def test(nh, alpha, beta):

    #nh, alpha, beta = 200, 0.05, 0.2 的时候正确率可以达到92%
    nt = NetTable(nh, alpha, beta)
    nt.train(records_tra)

    count = 0
    for record in records_tes:

        result = nt.feed_forward(record[:64])[1]

        maxindex, maxvalue = 0, max(result)
        for index in range(10):
            if result[index] == max(result):
                maxindex = index
        
        if maxindex == record[64]:
            count = count + 1

    print "%d,%.4f,%.4f,%.4f" % (nh, alpha, beta, (float(count) / len(records_tes)))