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median in a stream.cpp
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median in a stream.cpp
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/*
///////////////////////////////////////////
//Question/Info
Find median in a stream
Hard Accuracy: 54.96% Submissions: 7590 Points: 8
Given an input stream of N integers. The task is to insert these numbers into a new stream and find the median of the stream formed by each insertion of X to the new stream.
Example 1:
Input:
N = 4
X[] = 5,15,1,3
Output:
5
10
5
4
Explanation:Flow in stream : 5, 15, 1, 3
5 goes to stream --> median 5 (5)
15 goes to stream --> median 10 (5,15)
1 goes to stream --> median 5 (5,15,1)
3 goes to stream --> median 4 (5,15,1 3)
Example 2:
Input:
N = 3
X[] = 5,10,15
Output:
5
7.5
10
Explanation:Flow in stream : 5, 10, 15
5 goes to stream --> median 5 (5)
10 goes to stream --> median 7.5 (5,10)
15 goes to stream --> median 10 (5,10,15)
Your Task:
You are required to complete 3 methods insertHeap() which takes x as argument, balanceHeaps() and getMedian() and returns the current median.
Expected Time Complexity : O(nlogn)
Expected Auxilliary Space : O(n)
Constraints:
1 <= N <= 106
1 <= x <= 106
Company Tags
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author: srj_v
///////////////////////////////////////////
*/
#include <bits/stdc++.h>
using namespace std;
// #define int long long int
#define sbit(x) __builtin_popcount(x)
#define pb(x) push_back(x)
#define mp(x,y) make_pair(x,y)
#define eb(x) emplace_back(x)
#define ct(x) cout << x << "\n";
#define ct2(x,y) cout << x << " " << y << "\n";
#define tc(x) cout << x << " ";
#define tc2(x,y) cout << x << " " << y << " ";
#define forn(i,n) for(int i = 0; i < (int)(n); ++i)
#define forx(i,x,n) for(int i = x; i < (int)(n); ++i)
#define nfor(i,n) for(int i = n-1; i >= 0; --i)
#define all(v) v.begin(),v.end()
#define fsp(x,y) fixed << setprecision(y) << x
#define PI 3.1415926535897932384626433832795
#define MOD 1000000007 // (1e9+7)
#define pii pair<int,int>
#define pis pair<int,string>
#define vi vector<int>
#define vii vector<pii>
#define mii map<int,int>
#define p_q priority_queue // priority_queue<int> (&) priority_queue< int,vi,greater<int> >
#define _IOS ios_base::sync_with_stdio(0); cin.tie(0); cout.tie(0);
typedef long double ld;
typedef long long int lli;
#pragma GCC optimize("Ofast")
void c_p_c()
{
#ifndef ONLINE_JUDGE
freopen("input.txt", "r", stdin);
freopen("output.txt", "w", stdout);
#endif
}
int32_t main() {
///////////
c_p_c();
///////////
_IOS
//////////
// code
/*
int t ; cin >> t; while(t--){}
*/
class FindMedian
{
public:
void insertHeap(int &);
double getMedian();
private:
double median; //Stores current median
priority_queue<int> max; //Max heap for lower values
priority_queue<int, vector<int>, greater<int> > min; //Min heap for greater values
void balanceHeaps(); //Method used by insertHeap
};
// } Driver Code Ends
// Function to insert heap
void FindMedian::insertHeap(int &x)
{
// Your code here
if (max.empty() || max.top() > x)
max.push(x);
else
min.push(x);
balanceHeaps();
}
// Function to balance heaps
void FindMedian::balanceHeaps()
{
// Your code here
if (max.size() > min.size() + 1) // since initially the size of the heaps would be empty, we add 1
{
min.push(max.top());
max.pop();
}
else if (min.size() > max.size() + 1)
{
max.push(min.top());
min.pop();
}
}
// Function to return getMedian
double FindMedian::getMedian()
{
// Your code here
int a = max.size();
int b = min.size();
if (a == b)
return ((max.top() + min.top()) / 2);
else if (a < b)
return min.top();
else
return max.top();
}
// cerr << "time: " << clock() << " ms" << '\n';
return 0;
}