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Design a stack-like data structure to push elements to the stack and pop the most frequent element from the stack.

Implement the FreqStack class:

  • FreqStack() constructs an empty frequency stack.
  • void push(int val) pushes an integer val onto the top of the stack.
  • int pop() removes and returns the most frequent element in the stack.
    • If there is a tie for the most frequent element, the element closest to the stack's top is removed and returned.

 

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
FreqStack freqStack = new FreqStack();
freqStack.push(5); // The stack is [5]
freqStack.push(7); // The stack is [5,7]
freqStack.push(5); // The stack is [5,7,5]
freqStack.push(7); // The stack is [5,7,5,7]
freqStack.push(4); // The stack is [5,7,5,7,4]
freqStack.push(5); // The stack is [5,7,5,7,4,5]
freqStack.pop();   // return 5, as 5 is the most frequent. The stack becomes [5,7,5,7,4].
freqStack.pop();   // return 7, as 5 and 7 is the most frequent, but 7 is closest to the top. The stack becomes [5,7,5,4].
freqStack.pop();   // return 5, as 5 is the most frequent. The stack becomes [5,7,4].
freqStack.pop();   // return 4, as 4, 5 and 7 is the most frequent, but 4 is closest to the top. The stack becomes [5,7].

 

Constraints:

  • 0 <= val <= 109
  • At most 2 * 104 calls will be made to push and pop.
  • It is guaranteed that there will be at least one element in the stack before calling pop.

Related Topics:
Hash Table, Stack

Solution 1.

We push elements based on frequency first then the order they pushed into the stack.

Consider input 5 7 5 7 4 5, if we label their frequency at the top

1 1 2 2 1 3
5 7 5 7 4 5

We can reorder them in this way

1: 5 7 4
2: 5 7
3: 5

When popping elements, we pop the 3rd stack first, then the 2nd, then the 1st.

// OJ: https://leetcode.com/problems/maximum-frequency-stack/
// Author: github.com/lzl124631x
// Time: O(1) for all
// Space: O(N)
class FreqStack {
    unordered_map<int, int> freq; // number -> frequency
    vector<vector<int>> v; // frequency -> stack of numbers
public:
    FreqStack() {}
    void push(int val) {
        int f = freq[val]++;
        if (v.size() <= f) v.emplace_back();
        v[f].push_back(val);
    }
    int pop() {
        int val = v.back().back();
        v.back().pop_back();
        --freq[val];
        if (v.back().empty()) v.pop_back();
        return val;
    }
};