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FindMedianFromDataStream.java
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import java.util.PriorityQueue;
/**
* LeetCode
* 295. Find Median from Data Stream
* https://leetcode.com/problems/find-median-from-data-stream/
* #Hard #Heap
*/
public class FindMedianFromDataStream {
private static class MedianFinder {
private final PriorityQueue<Integer> minQ = new PriorityQueue<>();
private final PriorityQueue<Integer> maxQ = new PriorityQueue<>((a, b) -> Integer.compare(b, a));
public MedianFinder() {
}
public void addNum(int num) {
// System.out.println("add " + num);
int bottom = maxQ.size() > 0 ? maxQ.peek() : 0;
int top = minQ.size() > 0 ? minQ.peek() : 0;
if (num < bottom) {
if (maxQ.size() > minQ.size()) {
minQ.add(maxQ.poll());
}
maxQ.add(num);
} else if (num > top) {
if (minQ.size() > maxQ.size()) {
maxQ.add(minQ.poll());
}
minQ.add(num);
} else {
if (minQ.size() > maxQ.size()) {
maxQ.add(num);
} else {
minQ.add(num);
}
}
}
public double findMedian() {
// System.out.println("minQ.size()=" + minQ.size() + ", maxQ.size()=" + maxQ.size());
// System.out.println("minQ: " + minQ);
// System.out.println("maxQ: " + maxQ);
if (minQ.isEmpty()) return maxQ.isEmpty() ? 0 : (double) maxQ.peek();
if (maxQ.isEmpty()) return (double) minQ.peek();
if (minQ.size() == maxQ.size()) {
return (minQ.peek() + maxQ.peek()) / 2.0d;
} else {
return minQ.size() > maxQ.size() ? minQ.peek() : maxQ.peek();
}
}
}
public static void main(String[] args) {
MedianFinder sol = new MedianFinder();
sol.addNum(12);
System.out.println(sol.findMedian() + ", expected = 12.0"); // 12.0
sol.addNum(10);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(13);
System.out.println(sol.findMedian() + ", expected = 12.0"); // 12.0
sol.addNum(11);
System.out.println(sol.findMedian() + ", expected = 11.5"); // 11.5
sol.addNum(5);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(15);
System.out.println(sol.findMedian() + ", expected = 11.5"); // 11.5
sol.addNum(1);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(11);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(6);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(17);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(14);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(8);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(17);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(6);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(4);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(16);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(8);
System.out.println(sol.findMedian() + ", expected = 11.0"); // 11.0
sol.addNum(10);
System.out.println(sol.findMedian() + ", expected = 10.5"); // 10.5
sol.addNum(2);
System.out.println(sol.findMedian() + ", expected = 10.0"); // 10.0
sol.addNum(12);
System.out.println(sol.findMedian() + ", expected = 10.5"); // 10.5
sol.addNum(0);
System.out.println(sol.findMedian() + ", expected = 10.0"); // 10.0
}
}