剑指offer python解题

系统 1554 0

文章目录

  • 回溯法
    • 67 机器人的运动范围
    • 66 矩阵中的路径
  • 栈和队列
      • 65 滑动窗口的最大值
    • 21 包含min函数的栈
    • 22 栈的压入和弹出序列
  • 二叉树
    • 58 二叉树的下一个结点
    • 59 对称二叉树
    • 60 二叉树打印多行
    • 61 之字形打印二叉树
    • 62 序列化二叉树
    • 63 二叉搜索树的第K个结点
    • 50 二叉树的最低公共祖先
    • 39 二叉树的深度
    • 判断是不是平衡二叉树
    • 19 二叉树的镜像
    • 23 从上往下打印二叉树
    • 24 二叉搜索树的后续遍历
    • 25 二叉树中和为某一值的路径
    • 27 二叉搜索树与双向链表
    • 18 树的子结构
    • 6 重建二叉树
  • 链表
    • 56 链表中环的入口结点
    • 57 删除链表中重复的结点
    • 45 圆圈中最后剩下的数字
    • 37 两个链表的第一个公共结点
    • 17 合并两个排序的链表
  • 数组
    • 51 数组中重复的数字
    • 52 构建乘积数组
    • 38 数字在排序数组中出现的次数
    • 40 数组中出现一次的数字
    • 41 和为s的两个数
    • 43 骰子点数出现的概率
    • 29 数组中出现超过一半的数字
    • 30 最小的k个数
    • 31 连续子数组的最大和
    • 36 数组中的逆序对
    • 14 调整奇偶数 奇数位于偶数前边
    • 20 顺时针打印矩阵
    • 8 旋转数组的最小值
  • 字符串
    • 53 正则表达式的匹配
    • 54 表示数值的字符串
    • 49 字符串转换为整数
    • 42 翻转单词顺序
    • 左旋转字符串
    • 32 1到n整数中1出现的次数
    • 33 把数排成最小的数
    • 34 丑数
    • 35 第一个只出现一次的字符
    • 28 字符串的全排列
  • 数值
    • 11 数值的整数次方

回溯法

67 机器人的运动范围

题目描述
地上有一个m行和n列的方格。一个机器人从坐标0,0的格子开始移动,每一次只能向左,右,上,下四个方向移动一格,但是不能进入行坐标和列坐标的数位之和大于k的格子。 例如,当k为18时,机器人能够进入方格(35,37),因为3+5+3+7 = 18。但是,它不能进入方格(35,38),因为3+5+3+8 = 19。请问该机器人能够达到多少个格子?

解题思路

  1. 设置visited矩阵记录每一个格子的访问状态。访问过设置为1,为访问过设置0.
  2. 递归实现回溯。依次访问当前位置的上下左右的格子。
            
              
                # -*- coding:utf-8 -*-
              
              
                import
              
               sys

              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                movingCount
              
              
                (
              
              self
              
                ,
              
               threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                )
              
              
                :
              
              
                # write code here
              
              
                # 记录每个格子的状态
              
              
                if
              
               rows 
              
                <
              
              
                0
              
              
                and
              
               cols 
              
                <
              
              
                0
              
              
                :
              
              
                return
              
              
                False
              
              

        visited 
              
                =
              
              
                [
              
              
                0
              
              
                ]
              
              
                *
              
              
                (
              
              rows 
              
                *
              
               cols
              
                )
              
              
        count 
              
                =
              
               self
              
                .
              
              calCount
              
                (
              
              threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
              
                0
              
              
                ,
              
              
                0
              
              
                ,
              
               visited
              
                )
              
              
                return
              
               count

    
              
                def
              
              
                calCount
              
              
                (
              
              self
              
                ,
              
               threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col
              
                ,
              
               visited
              
                )
              
              
                :
              
              
        count 
              
                =
              
              
                0
              
              
                if
              
               self
              
                .
              
              check
              
                (
              
              threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col
              
                ,
              
               visited
              
                )
              
              
                :
              
              
            visited
              
                [
              
              row 
              
                *
              
               cols 
              
                +
              
               col
              
                ]
              
              
                =
              
              
                True
              
              
            count 
              
                =
              
              
                1
              
              
                +
              
               self
              
                .
              
              calCount
              
                (
              
              threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                -
              
              
                1
              
              
                ,
              
               col
              
                ,
              
               visited
              
                )
              
               \
                    
              
                +
              
               self
              
                .
              
              calCount
              
                (
              
              threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                +
              
              
                1
              
              
                ,
              
               col
              
                ,
              
               visited
              
                )
              
               \
                    
              
                +
              
               self
              
                .
              
              calCount
              
                (
              
              threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col
              
                +
              
              
                1
              
              
                ,
              
               visited
              
                )
              
               \
                    
              
                +
              
               self
              
                .
              
              calCount
              
                (
              
              threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col
              
                -
              
              
                1
              
              
                ,
              
               visited
              
                )
              
              
                return
              
               count

    
              
                def
              
              
                check
              
              
                (
              
              self
              
                ,
              
               threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col
              
                ,
              
               visited
              
                )
              
              
                :
              
              
                if
              
              
                0
              
              
                <=
              
               row 
              
                <
              
               rows 
              
                and
              
              
                0
              
              
                <=
              
               col 
              
                <
              
               cols 
              
                and
              
               visited
              
                [
              
              row 
              
                *
              
               cols 
              
                +
              
               col
              
                ]
              
              
                ==
              
              
                0
              
               \
                
              
                and
              
               self
              
                .
              
              getSum
              
                (
              
              row
              
                )
              
              
                +
              
               self
              
                .
              
              getSum
              
                (
              
              col
              
                )
              
              
                <=
              
               threshold
              
                :
              
              
                return
              
              
                True
              
              
                return
              
              
                False
              
              
                def
              
              
                getSum
              
              
                (
              
              self
              
                ,
              
               digit
              
                )
              
              
                :
              
              
        res 
              
                =
              
              
                0
              
              
                while
              
               digit 
              
                >
              
              
                0
              
              
                :
              
              
            res 
              
                +=
              
               digit 
              
                %
              
              
                10
              
              
            digit 
              
                //=
              
              
                10
              
              
                return
              
               res



              
                if
              
               __name__ 
              
                ==
              
              
                '__main__'
              
              
                :
              
              
    arr 
              
                =
              
               sys
              
                .
              
              stdin
              
                .
              
              readline
              
                (
              
              
                )
              
              
                .
              
              strip
              
                (
              
              
                )
              
              
                .
              
              split
              
                (
              
              
                ' '
              
              
                )
              
              
    threshold
              
                ,
              
               rows
              
                ,
              
               cols 
              
                =
              
              
                [
              
              
                int
              
              
                (
              
              x
              
                )
              
              
                for
              
               x 
              
                in
              
               arr
              
                ]
              
              
    count 
              
                =
              
               Solution
              
                (
              
              
                )
              
              
                .
              
              movingCount
              
                (
              
              threshold
              
                ,
              
               rows
              
                ,
              
               cols
              
                )
              
              
                print
              
              
                (
              
              count
              
                )
              
            
          

66 矩阵中的路径

题目描述
请设计一个函数,用来判断在一个矩阵中是否存在一条包含某字符串所有字符的路径。路径可以从矩阵中的任意一个格子开始,每一步可以在矩阵中向左,向右,向上,向下移动一个格子。如果一条路径经过了矩阵中的某一个格子,则之后不能再次进入这个格子。 例如 a b c e s f c s a d e e 这样的3 X 4 矩阵中包含一条字符串"bcced"的路径,但是矩阵中不包含"abcb"路径,因为字符串的第一个字符b占据了矩阵中的第一行第二个格子之后,路径不能再次进入该格子。
解题思路

  1. 设置visited矩阵记录每一个格子的访问状态。访问过设置为1,为访问过设置0.
  2. index 记录path的元素, 回溯法寻找匹配的元素。如果当前元素符合,寻找当前元素的四周元素。
  3. 如果没有找到, index-1回溯到前一个位置。
            
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                hasPath
              
              
                (
              
              self
              
                ,
              
               matrix
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               path
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               matrix 
              
                is
              
              
                None
              
              
                and
              
               rows 
              
                <=
              
              
                0
              
              
                and
              
               cols 
              
                <=
              
              
                0
              
              
                :
              
              
                return
              
              
                False
              
              
        visited 
              
                =
              
              
                [
              
              
                0
              
              
                ]
              
              
                *
              
              
                (
              
              rows 
              
                *
              
               cols
              
                )
              
              
        pathindex 
              
                =
              
              
                0
              
              
                for
              
               row 
              
                in
              
              
                range
              
              
                (
              
              rows
              
                )
              
              
                :
              
              
                for
              
               col 
              
                in
              
              
                range
              
              
                (
              
              cols
              
                )
              
              
                :
              
              
                if
              
               self
              
                .
              
              hasPathCore
              
                (
              
              matrix
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col
              
                ,
              
               path
              
                ,
              
               pathindex
              
                ,
              
               visited
              
                )
              
              
                :
              
              
                return
              
              
                True
              
              
                return
              
              
                False
              
              
                def
              
              
                hasPathCore
              
              
                (
              
              self
              
                ,
              
               matrix
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col
              
                ,
              
               path
              
                ,
              
               pathindex
              
                ,
              
               visited
              
                )
              
              
                :
              
              
        haspath 
              
                =
              
              
                False
              
              
        length 
              
                =
              
              
                len
              
              
                (
              
              path
              
                )
              
              
                if
              
               pathindex 
              
                ==
              
               length
              
                :
              
              
                return
              
              
                True
              
              
                if
              
               rows 
              
                >
              
               row 
              
                >=
              
              
                0
              
              
                and
              
               cols 
              
                >
              
               col 
              
                >=
              
              
                0
              
              
                and
              
               visited
              
                [
              
              row 
              
                *
              
               cols 
              
                +
              
               col
              
                ]
              
              
                ==
              
              
                0
              
               \
                
              
                and
              
               matrix
              
                [
              
              row 
              
                *
              
               cols 
              
                +
              
               col
              
                ]
              
              
                ==
              
               path
              
                [
              
              pathindex
              
                ]
              
              
                :
              
              
            pathindex 
              
                +=
              
              
                1
              
              
            visited
              
                [
              
              row 
              
                *
              
               cols 
              
                +
              
               col
              
                ]
              
              
                =
              
              
                1
              
              
            haspath 
              
                =
              
               self
              
                .
              
              hasPathCore
              
                (
              
              matrix
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row 
              
                -
              
              
                1
              
              
                ,
              
               col
              
                ,
              
               path
              
                ,
              
               pathindex
              
                ,
              
               visited
              
                )
              
              
                or
              
               \
                      self
              
                .
              
              hasPathCore
              
                (
              
              matrix
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row 
              
                +
              
              
                1
              
              
                ,
              
               col
              
                ,
              
               path
              
                ,
              
               pathindex
              
                ,
              
               visited
              
                )
              
              
                or
              
               \
                      self
              
                .
              
              hasPathCore
              
                (
              
              matrix
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col 
              
                -
              
              
                1
              
              
                ,
              
               path
              
                ,
              
               pathindex
              
                ,
              
               visited
              
                )
              
              
                or
              
               \
                      self
              
                .
              
              hasPathCore
              
                (
              
              matrix
              
                ,
              
               rows
              
                ,
              
               cols
              
                ,
              
               row
              
                ,
              
               col 
              
                +
              
              
                1
              
              
                ,
              
               path
              
                ,
              
               pathindex
              
                ,
              
               visited
              
                )
              
              
                if
              
              
                not
              
               haspath
              
                :
              
              
                pathindex 
              
                -=
              
              
                1
              
              
                visited
              
                [
              
              row 
              
                *
              
               cols 
              
                +
              
               col
              
                ]
              
              
                =
              
              
                0
              
              
                return
              
               haspath

            
          

栈和队列

65 滑动窗口的最大值

题目描述
给定一个数组和滑动窗口的大小,找出所有滑动窗口里数值的最大值。例如,如果输入数组{2,3,4,2,6,2,5,1}及滑动窗口的大小3,那么一共存在6个滑动窗口,他们的最大值分别为{4,4,6,6,6,5}; 针对数组{2,3,4,2,6,2,5,1}的滑动窗口有以下6个: {[2,3,4],2,6,2,5,1}, {2,[3,4,2],6,2,5,1}, {2,3,[4,2,6],2,5,1}, {2,3,4,[2,6,2],5,1}, {2,3,4,2,[6,2,5],1}, {2,3,4,2,6,[2,5,1]}。
解题思路

  1. 设置一个两头都能进出的数据结构,python里边的list符合。
  2. 存储元素的下标而非元素值,目的是好判断是否在窗口中。与当前元素下标差值大于size的都应该滑出窗口。
  3. 判断当前元素和栈内元素的大小,大于栈尾部元素,尾部元素出栈。
            
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                maxInWindows
              
              
                (
              
              self
              
                ,
              
               num
              
                ,
              
               size
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               num 
              
                is
              
              
                None
              
              
                or
              
               size 
              
                <=
              
              
                0
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        dequeen 
              
                =
              
              
                [
              
              
                ]
              
              
        windows 
              
                =
              
              
                [
              
              
                ]
              
              
                for
              
               idx
              
                ,
              
               val 
              
                in
              
              
                enumerate
              
              
                (
              
              num
              
                )
              
              
                :
              
              
                if
              
               dequeen 
              
                is
              
              
                [
              
              
                ]
              
              
                :
              
              
                dequeen
              
                .
              
              append
              
                (
              
              idx
              
                )
              
              
                if
              
               idx 
              
                -
              
               dequeen
              
                [
              
              
                0
              
              
                ]
              
              
                >=
              
               size
              
                :
              
              
                dequeen
              
                .
              
              pop
              
                (
              
              
                0
              
              
                )
              
              
                while
              
               dequeen 
              
                is
              
              
                not
              
              
                [
              
              
                ]
              
              
                and
              
               val 
              
                >=
              
               num
              
                [
              
              dequeen
              
                [
              
              
                -
              
              
                1
              
              
                ]
              
              
                ]
              
              
                :
              
              
                dequeen
              
                .
              
              pop
              
                (
              
              
                )
              
              
            dequeen
              
                .
              
              append
              
                (
              
              idx
              
                )
              
              
                if
              
               idx 
              
                >=
              
               size 
              
                -
              
              
                1
              
              
                :
              
              
                windows
              
                .
              
              append
              
                (
              
              num
              
                [
              
              dequeen
              
                [
              
              
                0
              
              
                ]
              
              
                ]
              
              
                )
              
              
                return
              
               windows

            
          

21 包含min函数的栈

            
              
                #########################################################################
              
              
                #  21 包含min函数的栈
              
              
                #########################################################################
              
              
                # 另外用一个辅助栈存储最小的元素
              
              
                # 注意判断栈是否为空
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                __init__
              
              
                (
              
              self
              
                )
              
              
                :
              
              
        self
              
                .
              
              stack 
              
                =
              
              
                [
              
              
                ]
              
              
        self
              
                .
              
              min_stack 
              
                =
              
              
                [
              
              
                ]
              
              
                def
              
              
                push
              
              
                (
              
              self
              
                ,
              
               node
              
                )
              
              
                :
              
              
        self
              
                .
              
              stack
              
                .
              
              append
              
                (
              
              node
              
                )
              
              
                if
              
               self
              
                .
              
              min_stack 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
            self
              
                .
              
              min_stack
              
                .
              
              append
              
                (
              
              node
              
                )
              
              
                else
              
              
                :
              
              
            self
              
                .
              
              min_stack
              
                .
              
              append
              
                (
              
              
                min
              
              
                (
              
              node
              
                ,
              
               self
              
                .
              
              min_stack
              
                [
              
              
                -
              
              
                1
              
              
                ]
              
              
                )
              
              
                )
              
              
                def
              
              
                pop
              
              
                (
              
              self
              
                )
              
              
                :
              
              
                if
              
               self
              
                .
              
              stack 
              
                !=
              
              
                [
              
              
                ]
              
              
                and
              
               self
              
                .
              
              min_stack 
              
                !=
              
              
                [
              
              
                ]
              
              
                :
              
              
            self
              
                .
              
              min_stack
              
                .
              
              pop
              
                (
              
              
                )
              
              
                return
              
               self
              
                .
              
              stack
              
                .
              
              pop
              
                (
              
              
                )
              
              
                def
              
              
                top
              
              
                (
              
              self
              
                )
              
              
                :
              
              
                if
              
               self
              
                .
              
              stack 
              
                !=
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
               self
              
                .
              
              stack
              
                [
              
              
                -
              
              
                1
              
              
                ]
              
              
                def
              
              
                min
              
              
                (
              
              self
              
                )
              
              
                :
              
              
                if
              
               self
              
                .
              
              min_stack 
              
                !=
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
               self
              
                .
              
              min_stack
              
                [
              
              
                -
              
              
                1
              
              
                ]
              
            
          

22 栈的压入和弹出序列

            
              
                #########################################################################
              
              
                #  22 栈的压入和弹出序列
              
              
                #########################################################################
              
              
                # 利用辅助栈,判断辅助栈最后能否全部弹出
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                IsPopOrder
              
              
                (
              
              self
              
                ,
              
               pushV
              
                ,
              
               popV
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pushV 
              
                ==
              
              
                None
              
              
                and
              
               popV 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                True
              
              
                if
              
               pushV 
              
                ==
              
              
                None
              
              
                or
              
               popV 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                False
              
              
        stack 
              
                =
              
              
                [
              
              
                ]
              
              
                for
              
               val 
              
                in
              
               pushV
              
                :
              
              
            stack
              
                .
              
              append
              
                (
              
              val
              
                )
              
              
                while
              
               stack 
              
                !=
              
              
                [
              
              
                ]
              
              
                and
              
               stack
              
                [
              
              
                -
              
              
                1
              
              
                ]
              
              
                ==
              
               popV
              
                [
              
              
                0
              
              
                ]
              
              
                :
              
              
                stack
              
                .
              
              pop
              
                (
              
              
                )
              
              
                popV
              
                .
              
              pop
              
                (
              
              
                0
              
              
                )
              
              
                return
              
              
                True
              
              
                if
              
               stack 
              
                ==
              
              
                [
              
              
                ]
              
              
                else
              
              
                False
              
            
          

二叉树

58 二叉树的下一个结点

题目描述
给定一个二叉树和其中的一个结点,请找出中序遍历顺序的下一个结点并且返回。注意,树中的结点不仅包含左右子结点,同时包含指向父结点的指针。
解题思路

  1. 中序遍历是左根右。
  2. 如果这个结点有右子树,下一个结点就是右子树的最左结点。
  3. 如果这个结点没有右子树,父节点存在,是父节点的左子结点,那么下一个结点就是此父节点,
  4. 如果不是父节点的左子节点,向上遍历找到一个结点是它父节点的左子节点,此节点的父节点就是下一个结点。
            
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                GetNext
              
              
                (
              
              self
              
                ,
              
               pNode
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pNode 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
                if
              
               pNode
              
                .
              
              right
              
                :
              
              
            right 
              
                =
              
               pNode
              
                .
              
              right
            
              
                while
              
               right
              
                .
              
              left 
              
                !=
              
              
                None
              
              
                :
              
              
                right 
              
                =
              
               right
              
                .
              
              left
            
              
                return
              
               right
        
              
                elif
              
               pNode
              
                .
              
              
                next
              
              
                !=
              
              
                None
              
              
                :
              
              
            parent 
              
                =
              
               pNode
              
                .
              
              
                next
              
              
                if
              
               pNode 
              
                ==
              
               parent
              
                .
              
              left
              
                :
              
              
                return
              
               parent
            
              
                else
              
              
                :
              
              
                curNode 
              
                =
              
               pNode
                
              
                while
              
               parent 
              
                !=
              
              
                None
              
              
                and
              
               curNode 
              
                ==
              
               parent
              
                .
              
              right
              
                :
              
              
                    curNode 
              
                =
              
               parent
                    parent 
              
                =
              
               parent
              
                .
              
              
                next
              
              
                return
              
               parent
        
              
                return
              
              
                None
              
            
          

59 对称二叉树

题目描述
请实现一个函数,用来判断一颗二叉树是不是对称的。注意,如果一个二叉树同此二叉树的镜像是同样的,定义其为对称的。
解题思路
前序遍历: 根左右
自定义反前序遍历: 根右左
只要两个遍历结果一样,就是对称二叉树。也就是两个树,根节点相等,root1的左子树与oot2 的右子树对称,root1的右子树与oot2 的左子树对称,结果就是True

            
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                isSymmetrical
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                )
              
              
                :
              
              
                # write code here
              
              
                return
              
               self
              
                .
              
              isSymmetricalCore
              
                (
              
              pRoot
              
                ,
              
               pRoot
              
                )
              
              
                def
              
              
                isSymmetricalCore
              
              
                (
              
              self
              
                ,
              
               root1
              
                ,
              
               root2
              
                )
              
              
                :
              
              
                if
              
               root1 
              
                ==
              
              
                None
              
              
                and
              
               root2 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                True
              
              
                if
              
               root1 
              
                ==
              
              
                None
              
              
                or
              
               root2 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                False
              
              
                if
              
               root1
              
                .
              
              val 
              
                !=
              
               root2
              
                .
              
              val
              
                :
              
              
                return
              
              
                False
              
              
                return
              
               self
              
                .
              
              isSymmetricalCore
              
                (
              
              root1
              
                .
              
              left
              
                ,
              
               root2
              
                .
              
              right
              
                )
              
              
                and
              
               \
               self
              
                .
              
              isSymmetricalCore
              
                (
              
              root1
              
                .
              
              right
              
                ,
              
               root2
              
                .
              
              left
              
                )
              
            
          

60 二叉树打印多行

题目描述
从上到下按层打印二叉树,同一层结点从左至右输出。每一层输出一行。
解题思路
层次遍历,另开一个存储空间存储每一层的数值。

            
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回二维列表[[1,2],[4,5]]
              
              
                def
              
              
                Print
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRoot 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        res 
              
                =
              
              
                [
              
              
                ]
              
              
        queen 
              
                =
              
              
                [
              
              pRoot
              
                ]
              
              
                while
              
               queen
              
                :
              
              
            cur 
              
                =
              
              
                [
              
              
                ]
              
              
            size 
              
                =
              
              
                len
              
              
                (
              
              queen
              
                )
              
              
                for
              
               _ 
              
                in
              
              
                range
              
              
                (
              
              size
              
                )
              
              
                :
              
              
                root 
              
                =
              
               queen
              
                .
              
              pop
              
                (
              
              
                0
              
              
                )
              
              
                cur
              
                .
              
              append
              
                (
              
              root
              
                .
              
              val
              
                )
              
              
                if
              
               root
              
                .
              
              left
              
                :
              
              
                    queen
              
                .
              
              append
              
                (
              
              root
              
                .
              
              left
              
                )
              
              
                if
              
               root
              
                .
              
              right
              
                :
              
              
                    queen
              
                .
              
              append
              
                (
              
              root
              
                .
              
              right
              
                )
              
              
            res
              
                .
              
              append
              
                (
              
              cur
              
                )
              
              
                return
              
               res


            
          

61 之字形打印二叉树

题目描述
请实现一个函数按照之字形打印二叉树,即第一行按照从左到右的顺序打印,第二层按照从右至左的顺序打印,第三行按照从左到右的顺序打印,其他行以此类推。
解题思路
定义两个栈,当前位置是奇数层时,先存储当前结点的左结点在存右结点到另一个栈中。偶数层时相反。

            
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                Print
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRoot 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        stack_odd 
              
                =
              
              
                [
              
              
                ]
              
              
        stack_even 
              
                =
              
              
                [
              
              
                ]
              
              
        res 
              
                =
              
              
                [
              
              
                ]
              
              
        stack_odd
              
                .
              
              append
              
                (
              
              pRoot
              
                )
              
              
                while
              
               stack_odd 
              
                or
              
               stack_even
              
                :
              
              
            cur 
              
                =
              
              
                [
              
              
                ]
              
              
                while
              
               stack_odd
              
                :
              
              
                root 
              
                =
              
               stack_odd
              
                .
              
              pop
              
                (
              
              
                )
              
              
                cur
              
                .
              
              append
              
                (
              
              root
              
                .
              
              val
              
                )
              
              
                if
              
               root
              
                .
              
              left
              
                :
              
              
                    stack_even
              
                .
              
              append
              
                (
              
              root
              
                .
              
              left
              
                )
              
              
                if
              
               root
              
                .
              
              right
              
                :
              
              
                    stack_even
              
                .
              
              append
              
                (
              
              root
              
                .
              
              right
              
                )
              
              
                if
              
               cur
              
                :
              
              
                res
              
                .
              
              append
              
                (
              
              cur
              
                )
              
              
            cur 
              
                =
              
              
                [
              
              
                ]
              
              
                while
              
               stack_even
              
                :
              
              
                root 
              
                =
              
               stack_even
              
                .
              
              pop
              
                (
              
              
                )
              
              
                cur
              
                .
              
              append
              
                (
              
              root
              
                .
              
              val
              
                )
              
              
                if
              
               root
              
                .
              
              right
              
                :
              
              
                    stack_odd
              
                .
              
              append
              
                (
              
              root
              
                .
              
              right
              
                )
              
              
                if
              
               root
              
                .
              
              left
              
                :
              
              
                    stack_odd
              
                .
              
              append
              
                (
              
              root
              
                .
              
              left
              
                )
              
              
                if
              
               cur
              
                :
              
              
                res
              
                .
              
              append
              
                (
              
              cur
              
                )
              
              
                return
              
               res

            
          

62 序列化二叉树

题目描述
请实现两个函数,分别用来序列化和反序列化二叉树
解题思路
前序遍历序列化,将空值记录成特殊的符号。

            
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                Serialize
              
              
                (
              
              self
              
                ,
              
               root
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                "#"
              
              
                return
              
              
                str
              
              
                (
              
              root
              
                .
              
              val
              
                )
              
              
                +
              
              
                ','
              
              
                +
              
               self
              
                .
              
              Serialize
              
                (
              
              root
              
                .
              
              left
              
                )
              
              
                +
              
              
                ','
              
              
                +
              
               self
              
                .
              
              Serialize
              
                (
              
              root
              
                .
              
              right
              
                )
              
              
                def
              
              
                Deserialize
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                # write code here
              
              
        lis 
              
                =
              
               s
              
                .
              
              split
              
                (
              
              
                ','
              
              
                )
              
              
                return
              
               self
              
                .
              
              DeserializeTree
              
                (
              
              lis
              
                )
              
              
                def
              
              
                DeserializeTree
              
              
                (
              
              self
              
                ,
              
               lis
              
                )
              
              
                :
              
              
                if
              
               lis 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                None
              
              
        val 
              
                =
              
               lis
              
                .
              
              pop
              
                (
              
              
                0
              
              
                )
              
              
        root 
              
                =
              
              
                None
              
              
                if
              
               val 
              
                !=
              
              
                '#'
              
              
                :
              
              
            root 
              
                =
              
               TreeNode
              
                (
              
              
                int
              
              
                (
              
              val
              
                )
              
              
                )
              
              
            root
              
                .
              
              left 
              
                =
              
               self
              
                .
              
              DeserializeTree
              
                (
              
              lis
              
                )
              
              
            root
              
                .
              
              right 
              
                =
              
               self
              
                .
              
              DeserializeTree
              
                (
              
              lis
              
                )
              
              
                return
              
               root


            
          

63 二叉搜索树的第K个结点

            
              
                #########################################################################
              
              
                #  63 二叉搜索树的第K个结点
              
              
                #########################################################################
              
              
                # 中序遍历 返回第K个
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回对应节点TreeNode
              
              
                def
              
              
                KthNode
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                ,
              
               k
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRoot 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        stack 
              
                =
              
              
                [
              
              
                ]
              
              
        res 
              
                =
              
              
                [
              
              
                ]
              
              
        cur 
              
                =
              
               pRoot
        
              
                while
              
               stack 
              
                or
              
               cur
              
                :
              
              
                while
              
               cur
              
                :
              
              
                stack
              
                .
              
              append
              
                (
              
              cur
              
                )
              
              
                cur 
              
                =
              
               cur
              
                .
              
              left
            cur 
              
                =
              
               stack
              
                .
              
              pop
              
                (
              
              
                )
              
              
            res
              
                .
              
              append
              
                (
              
              cur
              
                )
              
              
            cur 
              
                =
              
               cur
              
                .
              
              right
            
              
                print
              
              
                (
              
              
                len
              
              
                (
              
              res
              
                )
              
              
                )
              
              
                if
              
              
                len
              
              
                (
              
              res
              
                )
              
              
                ==
              
               k
              
                :
              
              
                return
              
               res
              
                [
              
              k
              
                -
              
              
                1
              
              
                ]
              
              
                if
              
               k 
              
                >
              
              
                len
              
              
                (
              
              res
              
                )
              
              
                :
              
              
                return
              
              
                None
              
            
          

50 二叉树的最低公共祖先

            
              
                #########################################################################
              
              
                #  50 二叉树的最低公共祖先
              
              
                #########################################################################
              
              
                # (1)二叉搜索树的最低公共祖先
              
              
                # 判断结点是与根结点的大小关系,都小于根就递归搜索左子树, 找到返回。
              
              
                # 如果都大于根就递归右子树, 找到返回结点
              
              
                # 如果不满足上述两个条件,返回根节点
              
              
                # Definition for a binary tree node.
              
              
                # class TreeNode(object):
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                (
              
              
                object
              
              
                )
              
              
                :
              
              
                def
              
              
                lowestCommonAncestor
              
              
                (
              
              self
              
                ,
              
               root
              
                ,
              
               p
              
                ,
              
               q
              
                )
              
              
                :
              
              
                """
        :type root: TreeNode
        :type p: TreeNode
        :type q: TreeNode
        :rtype: TreeNode
        """
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
                if
              
               root 
              
                !=
              
              
                None
              
              
                and
              
               root 
              
                ==
              
               p 
              
                or
              
               root 
              
                ==
              
               q
              
                :
              
              
                return
              
               root
        
              
                if
              
               root
              
                .
              
              val 
              
                >
              
               p
              
                .
              
              val 
              
                and
              
               root
              
                .
              
              val 
              
                >
              
               q
              
                .
              
              val
              
                :
              
              
            left 
              
                =
              
               self
              
                .
              
              lowestCommonAncestor
              
                (
              
              root
              
                .
              
              left
              
                ,
              
               p
              
                ,
              
               q
              
                )
              
              
                if
              
               left
              
                :
              
              
                return
              
               left
        
              
                elif
              
               root
              
                .
              
              val 
              
                <
              
               p
              
                .
              
              val 
              
                and
              
               root
              
                .
              
              val 
              
                <
              
               q
              
                .
              
              val
              
                :
              
              
            right 
              
                =
              
               self
              
                .
              
              lowestCommonAncestor
              
                (
              
              root
              
                .
              
              right
              
                ,
              
               p
              
                ,
              
               q
              
                )
              
              
                if
              
               right
              
                :
              
              
                return
              
               right
        
              
                else
              
              
                :
              
              
                return
              
               root
        

              
                # (2) 有父节点的最低公共祖先
              
              
                # 有父节点的二叉树相当于一个双向链表,等价于寻找两个链表的第一个公共结点
              
              
                class
              
              
                Solution
              
              
                (
              
              
                object
              
              
                )
              
              
                :
              
              
                def
              
              
                lowestCommonAncestor
              
              
                (
              
              self
              
                ,
              
               root
              
                ,
              
               p
              
                ,
              
               q
              
                )
              
              
                :
              
              
                """
        :type root: TreeNode
        :type p: TreeNode
        :type q: TreeNode
        :rtype: TreeNode
        """
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
                if
              
              
                not
              
               p 
              
                or
              
              
                not
              
               q
              
                :
              
              
                return
              
              
                None
              
              
                if
              
               p 
              
                ==
              
               q
              
                :
              
              
                return
              
               p

        depth 
              
                =
              
              
                lambda
              
               node
              
                :
              
               depth
              
                (
              
              node
              
                .
              
              parent
              
                )
              
              
                +
              
              
                1
              
              
                if
              
               node 
              
                else
              
              
                0
              
              
        depth_p 
              
                =
              
               depth
              
                (
              
              p
              
                )
              
              
        depth_q 
              
                =
              
               depth
              
                (
              
              q
              
                )
              
              

        minDepth 
              
                =
              
              
                min
              
              
                (
              
              depth_p
              
                ,
              
               depth_q
              
                )
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              depth_p 
              
                -
              
               minDepth
              
                )
              
              
                :
              
              
            p 
              
                =
              
               p
              
                .
              
              parent
        
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              depth_q 
              
                -
              
               minDepth
              
                )
              
              
                :
              
              
            q 
              
                =
              
               q
              
                .
              
              parent

        
              
                while
              
               p 
              
                and
              
               q
              
                :
              
              
                if
              
               p 
              
                ==
              
               q
              
                :
              
              
                return
              
               p
            
              
                else
              
              
                :
              
              
                p 
              
                =
              
               p
              
                .
              
              parent
                q 
              
                =
              
               q
              
                .
              
              parent
        
              
                return
              
              
                None
              
              
                # (3) 普通二叉树的最低公共祖先
              
              
                # 分为三种情况,一是都在左边,二是都在右边,三是左右都有
              
              
                class
              
              
                Solution
              
              
                (
              
              
                object
              
              
                )
              
              
                :
              
              
                def
              
              
                lowestCommonAncestor
              
              
                (
              
              self
              
                ,
              
               root
              
                ,
              
               p
              
                ,
              
               q
              
                )
              
              
                :
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
                if
              
               root 
              
                !=
              
              
                None
              
              
                and
              
               root 
              
                ==
              
               p 
              
                or
              
               root 
              
                ==
              
               q
              
                :
              
              
                return
              
               root
        left 
              
                =
              
               self
              
                .
              
              lowestCommonAncestor
              
                (
              
              root
              
                .
              
              left
              
                ,
              
               p
              
                ,
              
               q
              
                )
              
              
        right 
              
                =
              
               self
              
                .
              
              lowestCommonAncestor
              
                (
              
              root
              
                .
              
              right
              
                ,
              
               p
              
                ,
              
               q
              
                )
              
              
                if
              
               left 
              
                and
              
               right
              
                :
              
              
                return
              
               root
        
              
                elif
              
               left 
              
                !=
              
              
                None
              
              
                :
              
              
                return
              
               left
        
              
                elif
              
               right 
              
                !=
              
              
                None
              
              
                :
              
              
                return
              
               right

            
          

39 二叉树的深度

            
              
                #########################################################################
              
              
                #  39 二叉树的深度
              
              
                #########################################################################
              
              
                # 递归求解左右子树的深度,二者中较大的加1
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                TreeDepth
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRoot 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                0
              
              
        left 
              
                =
              
               self
              
                .
              
              TreeDepth
              
                (
              
              pRoot
              
                .
              
              left
              
                )
              
              
        right 
              
                =
              
               self
              
                .
              
              TreeDepth
              
                (
              
              pRoot
              
                .
              
              right
              
                )
              
              
                return
              
              
                max
              
              
                (
              
              left
              
                ,
              
               right
              
                )
              
              
                +
              
              
                1
              
            
          

判断是不是平衡二叉树

            
              
                # 判断是不是平衡二叉树
              
              
                # 方法1:直接求出左右的深度
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                TreeDepth
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRoot 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                0
              
              
        left 
              
                =
              
               self
              
                .
              
              TreeDepth
              
                (
              
              pRoot
              
                .
              
              left
              
                )
              
              
        right 
              
                =
              
               self
              
                .
              
              TreeDepth
              
                (
              
              pRoot
              
                .
              
              right
              
                )
              
              
                return
              
              
                max
              
              
                (
              
              left
              
                ,
              
               right
              
                )
              
              
                +
              
              
                1
              
              
                def
              
              
                IsBalanced_Solution
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRoot 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        left 
              
                =
              
               self
              
                .
              
              TreeDepth
              
                (
              
              pRoot
              
                .
              
              left
              
                )
              
              
        right 
              
                =
              
               self
              
                .
              
              TreeDepth
              
                (
              
              pRoot
              
                .
              
              right
              
                )
              
              
                if
              
              
                abs
              
              
                (
              
              left 
              
                -
              
               right
              
                )
              
              
                <=
              
              
                1
              
              
                :
              
              
                return
              
              
                True
              
              
                return
              
              
                False
              
              
                # 方法2:采用深度优先搜索的后序遍历,先看左右子树是否平衡,这样不用重复遍历左右结点。
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                DFS
              
              
                (
              
              self
              
                ,
              
               root
              
                )
              
              
                :
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                0
              
              
        left 
              
                =
              
               self
              
                .
              
              DFS
              
                (
              
              root
              
                .
              
              lef
              
                )
              
              
                if
              
               left 
              
                ==
              
              
                -
              
              
                1
              
              
                :
              
              
                return
              
              
                -
              
              
                1
              
              
        right 
              
                =
              
               self
              
                .
              
              DFS
              
                (
              
              root
              
                .
              
              right
              
                )
              
              
                if
              
               right 
              
                ==
              
              
                -
              
              
                1
              
              
                :
              
              
                return
              
              
                -
              
              
                1
              
              
                if
              
              
                abs
              
              
                (
              
              left 
              
                -
              
               right
              
                )
              
              
                >
              
              
                1
              
              
                :
              
              
                return
              
              
                -
              
              
                1
              
              
                return
              
              
                max
              
              
                (
              
              left
              
                ,
              
               right
              
                )
              
              
                +
              
              
                1
              
              
                def
              
              
                IsBalanced_Solution
              
              
                (
              
              self
              
                ,
              
               pRoot
              
                )
              
              
                :
              
              
                # write code here
              
              
                return
              
               self
              
                .
              
              DFS
              
                (
              
              pRoot
              
                )
              
              
                !=
              
              
                -
              
              
                1
              
            
          

19 二叉树的镜像

            
              
                #########################################################################
              
              
                #  19 二叉树的镜像
              
              
                #########################################################################
              
              
                # 前序遍历 交换左右结点
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回镜像树的根节点
              
              
                def
              
              
                Mirror
              
              
                (
              
              self
              
                ,
              
               root
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              

        tmp 
              
                =
              
               root
              
                .
              
              left
        root
              
                .
              
              left 
              
                =
              
               root
              
                .
              
              right
        root
              
                .
              
              right 
              
                =
              
               tmp
        
              
                if
              
               root
              
                .
              
              left 
              
                !=
              
              
                None
              
              
                :
              
              
            self
              
                .
              
              Mirror
              
                (
              
              root
              
                .
              
              left
              
                )
              
              
                if
              
               root
              
                .
              
              right 
              
                !=
              
              
                None
              
              
                :
              
              
            self
              
                .
              
              Mirror
              
                (
              
              root
              
                .
              
              right
              
                )
              
            
          

23 从上往下打印二叉树

            
              
                #########################################################################
              
              
                #  23 从上往下打印二叉树
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回从上到下每个节点值列表,例:[1,2,3]
              
              
                def
              
              
                PrintFromTopToBottom
              
              
                (
              
              self
              
                ,
              
               root
              
                )
              
              
                :
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        queen 
              
                =
              
              
                [
              
              root
              
                ]
              
              
        res 
              
                =
              
              
                [
              
              
                ]
              
              
                while
              
               queen 
              
                !=
              
              
                None
              
              
                :
              
              
            root 
              
                =
              
               queen
              
                .
              
              pop
              
                (
              
              
                0
              
              
                )
              
              
            res
              
                .
              
              append
              
                (
              
              root
              
                .
              
              val
              
                )
              
              
                if
              
               root
              
                .
              
              left 
              
                !=
              
              
                None
              
              
                :
              
              
                queen
              
                .
              
              append
              
                (
              
              root
              
                .
              
              left
              
                )
              
              
                if
              
               root
              
                .
              
              right 
              
                !=
              
              
                None
              
              
                :
              
              
                queen
              
                .
              
              append
              
                (
              
              root
              
                .
              
              right
              
                )
              
              
                return
              
               res


            
          

24 二叉搜索树的后续遍历

            
              
                #########################################################################
              
              
                #  24 二叉搜索树的后续遍历
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                VerifySquenceOfBST
              
              
                (
              
              self
              
                ,
              
               sequence
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               sequence 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                False
              
              
                if
              
              
                len
              
              
                (
              
              sequence
              
                )
              
              
                ==
              
              
                1
              
              
                :
              
              
                return
              
              
                True
              
              
        length 
              
                =
              
              
                len
              
              
                (
              
              sequence
              
                )
              
              
        root 
              
                =
              
               sequence
              
                [
              
              
                -
              
              
                1
              
              
                ]
              
              
        i 
              
                =
              
              
                0
              
              
                while
              
               sequence
              
                [
              
              i
              
                ]
              
              
                <
              
               root
              
                :
              
              
            i 
              
                +=
              
              
                1
              
              
                for
              
               j 
              
                in
              
              
                range
              
              
                (
              
              i
              
                ,
              
               length 
              
                -
              
              
                1
              
              
                )
              
              
                :
              
              
                if
              
               sequence
              
                [
              
              j
              
                ]
              
              
                <
              
               root
              
                :
              
              
                return
              
              
                False
              
              
        left 
              
                =
              
              
                True
              
              
        right 
              
                =
              
              
                True
              
              
                if
              
               i 
              
                >
              
              
                0
              
              
                :
              
              
            left 
              
                =
              
               self
              
                .
              
              VerifySquenceOfBST
              
                (
              
              sequence
              
                [
              
              
                :
              
              i
              
                ]
              
              
                )
              
              
                if
              
               length 
              
                -
              
               i 
              
                -
              
              
                1
              
              
                >
              
              
                0
              
              
                :
              
              
            right 
              
                =
              
               self
              
                .
              
              VerifySquenceOfBST
              
                (
              
              sequence
              
                [
              
              i
              
                :
              
              length 
              
                -
              
              
                1
              
              
                ]
              
              
                )
              
              
                return
              
               left 
              
                and
              
               right

            
          

25 二叉树中和为某一值的路径

            
              
                #########################################################################
              
              
                #  25 二叉树中和为某一值的路径
              
              
                #########################################################################
              
              
                # 递归算法 
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回二维列表,内部每个列表表示找到的路径
              
              
                def
              
              
                FindPath
              
              
                (
              
              self
              
                ,
              
               root
              
                ,
              
               expectNumber
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        res 
              
                =
              
              
                [
              
              
                ]
              
              
        path 
              
                =
              
              
                [
              
              
                ]
              
              
        self
              
                .
              
              FindPathCore
              
                (
              
              root
              
                ,
              
               expectNumber
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
                return
              
               res

    
              
                def
              
              
                FindPathCore
              
              
                (
              
              self
              
                ,
              
               root
              
                ,
              
               target
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
                :
              
              
                if
              
               root 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
        path
              
                .
              
              append
              
                (
              
              root
              
                .
              
              val
              
                )
              
              
                if
              
               root
              
                .
              
              val 
              
                ==
              
               target 
              
                and
              
               root
              
                .
              
              left 
              
                ==
              
              
                None
              
              
                and
              
               root
              
                .
              
              right 
              
                ==
              
              
                None
              
              
                :
              
              
            res
              
                .
              
              append
              
                (
              
              path
              
                [
              
              
                :
              
              
                ]
              
              
                )
              
              
                if
              
               root
              
                .
              
              left 
              
                !=
              
              
                None
              
              
                :
              
              
            self
              
                .
              
              FindPathCore
              
                (
              
              root
              
                .
              
              left
              
                ,
              
               target 
              
                -
              
               root
              
                .
              
              val
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
                if
              
               root
              
                .
              
              right 
              
                !=
              
              
                None
              
              
                :
              
              
            self
              
                .
              
              FindPathCore
              
                (
              
              root
              
                .
              
              right
              
                ,
              
               target 
              
                -
              
               root
              
                .
              
              val
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
        path
              
                .
              
              pop
              
                (
              
              
                )
              
            
          

            
            
          

27 二叉搜索树与双向链表

            
              
                #########################################################################
              
              
                #  27 二叉搜索树与双向链表
              
              
                #########################################################################
              
              
                # 利用中序遍历 左根右
              
              
                # 左子树的最右节点 --根节点 -- 右子树的最左结点 相连接
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                Convert
              
              
                (
              
              self
              
                ,
              
               pRootOfTree
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRootOfTree 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        self
              
                .
              
              Convert
              
                (
              
              pRootOfTree
              
                .
              
              left
              
                )
              
              
                if
              
               pRootOfTree
              
                .
              
              left 
              
                !=
              
              
                None
              
              
                :
              
              
            left 
              
                =
              
               pRootOfTree
              
                .
              
              left
            
              
                while
              
               left
              
                .
              
              right
              
                :
              
              
                left 
              
                =
              
               left
              
                .
              
              right
            left
              
                .
              
              right
              
                ,
              
               pRootOfTree
              
                .
              
              left 
              
                =
              
               pRootOfTree
              
                ,
              
               left

        self
              
                .
              
              Convert
              
                (
              
              pRootOfTree
              
                .
              
              right
              
                )
              
              
                if
              
               pRootOfTree
              
                .
              
              right 
              
                !=
              
              
                None
              
              
                :
              
              
            right 
              
                =
              
               pRootOfTree
              
                .
              
              right
            
              
                while
              
               right
              
                .
              
              left
              
                :
              
              
                right 
              
                =
              
               right
              
                .
              
              left
            right
              
                .
              
              left
              
                ,
              
               pRootOfTree
              
                .
              
              right 
              
                =
              
               pRootOfTree
              
                ,
              
               right

        
              
                while
              
               pRootOfTree
              
                .
              
              left
              
                :
              
              
            pRootOfTree 
              
                =
              
               pRootOfTree
              
                .
              
              left
        
              
                return
              
               pRootOfTree

            
          

18 树的子结构

            
              
                #########################################################################
              
              
                #  18 树的子结构
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                HasSubtree
              
              
                (
              
              self
              
                ,
              
               pRoot1
              
                ,
              
               pRoot2
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pRoot1 
              
                ==
              
              
                None
              
              
                or
              
               pRoot2 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                False
              
              
        result 
              
                =
              
              
                False
              
              
                if
              
               pRoot1
              
                .
              
              val 
              
                ==
              
               pRoot2
              
                .
              
              val
              
                :
              
              
            result 
              
                =
              
               self
              
                .
              
              helper
              
                (
              
              pRoot1
              
                ,
              
              pRoot2
              
                )
              
              
                or
              
               \
                     self
              
                .
              
              HasSubtree
              
                (
              
              pRoot1
              
                .
              
              left
              
                ,
              
               pRoot2
              
                )
              
              
                or
              
               \
                     self
              
                .
              
              HasSubtree
              
                (
              
              pRoot1
              
                .
              
              right
              
                ,
              
               pRoot2
              
                )
              
              
                return
              
               result

    
              
                def
              
              
                helper
              
              
                (
              
              self
              
                ,
              
               root1
              
                ,
              
               root2
              
                )
              
              
                :
              
              
                if
              
               root2 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                True
              
              
                if
              
               root1 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                False
              
              
                if
              
               root1
              
                .
              
              val 
              
                !=
              
               root2
              
                .
              
              val
              
                :
              
              
                return
              
              
                False
              
              
                return
              
               self
              
                .
              
              helper
              
                (
              
              root1
              
                .
              
              left
              
                ,
              
               root2
              
                .
              
              left
              
                )
              
              
                and
              
               self
              
                .
              
              helper
              
                (
              
              root1
              
                .
              
              right
              
                ,
              
               root2
              
                .
              
              right
              
                )
              
            
          

6 重建二叉树

            
              
                #########################################################################
              
              
                #  6 重建二叉树
              
              
                #########################################################################
              
              
                # 前提条件 前序遍历或者中序遍历存在
              
              
                # -*- coding:utf-8 -*-
              
              
                # class TreeNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.left = None
              
              
                #         self.right = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回构造的TreeNode根节点
              
              
                def
              
              
                reConstructBinaryTree
              
              
                (
              
              self
              
                ,
              
               pre
              
                ,
              
               tin
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pre 
              
                ==
              
              
                None
              
              
                or
              
               tin 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        root 
              
                =
              
              
                None
              
              
                if
              
               pre
              
                :
              
              
            rootVal 
              
                =
              
               pre
              
                [
              
              
                0
              
              
                ]
              
              
            rootIndex 
              
                =
              
               tin
              
                .
              
              index
              
                (
              
              rootVal
              
                )
              
              
            root 
              
                =
              
               TreeNode
              
                (
              
              rootVal
              
                )
              
              
            root
              
                .
              
              left 
              
                =
              
               self
              
                .
              
              reConstructBinaryTree
              
                (
              
              pre
              
                [
              
              
                1
              
              
                :
              
               rootIndex 
              
                +
              
              
                1
              
              
                ]
              
              
                ,
              
               tin
              
                [
              
              
                :
              
               rootIndex
              
                ]
              
              
                )
              
              
            root
              
                .
              
              right 
              
                =
              
               self
              
                .
              
              reConstructBinaryTree
              
                (
              
              pre
              
                [
              
              rootIndex 
              
                +
              
              
                1
              
              
                :
              
              
                ]
              
              
                ,
              
               tin
              
                [
              
              rootIndex 
              
                +
              
              
                1
              
              
                :
              
              
                ]
              
              
                )
              
              
                return
              
               root


            
          

链表

56 链表中环的入口结点

            
              
                #########################################################################
              
              
                #  56 链表中环的入口结点
              
              
                #########################################################################
              
              
                # 快慢指针先找到环 然后找到环的结点
              
              
                # -*- coding:utf-8 -*-
              
              
                # class ListNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.next = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                EntryNodeOfLoop
              
              
                (
              
              self
              
                ,
              
               pHead
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pHead 
              
                ==
              
              
                None
              
              
                or
              
               pHead
              
                .
              
              
                next
              
              
                ==
              
              
                None
              
              
                or
              
               pHead
              
                .
              
              
                next
              
              
                .
              
              
                next
              
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        fast 
              
                =
              
               pHead
        slow 
              
                =
              
               pHead

        
              
                while
              
               fast
              
                .
              
              
                next
              
              
                and
              
               fast
              
                .
              
              
                next
              
              
                .
              
              
                next
              
              
                and
              
               slow 
              
                !=
              
               fast
              
                :
              
              
            fast 
              
                =
              
               fast
              
                .
              
              
                next
              
              
                .
              
              
                next
              
              
            slow 
              
                =
              
               slow
              
                .
              
              
                next
              
              
                if
              
               slow 
              
                ==
              
               fast
              
                :
              
              
            slow 
              
                =
              
               pHead
            
              
                while
              
               fast 
              
                !=
              
               slow
              
                :
              
              
                slow 
              
                =
              
               slow
              
                .
              
              
                next
              
              
                fast 
              
                =
              
               fast
              
                .
              
              
                next
              
              
                return
              
               slow
        
              
                return
              
              
                None
              
            
          

57 删除链表中重复的结点

            
              
                #########################################################################
              
              
                #  57 删除链表中重复的结点
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                # class ListNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.next = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                deleteDuplication
              
              
                (
              
              self
              
                ,
              
               pHead
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pHead 
              
                ==
              
              
                None
              
              
                or
              
               pHead
              
                .
              
              
                next
              
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
               pHead
        pre 
              
                =
              
               ListNode
              
                (
              
              
                0
              
              
                )
              
              
        pre
              
                .
              
              
                next
              
              
                =
              
               pHead
        post 
              
                =
              
               pre
        cur 
              
                =
              
               pHead
        
              
                while
              
               cur 
              
                and
              
               cur
              
                .
              
              
                next
              
              
                :
              
              
                if
              
               cur
              
                .
              
              
                next
              
              
                .
              
              val 
              
                !=
              
               cur
              
                .
              
              val
              
                :
              
              
                cur 
              
                =
              
               cur
              
                .
              
              
                next
              
              
                post 
              
                =
              
               post
              
                .
              
              
                next
              
              
                else
              
              
                :
              
              
                val 
              
                =
              
               cur
              
                .
              
              val
                
              
                while
              
               cur 
              
                and
              
               cur
              
                .
              
              val 
              
                ==
              
               val
              
                :
              
              
                    cur 
              
                =
              
               cur
              
                .
              
              
                next
              
              
                post
              
                .
              
              
                next
              
              
                =
              
               cur
        
              
                return
              
               pre
              
                .
              
              
                next
              
            
          

45 圆圈中最后剩下的数字

            
              
                #########################################################################
              
              
                #  45 圆圈中最后剩下的数字
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                ListNode
              
              
                :
              
              
                def
              
              
                __init__
              
              
                (
              
              self
              
                ,
              
               val
              
                )
              
              
                :
              
              
        self
              
                .
              
              val 
              
                =
              
               val
        self
              
                .
              
              
                next
              
              
                =
              
              
                None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                LastRemaining_Solution
              
              
                (
              
              self
              
                ,
              
               n
              
                ,
              
               m
              
                )
              
              
                :
              
              
                if
              
               n 
              
                ==
              
              
                0
              
              
                or
              
               m 
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                -
              
              
                1
              
              
        head 
              
                =
              
               self
              
                .
              
              build_circle
              
                (
              
              n
              
                )
              
              
        step 
              
                =
              
              
                0
              
              
                while
              
               head
              
                :
              
              
            step 
              
                +=
              
              
                1
              
              
                if
              
               step 
              
                ==
              
               m
              
                :
              
              
                if
              
               head
              
                .
              
              
                next
              
              
                !=
              
               head
              
                :
              
              
                    head
              
                .
              
              val 
              
                =
              
               head
              
                .
              
              
                next
              
              
                .
              
              val
                    head
              
                .
              
              
                next
              
              
                =
              
               head
              
                .
              
              
                next
              
              
                .
              
              
                next
              
              
                else
              
              
                :
              
              
                return
              
               head
              
                .
              
              val
                step 
              
                =
              
              
                0
              
              
                else
              
              
                :
              
              
                head 
              
                =
              
               head
              
                .
              
              
                next
              
              
                # write code here
              
              
                def
              
              
                build_circle
              
              
                (
              
              self
              
                ,
              
               n
              
                )
              
              
                :
              
              
        tmp 
              
                =
              
              
                None
              
              
        head 
              
                =
              
              
                None
              
              
                for
              
               x 
              
                in
              
              
                range
              
              
                (
              
              n
              
                )
              
              
                :
              
              
                if
              
               tmp 
              
                ==
              
              
                None
              
              
                :
              
              
                tmp 
              
                =
              
               ListNode
              
                (
              
              x
              
                )
              
              
                head 
              
                =
              
               tmp
            
              
                else
              
              
                :
              
              
                tmp
              
                .
              
              
                next
              
              
                =
              
               ListNode
              
                (
              
              x
              
                )
              
              
                tmp 
              
                =
              
               tmp
              
                .
              
              
                next
              
              
        tmp
              
                .
              
              
                next
              
              
                =
              
               head
        
              
                return
              
               head



              
                # 约瑟夫环
              
              
                # f(n,m ) =  0                 n = 1
              
              
                #            f(n-1, m) + m % n n > 1
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                LastRemaining_Solution
              
              
                (
              
              self
              
                ,
              
               n
              
                ,
              
               m
              
                )
              
              
                :
              
              
                if
              
               n 
              
                ==
              
              
                0
              
              
                or
              
               m 
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                -
              
              
                1
              
              
                if
              
               n 
              
                ==
              
              
                1
              
              
                :
              
              
                return
              
              
                0
              
              
        res 
              
                =
              
              
                0
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                1
              
              
                ,
              
               n 
              
                +
              
              
                1
              
              
                )
              
              
                :
              
              
            res 
              
                =
              
              
                (
              
              res 
              
                +
              
               m
              
                )
              
              
                %
              
               i
        
              
                return
              
               res


            
          

37 两个链表的第一个公共结点

            
              
                #########################################################################
              
              
                #  37 两个链表的第一个公共结点
              
              
                #########################################################################
              
              
                # 计算两个链表的长度,长链表先走diff步然后两个链表一起走,相交点就是第一个公共结点
              
              
                # -*- coding:utf-8 -*-
              
              
                # class ListNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.next = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                FindFirstCommonNode
              
              
                (
              
              self
              
                ,
              
               pHead1
              
                ,
              
               pHead2
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pHead1 
              
                ==
              
              
                None
              
              
                or
              
               pHead2 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        length1 
              
                =
              
               self
              
                .
              
              getLength
              
                (
              
              pHead1
              
                )
              
              
        length2 
              
                =
              
               self
              
                .
              
              getLength
              
                (
              
              pHead2
              
                )
              
              

        diff 
              
                =
              
               length1 
              
                -
              
               length2
        headlong 
              
                =
              
               pHead1
        headshort 
              
                =
              
               pHead2

        
              
                if
              
               length2 
              
                >
              
               length1
              
                :
              
              
            diff 
              
                =
              
               length2 
              
                -
              
               length1
            headlong 
              
                =
              
               pHead2
            headshort 
              
                =
              
               pHead1

        
              
                while
              
               diff 
              
                >
              
              
                0
              
              
                :
              
              
            headlong 
              
                =
              
               headlong
              
                .
              
              
                next
              
              
            diff 
              
                -=
              
              
                1
              
              
                while
              
               headlong 
              
                !=
              
              
                None
              
              
                and
              
               headshort 
              
                !=
              
              
                None
              
              
                and
              
               headlong 
              
                !=
              
               headshort
              
                :
              
              
            headlong 
              
                =
              
               headlong
              
                .
              
              
                next
              
              
            headshort 
              
                =
              
               headshort
              
                .
              
              
                next
              
              
                return
              
               headlong

    
              
                def
              
              
                getLength
              
              
                (
              
              self
              
                ,
              
               head
              
                )
              
              
                :
              
              
        length 
              
                =
              
              
                0
              
              
                while
              
               head
              
                :
              
              
            length 
              
                +=
              
              
                1
              
              
            head 
              
                =
              
               head
              
                .
              
              
                next
              
              
                return
              
               length


              
                # 更为简单的方法是P1和P2同时向后移动,如果到了链表的最后结点,就接到另一个链表的头部
              
              
                # 直到两者相遇就是公共结点
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                FindFirstCommonNode
              
              
                (
              
              self
              
                ,
              
               pHead1
              
                ,
              
               pHead2
              
                )
              
              
                :
              
              
                if
              
               pHead1 
              
                ==
              
              
                None
              
              
                or
              
               pHead2 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        p1 
              
                =
              
               pHead1
        p2 
              
                =
              
               pHead2
        
              
                while
              
               p1 
              
                !=
              
               p2
              
                :
              
              
            p1 
              
                =
              
               p1
              
                .
              
              
                next
              
              
                if
              
               p1 
              
                !=
              
              
                None
              
              
                else
              
               pHead2
            p2 
              
                =
              
               p2
              
                .
              
              
                next
              
              
                if
              
               p2 
              
                !=
              
              
                None
              
              
                else
              
               pHead1
        
              
                return
              
               p1

            
          

17 合并两个排序的链表

            
              
                #########################################################################
              
              
                #  17 合并两个排序的链表
              
              
                #########################################################################
              
              
                # 初始化一个头结点ret与mergehead指向同一个位置。
              
              
                # 比较两个链表的大小,next指向小的链表,然后merge移动到next 直到遍历完一个链表
              
              
                # 最后拼接起来不为空的链表
              
              
                # -*- coding:utf-8 -*-
              
              
                # class ListNode:
              
              
                #     def __init__(self, x):
              
              
                #         self.val = x
              
              
                #         self.next = None
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回合并后列表
              
              
                def
              
              
                Merge
              
              
                (
              
              self
              
                ,
              
               pHead1
              
                ,
              
               pHead2
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               pHead1 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
               pHead2
        
              
                if
              
               pHead2 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
               pHead1
        mergeHead 
              
                =
              
               ListNode
              
                (
              
              
                -
              
              
                1
              
              
                )
              
              
        ret 
              
                =
              
               mergeHead
        
              
                while
              
               pHead1 
              
                and
              
               pHead2
              
                :
              
              
                if
              
               pHead1
              
                .
              
              val 
              
                <=
              
               pHead2
              
                .
              
              val
              
                :
              
              
                mergeHead
              
                .
              
              
                next
              
              
                =
              
               pHead1
                pHead1 
              
                =
              
               pHead1
              
                .
              
              
                next
              
              
                else
              
              
                :
              
              
                mergeHead
              
                .
              
              
                next
              
              
                =
              
               pHead2
                pHead2 
              
                =
              
               pHead2
              
                .
              
              
                next
              
              
            mergeHead 
              
                =
              
               mergeHead
              
                .
              
              
                next
              
              
                if
              
               pHead1 
              
                !=
              
              
                None
              
              
                :
              
              
            mergeHead
              
                .
              
              
                next
              
              
                =
              
               pHead1
        
              
                if
              
               pHead2 
              
                !=
              
              
                None
              
              
                :
              
              
            mergeHead
              
                .
              
              
                next
              
              
                =
              
               pHead2
        
              
                return
              
               ret
              
                .
              
              
                next
              
            
          

数组

51 数组中重复的数字

            
              
                #########################################################################
              
              
                #  51 数组中重复的数字
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 这里要特别注意~找到任意重复的一个值并赋值到duplication[0]
              
              
                # 函数返回True/False
              
              
                def
              
              
                duplicate
              
              
                (
              
              self
              
                ,
              
               numbers
              
                ,
              
               duplication
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               numbers 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                False
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                len
              
              
                (
              
              numbers
              
                )
              
              
                )
              
              
                :
              
              
                while
              
               numbers
              
                [
              
              i
              
                ]
              
              
                !=
              
               i
              
                :
              
              
                if
              
               numbers
              
                [
              
              i
              
                ]
              
              
                ==
              
               numbers
              
                [
              
              numbers
              
                [
              
              i
              
                ]
              
              
                ]
              
              
                :
              
              
                    duplication
              
                [
              
              
                0
              
              
                ]
              
              
                =
              
               numbers
              
                [
              
              i
              
                ]
              
              
                return
              
              
                True
              
              
                #numbers[numbers[i]], numbers[i] = numbers[i], numbers[numbers[i]]
              
              
                tmp 
              
                =
              
               numbers
              
                [
              
              i
              
                ]
              
              
                numbers
              
                [
              
              i
              
                ]
              
              
                =
              
               numbers
              
                [
              
              tmp
              
                ]
              
              
                numbers
              
                [
              
              tmp
              
                ]
              
              
                =
              
               tmp
        
              
                return
              
              
                False
              
            
          

52 构建乘积数组

            
              
                #########################################################################
              
              
                #  52 构建乘积数组
              
              
                #########################################################################
              
              
                # 将数组B 分成两段,C = A[0]* ... A[i-1] D = A[i+1:] *...A[n]
              
              
                # 所以 C[i] = C[i-1] * A[i-1]; D[i] = D[i+1]*A[i+1]
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                multiply
              
              
                (
              
              self
              
                ,
              
               A
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               A 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        B 
              
                =
              
              
                [
              
              
                1
              
              
                ]
              
              
                *
              
              
                len
              
              
                (
              
              A
              
                )
              
              
        c 
              
                =
              
              
                1
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                len
              
              
                (
              
              A
              
                )
              
              
                )
              
              
                :
              
              
            d 
              
                =
              
              
                1
              
              
            c 
              
                *=
              
               A
              
                [
              
              i
              
                -
              
              
                1
              
              
                ]
              
              
                if
              
               i 
              
                >
              
              
                0
              
              
                else
              
               c
            
              
                for
              
               j 
              
                in
              
              
                (
              
              A
              
                [
              
              i
              
                +
              
              
                1
              
              
                :
              
              
                ]
              
              
                )
              
              
                :
              
              
                d 
              
                *=
              
               j
            B
              
                [
              
              i
              
                ]
              
              
                =
              
               c
              
                *
              
              d
        
              
                return
              
               B

            
          

38 数字在排序数组中出现的次数

            
              
                #########################################################################
              
              
                #  38 数字在排序数组中出现的次数
              
              
                #########################################################################
              
              
                # 排序数组用二分查找的变体
              
              
                # 分别找到数字的开始和结束位置。
              
              
                # 1. 找到开始位置。 二分查找的中间值 如果小于k,查找后半段 low=mid+1; 
              
              
                #                                  如果大于或者等于k,都查找前半段 high=mid 
              
              
                # 终点位置同理
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                GetNumberOfK
              
              
                (
              
              self
              
                ,
              
               data
              
                ,
              
               k
              
                )
              
              
                :
              
              
                if
              
               data 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                0
              
              
                # write code here
              
              
        low 
              
                =
              
              
                0
              
              
        high 
              
                =
              
              
                len
              
              
                (
              
              data
              
                )
              
              
                -
              
              
                1
              
              
                while
              
               high 
              
                >
              
               low
              
                :
              
              
            mid 
              
                =
              
              
                (
              
              low 
              
                +
              
               high
              
                )
              
              
                //
              
              
                2
              
              
                if
              
               data
              
                [
              
              mid
              
                ]
              
              
                <
              
               k
              
                :
              
              
                low 
              
                =
              
               mid 
              
                +
              
              
                1
              
              
                # 如果当前值大于或者等于k都直接向前半段搜索,知道找到第一个K
              
              
                else
              
              
                :
              
              
                high 
              
                =
              
               mid
        
              
                if
              
               data
              
                [
              
              low
              
                ]
              
              
                !=
              
               k
              
                :
              
              
                return
              
              
                0
              
              
        first 
              
                =
              
               low

        high 
              
                =
              
              
                len
              
              
                (
              
              data
              
                )
              
              
                -
              
              
                1
              
              
                while
              
               high 
              
                >
              
               low
              
                :
              
              
            mid 
              
                =
              
              
                (
              
              low 
              
                +
              
               high
              
                )
              
              
                //
              
              
                2
              
              
                +
              
              
                1
              
              
                if
              
               data
              
                [
              
              mid
              
                ]
              
              
                >
              
               k
              
                :
              
              
                high 
              
                =
              
               mid 
              
                -
              
              
                1
              
              
                else
              
              
                :
              
              
                low 
              
                =
              
               mid
        end 
              
                =
              
               high
        
              
                return
              
               end 
              
                -
              
              first 
              
                +
              
              
                1
              
            
          

40 数组中出现一次的数字

            
              
                #########################################################################
              
              
                #  40 数组中出现一次的数字
              
              
                #########################################################################
              
              
                # 所有数字异或后肯定有一位是1,按照这一位是1划分数组,然后在每一组中在分别找只出现一次的数字
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # 返回[a,b] 其中ab是出现一次的两个数字
              
              
                def
              
              
                FindNumsAppearOnce
              
              
                (
              
              self
              
                ,
              
               array
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               array 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        res 
              
                =
              
               array
              
                [
              
              
                0
              
              
                ]
              
              
                for
              
               num 
              
                in
              
               array
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                :
              
              
            res 
              
                ^
              
              
                =
              
               num
        mask 
              
                =
              
              
                1
              
              
                while
              
               res 
              
                &
              
               mask 
              
                !=
              
              
                1
              
              
                :
              
              
            mask 
              
                <<
              
              
                =
              
              
                1
              
              
        num1 
              
                =
              
              
                0
              
              
        num2 
              
                =
              
              
                0
              
              
                for
              
               x 
              
                in
              
               array
              
                :
              
              
                # 这一位是0 相与为0, 划分为两组
              
              
                if
              
               x 
              
                &
              
               mask 
              
                ==
              
              
                0
              
              
                :
              
              
                num1 
              
                ^
              
              
                =
              
               x
            
              
                else
              
              
                :
              
              
                num2 
              
                ^
              
              
                =
              
               x
        
              
                return
              
              
                [
              
              num1
              
                ,
              
               num2
              
                ]
              
            
          

41 和为s的两个数

            
              
                #########################################################################
              
              
                #  41 和为s的两个数
              
              
                #########################################################################
              
              
                # 递增序列中寻找和为sde的两个数字,用两个指针前后搜索O(n)
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                FindNumbersWithSum
              
              
                (
              
              self
              
                ,
              
               array
              
                ,
              
               tsum
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               array 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        left 
              
                =
              
              
                0
              
              
        right 
              
                =
              
              
                len
              
              
                (
              
              array
              
                )
              
              
                -
              
              
                1
              
              
                while
              
               left 
              
                <
              
               right
              
                :
              
              
                if
              
               array
              
                [
              
              left
              
                ]
              
              
                +
              
               array
              
                [
              
              right
              
                ]
              
              
                ==
              
               tsum
              
                :
              
              
                return
              
              
                [
              
              array
              
                [
              
              left
              
                ]
              
              
                ,
              
               array
              
                [
              
              right
              
                ]
              
              
                ]
              
              
                elif
              
               array
              
                [
              
              left
              
                ]
              
              
                +
              
               array
              
                [
              
              right
              
                ]
              
              
                >
              
               tsum
              
                :
              
              
                right 
              
                -=
              
              
                1
              
              
                else
              
              
                :
              
              
                left 
              
                +=
              
              
                1
              
              
                return
              
              
                [
              
              
                ]
              
              
                # 和为s的连续正数序列
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                FindContinuousSequence
              
              
                (
              
              self
              
                ,
              
               tsum
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               tsum 
              
                <=
              
              
                1
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        small 
              
                =
              
              
                1
              
              
        big 
              
                =
              
              
                2
              
              
        ret 
              
                =
              
              
                [
              
              
                ]
              
              
        cur_sum 
              
                =
              
               small 
              
                +
              
               big
        
              
                while
              
               small 
              
                <=
              
              
                (
              
              tsum 
              
                +
              
              
                1
              
              
                )
              
              
                //
              
              
                2
              
              
                :
              
              
                # 如果此时相等,记录结果并且big继续加大, 寻找下一组结果
              
              
                if
              
               cur_sum 
              
                ==
              
               tsum
              
                :
              
              
                res 
              
                =
              
              
                list
              
              
                (
              
              
                range
              
              
                (
              
              small
              
                ,
              
               big
              
                +
              
              
                1
              
              
                )
              
              
                )
              
              
                ret
              
                .
              
              append
              
                (
              
              res
              
                )
              
              
                big 
              
                +=
              
              
                1
              
              
                cur_sum 
              
                +=
              
               big
            
              
                # 如果大于tsum,加大small的值
              
              
                elif
              
               cur_sum 
              
                >
              
               tsum
              
                :
              
              
                cur_sum 
              
                -=
              
               small
                small 
              
                +=
              
              
                1
              
              
                # 如果小于tsum 加大big
              
              
                else
              
              
                :
              
              
                big 
              
                +=
              
              
                1
              
              
                cur_sum 
              
                +=
              
               big
        
              
                return
              
               ret

            
          

43 骰子点数出现的概率

            
              
                #########################################################################
              
              
                #  43 骰子点数出现的概率
              
              
                #########################################################################
              
              
                # 骰子出现的点数的概率,用动态规划的思想
              
              
                # 设dp为n * 6n的二维数组,n代表n个骰子,6n代表最大和为6n
              
              
                # 递推公式为f(n, sum) = f(n-1, sum-1)+ f(n-1, sum-2) +f(n-1, sum-3)+f(n-1, sum-4)+f(n-1, sum-5)+f(n-1, sum-6)
              
              
                # 这个四舍五入的真是太费劲了!!!!
              
              
                from
              
               decimal 
              
                import
              
              
                *
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                dicesSum
              
              
                (
              
              self
              
                ,
              
               n
              
                )
              
              
                :
              
              
        g_maxvalue 
              
                =
              
              
                6
              
              
        dp 
              
                =
              
              
                [
              
              
                [
              
              
                0
              
              
                ]
              
              
                *
              
              
                (
              
              
                6
              
              
                *
              
               n
              
                )
              
              
                for
              
               _ 
              
                in
              
              
                range
              
              
                (
              
              n
              
                )
              
              
                ]
              
              
                # 初始化n=1时的情况
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              g_maxvalue
              
                )
              
              
                :
              
              
            dp
              
                [
              
              
                0
              
              
                ]
              
              
                [
              
              i
              
                ]
              
              
                =
              
              
                1
              
              
                # n=2 开始
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                1
              
              
                ,
              
               n
              
                )
              
              
                :
              
              
                # i个骰子至少得到i个点(都是1),至多6*i个点(都是6)
              
              
                for
              
               j 
              
                in
              
              
                range
              
              
                (
              
              i
              
                ,
              
              
                6
              
              
                *
              
              
                (
              
              i 
              
                +
              
              
                1
              
              
                )
              
              
                )
              
              
                :
              
              
                # 上一个骰子可能出现的点数为1-6
              
              
                for
              
               k 
              
                in
              
              
                range
              
              
                (
              
              
                1
              
              
                ,
              
              
                6
              
              
                +
              
              
                1
              
              
                )
              
              
                :
              
              
                if
              
               j 
              
                >=
              
               k
              
                :
              
              
                        dp
              
                [
              
              i
              
                ]
              
              
                [
              
              j
              
                ]
              
              
                +=
              
               dp
              
                [
              
              i 
              
                -
              
              
                1
              
              
                ]
              
              
                [
              
              j 
              
                -
              
               k
              
                ]
              
              
        total 
              
                =
              
              
                6.0
              
              
                **
              
               n
        res 
              
                =
              
              
                [
              
              
                (
              
              dp
              
                [
              
              n 
              
                -
              
              
                1
              
              
                ]
              
              
                [
              
              i
              
                ]
              
              
                /
              
               total
              
                )
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                6
              
              
                *
              
               n
              
                )
              
              
                ]
              
              
        ret 
              
                =
              
              
                [
              
              
                ]
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              n 
              
                -
              
              
                1
              
              
                ,
              
              
                6
              
              
                *
              
               n
              
                )
              
              
                :
              
              
            ret
              
                .
              
              append
              
                (
              
              
                [
              
              i 
              
                +
              
              
                1
              
              
                ,
              
              
                float
              
              
                (
              
              Decimal
              
                (
              
              
                str
              
              
                (
              
              res
              
                [
              
              i
              
                ]
              
              
                )
              
              
                )
              
              
                .
              
              quantize
              
                (
              
              Decimal
              
                (
              
              
                '0.00'
              
              
                )
              
              
                ,
              
                rounding
              
                =
              
              ROUND_HALF_UP
              
                )
              
              
                )
              
              
                ]
              
              
                )
              
              
                return
              
               ret


            
          

29 数组中出现超过一半的数字

            
              
                #########################################################################
              
              
                #  29 数组中出现超过一半的数字
              
              
                #########################################################################
              
              
                # 方法1:从头遍历一遍,选定一个数字,如果相同count+1.不同减去1;如果count为0了,重新选择一个数字。
              
              
                # 最后的结果就是最后一次把结果设置为1的数字。
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                MoreThanHalfNum_Solution
              
              
                (
              
              self
              
                ,
              
               numbers
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               numbers 
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                0
              
              

        count 
              
                =
              
              
                1
              
              
        res 
              
                =
              
               numbers
              
                [
              
              
                0
              
              
                ]
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                1
              
              
                ,
              
              
                len
              
              
                (
              
              numbers
              
                )
              
              
                )
              
              
                :
              
              
                if
              
               count 
              
                ==
              
              
                0
              
              
                :
              
              
                res 
              
                =
              
               numbers
              
                [
              
              i
              
                ]
              
              
                if
              
               numbers
              
                [
              
              i
              
                ]
              
              
                ==
              
               res
              
                :
              
              
                count 
              
                +=
              
              
                1
              
              
                else
              
              
                :
              
              
                count 
              
                -=
              
              
                1
              
              
        count 
              
                =
              
              
                0
              
              
                for
              
               x 
              
                in
              
               numbers
              
                :
              
              
                if
              
               x 
              
                ==
              
               res
              
                :
              
              
                count 
              
                +=
              
              
                1
              
              
                if
              
               count 
              
                >
              
              
                len
              
              
                (
              
              numbers
              
                )
              
              
                //
              
              
                2
              
              
                :
              
              
                return
              
               res
        
              
                else
              
              
                :
              
              
                return
              
              
                0
              
              
                # 方法2 利用Partition函数排序,如果存在,中间位置的数字就是结果
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                MoreThanHalfNum_Solution
              
              
                (
              
              self
              
                ,
              
               numbers
              
                )
              
              
                :
              
              
                if
              
               numbers 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                0
              
              
        middle 
              
                =
              
              
                (
              
              
                len
              
              
                (
              
              numbers
              
                )
              
              
                )
              
              
                //
              
              
                2
              
              
        left 
              
                =
              
              
                0
              
              
        right 
              
                =
              
              
                len
              
              
                (
              
              numbers
              
                )
              
              
                -
              
              
                1
              
              
        index 
              
                =
              
               self
              
                .
              
              Partition
              
                (
              
              numbers
              
                ,
              
               left
              
                ,
              
               right
              
                )
              
              
                while
              
               index 
              
                !=
              
               middle
              
                :
              
              
                if
              
               index 
              
                >
              
               middle
              
                :
              
              
                right 
              
                =
              
               index 
              
                -
              
              
                1
              
              
                index 
              
                =
              
               self
              
                .
              
              Partition
              
                (
              
              numbers
              
                ,
              
               left
              
                ,
              
               right
              
                )
              
              
                elif
              
               index 
              
                <
              
               middle
              
                :
              
              
                left 
              
                =
              
               index 
              
                +
              
              
                1
              
              
                index 
              
                =
              
               self
              
                .
              
              Partition
              
                (
              
              numbers
              
                ,
              
               left
              
                ,
              
               right
              
                )
              
              
        count 
              
                =
              
              
                0
              
              
                for
              
               x 
              
                in
              
               numbers
              
                :
              
              
                if
              
               x 
              
                ==
              
               numbers
              
                [
              
              middle
              
                ]
              
              
                :
              
              
                count 
              
                +=
              
              
                1
              
              
                if
              
               count 
              
                >
              
               middle
              
                :
              
              
                return
              
               numbers
              
                [
              
              index
              
                ]
              
              
                else
              
              
                :
              
              
                return
              
              
                0
              
              
                def
              
              
                Partition
              
              
                (
              
              self
              
                ,
              
               nums
              
                ,
              
               begin
              
                ,
              
               end
              
                )
              
              
                :
              
              
        left 
              
                =
              
               begin 
              
                +
              
              
                1
              
              
        right 
              
                =
              
               end
        index 
              
                =
              
               begin
        
              
                while
              
               left 
              
                <=
              
               right
              
                :
              
              
                if
              
               nums
              
                [
              
              left
              
                ]
              
              
                >
              
               nums
              
                [
              
              index
              
                ]
              
              
                and
              
               nums
              
                [
              
              right
              
                ]
              
              
                <
              
               nums
              
                [
              
              index
              
                ]
              
              
                :
              
              
                nums
              
                [
              
              left
              
                ]
              
              
                ,
              
               nums
              
                [
              
              right
              
                ]
              
              
                =
              
               nums
              
                [
              
              right
              
                ]
              
              
                ,
              
               nums
              
                [
              
              left
              
                ]
              
              
                if
              
               nums
              
                [
              
              left
              
                ]
              
              
                <=
              
               nums
              
                [
              
              index
              
                ]
              
              
                :
              
              
                left 
              
                +=
              
              
                1
              
              
                if
              
               nums
              
                [
              
              right
              
                ]
              
              
                >=
              
               nums
              
                [
              
              index
              
                ]
              
              
                :
              
              
                right 
              
                -=
              
              
                1
              
              
        nums
              
                [
              
              index
              
                ]
              
              
                ,
              
               nums
              
                [
              
              right
              
                ]
              
              
                =
              
               nums
              
                [
              
              right
              
                ]
              
              
                ,
              
               nums
              
                [
              
              index
              
                ]
              
              
                return
              
               right




            
          

30 最小的k个数

            
              
                #########################################################################
              
              
                #  30 最小的k个数
              
              
                #########################################################################
              
              
                # 方法1: Partition函数
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                GetLeastNumbers_Solution
              
              
                (
              
              self
              
                ,
              
               tinput
              
                ,
              
               k
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               tinput 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
                if
              
               k 
              
                <=
              
              
                0
              
              
                or
              
               k 
              
                >
              
              
                len
              
              
                (
              
              tinput
              
                )
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
                if
              
               k 
              
                ==
              
              
                len
              
              
                (
              
              tinput
              
                )
              
              
                :
              
              
                return
              
               self
              
                .
              
              quicksort
              
                (
              
              tinput
              
                ,
              
              
                0
              
              
                ,
              
               k 
              
                -
              
              
                1
              
              
                )
              
              
        begin 
              
                =
              
              
                0
              
              
        end 
              
                =
              
              
                len
              
              
                (
              
              tinput
              
                )
              
              
                -
              
              
                1
              
              
        index 
              
                =
              
               self
              
                .
              
              Partition
              
                (
              
              tinput
              
                ,
              
               begin
              
                ,
              
               end
              
                )
              
              
                while
              
               index 
              
                !=
              
               k
              
                :
              
              
                if
              
               index 
              
                >
              
               k
              
                :
              
              
                end 
              
                =
              
               index 
              
                -
              
              
                1
              
              
                index 
              
                =
              
               self
              
                .
              
              Partition
              
                (
              
              tinput
              
                ,
              
               begin
              
                ,
              
               end
              
                )
              
              
                elif
              
               index 
              
                <
              
               k
              
                :
              
              
                begin 
              
                =
              
               index 
              
                +
              
              
                1
              
              
                index 
              
                =
              
               self
              
                .
              
              Partition
              
                (
              
              tinput
              
                ,
              
               begin
              
                ,
              
               end
              
                )
              
              
        res 
              
                =
              
               tinput
              
                [
              
              
                :
              
              index
              
                ]
              
              
                return
              
               self
              
                .
              
              quicksort
              
                (
              
              res
              
                ,
              
              
                0
              
              
                ,
              
              
                len
              
              
                (
              
              res
              
                )
              
              
                -
              
              
                1
              
              
                )
              
              
                def
              
              
                Partition
              
              
                (
              
              self
              
                ,
              
               nums
              
                ,
              
               begin
              
                ,
              
               end
              
                )
              
              
                :
              
              
        index 
              
                =
              
               begin
        left 
              
                =
              
               begin 
              
                +
              
              
                1
              
              
        right 
              
                =
              
               end
        
              
                while
              
               left 
              
                <=
              
               right
              
                :
              
              
                if
              
               nums
              
                [
              
              left
              
                ]
              
              
                >
              
               nums
              
                [
              
              index
              
                ]
              
              
                and
              
               nums
              
                [
              
              right
              
                ]
              
              
                <
              
               nums
              
                [
              
              index
              
                ]
              
              
                :
              
              
                nums
              
                [
              
              left
              
                ]
              
              
                ,
              
               nums
              
                [
              
              right
              
                ]
              
              
                =
              
               nums
              
                [
              
              right
              
                ]
              
              
                ,
              
               nums
              
                [
              
              left
              
                ]
              
              
                if
              
               nums
              
                [
              
              left
              
                ]
              
              
                <=
              
               nums
              
                [
              
              index
              
                ]
              
              
                :
              
              
                left 
              
                +=
              
              
                1
              
              
                if
              
               nums
              
                [
              
              right
              
                ]
              
              
                >=
              
               nums
              
                [
              
              index
              
                ]
              
              
                :
              
              
                right 
              
                -=
              
              
                1
              
              
        nums
              
                [
              
              index
              
                ]
              
              
                ,
              
               nums
              
                [
              
              right
              
                ]
              
              
                =
              
               nums
              
                [
              
              right
              
                ]
              
              
                ,
              
               nums
              
                [
              
              index
              
                ]
              
              
                return
              
               right

    
              
                def
              
              
                quicksort
              
              
                (
              
              self
              
                ,
              
               nums
              
                ,
              
               left
              
                ,
              
               right
              
                )
              
              
                :
              
              
                if
              
               left 
              
                <
              
               right
              
                :
              
              
            index 
              
                =
              
               self
              
                .
              
              Partition
              
                (
              
              nums
              
                ,
              
               left
              
                ,
              
               right
              
                )
              
              
            self
              
                .
              
              quicksort
              
                (
              
              nums
              
                ,
              
               left
              
                ,
              
               index 
              
                -
              
              
                1
              
              
                )
              
              
            self
              
                .
              
              quicksort
              
                (
              
              nums
              
                ,
              
               index 
              
                +
              
              
                1
              
              
                ,
              
               right
              
                )
              
              
                return
              
               nums



              
                import
              
               heapq



              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                GetLeastNumbers_Solution
              
              
                (
              
              self
              
                ,
              
               tinput
              
                ,
              
               k
              
                )
              
              
                :
              
              
                if
              
               tinput 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
                if
              
               k 
              
                <=
              
              
                0
              
              
                or
              
               k 
              
                >
              
              
                len
              
              
                (
              
              tinput
              
                )
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
                if
              
               k 
              
                ==
              
              
                len
              
              
                (
              
              tinput
              
                )
              
              
                :
              
              
            res 
              
                =
              
              
                sorted
              
              
                (
              
              tinput
              
                )
              
              
                return
              
               res
        res 
              
                =
              
              
                [
              
              
                ]
              
              
                # 取x的相反数建立最小堆,res的第一个值是最小的,也就是-res[0]是最大的
              
              
                for
              
               x 
              
                in
              
               tinput
              
                :
              
              
                if
              
              
                len
              
              
                (
              
              res
              
                )
              
              
                <
              
               k
              
                :
              
              
                res
              
                .
              
              append
              
                (
              
              
                -
              
              x
              
                )
              
              
            heapq
              
                .
              
              heapify
              
                (
              
              res
              
                )
              
              
                for
              
               x 
              
                in
              
               tinput
              
                [
              
              k
              
                :
              
              
                ]
              
              
                :
              
              
            max_val 
              
                =
              
              
                -
              
              res
              
                [
              
              
                0
              
              
                ]
              
              
                if
              
               x 
              
                <
              
               max_val
              
                :
              
              
                heapq
              
                .
              
              heappop
              
                (
              
              res
              
                )
              
              
                heapq
              
                .
              
              heappush
              
                (
              
              res
              
                ,
              
              
                -
              
              x
              
                )
              
              
                return
              
              
                sorted
              
              
                (
              
              
                [
              
              
                -
              
              x 
              
                for
              
               x 
              
                in
              
               res
              
                ]
              
              
                )
              
            
          

31 连续子数组的最大和

            
              
                #########################################################################
              
              
                #  31 连续子数组的最大和
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                FindGreatestSumOfSubArray
              
              
                (
              
              self
              
                ,
              
               array
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               array 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                None
              
              
                if
              
              
                len
              
              
                (
              
              array
              
                )
              
              
                ==
              
              
                1
              
              
                :
              
              
                return
              
               array
              
                [
              
              
                0
              
              
                ]
              
              
        dp 
              
                =
              
              
                [
              
              
                -
              
              
                float
              
              
                (
              
              
                'inf'
              
              
                )
              
              
                ]
              
              
                *
              
              
                len
              
              
                (
              
              array
              
                )
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                len
              
              
                (
              
              array
              
                )
              
              
                )
              
              
                :
              
              
                if
              
               i 
              
                ==
              
              
                0
              
              
                :
              
              
                dp
              
                [
              
              i
              
                ]
              
              
                =
              
               array
              
                [
              
              
                0
              
              
                ]
              
              
                if
              
               dp
              
                [
              
              i
              
                -
              
              
                1
              
              
                ]
              
              
                <=
              
              
                0
              
              
                :
              
              
                dp
              
                [
              
              i
              
                ]
              
              
                =
              
               array
              
                [
              
              i
              
                ]
              
              
                else
              
              
                :
              
              
                dp
              
                [
              
              i
              
                ]
              
              
                =
              
               dp
              
                [
              
              i
              
                -
              
              
                1
              
              
                ]
              
              
                +
              
               array
              
                [
              
              i
              
                ]
              
              
                return
              
              
                max
              
              
                (
              
              dp
              
                )
              
            
          

36 数组中的逆序对

            
              
                #########################################################################
              
              
                #  36 数组中的逆序对
              
              
                #########################################################################
              
              
                # 采用归并的方法
              
              
                # 循环将数组一分为二, 直到数组为两个长度为1的数组,在进行合并和排序
              
              
                # 比如 7564 ——> 75 64 ——>7 5 和 6 4
              
              
                # 合并相邻数组7 5 存在一个逆序对记录count+1 并且排序为5 7 避免之后重复统计
              
              
                # -*- coding:utf-8 -*-
              
              
                from
              
               copy 
              
                import
              
               deepcopy



              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                InversePairs
              
              
                (
              
              self
              
                ,
              
               data
              
                )
              
              
                :
              
              
                # write code here;
              
              
                if
              
               data 
              
                ==
              
              
                [
              
              
                ]
              
              
                :
              
              
                return
              
              
                0
              
              
        start 
              
                =
              
              
                0
              
              
        end 
              
                =
              
              
                len
              
              
                (
              
              data
              
                )
              
              
                -
              
              
                1
              
              
        copy 
              
                =
              
               deepcopy
              
                (
              
              data
              
                )
              
              
        count 
              
                =
              
               self
              
                .
              
              InverseaPairsCore
              
                (
              
              data
              
                ,
              
               copy
              
                ,
              
               start
              
                ,
              
               end
              
                )
              
              
                return
              
               count 
              
                %
              
              
                1000000007
              
              
                def
              
              
                InverseaPairsCore
              
              
                (
              
              self
              
                ,
              
               data
              
                ,
              
               copy
              
                ,
              
               start
              
                ,
              
               end
              
                )
              
              
                :
              
              
                if
              
               start 
              
                ==
              
               end
              
                :
              
              
            copy
              
                [
              
              start
              
                ]
              
              
                =
              
               data
              
                [
              
              start
              
                ]
              
              
                return
              
              
                0
              
              
        length 
              
                =
              
              
                (
              
              end 
              
                -
              
               start
              
                )
              
              
                //
              
              
                2
              
              
        left 
              
                =
              
               self
              
                .
              
              InverseaPairsCore
              
                (
              
              data
              
                ,
              
               copy
              
                ,
              
               start
              
                ,
              
               start 
              
                +
              
               length
              
                )
              
              
        right 
              
                =
              
               self
              
                .
              
              InverseaPairsCore
              
                (
              
              data
              
                ,
              
               copy
              
                ,
              
               start 
              
                +
              
               length 
              
                +
              
              
                1
              
              
                ,
              
               end
              
                )
              
              

        i 
              
                =
              
               start 
              
                +
              
               length
        j 
              
                =
              
               end
        count 
              
                =
              
              
                0
              
              
        copyindex 
              
                =
              
               end
        
              
                while
              
               i 
              
                >=
              
               start 
              
                and
              
               j 
              
                >
              
               start
              
                +
              
              length
              
                :
              
              
                if
              
               data
              
                [
              
              i
              
                ]
              
              
                >
              
               data
              
                [
              
              j
              
                ]
              
              
                :
              
              
                copy
              
                [
              
              copyindex
              
                ]
              
              
                =
              
               data
              
                [
              
              i
              
                ]
              
              
                copyindex 
              
                -=
              
              
                1
              
              
                i 
              
                -=
              
              
                1
              
              
                count 
              
                +=
              
               j 
              
                -
              
              
                (
              
              start 
              
                +
              
               length
              
                )
              
              
                else
              
              
                :
              
              
                copy
              
                [
              
              copyindex
              
                ]
              
              
                =
              
               data
              
                [
              
              j
              
                ]
              
              
                copyindex 
              
                -=
              
              
                1
              
              
                j 
              
                -=
              
              
                1
              
              
                while
              
               i 
              
                >=
              
               start
              
                :
              
              
            copy
              
                [
              
              copyindex
              
                ]
              
              
                =
              
               data
              
                [
              
              i
              
                ]
              
              
            copyindex 
              
                -=
              
              
                1
              
              
            i 
              
                -=
              
              
                1
              
              
                while
              
               j 
              
                >=
              
               start 
              
                +
              
               length 
              
                +
              
              
                1
              
              
                :
              
              
            copy
              
                [
              
              copyindex
              
                ]
              
              
                =
              
               data
              
                [
              
              j
              
                ]
              
              
            copyindex 
              
                -=
              
              
                1
              
              
            j 
              
                -=
              
              
                1
              
              
        s 
              
                =
              
               start
        
              
                while
              
               s 
              
                <=
              
               end
              
                :
              
              
            data
              
                [
              
              s
              
                ]
              
              
                =
              
               copy
              
                [
              
              s
              
                ]
              
              
            s 
              
                +=
              
              
                1
              
              
                return
              
               left 
              
                +
              
               right 
              
                +
              
               count


            
          

14 调整奇偶数 奇数位于偶数前边

            
              
                #########################################################################
              
              
                #  14 调整奇偶数 奇数位于偶数前边
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                reOrderArray
              
              
                (
              
              self
              
                ,
              
               array
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               array 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        left 
              
                =
              
              
                0
              
              
        right 
              
                =
              
              
                len
              
              
                (
              
              array
              
                )
              
              
                -
              
              
                1
              
              
                while
              
               left 
              
                <=
              
               right
              
                :
              
              
                # 左边是偶数 右边是奇数 交换
              
              
                if
              
               self
              
                .
              
              isEven
              
                (
              
              array
              
                [
              
              left
              
                ]
              
              
                )
              
              
                and
              
              
                not
              
               self
              
                .
              
              isEven
              
                (
              
              array
              
                [
              
              right
              
                ]
              
              
                )
              
              
                :
              
              
                array
              
                [
              
              left
              
                ]
              
              
                ,
              
               array
              
                [
              
              right
              
                ]
              
              
                =
              
               array
              
                [
              
              right
              
                ]
              
              
                ,
              
               array
              
                [
              
              left
              
                ]
              
              
                if
              
              
                not
              
               self
              
                .
              
              isEven
              
                (
              
              array
              
                [
              
              left
              
                ]
              
              
                )
              
              
                :
              
              
                left 
              
                +=
              
              
                1
              
              
                if
              
               self
              
                .
              
              isEven
              
                (
              
              array
              
                [
              
              right
              
                ]
              
              
                )
              
              
                :
              
              
                right 
              
                -=
              
              
                1
              
              
                return
              
               array

    
              
                def
              
              
                isEven
              
              
                (
              
              self
              
                ,
              
               num
              
                )
              
              
                :
              
              
                if
              
               num 
              
                &
              
              
                0x1
              
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                True
              
              
                return
              
              
                False
              
              
                # 采用插入排序的算法
              
              
                # 插入排序 从小到大排序
              
              
                # 依次遍历数组中的每个元素,当插入到第 i 个位置时,前边的所有元素V[0] V[1]··· V[i-1]都已经排序完毕。
              
              
                # 此时将V[i] 与前边的所有元素比较,找到插入位置,插入V[i] ,原来位置上的元素向后顺移。
              
              
                def
              
              
                InsertSort
              
              
                (
              
              nums
              
                )
              
              
                :
              
              
    length 
              
                =
              
              
                len
              
              
                (
              
              nums
              
                )
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              length
              
                )
              
              
                :
              
              
        key 
              
                =
              
               nums
              
                [
              
              i
              
                ]
              
              
                for
              
               j 
              
                in
              
              
                range
              
              
                (
              
              i 
              
                -
              
              
                1
              
              
                ,
              
              
                -
              
              
                1
              
              
                ,
              
              
                -
              
              
                1
              
              
                )
              
              
                :
              
              
                if
              
               nums
              
                [
              
              j
              
                ]
              
              
                >
              
               key
              
                :
              
              
                nums
              
                [
              
              j 
              
                +
              
              
                1
              
              
                ]
              
              
                =
              
               nums
              
                [
              
              j
              
                ]
              
              
                nums
              
                [
              
              j
              
                ]
              
              
                =
              
               key
    
              
                return
              
               nums

              
                # 调整奇偶数 奇数位于偶数前边 且不改变数字的前后位置
              
              
                # 判断当前位置是不是奇数 如果是 遍历前边数字 如果是偶数与当前位置交换
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                reOrderArray
              
              
                (
              
              self
              
                ,
              
               array
              
                )
              
              
                :
              
              
        length 
              
                =
              
              
                len
              
              
                (
              
              array
              
                )
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              length
              
                )
              
              
                :
              
              
                if
              
               self
              
                .
              
              isOdd
              
                (
              
              array
              
                [
              
              i
              
                ]
              
              
                )
              
              
                :
              
              
                key 
              
                =
              
               array
              
                [
              
              i
              
                ]
              
              
                for
              
               j 
              
                in
              
              
                range
              
              
                (
              
              i
              
                -
              
              
                1
              
              
                ,
              
              
                -
              
              
                1
              
              
                ,
              
              
                -
              
              
                1
              
              
                )
              
              
                :
              
              
                if
              
              
                not
              
               self
              
                .
              
              isOdd
              
                (
              
              array
              
                [
              
              j
              
                ]
              
              
                )
              
              
                :
              
              
                        array
              
                [
              
              j
              
                +
              
              
                1
              
              
                ]
              
              
                =
              
               array
              
                [
              
              j
              
                ]
              
              
                        array
              
                [
              
              j
              
                ]
              
              
                =
              
               key
        
              
                return
              
               array

    
              
                def
              
              
                isOdd
              
              
                (
              
              self
              
                ,
              
               num
              
                )
              
              
                :
              
              
                if
              
               num 
              
                &
              
              
                0x1
              
              
                ==
              
              
                1
              
              
                :
              
              
                return
              
              
                True
              
              
                return
              
              
                False
              
            
          

20 顺时针打印矩阵

            
              
                #########################################################################
              
              
                #  20 顺时针打印矩阵
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # matrix类型为二维列表,需要返回列表
              
              
                def
              
              
                printMatrix
              
              
                (
              
              self
              
                ,
              
               matrix
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               matrix 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
                def
              
              
                helper
              
              
                (
              
              r1
              
                ,
              
               r2
              
                ,
              
               c1
              
                ,
              
               c2
              
                )
              
              
                :
              
              
                for
              
               c 
              
                in
              
              
                range
              
              
                (
              
              c1
              
                ,
              
               c2 
              
                +
              
              
                1
              
              
                )
              
              
                :
              
              
                yield
              
               r1
              
                ,
              
               c
            
              
                for
              
               r 
              
                in
              
              
                range
              
              
                (
              
              r1 
              
                +
              
              
                1
              
              
                ,
              
               r2 
              
                +
              
              
                1
              
              
                )
              
              
                :
              
              
                yield
              
               r
              
                ,
              
               c2
            
              
                if
              
               r1 
              
                <
              
               r2 
              
                and
              
               c1 
              
                <
              
               c2
              
                :
              
              
                for
              
               c 
              
                in
              
              
                range
              
              
                (
              
              c2 
              
                -
              
              
                1
              
              
                ,
              
               c1
              
                ,
              
              
                -
              
              
                1
              
              
                )
              
              
                :
              
              
                yield
              
               r2
              
                ,
              
               c
                
              
                for
              
               r 
              
                in
              
              
                range
              
              
                (
              
              r2
              
                ,
              
               r1
              
                ,
              
              
                -
              
              
                1
              
              
                )
              
              
                :
              
              
                yield
              
               r
              
                ,
              
               c1

        r1
              
                ,
              
               r2 
              
                =
              
              
                0
              
              
                ,
              
              
                len
              
              
                (
              
              matrix
              
                )
              
              
                -
              
              
                1
              
              
        c1
              
                ,
              
               c2 
              
                =
              
              
                0
              
              
                ,
              
              
                len
              
              
                (
              
              matrix
              
                [
              
              
                0
              
              
                ]
              
              
                )
              
              
                -
              
              
                1
              
              
        res 
              
                =
              
              
                [
              
              
                ]
              
              
                while
              
               r1 
              
                <=
              
               r2 
              
                and
              
               c1 
              
                <=
              
               c2
              
                :
              
              
                for
              
               r
              
                ,
              
               c 
              
                in
              
               helper
              
                (
              
              r1
              
                ,
              
               r2
              
                ,
              
               c1
              
                ,
              
               c2
              
                )
              
              
                :
              
              
                res
              
                .
              
              append
              
                (
              
              matrix
              
                [
              
              r
              
                ]
              
              
                [
              
              c
              
                ]
              
              
                )
              
              
            r1 
              
                +=
              
              
                1
              
              
            r2 
              
                -=
              
              
                1
              
              
            c1 
              
                +=
              
              
                1
              
              
            c2 
              
                -=
              
              
                1
              
              
                return
              
               res



            
          

8 旋转数组的最小值

            
              
                #########################################################################
              
              
                #  8 旋转数组的最小值
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                minNumberInRotateArray
              
              
                (
              
              self
              
                ,
              
               rotateArray
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               rotateArray 
              
                ==
              
              
                None
              
              
                :
              
              
                return
              
              
                None
              
              
        left 
              
                =
              
              
                0
              
              
        right 
              
                =
              
              
                len
              
              
                (
              
              rotateArray
              
                )
              
              
                -
              
              
                1
              
              
        mid 
              
                =
              
               left
        
              
                while
              
               rotateArray
              
                [
              
              left
              
                ]
              
              
                >=
              
               rotateArray
              
                [
              
              right
              
                ]
              
              
                :
              
              
                if
              
               right 
              
                -
              
               left 
              
                ==
              
              
                1
              
              
                :
              
              
                mid 
              
                =
              
               right
                
              
                break
              
              
            mid 
              
                =
              
              
                (
              
              left 
              
                +
              
               right
              
                )
              
              
                //
              
              
                2
              
              
                if
              
               rotateArray
              
                [
              
              mid
              
                ]
              
              
                >=
              
               rotateArray
              
                [
              
              left
              
                ]
              
              
                :
              
              
                left 
              
                =
              
               mid
            
              
                elif
              
               rotateArray
              
                [
              
              mid
              
                ]
              
              
                <=
              
               rotateArray
              
                [
              
              right
              
                ]
              
              
                :
              
              
                right 
              
                =
              
               mid
            
              
                if
              
               rotateArray
              
                [
              
              mid
              
                ]
              
              
                ==
              
               rotateArray
              
                [
              
              left
              
                ]
              
              
                and
              
               rotateArray
              
                [
              
              mid
              
                ]
              
              
                ==
              
               rotateArray
              
                [
              
              right
              
                ]
              
              
                :
              
              
                return
              
               self
              
                .
              
              Inorder
              
                (
              
              rotateArray
              
                ,
              
               left
              
                ,
              
               right
              
                )
              
              
                return
              
               rotateArray
              
                [
              
              mid
              
                ]
              
              
                def
              
              
                Inorder
              
              
                (
              
              self
              
                ,
              
               nums
              
                ,
              
               left
              
                ,
              
               right
              
                )
              
              
                :
              
              
        res 
              
                =
              
               nums
              
                [
              
              left
              
                ]
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              left
              
                ,
              
               right 
              
                +
              
              
                1
              
              
                )
              
              
                :
              
              
                if
              
               nums
              
                [
              
              i
              
                ]
              
              
                <
              
               res
              
                :
              
              
                res 
              
                =
              
               nums
              
                [
              
              i
              
                ]
              
              
                return
              
               res


            
          

字符串

53 正则表达式的匹配

            
              
                #########################################################################
              
              
                #  53 正则表达式匹配
              
              
                #########################################################################
              
              
                # 分情况讨论 1. 如果第二个正则不是*, 那么只看第一个字符即可。
              
              
                #               如果S[0] == P[0] or P[0] == '.', 那么第一个匹配,S和P 同时向后移动一位
              
              
                #           2. 如果第二个正则是P,情况分为三种。
              
              
                # 方法2 动态规划
              
              
                # dp[i][j] 分别表示s[i] 与p[j]的匹配情况
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # s, pattern都是字符串
              
              
                def
              
              
                match
              
              
                (
              
              self
              
                ,
              
               s
              
                ,
              
               pattern
              
                )
              
              
                :
              
              
                # write code here
              
              
        memo 
              
                =
              
              
                {
              
              
                }
              
              
                def
              
              
                dp
              
              
                (
              
              i
              
                ,
              
               j
              
                )
              
              
                :
              
              
                if
              
              
                (
              
              i
              
                ,
              
               j
              
                )
              
              
                not
              
              
                in
              
               memo
              
                :
              
              
                # 匹配结束,如果此时遍历完s,表示匹配成功
              
              
                if
              
               j 
              
                ==
              
              
                len
              
              
                (
              
              pattern
              
                )
              
              
                :
              
              
                    res 
              
                =
              
               i 
              
                ==
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                else
              
              
                :
              
              
                    firstmatch 
              
                =
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                >
              
               i 
              
                and
              
               pattern
              
                [
              
              j
              
                ]
              
              
                in
              
              
                {
              
              s
              
                [
              
              i
              
                ]
              
              
                ,
              
              
                '.'
              
              
                }
              
              
                if
              
              
                len
              
              
                (
              
              pattern
              
                )
              
              
                >
              
               j 
              
                +
              
              
                1
              
              
                and
              
               pattern
              
                [
              
              j 
              
                +
              
              
                1
              
              
                ]
              
              
                ==
              
              
                '*'
              
              
                :
              
              
                # 如果第二个是*, 匹配0个: dp(i, j+2)
              
              
                # 或者匹配多个 (第一个匹配且第二个为*) firstmatch and dp(s+1, j)
              
              
                        res 
              
                =
              
               dp
              
                (
              
              i
              
                ,
              
               j 
              
                +
              
              
                2
              
              
                )
              
              
                or
              
               firstmatch 
              
                and
              
               dp
              
                (
              
              i 
              
                +
              
              
                1
              
              
                ,
              
               j
              
                )
              
              
                else
              
              
                :
              
              
                # 如果第二个不是*, 如果第一个匹配,那么s,p 同时向前一个
              
              
                        res 
              
                =
              
               firstmatch 
              
                and
              
               dp
              
                (
              
              i 
              
                +
              
              
                1
              
              
                ,
              
               j 
              
                +
              
              
                1
              
              
                )
              
              
                memo
              
                [
              
              i
              
                ,
              
               j
              
                ]
              
              
                =
              
               res
            
              
                return
              
               memo
              
                [
              
              i
              
                ,
              
               j
              
                ]
              
              
                return
              
               dp
              
                (
              
              
                0
              
              
                ,
              
              
                0
              
              
                )
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # s, pattern都是字符串
              
              
                # 递归方法
              
              
                def
              
              
                match
              
              
                (
              
              self
              
                ,
              
               s
              
                ,
              
               pattern
              
                )
              
              
                :
              
              
                if
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                ==
              
              
                0
              
              
                and
              
              
                len
              
              
                (
              
              pattern
              
                )
              
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                True
              
              
                if
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                !=
              
              
                0
              
              
                and
              
              
                len
              
              
                (
              
              pattern
              
                )
              
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                False
              
              
                if
              
              
                len
              
              
                (
              
              pattern
              
                )
              
              
                >
              
              
                1
              
              
                and
              
               pattern
              
                [
              
              
                1
              
              
                ]
              
              
                ==
              
              
                '*'
              
              
                :
              
              
                if
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                >
              
              
                0
              
              
                and
              
              
                (
              
              s
              
                [
              
              
                0
              
              
                ]
              
              
                ==
              
               pattern
              
                [
              
              
                0
              
              
                ]
              
              
                or
              
               pattern
              
                [
              
              
                0
              
              
                ]
              
              
                ==
              
              
                '.'
              
              
                )
              
              
                :
              
              
                # 匹配0个  or 匹配1个 or 匹配多个
              
              
                return
              
               self
              
                .
              
              match
              
                (
              
              s
              
                ,
              
               pattern
              
                [
              
              
                2
              
              
                :
              
              
                ]
              
              
                )
              
               \
                       
              
                or
              
               self
              
                .
              
              match
              
                (
              
              s
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                ,
              
               pattern
              
                [
              
              
                2
              
              
                :
              
              
                ]
              
              
                )
              
               \
                       
              
                or
              
               self
              
                .
              
              match
              
                (
              
              s
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                ,
              
               pattern
              
                )
              
              
                else
              
              
                :
              
              
                # 如果第一个不匹配
              
              
                return
              
               self
              
                .
              
              match
              
                (
              
              s
              
                ,
              
               pattern
              
                [
              
              
                2
              
              
                :
              
              
                ]
              
              
                )
              
              
                else
              
              
                :
              
              
                if
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                >
              
              
                0
              
              
                and
              
              
                (
              
              s
              
                [
              
              
                0
              
              
                ]
              
              
                ==
              
               pattern
              
                [
              
              
                0
              
              
                ]
              
              
                or
              
               pattern
              
                [
              
              
                0
              
              
                ]
              
              
                ==
              
              
                '.'
              
              
                )
              
              
                :
              
              
                return
              
               self
              
                .
              
              match
              
                (
              
              s
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                ,
              
               pattern
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                )
              
              
                return
              
              
                False
              
            
          

54 表示数值的字符串

            
              
                #########################################################################
              
              
                #  54 表示数值的字符串
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                # s字符串
              
              
                def
              
              
                __init__
              
              
                (
              
              self
              
                )
              
              
                :
              
              
        self
              
                .
              
              idx 
              
                =
              
              
                0
              
              
        self
              
                .
              
              expo 
              
                =
              
              
                {
              
              
                'e'
              
              
                ,
              
              
                'E'
              
              
                }
              
              
        self
              
                .
              
              sign 
              
                =
              
              
                {
              
              
                '+'
              
              
                ,
              
              
                '-'
              
              
                }
              
              
                def
              
              
                isNumeric
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               s 
              
                ==
              
              
                ''
              
              
                :
              
              
                return
              
              
                False
              
              
                if
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                in
              
               self
              
                .
              
              sign
              
                :
              
              
            self
              
                .
              
              idx 
              
                +=
              
              
                1
              
              
                if
              
               self
              
                .
              
              idx 
              
                ==
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                :
              
              
                return
              
              
                False
              
              
        res 
              
                =
              
              
                True
              
              
        self
              
                .
              
              scanString
              
                (
              
              s
              
                )
              
              
                print
              
              
                (
              
              self
              
                .
              
              idx
              
                )
              
              
                if
              
               self
              
                .
              
              idx 
              
                <
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                :
              
              
                if
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                ==
              
              
                '.'
              
              
                :
              
              
                self
              
                .
              
              idx 
              
                +=
              
              
                1
              
              
                self
              
                .
              
              scanString
              
                (
              
              s
              
                )
              
              
                if
              
               self
              
                .
              
              idx 
              
                <
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                and
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                in
              
               self
              
                .
              
              expo
              
                :
              
              
                    res 
              
                =
              
               self
              
                .
              
              isExpo
              
                (
              
              s
              
                )
              
              
                elif
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                in
              
               self
              
                .
              
              expo
              
                :
              
              
                res 
              
                =
              
               self
              
                .
              
              isExpo
              
                (
              
              s
              
                )
              
              
                else
              
              
                :
              
              
                res 
              
                =
              
              
                False
              
              
                return
              
               res 
              
                and
              
               self
              
                .
              
              idx 
              
                ==
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                def
              
              
                scanString
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                while
              
               self
              
                .
              
              idx 
              
                <
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                and
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                >=
              
              
                '0'
              
              
                and
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                <=
              
              
                '9'
              
              
                :
              
              
            self
              
                .
              
              idx 
              
                +=
              
              
                1
              
              
                def
              
              
                isExpo
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                if
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                not
              
              
                in
              
               self
              
                .
              
              expo
              
                :
              
              
                return
              
              
                False
              
              
        self
              
                .
              
              idx 
              
                +=
              
              
                1
              
              
                if
              
               self
              
                .
              
              idx 
              
                <
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                and
              
               s
              
                [
              
              self
              
                .
              
              idx
              
                ]
              
              
                in
              
               self
              
                .
              
              sign
              
                :
              
              
            self
              
                .
              
              idx 
              
                +=
              
              
                1
              
              
                if
              
               self
              
                .
              
              idx 
              
                ==
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                :
              
              
                return
              
              
                False
              
              

        self
              
                .
              
              scanString
              
                (
              
              s
              
                )
              
              
                return
              
              
                True
              
              
                if
              
               self
              
                .
              
              idx 
              
                ==
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                else
              
              
                False
              
            
          

49 字符串转换为整数

            
              
                #########################################################################
              
              
                #   49 字符串转换为整数
              
              
                #########################################################################
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                StrToInt
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                # write code here
              
              
        s 
              
                =
              
               s
              
                .
              
              strip
              
                (
              
              
                )
              
              
                if
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                0
              
              
                if
              
               s
              
                [
              
              
                0
              
              
                ]
              
              
                ==
              
              
                '-'
              
              
                :
              
              
            sign 
              
                =
              
              
                -
              
              
                1
              
              
                else
              
              
                :
              
              
            sign 
              
                =
              
              
                1
              
              
                if
              
               s
              
                [
              
              
                0
              
              
                ]
              
              
                in
              
              
                {
              
              
                '+'
              
              
                ,
              
              
                '-'
              
              
                }
              
              
                :
              
              
            s 
              
                =
              
               s
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                if
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                0
              
              
        res 
              
                =
              
              
                0
              
              
                if
              
              
                not
              
               s
              
                [
              
              
                0
              
              
                ]
              
              
                .
              
              isdigit
              
                (
              
              
                )
              
              
                :
              
              
                return
              
              
                0
              
              
                for
              
               x 
              
                in
              
               s
              
                :
              
              
                if
              
               x
              
                .
              
              isdigit
              
                (
              
              
                )
              
              
                :
              
              
                res 
              
                =
              
              
                10
              
              
                *
              
               res 
              
                +
              
              
                ord
              
              
                (
              
              x
              
                )
              
              
                -
              
              
                ord
              
              
                (
              
              
                '0'
              
              
                )
              
              
                else
              
              
                :
              
              
                break
              
              
                return
              
              
                0
              
              
                return
              
              
                max
              
              
                (
              
              
                -
              
              
                2
              
              
                **
              
              
                (
              
              
                31
              
              
                )
              
              
                ,
              
              
                min
              
              
                (
              
              
                2
              
              
                **
              
              
                31
              
              
                -
              
              
                1
              
              
                ,
              
               sign 
              
                *
              
               res
              
                )
              
              
                )
              
            
          

42 翻转单词顺序

            
              
                #########################################################################
              
              
                #  42 翻转单词顺序
              
              
                #########################################################################
              
              
                # 先翻转整个句子, 然后翻转每个单词
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                ReverseSentence
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                # write code here
              
              
        begin 
              
                =
              
              
                0
              
              
        end 
              
                =
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                -
              
              
                1
              
              
        s 
              
                =
              
               self
              
                .
              
              ReverseWord
              
                (
              
              
                list
              
              
                (
              
              s
              
                )
              
              
                [
              
              begin
              
                :
              
              end 
              
                +
              
              
                1
              
              
                ]
              
              
                )
              
              
        begin 
              
                =
              
              
                0
              
              
        end 
              
                =
              
              
                0
              
              
        res 
              
                =
              
              
                ''
              
              
                while
              
               end 
              
                <
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                :
              
              
                if
              
               s
              
                [
              
              end
              
                ]
              
              
                ==
              
              
                ' '
              
              
                :
              
              
                reverse_word 
              
                =
              
               self
              
                .
              
              ReverseWord
              
                (
              
              
                list
              
              
                (
              
              s
              
                )
              
              
                [
              
              begin
              
                :
              
              end
              
                ]
              
              
                )
              
              
                res 
              
                +=
              
               reverse_word
                res 
              
                +=
              
               s
              
                [
              
              end
              
                ]
              
              
                begin 
              
                =
              
               end 
              
                +
              
              
                1
              
              
                elif
              
               end 
              
                ==
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                -
              
              
                1
              
              
                :
              
              
                reverse_word 
              
                =
              
               self
              
                .
              
              ReverseWord
              
                (
              
              
                list
              
              
                (
              
              s
              
                )
              
              
                [
              
              begin
              
                :
              
              end 
              
                +
              
              
                1
              
              
                ]
              
              
                )
              
              
                res 
              
                +=
              
               reverse_word
            end 
              
                +=
              
              
                1
              
              
                return
              
               res

    
              
                def
              
              
                ReverseWord
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                if
              
               s 
              
                ==
              
              
                ''
              
              
                :
              
              
                return
              
              
                ''
              
              
        begin 
              
                =
              
              
                0
              
              
        end 
              
                =
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                -
              
              
                1
              
              
                while
              
               begin 
              
                <=
              
               end
              
                :
              
              
            s
              
                [
              
              begin
              
                ]
              
              
                ,
              
               s
              
                [
              
              end
              
                ]
              
              
                =
              
               s
              
                [
              
              end
              
                ]
              
              
                ,
              
               s
              
                [
              
              begin
              
                ]
              
              
            begin 
              
                +=
              
              
                1
              
              
            end 
              
                -=
              
              
                1
              
              
                return
              
              
                ''
              
              
                .
              
              join
              
                (
              
              s
              
                )
              
            
          

左旋转字符串

            
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                LeftRotateString
              
              
                (
              
              self
              
                ,
              
               s
              
                ,
              
               n
              
                )
              
              
                :
              
              
                if
              
               s 
              
                ==
              
              
                ''
              
              
                :
              
              
                return
              
              
                ''
              
              
                if
              
               n 
              
                >
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                :
              
              
                return
              
              
                None
              
              
        left 
              
                =
              
               self
              
                .
              
              ReverseWord
              
                (
              
              
                list
              
              
                (
              
              s
              
                [
              
              
                :
              
              n
              
                ]
              
              
                )
              
              
                )
              
              
        right 
              
                =
              
               self
              
                .
              
              ReverseWord
              
                (
              
              
                list
              
              
                (
              
              s
              
                [
              
              n
              
                :
              
              
                ]
              
              
                )
              
              
                )
              
              
        res 
              
                =
              
               self
              
                .
              
              ReverseWord
              
                (
              
              
                list
              
              
                (
              
              left
              
                +
              
              right
              
                )
              
              
                )
              
              
                return
              
               res
        
    
              
                def
              
              
                ReverseWord
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
        begin 
              
                =
              
              
                0
              
              
        end 
              
                =
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                -
              
              
                1
              
              
                while
              
               begin 
              
                <=
              
               end
              
                :
              
              
            s
              
                [
              
              begin
              
                ]
              
              
                ,
              
               s
              
                [
              
              end
              
                ]
              
              
                =
              
               s
              
                [
              
              end
              
                ]
              
              
                ,
              
               s
              
                [
              
              begin
              
                ]
              
              
            begin 
              
                +=
              
              
                1
              
              
            end 
              
                -=
              
              
                1
              
              
                return
              
              
                ''
              
              
                .
              
              join
              
                (
              
              s
              
                )
              
            
          

32 1到n整数中1出现的次数

            
              
                #########################################################################
              
              
                #  32 1到n整数中1出现的次数
              
              
                #########################################################################
              
              
                # 找数字规律求解 比如21345这个数,分为1-1345和1346-21345两个阶段。
              
              
                # 1346-21345 最高位的1为10000个也就是10^(n-1)个;如果最高位是1,比如12345 最高位则是2345+1=2346个1
              
              
                # 剩下的四位数可以分为两段 1346-11345和11345-21345,两段中都可以选择一位为1,其余三位的选择分别有0-9 10 个数字,
              
              
                # 也就是2*4*10^3
              
              
                # 1-1345可以递归求解
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                NumberOf1Between1AndN_Solution
              
              
                (
              
              self
              
                ,
              
               n
              
                )
              
              
                :
              
              
                # write code here
              
              
        length 
              
                =
              
              
                len
              
              
                (
              
              
                str
              
              
                (
              
              n
              
                )
              
              
                )
              
              
        first 
              
                =
              
              
                int
              
              
                (
              
              
                str
              
              
                (
              
              n
              
                )
              
              
                [
              
              
                0
              
              
                ]
              
              
                )
              
              
                if
              
               length 
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                None
              
              
                if
              
               length 
              
                ==
              
              
                1
              
              
                and
              
               first 
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                0
              
              
                if
              
               length 
              
                ==
              
              
                1
              
              
                and
              
               first 
              
                >
              
              
                0
              
              
                :
              
              
                return
              
              
                1
              
              
                # 求得最高位的1
              
              
                if
              
               first 
              
                >
              
              
                1
              
              
                :
              
              
            numberFirst_1 
              
                =
              
              
                10
              
              
                **
              
              
                (
              
              length 
              
                -
              
              
                1
              
              
                )
              
              
                else
              
              
                :
              
              
            numberFirst_1 
              
                =
              
              
                int
              
              
                (
              
              
                str
              
              
                (
              
              n
              
                )
              
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                )
              
              
                +
              
              
                1
              
              
                # 求得剩下的几位数中的1
              
              
        numberOther_1 
              
                =
              
               first 
              
                *
              
              
                (
              
              length 
              
                -
              
              
                1
              
              
                )
              
              
                *
              
              
                10
              
              
                **
              
              
                (
              
              length 
              
                -
              
              
                2
              
              
                )
              
              
        numberRecursive 
              
                =
              
               self
              
                .
              
              NumberOf1Between1AndN_Solution
              
                (
              
              
                int
              
              
                (
              
              
                str
              
              
                (
              
              n
              
                )
              
              
                [
              
              
                1
              
              
                :
              
              
                ]
              
              
                )
              
              
                )
              
              
                return
              
               numberFirst_1 
              
                +
              
               numberOther_1 
              
                +
              
               numberRecursive


            
          

33 把数排成最小的数

            
              
                #########################################################################
              
              
                #  33 把数排成最小的数
              
              
                #########################################################################
              
              
                # 自定义比较规则为 如果mn < nm,则定义m
                
                  
                    # -*- coding:utf-8 -*-
                  
                  
                    import
                  
                   functools



                  
                    class
                  
                  
                    Solution
                  
                  
                    :
                  
                  
                    def
                  
                  
                    PrintMinNumber
                  
                  
                    (
                  
                  self
                  
                    ,
                  
                   numbers
                  
                    )
                  
                  
                    :
                  
                  
                    # write code here
                  
                  
                    if
                  
                   numbers 
                  
                    ==
                  
                  
                    [
                  
                  
                    ]
                  
                  
                    :
                  
                  
                    return
                  
                  
                    ''
                  
                  
                    if
                  
                  
                    len
                  
                  
                    (
                  
                  numbers
                  
                    )
                  
                  
                    ==
                  
                  
                    1
                  
                  
                    :
                  
                  
                    return
                  
                  
                    str
                  
                  
                    (
                  
                  numbers
                  
                    [
                  
                  
                    0
                  
                  
                    ]
                  
                  
                    )
                  
                  
                    def
                  
                  
                    mycmp
                  
                  
                    (
                  
                  num1
                  
                    ,
                  
                   num2
                  
                    )
                  
                  
                    :
                  
                  
                    return
                  
                  
                    cmp
                  
                  
                    (
                  
                  num1 
                  
                    +
                  
                   num2
                  
                    ,
                  
                   num2 
                  
                    +
                  
                   num1
                  
                    )
                  
                  

        nums 
                  
                    =
                  
                  
                    [
                  
                  
                    str
                  
                  
                    (
                  
                  n
                  
                    )
                  
                  
                    for
                  
                   n 
                  
                    in
                  
                   numbers
                  
                    ]
                  
                  
        res 
                  
                    =
                  
                  
                    sorted
                  
                  
                    (
                  
                  nums
                  
                    ,
                  
                   mycmp
                  
                    )
                  
                  
                    return
                  
                  
                    ''
                  
                  
                    .
                  
                  join
                  
                    (
                  
                  res
                  
                    )
                  
                
              
            
          

34 丑数

            
              
                #########################################################################
              
              
                #  34 丑数
              
              
                #########################################################################
              
              
                # 空间换时间。每一个丑数都是前一个丑数乘以2 3 5 得到的。
              
              
                # 所以最小的丑数= min(现在最小的乘以2,3,4后的结果)
              
              
                # 而且对于现有的每一个丑数乘以2之后,肯定存在一个数T2, 在他之前的都小于现有的,在他之后的都会大于现有的最小丑数
              
              
                # 对于3 和 5 的同理。只需要找到T2 T3 T5 即可。
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                GetUglyNumber_Solution
              
              
                (
              
              self
              
                ,
              
               index
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               index 
              
                <=
              
              
                0
              
              
                :
              
              
                return
              
              
                0
              
              
                if
              
               index 
              
                ==
              
              
                1
              
              
                :
              
              
                return
              
              
                1
              
              
        uglynum 
              
                =
              
              
                [
              
              
                0
              
              
                ]
              
              
                *
              
               index
        nextidx 
              
                =
              
              
                1
              
              
        uglynum
              
                [
              
              
                0
              
              
                ]
              
              
                =
              
              
                1
              
              
        p2
              
                ,
              
               p3
              
                ,
              
               p5 
              
                =
              
              
                0
              
              
                ,
              
              
                0
              
              
                ,
              
              
                0
              
              
                while
              
               nextidx 
              
                <
              
               index
              
                :
              
              
            min_ugly 
              
                =
              
              
                min
              
              
                (
              
              uglynum
              
                [
              
              p2
              
                ]
              
              
                *
              
              
                2
              
              
                ,
              
               uglynum
              
                [
              
              p3
              
                ]
              
              
                *
              
              
                3
              
              
                ,
              
               uglynum
              
                [
              
              p5
              
                ]
              
              
                *
              
              
                5
              
              
                )
              
              
            uglynum
              
                [
              
              nextidx
              
                ]
              
              
                =
              
               min_ugly
            
              
                while
              
               uglynum
              
                [
              
              p2
              
                ]
              
              
                *
              
              
                2
              
              
                <=
              
               min_ugly
              
                :
              
              
                p2 
              
                +=
              
              
                1
              
              
                while
              
               uglynum
              
                [
              
              p3
              
                ]
              
              
                *
              
              
                3
              
              
                <=
              
               min_ugly
              
                :
              
              
                p3 
              
                +=
              
              
                1
              
              
                while
              
               uglynum
              
                [
              
              p5
              
                ]
              
              
                *
              
              
                5
              
              
                <=
              
               min_ugly
              
                :
              
              
                p5 
              
                +=
              
              
                1
              
              
            nextidx 
              
                +=
              
              
                1
              
              
                return
              
               uglynum
              
                [
              
              index
              
                -
              
              
                1
              
              
                ]
              
            
          

35 第一个只出现一次的字符

            
              
                #########################################################################
              
              
                #  35 第一个只出现一次的字符
              
              
                #########################################################################
              
              
                # hash表存储字符和次数,因为python里边的dict不会按照顺序存储,所以单独用一个list存储顺序
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                FirstNotRepeatingChar
              
              
                (
              
              self
              
                ,
              
               s
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               s 
              
                ==
              
              
                ''
              
              
                :
              
              
                return
              
              
                -
              
              
                1
              
              
        dic 
              
                =
              
              
                {
              
              
                }
              
              
        once 
              
                =
              
              
                [
              
              
                ]
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                )
              
              
                :
              
              
                if
              
               s
              
                [
              
              i
              
                ]
              
              
                not
              
              
                in
              
               once
              
                :
              
              
                once
              
                .
              
              append
              
                (
              
              i
              
                )
              
              
                if
              
               s
              
                [
              
              i
              
                ]
              
              
                not
              
              
                in
              
               dic
              
                :
              
              
                dic
              
                [
              
              s
              
                [
              
              i
              
                ]
              
              
                ]
              
              
                =
              
              
                1
              
              
                else
              
              
                :
              
              
                dic
              
                [
              
              s
              
                [
              
              i
              
                ]
              
              
                ]
              
              
                +=
              
              
                1
              
              
                for
              
               i 
              
                in
              
               once
              
                :
              
              
                if
              
               dic
              
                [
              
              s
              
                [
              
              i
              
                ]
              
              
                ]
              
              
                ==
              
              
                1
              
              
                :
              
              
                return
              
               i
        
              
                return
              
              
                None
              
            
          

28 字符串的全排列

            
              
                #########################################################################
              
              
                #  28 字符串的全排列
              
              
                #########################################################################
              
              
                # 全排列方法 字符串的全排列 八皇后问题 正方体问题
              
              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                Permutation
              
              
                (
              
              self
              
                ,
              
               ss
              
                )
              
              
                :
              
              
                if
              
               ss 
              
                ==
              
              
                ''
              
              
                :
              
              
                return
              
              
                [
              
              
                ]
              
              
        res 
              
                =
              
              
                [
              
              
                ]
              
              
        path 
              
                =
              
              
                ''
              
              
        self
              
                .
              
              PermutationCore
              
                (
              
              ss
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
        res 
              
                =
              
              
                set
              
              
                (
              
              res
              
                )
              
              
                return
              
              
                sorted
              
              
                (
              
              
                list
              
              
                (
              
              res
              
                )
              
              
                )
              
              
                def
              
              
                PermutationCore
              
              
                (
              
              self
              
                ,
              
               s
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
                :
              
              
                if
              
               s 
              
                ==
              
              
                ''
              
              
                :
              
              
            res
              
                .
              
              append
              
                (
              
              path
              
                )
              
              
                else
              
              
                :
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                len
              
              
                (
              
              s
              
                )
              
              
                )
              
              
                :
              
              
                self
              
                .
              
              PermutationCore
              
                (
              
              s
              
                [
              
              
                :
              
              i
              
                ]
              
              
                +
              
               s
              
                [
              
              i 
              
                +
              
              
                1
              
              
                :
              
              
                ]
              
              
                ,
              
               res
              
                ,
              
               path 
              
                +
              
               s
              
                [
              
              i
              
                ]
              
              
                )
              
              
                # 八皇后问题
              
              
                # 设置一个一维数组,num[i] = j 表示第i行皇后的位置是第j列
              
              
                # i 从0-n全排列 判断是否符合要求 不同行不同列不同一对角线
              
              
                # 一维数组能够保证不同行不同列 对角线是y=x+b,y1-y2 = x1-x2 代表是同一对角线
              
              
                # 所以 不在同一对角线要保证  abs(nums[i] - nums[n]) != n-i and nums[i] != nums[n]
              
              
                class
              
              
                Solution
              
              
                (
              
              
                object
              
              
                )
              
              
                :
              
              
                def
              
              
                solveNQueens
              
              
                (
              
              self
              
                ,
              
               n
              
                )
              
              
                :
              
              
                """
        :type n: int
        :rtype: List[List[str]]
        """
              
              
                if
              
               n 
              
                <=
              
              
                0
              
              
                :
              
              
                return
              
              
                ''
              
              
        num 
              
                =
              
              
                [
              
              
                -
              
              
                1
              
              
                ]
              
              
                *
              
               n
        res 
              
                =
              
              
                [
              
              
                ]
              
              
        path 
              
                =
              
              
                [
              
              
                ]
              
              
        self
              
                .
              
              Permutation
              
                (
              
              num
              
                ,
              
              
                0
              
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
                return
              
               res

    
              
                def
              
              
                Permutation
              
              
                (
              
              self
              
                ,
              
               num
              
                ,
              
               index
              
                ,
              
               res
              
                ,
              
               path
              
                )
              
              
                :
              
              
                if
              
               index 
              
                ==
              
              
                len
              
              
                (
              
              num
              
                )
              
              
                :
              
              
            res
              
                .
              
              append
              
                (
              
              path
              
                )
              
              
                return
              
              
                else
              
              
                :
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              
                len
              
              
                (
              
              num
              
                )
              
              
                )
              
              
                :
              
              
                num
              
                [
              
              index
              
                ]
              
              
                =
              
               i
                
              
                if
              
               self
              
                .
              
              CheckValid
              
                (
              
              num
              
                ,
              
               index
              
                )
              
              
                :
              
              
                    tmp 
              
                =
              
              
                '.'
              
              
                *
              
              
                len
              
              
                (
              
              num
              
                )
              
              
                    self
              
                .
              
              Permutation
              
                (
              
              num
              
                ,
              
               index 
              
                +
              
              
                1
              
              
                ,
              
               res
              
                ,
              
               path 
              
                +
              
              
                [
              
              tmp
              
                [
              
              
                :
              
              i
              
                ]
              
              
                +
              
              
                'Q'
              
              
                +
              
               tmp
              
                [
              
              i 
              
                +
              
              
                1
              
              
                :
              
              
                ]
              
              
                ]
              
              
                )
              
              
                def
              
              
                CheckValid
              
              
                (
              
              self
              
                ,
              
               num
              
                ,
              
               index
              
                )
              
              
                :
              
              
                for
              
               i 
              
                in
              
              
                range
              
              
                (
              
              index
              
                )
              
              
                :
              
              
                if
              
              
                abs
              
              
                (
              
              num
              
                [
              
              i
              
                ]
              
              
                -
              
               num
              
                [
              
              index
              
                ]
              
              
                )
              
              
                ==
              
               index 
              
                -
              
               i 
              
                or
              
               num
              
                [
              
              i
              
                ]
              
              
                ==
              
               num
              
                [
              
              index
              
                ]
              
              
                :
              
              
                return
              
              
                False
              
              
                return
              
              
                True
              
            
          

数值

11 数值的整数次方

            
              
                #########################################################################
              
              
                #  11 数值的整数次方
              
              
                ################################### ######################################
              
              
                # a^n = a ^(n/2) * a(n/2)   偶数
              
              
        a 
              
                *
              
              
                (
              
              n
              
                -
              
              
                1
              
              
                /
              
              
                2
              
              
                )
              
              
                *
              
               a
              
                (
              
              n
              
                -
              
              
                1
              
              
                /
              
              
                2
              
              
                )
              
               奇数

              
                # -*- coding:utf-8 -*-
              
              
                class
              
              
                Solution
              
              
                :
              
              
                def
              
              
                Power
              
              
                (
              
              self
              
                ,
              
               base
              
                ,
              
               exponent
              
                )
              
              
                :
              
              
                # write code here
              
              
                if
              
               base 
              
                ==
              
              
                1
              
              
                or
              
               exponent 
              
                ==
              
              
                0
              
              
                :
              
              
                return
              
              
                1
              
              
                if
              
               exponent 
              
                ==
              
              
                1
              
              
                :
              
              
                return
              
               base
        
              
                if
              
               exponent 
              
                <
              
              
                0
              
              
                :
              
              
                return
              
              
                1.0
              
              
                /
              
               self
              
                .
              
              Power
              
                (
              
              base
              
                ,
              
              
                abs
              
              
                (
              
              exponent
              
                )
              
              
                )
              
              
        result 
              
                =
              
               self
              
                .
              
              Power
              
                (
              
              base
              
                ,
              
               exponent 
              
                >>
              
              
                1
              
              
                )
              
              
        result 
              
                *=
              
               result
        
              
                if
              
               exponent 
              
                &
              
              
                0x1
              
              
                ==
              
              
                1
              
              
                :
              
              
            result 
              
                *=
              
               base
        
              
                return
              
               result

            
          

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