• python 常见算法面试题


    部分参考:原网址有动图,能更好的理解。

    菲波那切数列

    # 生成器方式生成 
    def fib(max):   # 传入一个值,输出比它小的数
        a = 0
        b = 1
        while b<=max:  
            yield b
            b,a = a+b,b
    for i in fib(3524577):
        print(i,end=' ')
    

    二分查找

    # 完整版  二分查找必须是有序的,
    def find(l, aim, start=0, end=None):
        if end == None: end = len(l) - 1
        if start <= end:
            mid = (end - start) // 2 + start
            if l[mid] > aim:
                return find(l, aim, start=start, end=mid - 1)
            elif l[mid] < aim:
                return find(l, aim, start=mid + 1, end=end)
            elif l[mid] == aim:
                return mid
        else:
            return None
    l = [2, 3, 5, 10, 15, 16, 18, 22, 26, 30, 32, 35, 41, 42, 43, 55, 56, 66, 67, 69, 72, 76, 82, 83, 88]
    print('ret :', find(l, 66))
    

    冒泡排序

    l = [1, 2, 9, 34, 12, 5, 8]
    
    def bubbleSort(l):
        n = len(l)
        for i in range(n):
            for j in range(0, n - i - 1): # 每次循环会排好一个,所以每次减 i
                if l[j] > l[j + 1]:
                    l[j], l[j + 1] = l[j + 1], l[j]
        print(l)
    
    bubbleSort(l)
    

    快排

    def partition(arr,low,high): 
        i = ( low-1 )         # 最小元素索引
        pivot = arr[high]     
      
        for j in range(low , high): 
      
            # 当前元素小于或等于 pivot 
            if   arr[j] <= pivot: 
              
                i = i+1 
                arr[i],arr[j] = arr[j],arr[i] 
      
        arr[i+1],arr[high] = arr[high],arr[i+1] 
        return ( i+1 ) 
      
     
    # arr[] --> 排序数组
    # low  --> 起始索引
    # high  --> 结束索引
      
    # 快速排序函数
    def quickSort(arr,low,high): 
        if low < high: 
      
            pi = partition(arr,low,high) 
      
            quickSort(arr, low, pi-1) 
            quickSort(arr, pi+1, high) 
      
    arr = [10, 7, 8, 9, 1, 5] 
    n = len(arr) 
    quickSort(arr,0,n-1) 
    print ("排序后的数组:") 
    for i in range(n): 
        print ("%d" %arr[i]),
    

    插入排序

    def insertionSort(arr): 
      
        for i in range(1, len(arr)): 
      
            key = arr[i] 
      
            j = i-1
            while j >=0 and key < arr[j] : 
                    arr[j+1] = arr[j] 
                    j -= 1
            arr[j+1] = key 
      
      
    arr = [12, 11, 13, 5, 6] 
    insertionSort(arr) 
    print ("排序后的数组:") 
    for i in range(len(arr)): 
        print ("%d" %arr[i])
    

    选择排序

    
    A = [64, 25, 12, 22, 11] 
      
    for i in range(len(A)): 
          
       
        min_idx = i 
        for j in range(i+1, len(A)): 
            if A[min_idx] > A[j]: 
                min_idx = j 
                    
        A[i], A[min_idx] = A[min_idx], A[i] 
      
    print ("排序后的数组:") 
    for i in range(len(A)): 
        print("%d" %A[i]),
    

    两个队列实现栈 参考

    class StackWithTwoQueues(object):
        def __init__(self):
            self._stack1 = []
            self._stack2 = []
    
        def push(self,x):
            if len(self._stack1) == 0:
                self._stack1.append(x)
            elif len(self._stack2) == 0:
                self._stack2.append(x)
            if len(self._stack2) == 1 and len(self._stack1) >= 1:
                while self._stack1:
                    self._stack2.append(self._stack1.pop(0))
            elif len(self._stack1) == 1 and len(self._stack2) > 1:
                while self._stack2:
                    self._stack1.append(self._stack2.pop(0))
    
        def pop(self):
            if self._stack1:
                return self._stack1.pop(0)
            elif self._stack2:
                return self._stack2.pop(0)
            else:
                return None
    

    两个栈实现队列

    class QueueWithTwoStacks(object):
        def __init__(self):
            self._stack1 = []
            self._stack2 = []
    
        def appendTail(self,x):
            self._stack1.append(x)
    
        def deleteHead(self):
             if self._stack2:
                 return self._stack2.pop()
             else:
                 if self._stack1:
                    while self._stack1:
                        self._stack2.append(self._stack1.pop())
                    return self._stack2.pop()
                 else:
                     return None
    

    单向链表 参考

    # 首先看单链表
    class Chain():
        def __init__(self):
            self.first = None
            self.length = 0
        def is_empty(self):
            """是否为空"""
            return self.first == None
        def add(self, val):
            """头部添加"""
            node = Node(val)
            temp = self.first
            node.next = temp
            self.first = node
            self.length += 1
        def append(self, val):
            """尾部添加"""
            node = Node(val)
            if self.first:
                temp = self.first
                mid = None
                while temp:
                    mid = temp
                    temp = temp.next
                mid.next = node
            else:
                self.first = node
            self.length += 1
        def __setitem__(self, item, val):
            """插入元素"""
            node = Node(val)
            temp, index = self.first, 0
            if item == 0:
                node.next, self.first = self.first, node
                self.length += 1
            else:
                while temp:
                    if index+1 == item:
                        node.next, temp.next = temp.next, node
                        self.length += 1
                        break
                    index += 1
                    temp = temp.next
        def __len__(self):
            """链表长度"""
            return self.length
        @property
        def len_2(self):
            """链表长度(时间复杂度O(n))"""
            if not self.first:
                return 0
            else:
                temp = self.first
                length = 1
                while temp.next:
                    length += 1
                    temp = temp.next
                return length
        def pop(self):
            """删除尾部元素(有错误)"""
            temp = self.first
            mid = None
            while temp.next:
                mid, temp = temp, temp.next
            if mid:
                mid.next = None
                self.length -= 1
        def __delitem__(self, item):
            """删除某一位置元素"""
            temp, index = self.first, 0
            if item == 0:
                if self.first:
                    self.first = self.first.next
                    self.length -= 1
            while temp:
                if index + 1 == item:
                    temp.next = temp.next.next
                    self.length -= 1
                index += 1
                temp = temp.next
        def bianli(self):
            """遍历链表"""
            temp = self.first
            while temp:
                print(temp.value)
                temp = temp.next
       def reverse1(self):
          """反转链表"""              
              temp = self.first              
              prev = None              
              while temp:                    
                temp_next = temp.next                    
                temp.next = prev                    
                prev = temp                    
                temp = temp_next              
                self.first =  prev
       def reverse2(self):
          """反转链表"""      
                          chain_list = []
          temp = self.first
          while temp:
            chain_list.append(temp.value)
            temp = temp.next
           temp = self.first
          while temp:
            temp.val = chain_list.pop()
            temp = temp.next
    
        def __iter__(self):
            pass
        def __next__(self):
            pass
    class Node():
        def __init__(self, val):
            self.value = val
            self.next = None
    
    

    双向链表

    # 在来看双向链表
    class Node():
        def __init__(self, val):
            self.value = val
            self.prev = None
            self.next = None
    class Chain():
        def __init__(self):
            self.first = None
        def is_empty(self):
            """是否为空"""
            return self.first == None
        def add(self, val):
            """头部添加"""
            node = Node(val)
            self.first.prev = node
            temp = self.first
            node.next = temp
            self.first = node
        def append(self, val):
            """尾部添加"""
            node = Node(val)
            temp = self.first
            if not temp:
                self.first = node
            else:
                while temp.next:
                    temp = temp.next
                node.prev = temp
                temp.next = node
        def __delitem__(self, item):
            """删除元素"""
            temp, index = self.first, 0
            while temp:
                if index == item:
                    if temp.next:
                        temp.next.prev, temp.prev.next = temp.prev, temp.next
                    else:
                        temp.prev.next = None
                index += 1
                temp = temp.next
        def travel(self):
            """遍历元素"""
            temp = self.first
            while temp:
                print(temp.value)
                temp = temp.next
    
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  • 原文地址:https://www.cnblogs.com/wzbk/p/15194202.html
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