Description
Implement FreqStack, a class which simulates the operation of a stack-like data structure.
FreqStack has two functions:
push(int x), which pushes an integer x onto the stack.
pop(), which removes and returns the most frequent element in the stack.
If there is a tie for most frequent element, the element closest to the top of the stack is removed and returned.
题目链接:https://leetcode.com/problems/maximum-frequency-stack/description/
Difficulty: hard
Example 1:
Input: ["FreqStack","push","push","push","push","push","push","pop","pop","pop","pop"],[[],[5],[7],[5],[7],[4],[5],[],[],[],[]]
Output: [null,null,null,null,null,null,null,5,7,5,4]
Explanation:After making six .push operations, the stack is [5,7,5,7,4,5] from bottom to top. Then:
pop() -> returns 5, as 5 is the most frequent.
The stack becomes [5,7,5,7,4].
pop() -> returns 7, as 5 and 7 is the most frequent, but 7 is closest to the top.
The stack becomes [5,7,5,4].
pop() -> returns 5.
The stack becomes [5,7,4].
pop() -> returns 4.
The stack becomes [5,7].
Note:
- Calls to FreqStack.push(int x) will be such that 0 <= x <= 10^9.
- It is guaranteed that FreqStack.pop() won’t be called if the stack has zero elements.
- The total number of FreqStack.push calls will not exceed 10000 in a single test case.
- The total number of FreqStack.pop calls will not exceed 10000 in a single test case.
- The total number of FreqStack.push and FreqStack.pop calls will not exceed 150000 across all test cases.
分析
- 因为每次pop都是返回一个出现频率最大的数字,首先想到的是每次push保存下频率最大的数字,但是pop之后可能就会变化,这是如果去遍历所有push的数字时间会超限;
- 考虑把所有出现相同次数的数字放在同一个list中,然后把所有的list放入字典中,形如{1: [7, 5, 4], 2: [7, 5]},代表至少出现一次的是:7,4,5,至少出现两次的是:7,5,题目要求需要在频率相同的情况下pop出最后push进去的,在构建的时候按照push顺序加入到字典中;
- 在构建一个字典存储每个数字出现的次数,形如:{7: 2, 5: 2, 4: 1}
- 代码如下
参考代码
class FreqStack:
def __init__(self):
self.count = {}
self.group = {}
self.max = 0
def push(self, x):
if(x in self.count):
self.count[x]+=1
else:
self.count[x]=1
f=self.count[x]
if(f in self.group):
self.group[f].append(x)
else:
self.group[f]=[x]
if(f>self.max):
self.max=f
def pop(self):
x=self.group[self.max].pop()
self.count[x]-=1
if(not self.group[self.max]):
self.max-=1
return x