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python隨機數分佈random均勻分佈

因為概率問題,所以需要測試一下python的隨機數分佈。到底是平均(均勻)分佈,還是正態(高斯)分佈。

測試程式碼如下:

#! /usr/bin/env python
#coding=utf-8


# =================================
# Describe :      測試random隨機數分佈
# D&P Author By:              常成功
# Create Date:           2017/10/07
# Modify Date:           2017/10/20
# (C) 2012-2017 All rights reserved
# =================================


import random
import time

def test_rnd():
    st_tm = time.time()
    j = 0
    num = 0
    the_list = [1, 2, 3, 4]
    # 計數字典
    temp_dic = {1: 0, 2: 0, 3: 0, 4: 0}
    while 1:
        x = random.choice(the_list)
        temp_dic[x] += 1
        j += 1
        # 跑一千萬次
        if j >= 10000000:
            break
    ed_tm = time.time()
    print "Test random.choice()---------------------------:"
    print "loop num: ", j
    print "take time: ", ed_tm-st_tm
    print "temp_dic :", temp_dic

    print "Test random.randint()---------------------------:"
    st_tm = time.time()
    j = 0
    num = 0
    # 計數字典
    temp_dic = {1: 0, 2: 0, 3: 0, 4: 0}
    while 1:
        x = random.randint(1, 4)
        temp_dic[x] += 1
        j += 1
        # 跑一千萬次
        if j >= 10000000:
            break
    ed_tm = time.time()
    print "loop num: ", j
    print "take time: ", ed_tm-st_tm
    print "temp_dic :", temp_dic


if __name__ == '__main__':
    test_rnd()

測試結果:

Test random.choice()---------------------------:
loop num:  10000000
take time:  5.86599993706
temp_dic : {1: 2501333, 2: 2500117, 3: 2499406, 4: 2499144}
Test random.randint()---------------------------:
loop num:  10000000
take time:  12.493999958
temp_dic : {1: 2497732, 2: 2501411, 3: 2499372, 4: 2501485}


結果說明:

平均(均勻)分佈。