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counting_sort.py
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counting_sort.py
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#!/usr/bin/env python
#-*- encoding: UTF-8-*-
"""
* Copyright © https://github.com/jarry All rights reserved.
* @author: [email protected]
* @version: 1.0
"""
import time
# 计数排序1
def counting_sort1(arr):
# 计算最大值与最小值
min_value = min(arr)
max_value = max(arr)
count_list = []
real_len = int(max_value - min_value + 1)
for i in range(real_len):
count_list.append(0)
# 计数数组的长度在最大和最小差值+1
arr_len = len(arr)
for i in range(arr_len):
# 把下标减去min值，以便减少计数数组的长度，同时可以支持负数，最小坐标为0
idx = int(arr[i] - min_value)
# 根据待排序项给对应下标的位置增加1个标记
count_list[idx] += 1
# print('idx, arr[i], count_list[idx]', idx, arr[i], count_list[idx])
output = []
# 遍历计数数组
for i in range(real_len):
val = count_list[i]
# 如果相同则取多次
for j in range(val):
output.append(i + min_value)
return output
# 计数排序2
def counting_sort2(arr):
count_list = []
# 根据待排序项给对应下标的位置增加标记，多个相同的则需要递增
min_value = min(arr)
max_value = max(arr)
real_len = int(max_value - min_value + 1)
for i in range(real_len):
count_list.append(None)
for item in arr:
idx = int(item - min_value)
if count_list[idx] is None:
count_list[idx] = 0
count_list[idx] += 1
# 遍历全部，从最小数开始遍历
x = 0
for i in range(real_len):
val = count_list[i]
if val is None:
continue
for j in range(val):
arr[x] = i + min_value
x += 1
return arr
# 计数排序标准版
def counting_sort3(arr):
min_value = min(arr)
max_value = max(arr)
real_len = int(max_value - min_value + 1)
count_list = [0] * real_len
arr_len = len(arr)
for i in range(arr_len):
idx = int(arr[i] - min_value)
count_list[idx] += 1
print('count_list:', count_list)
# 直接修改原list返回
# j = 0
# for i in range(real_len):
# while (count_list[i]):
# arr[j] = i + min_value
# count_list[i] -= 1
# j += 1
# return arr
# 将上一项的值添加到下一项中
for i in range(1, real_len):
count_list[i] += count_list[i - 1]
# 按位置还原数据，下一个索引记录了上一个的值
output = [None] * arr_len
for i in range(arr_len):
item = arr[i] - min_value
# 根据当前项从计数数组里找到目标位置
idx = count_list[int(item)] - 1
output[idx] = item + min_value
count_list[int(item)] -= 1
return output
# test
arr1 = [3, 4, 15, 3, 3, 7, 10, -2, 1]
arr2 = [7, 11, 9, 2, 52, 0, -8, 8, 7, 9, 2, 10]
print('origin arr1:', arr1)
print('origin arr2:', arr2)
start_time = time.time()
print('counting_sort1.1 sorted:', counting_sort1(arr1))
print("time:" + str((time.time() - start_time) * 1000) + " ms")
start_time = time.time()
print('counting_sort1.2 sorted:', counting_sort1(arr2))
print("time:" + str((time.time() - start_time) * 1000) + " ms")
print('\r\n')
arr1 = [3, 4, 15, 3, 3, 7, 10, -2, 1]
arr2 = [7, 11, 9, 2, 52, 0, -8, 8, 7, 9, 2, 10]
print('origin arr1:', arr1)
print('origin arr2:', arr2)
start_time = time.time()
print('counting_sort2.1 sorted:', counting_sort2(arr1))
print("time:" + str((time.time() - start_time) * 1000) + " ms")
start_time = time.time()
print('counting_sort2.2 sorted:', counting_sort2(arr2))
print("time:" + str((time.time() - start_time) * 1000) + " ms")
print('\r\n')
arr1 = [3, 4, 15, 3, 3, 7, 10, -2, 1]
arr2 = [7, 11, 9, 2, 52, 0, -8, 8, 7, 9, 2, 10]
print('origin arr1:', arr1)
print('origin arr2:', arr2)
start_time = time.time()
print('counting_sort3.1 sorted:', counting_sort3(arr1))
print("time:" + str((time.time() - start_time) * 1000) + " ms")
start_time = time.time()
print('counting_sort3.2 sorted:', counting_sort3(arr2))
print("time:" + str((time.time() - start_time) * 1000) + " ms")
"""
jarry@jarrys-MacBook-Pro countingsort % python counting_sort.py
('origin arr1:', [3, 4, 15, 3, 3, 7, 10, -2, 1])
('origin arr2:', [7, 11, 9, 2, 52, 0, -8, 8, 7, 9, 2, 10])
('counting_sort1.1 sorted:', [-2, 1, 3, 3, 3, 4, 7, 10, 15])
time:0.0379085540771 ms
('counting_sort1.2 sorted:', [-8, 0, 2, 2, 7, 7, 8, 9, 9, 10, 11, 52])
time:0.0429153442383 ms
('origin arr1:', [3, 4, 15, 3, 3, 7, 10, -2, 1])
('origin arr2:', [7, 11, 9, 2, 52, 0, -8, 8, 7, 9, 2, 10])
('counting_sort2.1 sorted:', [-2, 1, 3, 3, 3, 4, 7, 10, 15])
time:0.0240802764893 ms
('counting_sort2.2 sorted:', [-8, 0, 2, 2, 7, 7, 8, 9, 9, 10, 11, 52])
time:0.0379085540771 ms
('origin arr1:', [3, 4, 15, 3, 3, 7, 10, -2, 1])
('origin arr2:', [7, 11, 9, 2, 52, 0, -8, 8, 7, 9, 2, 10])
('count_list:', [1, 0, 0, 1, 0, 3, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1])
('counting_sort3.1 sorted:', [-2, 1, 3, 3, 3, 4, 7, 10, 15])
time:0.0350475311279 ms
('count_list:', [1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 2, 1, 2, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1])
('counting_sort3.2 sorted:', [-8, 0, 2, 2, 7, 7, 8, 9, 9, 10, 11, 52])
time:0.0560283660889 ms
"""