python算法学习之桶排序算法实例(分块排序)

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概述

复制代码代码如下:

# -*- coding: utf-8 -*-

def insertion_sort(A):
    """插入排序，作为桶排序的子排序"""
    n = len(A)
    if n <= 1:
        return A
    B = [] # 结果列表
    for a in A:
        i = len(B)
        while i > 0 and B[i-1] > a:
            i = i - 1
        B.insert(i, a);
    return B

def bucket_sort(A):
    """桶排序，伪码如下：
    BUCKET-SORT(A)
    1 n ← length[A] // 桶数
    2 for i ← 1 to n
    3    do insert A[i] into list B[floor(nA[i])] // 将n个数分布到各个桶中
    4 for i ← 0 to n-1
    5    do sort list B[i] with insertion sort // 对各个桶中的数进行排序
    6 concatenate the lists B[0],B[1],...,B[n-1] together in order // 依次串联各桶中的元素

    桶排序假设输入由一个随机过程产生，该过程将元素均匀地分布在区间[0,1)上。
    """
    n = len(A)
    buckets = [[] for _ in xrange(n)] # n个空桶
    for a in A:
        buckets[int(n * a)].append(a)
    B = []
    for b in buckets:
        B.extend(insertion_sort(b))
    return B

if __name__ == '__main__':
from random import random
from timeit import Timer

items = [random() for _ in xrange(10000)]

    def test_sorted():
        print(items)
        sorted_items = sorted(items)
        print(sorted_items)

    def test_bucket_sort():
        print(items)
        sorted_items = bucket_sort(items)
        print(sorted_items)

    test_methods = [test_sorted, test_bucket_sort]
    for test in test_methods:
        name = test.__name__ # test.func_name
        t = Timer(name + '()', 'from __main__ import ' + name)
        print(name + ' takes time : %f' % t.timeit(1))