注:
所有的代码都是用python实现的,都是自己写的,可能有些地方不太完善
冒泡排序问题
时间复杂度:O(n^2)
空间复杂度:O(1)
def bubble_sort(arr,n):
if not arr:
return None
for i in range(n):
for j in range(i+1,n):
if arr[i] > arr[j]:
arr[i],arr[j] = arr[j],arr[i]
return arr
选择排序
时间复杂度:O(n^2)
空间复杂度:O(1)
def select_sort(arr,n):
for i in range(n):
min = i
for j in range(i+1,n):
if arr[j]<arr[min]:
min = j
arr[i],arr[min] = arr[min],arr[i]
return arr
插入排序
时间复杂度:O(n^2)
空间复杂度:O(1)
#直接插入排序
def insert_sort(arr,n):
for i in range(1,n):
for j in range(i):
if arr[i] < arr[j]:
arr.insert(j,arr.pop(i))
break
return arr
#折半插入排序
def half_insert_sort(arr,n):
for i in range(1,n):
if arr[i-1]>arr[i]:
temp = arr[i]
low = 0
high = i-1
while low<=high:
mid = (low+high) // 2
if arr[mid] < temp:
low += 1
else:
high -= 1
j = i
while j>=low:
arr[j] = arr[j-1]
j -= 1
arr[low] = temp
return arr
归并排序
时间复杂度:O(nlogn)
空间复杂度:O(n)
def merge_sort(arr):
if not arr or len(arr)<2:
return arr
mid = len(arr) // 2
left = merge_sort(arr[:mid])
right = merge_sort(arr[mid:])
return merge(left,right)
def merge(left,right):
i,j = 0,0
result = []
while i<len(left) and j<len(right):
if left[i] < right[j]:
result.append(left[i])
i += 1
else:
result.append(right[j])
j += 1
result += left[i:]
result += right[j:]
return result
快速排序
时间复杂度:O(nlogn)
空间复杂度:O(nlongn)~O(n)
import random
def quick_sort(arr):
quickSort(arr,0,len(arr)-1)
return arr
def quickSort(arr,left,right):
if left >= right:
return
j = partition(arr,left,right)
quickSort(arr,left,j-1)
quickSort(arr,j+1,right)
def partition(arr,left,right):
rand = random.randint(left,right)
exchange(arr,rand,right)
index = left
for i in range(left,right):
if arr[i] <= arr[right]:
exchange(arr,index,i)
index += 1
exchange(arr,index,right)
return index
def exchange(arr,i,j):
arr[i],arr[j] = arr[j],arr[i]
堆排序
时间复杂度:O(nlogn)
空间复杂度:O(nlogn)
def heap_sort(arr):
n = len(arr)
for i in range(n//2-1,-1,-1):
fixDown(arr,i,n)
for i in range(n-1,-1,-1):
arr[0],arr[i] = arr[i],arr[0]
fixDown(arr,0,i)
return arr
def fixDown(arr,i,n):
while (2*i+1)<n:
j = 2*i+1
if j+1<n and arr[j]<arr[j+1]:
j += 1
if arr[j] <= arr[i]:
break
else:
arr[i],arr[j] = arr[j],arr[i]
i = j
希尔排序
时间复杂度:O(nlogn)
空间复杂度:O(1)
def shell_sort(arr):
step = len(arr)
while step>1:
step = step//2
for i in range(step,len(arr)):
for j in range(i%step,i,step):
if arr[j]>arr[i]:
arr[i],arr[j] = arr[j],arr[i]
return arr