, 14, 4, 17, 17, 25, 7, 6, 28, 19, 16, 12, 16, 13, 19, 6, 16, 12, 16, 15, 13, 15, 29, 28, 25, 25, 17, 22, 9, 11, 23, 17, 18, 18, 11, 27, 21, 6, 21, 4, 3, 2, 29, 7, 9, 11, 26, 22, 29, 2, 12, 6, 12, 23, 1, 25, 7, 27, 27, 16, 13, 21, 14, 3, 4, 16, 23, 16, 12, 7, 18, 10, 18, 13, 22, 8, 15, 25, 2, 6, 16, 20, 28, 24, 9, 28, 27, 9, 21, 10, 29, 13, 21, 28, 15, 16, 0, 6, 19, 2, 17, 1, 16, 8, 27, 28, 11, 14]=============================test64=============================60365[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][22, 5, 24, 8, 0, 13, 29, 9, 7, 19, 4, 2, 12, 14, 12, 19, 9, 21, 18, 20, 28, 15, 22, 12, 6, 16, 3, 0, 12, 0, 2, 9, 29, 13, 21, 15, 19, 8, 7, 6, 2, 17, 11, 26, 14, 19, 10, 29, 29, 5, 23, 15, 15, 5, 11, 19, 0, 11, 29, 5, 2, 3, 0, 7, 6, 20, 12, 24, 16, 29, 15, 11, 15, 7, 7, 10, 4, 25, 29, 29, 20, 1, 7, 1, 18, 9, 2, 10, 28, 16, 24, 28, 24, 18, 27, 15, 17, 5, 20, 8, 2, 2, 5, 11, 5, 26, 28, 4, 6, 23, 15, 12, 19, 21, 0, 27, 25, 16, 18, 28, 16, 14, 24, 21, 0, 0, 22, 17, 27, 27, 5, 13, 20, 1, 6, 17, 25, 9, 20, 10, 26, 13, 28, 14, 8, 21, 0, 3, 16, 10, 14, 16, 18, 14, 28, 4, 25, 29, 2, 14, 23, 3, 22, 3, 29, 28, 19, 14, 14, 18, 24, 9, 14, 9, 24, 6, 7, 20, 18, 5, 6, 1, 8, 25, 22, 12, 16, 8, 3, 25, 15, 20, 29, 1, 28, 4, 17, 26, 11, 25]=============================test65=============================69375[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 2, 27, 7, 17, 14, 9, 9, 1, 24, 8, 11, 22, 1, 27, 7, 13, 8, 26, 26, 25, 16, 27, 18, 23, 2, 27, 10, 5, 18, 26, 7, 20, 29, 21, 0, 5, 12, 18, 17, 5, 4, 10, 22, 25, 28, 1, 28, 16, 17, 14, 20, 6, 10, 0, 2, 12, 11, 3, 20, 20, 11, 11, 19, 17, 21, 7, 12, 20, 11, 19, 16, 4, 1, 18, 18, 16, 20, 21, 19, 11, 22, 24, 11, 19, 0, 29, 18, 7, 18, 6, 21, 23, 5, 9, 8, 0, 7, 2, 9, 21, 19, 18, 5, 11, 1, 9, 10, 8, 17, 10, 20, 0, 28, 20, 9, 26, 15, 5, 4, 11, 29, 12, 24, 15, 16, 4, 25, 13, 17, 3, 19, 2, 11, 27, 14, 14, 29, 5, 18, 13, 23, 15, 0, 3, 9, 4, 7, 12, 9, 20, 16, 13, 3, 14, 23, 1, 7, 5, 7, 28, 6, 19, 27, 0, 22, 10, 29, 9, 20, 23, 5, 5, 12, 4, 23, 29, 11, 25, 9, 25, 26, 12, 20, 0, 3, 6, 1, 17, 28, 14, 3, 13, 4, 0, 3, 10, 21, 29, 8]=============================test66=============================89088[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 23, 14, 20, 16, 8, 9, 17, 21, 4, 12, 13, 21, 23, 11, 21, 0, 6, 15, 9, 3, 26, 2, 6, 25, 14, 24, 28, 8, 2, 3, 7, 26, 29, 4, 1, 1, 10, 19, 12, 0, 23, 28, 1, 12, 26, 11, 29, 4, 11, 14, 29, 20, 1, 0, 15, 23, 15, 11, 5, 29, 28, 29, 25, 19, 20, 29, 13, 5, 19, 21, 29, 18, 3, 22, 8, 3, 24, 16, 1, 15, 19, 17, 26, 18, 10, 2, 15, 5, 28, 14, 16, 25, 4, 19, 3, 7, 6, 14, 7, 10, 21, 22, 12, 9, 7, 19, 22, 6, 13, 14, 5, 9, 4, 25, 1, 28, 29, 0, 7, 7, 18, 17, 4, 17, 6, 13, 7, 20, 26, 4, 14, 3, 9, 19, 10, 13, 8, 22, 3, 15, 4, 8, 10, 28, 24, 5, 29, 23, 2, 14, 17, 26, 21, 4, 23, 22, 19, 18, 17, 14, 10, 8, 17, 23, 24, 12, 17, 15, 12, 25, 23, 0, 25, 22, 26, 6, 15, 23, 16, 2, 20, 22, 24, 29, 12, 13, 13, 16, 29, 27, 6, 21, 29, 18, 13, 4, 17, 14, 28]=============================test68=============================59267[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][25, 21, 27, 25, 4, 18, 25, 28, 25, 0, 9, 4, 14, 24, 12, 2, 1, 9, 23, 29, 17, 5, 4, 0, 7, 1, 6, 3, 27, 2, 23, 9, 5, 21, 4, 28, 24, 15, 9, 10, 16, 27, 0, 5, 0, 15, 0, 27, 26, 29, 27, 3, 19, 17, 12, 7, 22, 9, 13, 4, 16, 22, 23, 2, 13, 22, 20, 22, 8, 21, 27, 4, 2, 5, 2, 8, 23, 20, 26, 21, 12, 5, 19, 9, 14, 16, 13, 5, 14, 26, 26, 23, 21, 26, 15, 11, 21, 20, 0, 21, 17, 2, 15, 11, 19, 14, 12, 10, 18, 27, 23, 28, 25, 3, 8, 23, 16, 3, 29, 6, 16, 9, 2, 12, 16, 7, 8, 29, 27, 6, 6, 2, 9, 0, 5, 19, 16, 26, 13, 22, 17, 5, 4, 19, 21, 20, 9, 7, 27, 18, 8, 6, 28, 3, 5, 0, 10, 18, 1, 9, 11, 28, 3, 29, 3, 21, 5, 23, 1, 28, 29, 28, 0, 0, 6, 28, 19, 26, 13, 29, 2, 2, 27, 4, 11, 27, 18, 24, 29, 1, 11, 26, 16, 16, 6, 20, 25, 13, 27, 5]=============================test69=============================68875[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 7, 21, 25, 4, 10, 17, 13, 24, 12, 4, 13, 3, 16, 25, 0, 4, 8, 22, 0, 5, 18, 22, 14, 10, 24, 7, 8, 23, 1, 2, 13, 8, 7, 21, 9, 5, 20, 0, 4, 7, 16, 21, 8, 20, 3, 3, 26, 5, 20, 2, 8, 20, 18, 14, 6, 21, 29, 13, 19, 21, 27, 3, 0, 12, 16, 8, 22, 22, 21, 28, 21, 11, 4, 18, 11, 1, 6, 20, 21, 8, 28, 26, 13, 27, 8, 1, 0, 17, 22, 12, 12, 6, 27, 29, 1, 19, 18, 19, 26, 8, 4, 24, 28, 3, 10, 22, 10, 0, 6, 20, 13, 21, 13, 6, 14, 16, 6, 18, 7, 4, 5, 6, 24, 4, 6, 20, 21, 29, 19, 3, 9, 18, 1, 16, 5, 7, 4, 5, 19, 25, 9, 0, 23, 10, 16, 9, 2, 9, 9, 13, 25, 1, 18, 17, 3, 26, 3, 19, 24, 9, 10, 8, 12, 24, 2, 24, 22, 2, 16, 1, 18, 3, 6, 9, 19, 8, 0, 24, 21, 16, 20, 10, 0, 2, 5, 12, 21, 24, 29, 22, 27, 29, 19, 29, 14, 7, 5, 27, 19]=============================test70=============================89563[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 22, 15, 3, 21, 13, 28, 17, 19, 29, 20, 4, 25, 19, 18, 7, 2, 18, 21, 5, 20, 26, 17, 16, 8, 19, 26, 28, 28, 19, 18, 21, 22, 6, 17, 18, 22, 20, 10, 20, 20, 5, 20, 22, 4, 13, 29, 4, 0, 6, 9, 27, 29, 7, 16, 5, 1, 11, 18, 6, 26, 9, 14, 6, 7, 21, 22, 15, 4, 17, 25, 17, 10, 2, 14, 7, 22, 5, 6, 9, 6, 16, 21, 5, 27, 12, 23, 3, 4, 27, 19, 8, 1, 24, 17, 27, 27, 7, 27, 15, 13, 22, 4, 21, 18, 3, 8, 4, 16, 24, 0, 12, 25, 25, 12, 19, 17, 21, 15, 2, 25, 8, 11, 13, 6, 7, 2, 11, 17, 13, 0, 13, 10, 7, 2, 16, 4, 18, 9, 27, 3, 24, 20, 3, 14, 1, 29, 28, 10, 12, 1, 3, 1, 7, 5, 22, 20, 22, 22, 13, 3, 22, 12, 21, 19, 18, 12, 27, 22, 17, 13, 10, 25, 23, 8, 10, 11, 12, 26, 21, 11, 29, 9, 29, 6, 9, 0, 10, 13, 13, 19, 5, 14, 17, 25, 27, 1, 22, 8, 1]=============================test71=============================74555[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 7, 24, 15, 13, 5, 3, 19, 1, 3, 12, 22, 7, 14, 11, 1, 3, 12, 17, 14, 18, 1, 2, 7, 14, 27, 12, 22, 17, 24, 20, 18, 10, 12, 12, 26, 1, 23, 8, 24, 1, 7, 6, 6, 27, 4, 11, 4, 19, 17, 15, 23, 11, 24, 4, 27, 27, 24, 4, 23, 8, 24, 13, 15, 15, 5, 19, 14, 21, 21, 22, 23, 14, 29, 1, 4, 22, 28, 13, 7, 22, 28, 26, 0, 23, 4, 8, 10, 24, 13, 28, 0, 14, 18, 11, 19, 5, 11, 8, 5, 18, 11, 5, 24, 22, 19, 3, 24, 22, 6, 24, 25, 24, 24, 9, 9, 25, 27, 23, 15, 22, 23, 13, 28, 5, 6, 5, 0, 28, 24, 2, 13, 23, 3, 17, 17, 4, 28, 16, 17, 8, 2, 18, 11, 8, 15, 15, 29, 13, 27, 13, 29, 2, 19, 13, 21, 14, 23, 10, 29, 13, 27, 15, 11, 29, 11, 3, 6, 18, 13, 26, 5, 16, 2, 12, 5, 18, 9, 0, 27, 24, 9, 3, 26, 2, 17, 2, 1, 10, 18, 16, 28, 0, 11, 14, 0, 6, 23, 2, 12]

4. 模拟退火算法

4.1 算法框架

模拟退火算法和局部最优算法类似， 只是模拟退火算法有一定的概率接受差解

算法流程如下

• （1）设置初温T0， 停止温度Tmin
• （2）以贪心算法的解为最初的可行解， 当做最优解
• （3）从初始解开始生成邻居解， 如果邻居解比最优解好，则更改最优解， 如果差则以一定的概率接受解
• （4）生成解 迭代1000次后进入第（5）步
• 进行降温操作 如果温度没有降低到Tmin,则进入到（3），否则退出输出最优解

4.2 关键代码和注释

这是模拟退火的流程， 这次生成解的函数是和局部搜索的函数相同

#设置初始参数    T0 = 1000    Tmin = 1    eta = 0.95    #生成初始解 此解是贪心算法得到的    tmp = greedSingle()    bestCost = tmp[0]    bestFactoryOpen = tmp[1]    bestValueAssign = tmp[2]    capacity_copy = capacity.copy()    #因为进行贪心算法之后 全局数据发送了污染 所以要重新读取数据    ReadData(i)    t = T0    while(t >= Tmin):        #进行1000次生成新解的函数        for j in range(1000):            # 生成局部新解            tmp1 = produce_local_search_solution(bestFactoryOpen, bestValueAssign, capacity_copy)            # 如果新解优于原先解 则进行更新            # 否则以一定的概率接受新解            costDiffence = tmp1[0] - bestCost            if tmp1[0] < bestCost or np.exp(-costDiffence/(t))>np.random.rand():                bestCost = tmp1[0]                bestFactoryOpen = tmp1[1]                bestValueAssign = tmp1[2]                capacity_copy = tmp1[3]        t = eta*t    #打印结果    print (bestCost)    print (bestFactoryOpen)    print (bestValueAssign)    return bestCost

4.3 算法结果

4.3.0 退火速率

4.3.1 结果表

-	模拟退火cost	模拟退火 time(s)
p1	13769	2.656587
p2	11466	2.641850
p3	14727	2.667020
p4	16584	2.852294
p5	15663	3.088868
p6	14574	3.065171
p7	16591	3.149880
p8	18325	3.218644
p9	14532	2.296108
p10	13365	2.258312
p11	14302	2.376785
p12	17423	2.471864
p13	18987	2.823275
p14	16537	2.651768
p15	19149	2.624019
p16	22386	2.613067
p17	18924	2.832877
p18	16436	2.843060
p19	20099	2.653470
p20	22959	2.621644
p21	18402	2.483836
p22	16259	2.471129
p23	19784	2.436823
p24	23242	2.480293
p25	32878	4.742827
p26	29553	5.012122
p27	36043	5.101242
p28	41920	4.633053
p29	31933	4.437649
p30	29027	4.481081
p31	35778	5.907061
p32	41484	4.662687
p33	33539	4.742150
p34	29768	4.578903
p35	36035	4.707220
p36	41515	4.441839
p37	33301	4.639021
p38	29845	5.087751
p39	35394	5.377422
p40	40584	5.604045
p41	5442	3.724595
p42	13317	3.209031
p43	13865	3.123259
p44	5943	3.532807
p45	12521	3.153406
p46	16609	3.366062
p47	5062	3.812164
p48	9421	3.516839
p49	11845	3.131725
p50	6345	3.685108
p51	11575	4.196008
p52	10671	3.930527
p53	15839	4.120759
p54	7229	4.266769
p55	11748	3.726715
p56	59824	5.849333
p57	68007	6.136020
p58	87489	5.713861
p59	74406	5.884807
p60	59233	5.341070
p61	67598	5.435954
p62	88646	5.310712
p63	74016	5.395750
p64	59057	5.307251
p65	68004	5.295937
p66	86777	5.286841
p68	59149	5.435258
p69	68575	5.343042
p70	89383	5.425940
p71	74436	5.361859

4.3.2 解决方案

=============================test1=============================13761[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 0, 9, 8, 9, 1, 4, 0, 9, 3, 5, 4, 0, 3, 4, 3, 4, 0, 4, 3, 1, 6, 0, 7, 6, 3, 5, 6, 9, 3, 7, 4, 4, 5, 7, 2, 9, 6, 6, 8, 4, 8, 0, 6, 2, 8, 1, 7, 9, 0]=============================test2=============================12596[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][2, 8, 7, 6, 6, 3, 4, 9, 4, 4, 3, 0, 6, 6, 4, 9, 8, 3, 7, 3, 0, 9, 9, 5, 7, 9, 3, 3, 5, 1, 0, 2, 8, 6, 2, 3, 5, 2, 1, 2, 7, 7, 8, 1, 0, 7, 5, 0, 2, 9]=============================test3=============================13499[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 2, 2, 7, 2, 4, 4, 0, 3, 4, 3, 0, 9, 0, 3, 6, 5, 9, 4, 0, 3, 0, 7, 9, 1, 6, 4, 4, 4, 9, 9, 7, 7, 5, 8, 2, 9, 5, 9, 0, 5, 1, 8, 5, 1, 6, 2, 5, 0, 9]=============================test4=============================15377[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 9, 4, 1, 6, 9, 5, 4, 8, 2, 9, 4, 1, 3, 8, 9, 5, 9, 7, 9, 1, 8, 4, 2, 9, 9, 4, 2, 2, 9, 4, 2, 0, 2, 5, 4, 5, 3, 7, 2, 8, 7, 6, 9, 8, 1, 7, 0, 5, 4]=============================test5=============================15958[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 1, 2, 1, 4, 7, 0, 8, 6, 4, 2, 0, 3, 9, 9, 5, 0, 1, 4, 9, 8, 8, 5, 7, 7, 7, 6, 6, 3, 1, 8, 0, 2, 9, 2, 8, 0, 6, 4, 4, 5, 1, 2, 1, 3, 6, 9, 2, 6, 2]=============================test6=============================14076[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 4, 8, 9, 4, 8, 7, 4, 7, 6, 5, 8, 4, 1, 5, 9, 6, 4, 5, 7, 2, 9, 8, 7, 6, 0, 2, 6, 3, 2, 9, 3, 1, 5, 0, 3, 9, 5, 1, 4, 2, 0, 4, 2, 4, 0, 0, 6, 3, 3]=============================test7=============================16329[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][6, 6, 0, 6, 2, 4, 5, 5, 4, 9, 3, 8, 0, 8, 8, 0, 8, 3, 7, 9, 1, 7, 4, 3, 4, 7, 4, 9, 6, 2, 5, 6, 4, 1, 7, 1, 9, 5, 6, 8, 2, 9, 5, 8, 9, 2, 1, 5, 9, 4]=============================test8=============================18000[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 5, 4, 8, 8, 9, 3, 4, 5, 4, 5, 2, 8, 8, 3, 6, 2, 2, 9, 0, 7, 2, 1, 6, 1, 9, 8, 5, 2, 8, 9, 5, 6, 6, 0, 3, 1, 2, 0, 6, 7, 1, 3, 0, 6, 3, 0, 4, 7, 9]=============================test9=============================14603[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 9, 2, 8, 6, 8, 5, 4, 2, 1, 5, 9, 0, 2, 3, 3, 8, 3, 2, 2, 6, 2, 4, 6, 9, 3, 9, 6, 9, 0, 5, 4, 2, 8, 1, 3, 4, 1, 4, 4, 0, 0, 6, 9, 7, 4, 3, 3, 8, 0]=============================test10=============================12741[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][6, 4, 9, 0, 7, 9, 3, 6, 9, 2, 6, 9, 9, 7, 6, 8, 6, 9, 7, 1, 8, 4, 9, 5, 4, 2, 2, 6, 8, 6, 1, 7, 0, 9, 5, 6, 5, 5, 8, 5, 3, 3, 7, 4, 9, 1, 0, 0, 5, 4]=============================test11=============================14778[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 1, 3, 4, 7, 5, 6, 8, 9, 7, 6, 1, 2, 0, 5, 6, 9, 5, 6, 7, 7, 5, 6, 2, 0, 3, 9, 3, 3, 3, 5, 6, 1, 6, 5, 9, 2, 3, 5, 3, 9, 0, 5, 0, 3, 3, 2, 6, 4, 8]=============================test12=============================16676[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 3, 9, 9, 0, 2, 5, 7, 5, 1, 4, 8, 4, 3, 7, 4, 3, 3, 0, 2, 7, 0, 6, 0, 8, 3, 0, 0, 8, 5, 9, 2, 8, 6, 3, 5, 6, 5, 6, 1, 5, 6, 9, 6, 8, 2, 2, 2, 8, 3]=============================test13=============================19392[1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 19, 17, 4, 11, 8, 10, 0, 8, 5, 3, 4, 5, 17, 5, 17, 6, 0, 16, 3, 1, 1, 17, 18, 3, 12, 8, 13, 15, 7, 11, 10, 8, 0, 14, 2, 1, 7, 4, 12, 12, 0, 5, 17, 12, 1, 5, 3, 14, 16]=============================test14=============================16115[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][11, 17, 19, 6, 10, 3, 19, 4, 4, 2, 13, 3, 4, 1, 0, 19, 17, 10, 18, 7, 15, 1, 9, 14, 7, 9, 0, 7, 19, 0, 11, 16, 17, 5, 10, 13, 6, 17, 2, 12, 0, 11, 9, 15, 0, 16, 2, 8, 4, 15]=============================test15=============================19720[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1][13, 1, 18, 2, 7, 19, 3, 3, 10, 14, 11, 19, 8, 10, 9, 17, 18, 10, 4, 1, 5, 19, 13, 16, 18, 2, 13, 10, 3, 5, 3, 9, 10, 1, 3, 3, 17, 4, 19, 1, 12, 19, 6, 3, 14, 2, 9, 6, 6, 5]=============================test16=============================22862[1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 16, 10, 18, 13, 1, 7, 19, 16, 6, 5, 9, 6, 1, 9, 19, 17, 5, 19, 7, 17, 0, 1, 17, 2, 15, 4, 18, 4, 1, 14, 10, 11, 3, 5, 3, 12, 1, 12, 14, 12, 10, 15, 2, 12, 14, 4, 3, 15, 10]=============================test17=============================19362[1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 4, 0, 0, 13, 15, 9, 6, 13, 8, 6, 17, 7, 12, 6, 16, 17, 12, 5, 15, 13, 5, 17, 2, 11, 17, 17, 10, 9, 4, 5, 7, 5, 16, 19, 9, 18, 8, 8, 3, 6, 11, 13, 2, 2, 4, 14, 16, 8, 11]=============================test18=============================15077[1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 9, 3, 12, 11, 7, 14, 3, 17, 11, 12, 18, 4, 7, 7, 2, 2, 1, 1, 2, 10, 5, 13, 17, 19, 3, 12, 15, 10, 12, 9, 3, 1, 0, 15, 10, 5, 19, 1, 8, 14, 17, 12, 19, 4, 16, 7, 10, 18, 2]=============================test19=============================20357[1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][9, 14, 9, 17, 1, 18, 10, 17, 13, 1, 18, 15, 2, 17, 18, 12, 19, 4, 12, 2, 6, 18, 14, 5, 2, 9, 12, 8, 15, 14, 0, 17, 14, 10, 5, 14, 2, 16, 17, 1, 16, 8, 17, 19, 2, 2, 18, 4, 19, 16]=============================test20=============================22761[1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 3, 19, 14, 15, 13, 0, 7, 17, 19, 10, 14, 11, 5, 19, 5, 7, 11, 18, 5, 11, 4, 8, 11, 16, 2, 12, 8, 18, 1, 16, 16, 12, 2, 16, 0, 1, 4, 4, 15, 5, 12, 5, 16, 6, 4, 0, 0, 5, 6]=============================test21=============================19047[1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1][19, 5, 2, 14, 10, 4, 15, 2, 5, 0, 14, 19, 7, 0, 9, 0, 16, 12, 9, 5, 11, 12, 13, 7, 14, 4, 5, 5, 11, 13, 4, 13, 5, 18, 3, 7, 4, 14, 12, 10, 0, 12, 6, 19, 9, 1, 16, 12, 10, 12]=============================test22=============================16484[1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][11, 19, 19, 18, 10, 18, 17, 12, 1, 4, 6, 6, 12, 19, 8, 12, 2, 1, 12, 12, 17, 5, 1, 2, 5, 8, 19, 6, 19, 1, 5, 17, 17, 5, 8, 3, 13, 3, 12, 18, 3, 4, 16, 0, 12, 15, 4, 14, 18, 2]=============================test23=============================18914[1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][6, 15, 18, 17, 12, 13, 10, 10, 12, 7, 0, 8, 2, 19, 5, 0, 16, 9, 18, 0, 13, 16, 2, 17, 18, 2, 5, 14, 10, 11, 3, 13, 6, 16, 2, 16, 12, 13, 9, 4, 2, 19, 16, 6, 19, 2, 0, 5, 14, 16]=============================test24=============================22617[1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1][5, 12, 15, 7, 19, 17, 2, 16, 4, 13, 6, 12, 17, 6, 16, 5, 17, 12, 4, 4, 14, 1, 6, 6, 7, 2, 12, 0, 7, 15, 12, 7, 18, 1, 7, 14, 7, 5, 4, 12, 4, 9, 18, 6, 4, 2, 1, 0, 2, 3]=============================test25=============================32887[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][27, 17, 12, 0, 11, 23, 21, 12, 28, 12, 11, 20, 17, 23, 10, 2, 10, 10, 4, 23, 5, 26, 20, 3, 2, 25, 12, 3, 22, 4, 14, 17, 5, 18, 11, 5, 21, 29, 24, 0, 4, 9, 11, 9, 14, 4, 12, 1, 16, 9, 29, 24, 23, 0, 26, 5, 8, 19, 10, 7, 29, 26, 17, 6, 25, 14, 18, 20, 22, 15, 28, 18, 21, 22, 0, 15, 19, 23, 23, 24, 17, 23, 9, 8, 16, 2, 19, 19, 9, 17, 20, 19, 7, 5, 26, 15, 5, 22, 21, 1, 9, 13, 26, 10, 10, 3, 26, 5, 3, 16, 9, 28, 2, 11, 3, 11, 2, 25, 15, 4, 13, 0, 23, 19, 14, 17, 7, 27, 16, 19, 24, 23, 9, 11, 27, 12, 24, 16, 7, 5, 17, 15, 26, 25, 15, 8, 25, 20, 0, 6]=============================test26=============================29949[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][2, 26, 21, 2, 24, 10, 25, 1, 21, 6, 23, 14, 5, 16, 16, 9, 7, 11, 24, 10, 15, 9, 21, 9, 17, 26, 3, 25, 3, 8, 29, 17, 20, 19, 17, 19, 23, 15, 24, 8, 13, 15, 20, 1, 9, 21, 6, 17, 2, 8, 24, 22, 14, 24, 12, 12, 27, 22, 12, 19, 3, 16, 28, 25, 25, 4, 6, 9, 10, 16, 26, 3, 22, 18, 9, 26, 1, 6, 14, 24, 22, 17, 9, 24, 7, 7, 4, 6, 20, 1, 1, 23, 2, 9, 20, 24, 13, 16, 11, 10, 16, 6, 4, 4, 9, 7, 28, 28, 7, 8, 18, 27, 3, 22, 25, 2, 5, 11, 17, 10, 9, 2, 0, 24, 10, 11, 14, 1, 3, 20, 18, 27, 28, 6, 28, 3, 12, 16, 19, 17, 15, 19, 17, 2, 1, 25, 17, 21, 24, 6]=============================test27=============================35704[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 0, 27, 3, 2, 20, 1, 23, 2, 1, 6, 11, 7, 18, 5, 10, 7, 27, 19, 28, 4, 14, 10, 24, 10, 25, 17, 1, 13, 29, 8, 16, 12, 11, 3, 11, 16, 4, 12, 29, 13, 12, 27, 22, 0, 27, 26, 4, 10, 24, 22, 28, 20, 20, 24, 27, 22, 4, 23, 22, 8, 2, 17, 27, 18, 18, 5, 8, 2, 15, 7, 28, 10, 14, 15, 3, 17, 28, 28, 8, 25, 29, 16, 0, 25, 24, 0, 0, 25, 6, 6, 22, 18, 1, 3, 17, 17, 22, 16, 0, 19, 28, 9, 24, 12, 27, 17, 22, 21, 19, 0, 19, 5, 9, 29, 4, 14, 13, 27, 14, 11, 1, 13, 13, 10, 26, 12, 29, 24, 6, 17, 7, 2, 4, 17, 18, 16, 6, 29, 7, 17, 8, 18, 27, 9, 18, 26, 21, 15, 12]=============================test28=============================40993[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 16, 26, 16, 6, 27, 19, 22, 13, 4, 23, 16, 7, 11, 2, 15, 16, 29, 25, 12, 28, 29, 22, 6, 11, 13, 18, 6, 11, 15, 11, 14, 15, 24, 24, 23, 2, 15, 4, 11, 11, 7, 21, 7, 9, 19, 11, 27, 22, 22, 10, 14, 1, 1, 13, 22, 28, 17, 20, 24, 25, 26, 13, 8, 18, 26, 9, 4, 22, 12, 5, 2, 6, 10, 1, 16, 16, 7, 4, 23, 4, 26, 16, 16, 19, 12, 27, 28, 10, 3, 28, 8, 24, 13, 21, 19, 9, 16, 21, 26, 15, 24, 9, 27, 16, 14, 7, 5, 23, 16, 26, 25, 18, 14, 6, 11, 16, 5, 17, 22, 20, 10, 27, 28, 3, 0, 6, 2, 6, 15, 27, 19, 19, 17, 3, 13, 21, 10, 25, 11, 2, 25, 20, 9, 15, 18, 11, 7, 16, 2]=============================test29=============================32913[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][6, 10, 26, 15, 7, 2, 15, 1, 13, 15, 29, 5, 15, 29, 28, 2, 8, 24, 28, 24, 0, 4, 16, 21, 7, 26, 21, 19, 27, 29, 18, 8, 18, 26, 1, 13, 21, 6, 17, 15, 28, 24, 10, 3, 26, 11, 10, 16, 25, 26, 9, 7, 26, 12, 16, 14, 13, 5, 22, 22, 19, 3, 20, 13, 24, 23, 23, 14, 29, 8, 24, 1, 28, 0, 10, 6, 21, 6, 22, 14, 19, 24, 9, 23, 3, 21, 16, 15, 24, 12, 28, 20, 11, 9, 16, 16, 22, 17, 25, 15, 6, 10, 5, 0, 28, 15, 16, 19, 12, 4, 13, 7, 25, 1, 21, 25, 14, 23, 7, 13, 13, 21, 14, 20, 0, 11, 20, 7, 3, 0, 28, 16, 3, 11, 26, 3, 1, 17, 25, 9, 21, 7, 7, 28, 8, 17, 27, 9, 25, 1]=============================test30=============================29874[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][29, 4, 4, 3, 7, 0, 20, 15, 29, 21, 29, 20, 0, 29, 27, 26, 25, 2, 25, 1, 24, 21, 11, 15, 21, 21, 8, 17, 5, 4, 27, 5, 25, 23, 0, 12, 14, 1, 3, 26, 4, 1, 5, 2, 24, 1, 0, 23, 13, 29, 10, 10, 18, 29, 5, 9, 16, 5, 9, 8, 24, 13, 26, 27, 18, 25, 15, 15, 5, 28, 6, 11, 11, 18, 11, 28, 14, 6, 9, 21, 14, 23, 25, 12, 22, 27, 26, 0, 22, 18, 14, 26, 28, 24, 12, 19, 8, 26, 3, 13, 22, 25, 1, 9, 24, 26, 10, 7, 12, 17, 14, 19, 13, 14, 19, 16, 3, 29, 13, 11, 22, 22, 2, 20, 19, 11, 2, 20, 23, 23, 28, 7, 1, 7, 21, 4, 11, 26, 21, 16, 21, 21, 3, 17, 8, 28, 0, 16, 7, 1]=============================test31=============================35833[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][1, 14, 3, 21, 29, 11, 1, 16, 3, 7, 29, 25, 28, 9, 1, 0, 25, 3, 10, 17, 27, 17, 17, 15, 8, 5, 4, 24, 16, 25, 13, 21, 5, 0, 5, 4, 1, 20, 21, 22, 7, 0, 2, 26, 1, 24, 6, 29, 29, 25, 6, 4, 8, 28, 8, 29, 27, 7, 29, 3, 26, 19, 2, 12, 13, 23, 16, 20, 14, 1, 11, 24, 9, 16, 9, 23, 17, 6, 17, 17, 4, 0, 17, 17, 24, 3, 10, 13, 23, 10, 13, 26, 10, 4, 10, 14, 13, 18, 14, 9, 17, 0, 26, 23, 27, 1, 11, 17, 9, 0, 6, 7, 19, 11, 29, 7, 15, 17, 20, 15, 12, 7, 17, 21, 5, 13, 28, 22, 25, 16, 17, 14, 18, 3, 11, 13, 25, 7, 11, 7, 4, 20, 6, 18, 27, 3, 27, 25, 17, 15]=============================test32=============================41558[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][0, 8, 26, 18, 3, 24, 14, 16, 10, 28, 10, 27, 6, 8, 25, 17, 23, 11, 17, 9, 11, 21, 27, 28, 16, 1, 15, 14, 4, 26, 19, 28, 16, 13, 11, 10, 19, 21, 2, 17, 26, 2, 25, 19, 22, 10, 7, 23, 27, 2, 16, 15, 18, 19, 21, 23, 29, 3, 2, 25, 0, 1, 3, 5, 9, 25, 12, 26, 15, 8, 28, 2, 11, 19, 11, 24, 20, 29, 6, 17, 14, 1, 22, 28, 2, 4, 17, 10, 17, 24, 21, 13, 18, 17, 8, 26, 29, 1, 21, 11, 27, 23, 25, 21, 7, 18, 18, 10, 25, 9, 18, 3, 6, 8, 7, 23, 21, 22, 1, 2, 23, 21, 3, 16, 25, 29, 25, 28, 7, 3, 27, 10, 17, 12, 21, 26, 19, 19, 17, 20, 29, 22, 8, 18, 24, 9, 28, 23, 2, 15]=============================test33=============================33333[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][17, 10, 24, 4, 2, 20, 25, 23, 20, 22, 18, 21, 11, 4, 7, 10, 13, 27, 1, 12, 1, 10, 9, 17, 13, 23, 1, 8, 10, 27, 12, 26, 26, 28, 4, 2, 0, 6, 25, 25, 7, 25, 0, 21, 3, 11, 23, 5, 29, 26, 5, 9, 15, 2, 19, 23, 3, 9, 16, 21, 8, 13, 11, 8, 21, 28, 19, 11, 22, 29, 25, 14, 1, 21, 25, 5, 3, 8, 19, 11, 27, 17, 14, 9, 11, 21, 14, 8, 0, 1, 9, 25, 27, 16, 18, 26, 3, 16, 20, 22, 5, 9, 24, 19, 23, 12, 11, 28, 6, 23, 4, 14, 6, 2, 6, 24, 27, 13, 14, 11, 15, 14, 5, 17, 28, 8, 11, 20, 4, 14, 29, 28, 4, 29, 16, 24, 1, 16, 17, 6, 5, 4, 19, 13, 9, 23, 6, 22, 21, 27]=============================test34=============================30304[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][24, 5, 27, 13, 14, 26, 3, 15, 7, 19, 10, 13, 14, 1, 1, 18, 21, 5, 21, 24, 16, 21, 19, 7, 7, 13, 8, 17, 19, 14, 28, 12, 6, 2, 11, 0, 4, 10, 22, 22, 12, 14, 16, 9, 19, 9, 29, 7, 1, 19, 12, 26, 10, 28, 6, 2, 20, 21, 26, 23, 18, 3, 17, 19, 17, 27, 17, 10, 11, 21, 11, 28, 17, 16, 8, 9, 23, 10, 15, 16, 21, 27, 28, 13, 8, 6, 5, 19, 10, 3, 25, 5, 6, 21, 13, 7, 11, 12, 16, 1, 23, 18, 7, 25, 10, 11, 7, 2, 28, 5, 10, 26, 28, 12, 5, 18, 4, 20, 27, 22, 0, 24, 20, 7, 23, 3, 12, 2, 18, 2, 11, 22, 22, 8, 14, 4, 17, 27, 6, 17, 1, 1, 29, 0, 17, 2, 7, 6, 9, 16]=============================test35=============================35381[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][23, 17, 9, 22, 13, 26, 18, 20, 27, 26, 24, 15, 1, 24, 3, 6, 29, 2, 15, 19, 23, 23, 19, 10, 1, 13, 23, 8, 6, 2, 13, 10, 13, 2, 26, 3, 10, 26, 13, 24, 6, 26, 22, 22, 11, 9, 4, 9, 7, 23, 20, 6, 14, 3, 23, 22, 4, 14, 27, 2, 26, 29, 4, 19, 22, 23, 14, 11, 5, 1, 6, 10, 21, 17, 19, 19, 24, 24, 17, 4, 1, 11, 2, 4, 17, 29, 10, 29, 11, 7, 18, 16, 21, 0, 17, 28, 2, 24, 10, 16, 25, 13, 12, 11, 10, 11, 10, 3, 5, 8, 11, 19, 0, 8, 9, 2, 18, 24, 14, 10, 8, 12, 28, 25, 17, 18, 24, 6, 9, 1, 28, 9, 2, 18, 13, 29, 8, 5, 24, 25, 17, 8, 17, 15, 17, 6, 8, 5, 15, 22]=============================test36=============================40037[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][24, 24, 13, 26, 12, 18, 21, 23, 21, 9, 8, 8, 2, 6, 28, 23, 4, 8, 16, 11, 14, 22, 24, 2, 24, 22, 3, 15, 12, 11, 0, 24, 11, 27, 15, 21, 8, 22, 20, 23, 13, 22, 10, 11, 19, 10, 20, 10, 21, 0, 15, 3, 27, 20, 12, 23, 23, 25, 19, 15, 19, 26, 22, 1, 23, 23, 11, 2, 7, 15, 15, 23, 21, 25, 19, 11, 6, 0, 20, 5, 21, 16, 12, 1, 18, 17, 18, 0, 27, 14, 17, 21, 8, 11, 18, 12, 18, 4, 4, 24, 26, 16, 7, 26, 21, 0, 7, 5, 29, 2, 11, 4, 7, 28, 14, 18, 24, 10, 5, 12, 6, 3, 0, 6, 3, 25, 7, 16, 5, 26, 7, 18, 17, 27, 9, 20, 21, 28, 16, 21, 0, 13, 19, 9, 24, 6, 11, 0, 23, 14]=============================test37=============================33872[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 8, 27, 26, 6, 18, 9, 19, 28, 6, 17, 10, 19, 23, 25, 11, 24, 28, 2, 26, 17, 9, 3, 8, 5, 5, 5, 16, 24, 23, 3, 17, 24, 9, 15, 13, 22, 14, 28, 21, 18, 14, 15, 10, 24, 3, 8, 19, 25, 14, 20, 1, 12, 25, 21, 18, 22, 15, 21, 1, 25, 21, 8, 18, 9, 5, 17, 27, 4, 24, 7, 13, 16, 15, 27, 27, 24, 4, 5, 28, 16, 27, 2, 22, 18, 10, 13, 29, 17, 21, 0, 23, 29, 24, 29, 18, 23, 4, 6, 23, 0, 4, 9, 7, 10, 29, 3, 8, 27, 6, 3, 24, 12, 12, 13, 14, 1, 29, 2, 22, 28, 28, 6, 3, 8, 22, 27, 0, 12, 19, 24, 6, 16, 16, 24, 21, 8, 0, 16, 5, 4, 12, 26, 19, 13, 8, 0, 1, 18, 12]=============================test38=============================28762[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][29, 11, 5, 10, 10, 23, 24, 3, 25, 14, 18, 4, 14, 5, 0, 24, 11, 21, 20, 2, 25, 2, 28, 23, 12, 13, 18, 26, 26, 22, 16, 0, 21, 4, 17, 25, 1, 11, 26, 28, 26, 16, 19, 19, 8, 4, 28, 7, 12, 21, 24, 5, 1, 29, 24, 13, 9, 9, 10, 13, 19, 25, 11, 23, 12, 5, 6, 26, 6, 27, 25, 5, 2, 8, 25, 2, 5, 14, 8, 1, 9, 0, 8, 26, 19, 24, 19, 27, 28, 20, 6, 12, 29, 18, 2, 5, 25, 4, 21, 3, 3, 2, 6, 21, 23, 24, 24, 1, 25, 27, 5, 0, 7, 18, 14, 23, 3, 8, 12, 9, 13, 13, 13, 19, 0, 14, 6, 10, 4, 13, 17, 0, 10, 0, 2, 28, 29, 17, 4, 12, 7, 20, 20, 4, 11, 8, 27, 15, 20, 22]=============================test39=============================35833[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][16, 19, 29, 5, 6, 2, 4, 15, 21, 24, 26, 27, 12, 10, 25, 16, 7, 7, 7, 22, 25, 1, 8, 21, 10, 25, 18, 12, 0, 11, 12, 14, 1, 4, 27, 28, 6, 20, 29, 27, 23, 11, 4, 5, 5, 22, 15, 9, 3, 22, 25, 16, 21, 22, 18, 21, 14, 23, 19, 19, 8, 26, 25, 9, 12, 24, 5, 13, 17, 20, 23, 6, 17, 2, 15, 11, 11, 4, 21, 2, 29, 12, 2, 6, 1, 7, 1, 25, 3, 24, 3, 13, 6, 19, 28, 9, 14, 17, 17, 25, 16, 26, 29, 0, 28, 20, 20, 6, 4, 16, 20, 25, 1, 14, 26, 13, 14, 23, 11, 7, 2, 14, 1, 23, 14, 15, 28, 21, 21, 6, 7, 5, 29, 19, 21, 28, 25, 18, 15, 21, 26, 7, 28, 20, 26, 7, 22, 29, 29, 0]=============================test40=============================41428[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][16, 21, 7, 13, 4, 21, 24, 4, 12, 4, 10, 26, 5, 18, 21, 23, 14, 24, 5, 27, 4, 10, 23, 26, 29, 7, 12, 14, 29, 2, 8, 26, 18, 18, 7, 11, 5, 17, 24, 23, 11, 12, 23, 2, 2, 20, 19, 17, 10, 27, 25, 22, 20, 26, 1, 1, 6, 18, 5, 16, 24, 18, 14, 15, 6, 27, 18, 22, 4, 5, 26, 27, 10, 10, 24, 16, 3, 9, 24, 9, 2, 18, 29, 21, 16, 7, 7, 27, 23, 18, 9, 23, 10, 18, 10, 11, 22, 22, 20, 24, 6, 6, 6, 3, 19, 14, 2, 17, 8, 20, 3, 7, 4, 8, 20, 7, 27, 16, 23, 22, 8, 10, 2, 8, 23, 24, 19, 14, 19, 7, 12, 21, 14, 3, 21, 3, 18, 19, 5, 16, 27, 6, 16, 7, 11, 24, 23, 21, 28, 20]=============================test41=============================5511[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][0, 6, 9, 2, 8, 6, 7, 5, 7, 4, 4, 6, 1, 1, 6, 3, 7, 3, 0, 8, 5, 7, 8, 4, 7, 3, 0, 7, 8, 8, 1, 1, 5, 2, 4, 2, 5, 1, 4, 3, 4, 3, 9, 6, 6, 5, 5, 2, 1, 4, 2, 2, 3, 4, 4, 9, 6, 4, 7, 1, 3, 7, 7, 9, 0, 6, 4, 6, 0, 5, 9, 0, 1, 7, 9, 0, 4, 2, 6, 2, 4, 5, 4, 6, 0, 7, 2, 1, 8, 3]=============================test42=============================12548[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][11, 4, 7, 13, 13, 12, 17, 8, 19, 8, 17, 12, 11, 1, 15, 4, 5, 19, 12, 4, 16, 15, 19, 6, 14, 11, 17, 0, 0, 4, 5, 10, 8, 14, 17, 0, 17, 4, 18, 6, 3, 16, 6, 13, 1, 14, 9, 6, 5, 16, 2, 8, 11, 19, 14, 4, 19, 14, 18, 18, 17, 7, 11, 13, 3, 16, 1, 14, 8, 15, 16, 8, 19, 13, 6, 10, 2, 0, 18, 9]=============================test43=============================13755[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1][20, 15, 14, 7, 29, 27, 21, 7, 0, 0, 12, 17, 4, 19, 19, 9, 7, 24, 22, 21, 25, 29, 8, 28, 3, 16, 8, 1, 13, 19, 9, 16, 12, 24, 7, 16, 9, 10, 19, 26, 11, 2, 10, 14, 21, 14, 5, 25, 5, 6, 12, 21, 14, 16, 5, 18, 28, 9, 27, 7, 20, 4, 14, 28, 2, 9, 29, 8, 8, 4]=============================test44=============================6163[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 3, 2, 4, 7, 9, 2, 3, 4, 9, 4, 0, 5, 5, 1, 1, 0, 2, 2, 2, 4, 2, 2, 7, 7, 9, 5, 0, 3, 2, 5, 8, 2, 4, 2, 2, 8, 9, 8, 1, 8, 7, 7, 2, 6, 8, 8, 4, 3, 3, 0, 5, 5, 9, 0, 1, 1, 1, 3, 7, 7, 0, 1, 4, 7, 0, 6, 9, 4, 5, 4, 4, 6, 6, 7, 0, 2, 7, 0, 5, 9, 5, 2, 3, 3, 6, 4, 6, 6, 1]=============================test45=============================12440[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][16, 17, 5, 4, 16, 2, 3, 16, 2, 8, 5, 5, 10, 15, 5, 4, 9, 6, 11, 3, 4, 13, 0, 6, 5, 16, 2, 9, 11, 4, 5, 16, 8, 13, 15, 12, 7, 9, 12, 19, 8, 5, 8, 8, 11, 16, 7, 6, 9, 16, 6, 13, 5, 7, 9, 15, 1, 5, 2, 12, 4, 14, 10, 18, 3, 4, 2, 11, 2, 13, 14, 19, 0, 13, 19, 18, 16, 0, 1, 9]=============================test46=============================16616[1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1][14, 4, 29, 15, 18, 4, 2, 21, 11, 4, 12, 13, 22, 23, 14, 2, 16, 12, 24, 29, 5, 8, 19, 21, 11, 21, 2, 2, 5, 12, 23, 13, 23, 19, 1, 12, 27, 23, 1, 1, 0, 25, 0, 27, 9, 25, 28, 11, 22, 1, 10, 10, 29, 10, 3, 23, 23, 18, 20, 20, 4, 8, 27, 21, 19, 25, 15, 25, 15, 22]=============================test47=============================5054[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][4, 4, 4, 7, 5, 2, 9, 9, 5, 2, 8, 2, 2, 4, 3, 6, 4, 4, 0, 8, 7, 1, 8, 4, 0, 7, 2, 4, 4, 6, 3, 9, 9, 7, 7, 8, 0, 1, 1, 0, 0, 5, 3, 6, 5, 4, 4, 0, 8, 1, 3, 6, 2, 9, 6, 5, 5, 5, 9, 7, 6, 4, 2, 0, 3, 5, 7, 6, 2, 0, 5, 7, 6, 2, 6, 1, 3, 5, 0, 0, 3, 6, 6, 4, 4, 4, 7, 5, 9, 3]=============================test48=============================9271[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1][8, 3, 13, 13, 19, 5, 10, 9, 18, 1, 4, 17, 17, 17, 2, 14, 8, 10, 6, 5, 10, 7, 2, 12, 6, 15, 19, 18, 14, 6, 2, 4, 5, 13, 10, 7, 15, 7, 4, 0, 3, 18, 0, 14, 9, 7, 0, 8, 16, 8, 6, 13, 7, 15, 18, 13, 18, 17, 18, 1, 2, 7, 6, 19, 16, 5, 6, 19, 8, 12, 2, 19, 17, 2, 3, 12, 3, 17, 10, 10]=============================test49=============================12184[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1][7, 3, 7, 19, 24, 4, 16, 10, 16, 24, 1, 5, 3, 20, 21, 10, 18, 11, 11, 9, 4, 8, 20, 19, 27, 28, 26, 19, 11, 20, 20, 7, 15, 18, 2, 12, 26, 27, 26, 18, 21, 5, 29, 26, 15, 25, 19, 16, 5, 3, 4, 9, 6, 11, 13, 19, 7, 4, 28, 11, 27, 2, 5, 15, 28, 7, 17, 5, 23, 27]=============================test50=============================6333[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 9, 6, 0, 2, 5, 5, 3, 0, 7, 2, 4, 7, 3, 0, 8, 8, 0, 6, 4, 0, 6, 5, 1, 4, 4, 6, 4, 2, 9, 5, 2, 3, 8, 3, 0, 1, 9, 0, 2, 6, 6, 6, 2, 7, 1, 7, 3, 2, 8, 2, 7, 8, 7, 6, 9, 6, 2, 2, 1, 9, 0, 8, 6, 3, 8, 2, 6, 4, 1, 6, 4, 6, 6, 7, 8, 1, 3, 4, 0, 7, 0, 1, 1, 7, 5, 6, 6, 0, 9, 6, 0, 1, 7, 1, 5, 6, 0, 1, 7]=============================test51=============================11529[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][16, 12, 7, 4, 13, 5, 3, 9, 6, 18, 18, 6, 0, 0, 3, 6, 0, 19, 12, 3, 9, 19, 10, 19, 3, 12, 2, 19, 5, 4, 13, 17, 9, 7, 3, 18, 7, 9, 6, 7, 6, 4, 16, 4, 0, 7, 5, 4, 0, 0, 18, 11, 14, 1, 7, 18, 17, 0, 5, 13, 1, 0, 15, 14, 18, 9, 17, 7, 5, 15, 12, 8, 18, 7, 9, 9, 16, 8, 3, 13, 2, 17, 19, 13, 0, 12, 13, 7, 10, 16, 5, 7, 18, 1, 10, 18, 16, 16, 18, 9]=============================test52=============================10446[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][8, 6, 0, 7, 0, 9, 1, 6, 0, 2, 6, 4, 3, 5, 5, 7, 6, 3, 2, 2, 5, 3, 2, 7, 4, 2, 6, 0, 0, 4, 6, 5, 8, 2, 9, 5, 3, 6, 0, 1, 6, 7, 2, 7, 5, 3, 8, 5, 2, 8, 6, 3, 0, 6, 9, 4, 7, 4, 1, 0, 3, 3, 4, 9, 1, 7, 5, 7, 7, 7, 7, 0, 6, 1, 5, 8, 5, 5, 5, 7, 9, 0, 6, 3, 7, 0, 0, 6, 6, 4, 7, 7, 5, 9, 5, 3, 3, 7, 4, 8]=============================test53=============================15805[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][15, 18, 7, 19, 10, 1, 0, 4, 7, 15, 19, 4, 3, 4, 17, 13, 3, 8, 18, 2, 2, 9, 17, 3, 11, 12, 5, 13, 13, 0, 18, 8, 16, 2, 18, 13, 7, 14, 5, 10, 17, 16, 17, 10, 14, 12, 1, 0, 19, 7, 18, 2, 18, 6, 18, 10, 9, 4, 2, 14, 11, 18, 19, 16, 18, 10, 0, 2, 4, 1, 14, 7, 4, 1, 2, 5, 5, 5, 18, 6, 13, 16, 13, 15, 7, 8, 16, 9, 4, 0, 9, 0, 4, 8, 12, 9, 3, 10, 15, 7]=============================test54=============================7256[1, 1, 1, 1, 1, 1, 1, 1, 1, 1][5, 0, 7, 4, 1, 2, 4, 1, 2, 3, 8, 6, 2, 8, 4, 3, 1, 7, 6, 7, 0, 4, 6, 3, 4, 6, 1, 5, 6, 9, 3, 6, 3, 9, 0, 1, 7, 4, 0, 3, 6, 6, 6, 1, 4, 2, 8, 7, 5, 3, 8, 3, 2, 3, 1, 0, 3, 3, 2, 2, 4, 7, 4, 2, 7, 8, 6, 8, 0, 5, 5, 1, 3, 3, 5, 7, 6, 2, 4, 2, 4, 6, 3, 4, 0, 8, 7, 4, 4, 1, 5, 7, 4, 3, 3, 7, 8, 6, 5, 9]=============================test55=============================12076[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][0, 3, 11, 15, 15, 19, 2, 13, 0, 6, 14, 16, 3, 14, 16, 6, 3, 7, 11, 16, 19, 7, 16, 16, 18, 7, 12, 15, 7, 1, 4, 18, 16, 16, 7, 18, 16, 9, 7, 1, 8, 9, 5, 8, 13, 0, 14, 14, 16, 11, 5, 13, 17, 14, 7, 13, 9, 11, 8, 16, 5, 3, 7, 9, 17, 1, 10, 7, 0, 14, 10, 5, 1, 4, 12, 8, 16, 8, 17, 4, 13, 12, 7, 5, 3, 15, 5, 5, 5, 5, 9, 7, 16, 8, 8, 14, 15, 12, 2, 18]=============================test56=============================59620[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][10, 8, 14, 20, 23, 9, 22, 11, 1, 27, 7, 13, 0, 10, 7, 3, 21, 18, 13, 5, 23, 11, 23, 5, 20, 26, 15, 15, 11, 29, 27, 13, 6, 28, 20, 25, 25, 14, 11, 6, 17, 25, 19, 6, 15, 17, 16, 26, 9, 28, 3, 15, 5, 29, 18, 26, 1, 11, 13, 15, 11, 19, 13, 1, 1, 8, 13, 27, 1, 11, 25, 2, 16, 11, 29, 26, 6, 22, 25, 6, 26, 0, 9, 23, 5, 13, 25, 8, 9, 0, 21, 24, 10, 0, 29, 10, 3, 26, 18, 29, 6, 5, 19, 27, 8, 2, 24, 24, 23, 26, 3, 10, 5, 3, 23, 20, 23, 21, 27, 27, 18, 5, 8, 21, 17, 27, 14, 4, 28, 21, 25, 13, 25, 16, 15, 1, 9, 21, 3, 11, 26, 23, 8, 27, 7, 26, 18, 11, 2, 1, 17, 1, 4, 6, 4, 9, 27, 6, 28, 7, 21, 26, 26, 8, 19, 25, 25, 19, 1, 15, 20, 4, 15, 12, 14, 5, 6, 27, 29, 18, 7, 5, 16, 8, 3, 11, 28, 25, 18, 28, 18, 25, 17, 21, 7, 26, 9, 20, 10, 18]=============================test57=============================69062[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][26, 2, 12, 20, 19, 29, 1, 0, 4, 20, 9, 25, 5, 21, 4, 24, 19, 6, 18, 17, 17, 12, 26, 5, 23, 28, 17, 17, 2, 26, 8, 5, 11, 29, 11, 29, 13, 10, 16, 11, 12, 29, 18, 9, 8, 10, 1, 6, 21, 7, 1, 12, 17, 0, 10, 21, 15, 25, 26, 27, 26, 29, 13, 13, 6, 29, 27, 17, 29, 7, 22, 27, 4, 6, 23, 19, 23, 10, 16, 10, 4, 11, 21, 22, 13, 8, 23, 20, 8, 28, 20, 29, 8, 20, 20, 20, 29, 2, 12, 1, 11, 25, 14, 6, 11, 24, 1, 6, 15, 2, 5, 4, 8, 3, 13, 1, 27, 27, 6, 24, 5, 13, 19, 27, 19, 18, 13, 8, 8, 22, 2, 19, 1, 5, 24, 12, 14, 27, 9, 6, 27, 6, 6, 10, 27, 4, 2, 28, 8, 15, 7, 2, 27, 0, 14, 26, 0, 11, 13, 22, 26, 9, 4, 12, 4, 29, 13, 6, 15, 10, 16, 18, 26, 24, 20, 25, 2, 22, 21, 12, 8, 1, 16, 22, 4, 20, 17, 9, 28, 24, 11, 29, 19, 13, 4, 5, 9, 23, 9, 28]=============================test58=============================89655[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][22, 19, 1, 1, 5, 5, 25, 8, 28, 11, 27, 16, 15, 25, 0, 24, 15, 26, 16, 24, 0, 26, 20, 14, 10, 17, 4, 24, 21, 26, 6, 24, 26, 4, 0, 17, 20, 6, 16, 26, 15, 4, 3, 28, 1, 13, 23, 17, 21, 25, 11, 9, 8, 5, 1, 7, 20, 14, 27, 12, 1, 0, 11, 26, 28, 16, 7, 17, 8, 9, 5, 26, 29, 21, 25, 7, 1, 11, 9, 8, 19, 29, 6, 25, 8, 9, 23, 23, 9, 18, 0, 16, 28, 9, 11, 15, 2, 18, 3, 12, 24, 2, 20, 22, 3, 4, 28, 17, 24, 23, 11, 29, 18, 29, 27, 26, 12, 29, 13, 28, 27, 27, 3, 18, 16, 20, 11, 6, 15, 3, 26, 17, 7, 27, 27, 9, 4, 29, 23, 20, 29, 6, 10, 21, 3, 23, 3, 8, 19, 20, 27, 10, 3, 9, 29, 16, 27, 26, 13, 17, 17, 8, 21, 5, 7, 5, 12, 0, 11, 24, 14, 19, 2, 6, 10, 22, 26, 1, 4, 11, 0, 8, 25, 10, 5, 14, 7, 29, 17, 4, 2, 4, 5, 7, 24, 2, 12, 4, 3, 15]=============================test59=============================74742[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][16, 23, 13, 18, 28, 2, 10, 28, 1, 20, 5, 7, 1, 22, 28, 20, 19, 28, 15, 2, 9, 29, 17, 14, 20, 21, 25, 20, 10, 8, 16, 28, 7, 25, 2, 25, 15, 18, 21, 16, 4, 9, 25, 0, 4, 28, 6, 16, 1, 25, 5, 7, 19, 23, 5, 3, 9, 8, 29, 19, 25, 27, 26, 26, 16, 5, 29, 21, 13, 11, 11, 15, 9, 7, 21, 26, 1, 13, 19, 23, 8, 23, 16, 13, 3, 18, 27, 1, 14, 0, 17, 4, 10, 5, 14, 28, 3, 28, 21, 9, 29, 7, 8, 17, 6, 25, 13, 27, 21, 9, 16, 28, 14, 20, 17, 8, 10, 21, 27, 2, 24, 6, 21, 10, 15, 11, 16, 23, 22, 1, 3, 29, 18, 18, 5, 24, 6, 14, 17, 4, 21, 16, 26, 19, 6, 25, 10, 5, 14, 29, 4, 14, 8, 7, 5, 5, 21, 18, 27, 9, 19, 26, 25, 8, 28, 17, 19, 14, 8, 25, 20, 28, 5, 20, 18, 4, 28, 18, 27, 13, 3, 6, 18, 14, 26, 15, 17, 3, 11, 13, 9, 29, 5, 7, 24, 26, 10, 0, 17, 16]=============================test60=============================59820[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][20, 29, 24, 5, 27, 23, 12, 10, 7, 2, 17, 7, 17, 28, 17, 27, 7, 23, 6, 25, 6, 15, 0, 4, 25, 16, 23, 28, 0, 4, 13, 24, 15, 8, 8, 16, 8, 2, 11, 4, 18, 19, 27, 2, 18, 11, 3, 16, 14, 5, 28, 28, 21, 4, 14, 25, 14, 4, 26, 9, 27, 19, 9, 15, 20, 19, 7, 5, 5, 10, 14, 4, 16, 12, 11, 18, 23, 6, 6, 23, 4, 23, 6, 9, 15, 2, 24, 16, 13, 29, 29, 28, 6, 11, 9, 18, 12, 27, 18, 28, 9, 21, 13, 27, 22, 18, 23, 22, 20, 15, 26, 1, 5, 23, 21, 1, 14, 18, 23, 11, 13, 4, 4, 1, 25, 8, 3, 23, 1, 28, 4, 22, 25, 12, 11, 21, 9, 2, 10, 3, 10, 1, 1, 12, 26, 0, 25, 6, 8, 25, 28, 27, 15, 21, 3, 20, 0, 25, 13, 5, 8, 29, 15, 20, 13, 6, 22, 28, 24, 18, 8, 7, 24, 18, 26, 25, 22, 3, 14, 8, 15, 23, 25, 13, 1, 27, 29, 1, 5, 2, 20, 28, 6, 22, 20, 5, 10, 26, 19, 10]=============================test61=============================69078[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 18, 7, 12, 24, 25, 16, 29, 3, 8, 25, 21, 3, 8, 13, 13, 27, 23, 10, 23, 27, 2, 17, 17, 16, 6, 11, 13, 27, 8, 10, 27, 15, 17, 3, 12, 8, 27, 18, 24, 29, 14, 18, 15, 29, 21, 7, 24, 22, 12, 27, 1, 14, 12, 13, 12, 7, 25, 13, 11, 12, 13, 29, 18, 8, 8, 4, 3, 25, 20, 11, 17, 4, 24, 8, 13, 12, 12, 0, 6, 6, 25, 26, 16, 1, 28, 8, 25, 28, 23, 20, 8, 18, 12, 8, 23, 4, 24, 26, 19, 7, 6, 25, 6, 0, 1, 0, 23, 4, 11, 11, 26, 9, 1, 7, 21, 2, 2, 11, 27, 16, 19, 1, 16, 20, 27, 7, 15, 27, 26, 29, 18, 17, 23, 20, 4, 17, 8, 24, 18, 25, 15, 3, 26, 8, 9, 2, 8, 3, 8, 3, 13, 8, 19, 0, 21, 8, 18, 5, 17, 20, 4, 3, 2, 29, 3, 9, 20, 25, 20, 28, 7, 24, 22, 9, 29, 20, 17, 26, 9, 10, 5, 28, 1, 14, 16, 15, 1, 13, 29, 4, 6, 7, 23, 21, 17, 15, 16, 4, 11]=============================test62=============================88888[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][7, 26, 9, 27, 2, 1, 6, 24, 16, 28, 16, 20, 27, 10, 16, 22, 25, 23, 19, 5, 0, 27, 28, 21, 17, 26, 26, 15, 28, 12, 27, 8, 3, 10, 7, 28, 9, 29, 1, 21, 2, 16, 8, 20, 9, 17, 26, 26, 9, 11, 0, 14, 26, 5, 7, 29, 16, 23, 10, 12, 21, 20, 20, 12, 18, 3, 4, 11, 11, 8, 17, 29, 27, 11, 11, 14, 9, 13, 2, 16, 5, 2, 3, 13, 13, 27, 3, 0, 20, 1, 21, 24, 16, 28, 3, 0, 28, 19, 14, 12, 2, 14, 29, 13, 24, 28, 19, 17, 11, 13, 19, 0, 7, 2, 13, 21, 14, 25, 19, 2, 11, 22, 10, 9, 5, 12, 2, 2, 11, 9, 21, 27, 28, 29, 1, 2, 29, 3, 23, 7, 6, 2, 1, 0, 21, 25, 1, 12, 19, 8, 24, 12, 29, 21, 26, 22, 21, 14, 28, 22, 6, 7, 10, 27, 6, 3, 3, 15, 19, 4, 17, 25, 14, 9, 28, 27, 28, 24, 19, 28, 22, 2, 19, 15, 28, 26, 29, 8, 3, 12, 26, 26, 2, 23, 20, 6, 22, 13, 17, 4]=============================test63=============================75220[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][12, 28, 16, 25, 1, 6, 13, 4, 21, 19, 20, 7, 28, 17, 1, 21, 13, 1, 17, 22, 21, 8, 1, 16, 21, 29, 17, 16, 0, 13, 9, 12, 13, 4, 22, 2, 0, 7, 26, 25, 24, 0, 2, 10, 23, 1, 6, 10, 5, 12, 23, 3, 19, 18, 19, 6, 11, 15, 27, 5, 23, 13, 21, 25, 18, 11, 18, 7, 15, 13, 27, 10, 15, 12, 8, 15, 21, 17, 15, 13, 28, 13, 20, 10, 8, 25, 13, 23, 26, 10, 11, 13, 25, 15, 22, 9, 20, 20, 24, 4, 8, 29, 15, 1, 5, 1, 10, 29, 7, 22, 24, 29, 3, 0, 25, 1, 7, 20, 2, 16, 27, 15, 27, 4, 14, 2, 8, 29, 19, 11, 26, 13, 19, 26, 20, 25, 8, 21, 9, 2, 18, 28, 1, 0, 13, 5, 1, 16, 8, 21, 6, 0, 4, 23, 13, 29, 12, 22, 3, 27, 15, 26, 21, 8, 13, 2, 15, 29, 0, 16, 5, 28, 11, 10, 16, 6, 5, 26, 25, 15, 18, 27, 16, 22, 9, 22, 5, 24, 12, 6, 0, 9, 27, 21, 4, 2, 29, 22, 13, 1]=============================test64=============================60387[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1][2, 21, 18, 25, 28, 0, 4, 19, 6, 28, 10, 14, 1, 18, 4, 27, 12, 10, 25, 10, 1, 2, 2, 28, 1, 1, 11, 5, 16, 26, 11, 0, 29, 15, 15, 18, 2, 21, 15, 0, 23, 16, 10, 9, 29, 6, 26, 15, 5, 9, 3, 12, 15, 11, 28, 12, 23, 6, 2, 16, 14, 15, 1, 12, 0, 27, 24, 11, 3, 17, 27, 19, 20, 14, 24, 0, 24, 25, 23, 9, 4, 1, 0, 7, 16, 2, 15, 2, 17, 7, 21, 25, 23, 2, 0, 14, 8, 26, 1, 27, 8, 6, 26, 2, 14, 24, 12, 25, 13, 7, 9, 20, 11, 29, 5, 14, 19, 20, 18, 16, 17, 13, 16, 3, 28, 18, 6, 29, 4, 14, 27, 8, 21, 18, 29, 5, 4, 14, 11, 14, 11, 18, 5, 11, 14, 0, 21, 9, 14, 27, 9, 29, 18, 21, 10, 12, 1, 26, 11, 9, 21, 11, 8, 27, 18, 5, 3, 7, 3, 7, 24, 20, 29, 8, 2, 16, 28, 20, 7, 15, 13, 9, 27, 27, 12, 20, 5, 10, 9, 18, 28, 26, 13, 26, 28, 13, 14, 8, 4, 7]=============================test65=============================67850[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 11, 21, 13, 18, 11, 21, 1, 3, 20, 10, 25, 29, 14, 23, 12, 13, 12, 20, 21, 12, 9, 17, 11, 16, 20, 19, 15, 19, 17, 16, 7, 8, 15, 11, 26, 4, 6, 4, 13, 18, 20, 11, 10, 5, 3, 24, 12, 15, 27, 21, 11, 18, 24, 22, 23, 26, 7, 4, 24, 24, 10, 5, 2, 19, 27, 0, 13, 0, 7, 25, 28, 8, 27, 26, 11, 24, 25, 11, 11, 2, 13, 4, 3, 23, 0, 25, 1, 14, 12, 26, 27, 27, 5, 3, 17, 16, 10, 29, 10, 4, 0, 2, 7, 26, 7, 7, 2, 1, 14, 4, 8, 21, 27, 25, 16, 19, 19, 15, 22, 19, 16, 1, 26, 24, 12, 4, 21, 5, 6, 22, 20, 13, 23, 2, 4, 7, 17, 16, 22, 1, 13, 20, 8, 15, 23, 22, 12, 28, 28, 14, 25, 3, 28, 5, 23, 8, 9, 26, 9, 1, 15, 21, 20, 4, 29, 7, 21, 28, 23, 11, 19, 9, 23, 21, 4, 17, 1, 16, 17, 27, 11, 5, 15, 10, 21, 24, 10, 16, 23, 8, 21, 19, 27, 5, 13, 21, 14, 1, 27]=============================test66=============================89091[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][3, 23, 2, 18, 0, 26, 19, 5, 25, 5, 2, 2, 29, 28, 16, 24, 17, 11, 20, 25, 20, 14, 25, 24, 23, 3, 19, 2, 23, 28, 13, 10, 2, 17, 20, 18, 5, 0, 13, 6, 18, 9, 13, 11, 23, 16, 6, 5, 4, 4, 4, 20, 5, 10, 4, 4, 16, 0, 2, 12, 5, 0, 7, 1, 11, 6, 14, 21, 6, 14, 20, 13, 26, 3, 24, 22, 22, 3, 28, 18, 5, 14, 16, 23, 25, 15, 12, 19, 21, 14, 8, 8, 2, 21, 19, 22, 11, 9, 25, 22, 12, 16, 27, 1, 6, 24, 24, 7, 25, 20, 14, 11, 28, 19, 5, 5, 17, 24, 28, 0, 9, 6, 28, 11, 8, 26, 27, 25, 9, 3, 10, 0, 15, 14, 13, 25, 13, 22, 22, 16, 29, 7, 27, 0, 25, 19, 28, 24, 25, 16, 26, 17, 7, 4, 16, 5, 10, 19, 29, 3, 15, 20, 3, 1, 2, 25, 29, 0, 12, 15, 7, 10, 3, 19, 3, 17, 18, 0, 11, 3, 10, 19, 22, 24, 29, 9, 18, 24, 17, 2, 7, 23, 5, 11, 20, 10, 12, 7, 9, 28]=============================test68=============================59479[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][23, 2, 22, 17, 5, 24, 26, 15, 22, 16, 7, 20, 4, 7, 9, 25, 26, 22, 7, 4, 18, 16, 20, 2, 18, 27, 21, 28, 19, 12, 11, 17, 14, 2, 20, 23, 21, 7, 29, 19, 8, 29, 25, 5, 17, 1, 23, 12, 8, 20, 29, 25, 11, 8, 20, 16, 14, 2, 1, 9, 29, 13, 18, 10, 13, 18, 4, 13, 7, 12, 12, 9, 0, 22, 5, 15, 1, 20, 26, 5, 26, 25, 15, 29, 4, 13, 15, 24, 15, 11, 4, 0, 6, 23, 17, 13, 20, 25, 29, 12, 23, 9, 24, 21, 26, 3, 8, 12, 0, 16, 9, 20, 6, 26, 22, 28, 24, 20, 4, 3, 16, 24, 6, 5, 14, 11, 16, 29, 28, 23, 29, 27, 5, 17, 2, 28, 4, 8, 26, 3, 10, 7, 18, 5, 2, 9, 17, 3, 11, 0, 23, 8, 13, 9, 8, 27, 1, 13, 6, 0, 16, 1, 21, 29, 24, 29, 28, 1, 5, 19, 10, 10, 10, 25, 23, 0, 28, 13, 1, 28, 0, 8, 9, 3, 15, 13, 3, 0, 27, 19, 17, 23, 26, 20, 13, 13, 17, 11, 8, 4]=============================test69=============================68782[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][2, 4, 17, 21, 15, 20, 2, 16, 10, 1, 21, 25, 28, 20, 26, 2, 9, 18, 26, 7, 29, 8, 21, 15, 6, 0, 15, 11, 12, 23, 13, 6, 17, 26, 14, 7, 4, 3, 2, 8, 4, 18, 18, 27, 24, 19, 2, 8, 18, 24, 1, 25, 24, 7, 6, 1, 3, 15, 7, 15, 28, 10, 24, 13, 6, 17, 5, 23, 4, 19, 2, 23, 9, 21, 5, 11, 24, 4, 4, 24, 9, 3, 7, 17, 16, 6, 17, 24, 21, 11, 21, 24, 22, 17, 8, 9, 7, 20, 4, 0, 28, 18, 1, 1, 28, 12, 22, 7, 3, 18, 12, 20, 19, 15, 22, 8, 4, 3, 23, 6, 1, 27, 5, 17, 18, 22, 9, 27, 25, 24, 24, 13, 19, 14, 8, 28, 11, 16, 25, 14, 8, 4, 6, 9, 5, 20, 25, 23, 17, 0, 28, 28, 11, 18, 10, 2, 5, 13, 27, 0, 23, 19, 4, 2, 5, 22, 16, 0, 15, 15, 11, 1, 21, 20, 8, 17, 10, 16, 8, 15, 14, 27, 15, 5, 2, 7, 6, 17, 15, 10, 22, 28, 27, 21, 18, 10, 8, 13, 27, 29]=============================test70=============================90108[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][14, 23, 15, 25, 4, 11, 4, 0, 23, 12, 24, 11, 23, 8, 23, 5, 3, 6, 10, 25, 26, 11, 16, 4, 24, 16, 16, 23, 13, 21, 0, 4, 1, 3, 19, 6, 25, 24, 19, 18, 28, 10, 11, 5, 0, 28, 22, 9, 28, 29, 4, 21, 18, 13, 5, 19, 1, 27, 1, 17, 0, 16, 4, 1, 8, 0, 19, 25, 18, 22, 27, 21, 20, 17, 20, 17, 22, 1, 23, 26, 8, 13, 21, 0, 27, 8, 7, 21, 2, 0, 0, 19, 27, 22, 13, 29, 24, 22, 16, 19, 24, 3, 18, 13, 22, 8, 27, 24, 0, 19, 10, 21, 1, 2, 9, 3, 10, 12, 0, 18, 6, 10, 8, 28, 19, 17, 6, 11, 6, 17, 1, 18, 27, 8, 16, 28, 9, 16, 7, 15, 8, 0, 15, 27, 22, 16, 3, 20, 18, 28, 5, 23, 18, 11, 3, 15, 19, 2, 16, 24, 15, 2, 9, 26, 16, 22, 2, 7, 9, 26, 29, 1, 8, 8, 14, 25, 9, 3, 16, 0, 26, 29, 7, 14, 24, 25, 5, 14, 1, 20, 13, 29, 1, 8, 10, 25, 24, 3, 1, 23]=============================test71=============================74562[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1][11, 26, 18, 5, 18, 7, 11, 26, 18, 13, 21, 0, 29, 28, 19, 14, 18, 13, 19, 23, 23, 26, 17, 8, 24, 0, 19, 17, 13, 24, 14, 13, 9, 6, 23, 28, 0, 0, 21, 18, 4, 26, 16, 14, 27, 8, 28, 2, 10, 29, 16, 18, 20, 3, 28, 1, 7, 28, 19, 17, 27, 12, 12, 23, 7, 13, 19, 23, 0, 4, 13, 24, 11, 1, 29, 25, 14, 26, 21, 3, 21, 16, 25, 5, 10, 15, 21, 26, 29, 14, 16, 25, 10, 27, 22, 14, 4, 4, 9, 10, 20, 4, 21, 9, 3, 22, 7, 18, 28, 1, 1, 20, 11, 4, 13, 7, 12, 0, 20, 5, 19, 26, 21, 7, 19, 26, 3, 27, 11, 11, 4, 0, 9, 0, 24, 16, 18, 22, 26, 0, 23, 22, 3, 28, 17, 29, 29, 9, 18, 15, 27, 0, 21, 5, 16, 5, 26, 1, 6, 8, 17, 27, 0, 16, 5, 1, 2, 8, 23, 13, 24, 27, 14, 1, 1, 2, 7, 4, 3, 18, 25, 15, 5, 16, 16, 22, 15, 18, 14, 1, 6, 2, 14, 18, 6, 22, 4, 20, 21, 11]

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