Description
You are given two integer arrays nums1 and nums2 sorted in ascending order and an integer k.
Define a pair (u,v) which consists of one element from the first array and one element from the second array.
Find the k pairs (u1,v1),(u2,v2) ...(uk,vk) with the smallest sums.
Example 1:
Given nums1 = [1,7,11], nums2 = [2,4,6], k = 3
Return: [1,2],[1,4],[1,6]
The first 3 pairs are returned from the sequence:
[1,2],[1,4],[1,6],[7,2],[7,4],[11,2],[7,6],[11,4],[11,6]
Example 2:
Given nums1 = [1,1,2], nums2 = [1,2,3], k = 2
Return: [1,1],[1,1]
The first 2 pairs are returned from the sequence:
[1,1],[1,1],[1,2],[2,1],[1,2],[2,2],[1,3],[1,3],[2,3]
Example 3:
Given nums1 = [1,2], nums2 = [3], k = 3
Return: [1,3],[2,3]
All possible pairs are returned from the sequence:
[1,3],[2,3]
Credits:
Special thanks to @elmirap and @StefanPochmann for adding this problem and creating all test cases.
Solution
MinHeap, time O(k * log k), space O(k)
跟“378. Kth Smallest Element in a Sorted Matrix”的解法完全一样。
这种求kth的题目一定要反应到Heap上...这道题用m * n的heap也能做,但是更好的解法是用大小为k的heap做。因为这道题里面sum是有规律的,可以保证第k次访问queue时,kth元素一定在queue中且被取出就行了。
注意heap的大小。预添加元素到heap的时候,如果k >= nums2.length,则把nums2全部offer进去;但如果k < nums2.length,则只offer nums2的前k个元素进去即可,因为后面的元素绝对不会被用到了。利用这点可以尽量缩小heap大小,时间和空间都有节省。
class Solution {
public List<int[]> kSmallestPairs(int[] nums1, int[] nums2, int k) {
if (nums1 == null || nums2 == null
|| nums1.length < 1 || nums2.length < 1 || k < 1) {
return Collections.EMPTY_LIST;
}
PriorityQueue<Tuple> queue
= new PriorityQueue<>((a, b) -> (a.val - b.val));
// offer k pairs formed by nums1[0] and nums2[j] to queue
for (int j = 0; j < Math.min(nums2.length, k); ++j) {
queue.add(new Tuple(0, j, nums1[0] + nums2[j]));
}
List<int[]> kSmallestPairs = new ArrayList<>();
while (k-- > 0 && !queue.isEmpty()) {
Tuple t = queue.poll();
kSmallestPairs.add(new int[]{nums1[t.i], nums2[t.j]});
if (t.i == nums1.length - 1) {
continue;
}
queue.offer(new Tuple(t.i + 1, t.j, nums1[t.i + 1] + nums2[t.j]));
}
return kSmallestPairs;
}
class Tuple {
int i;
int j;
int val;
public Tuple(int i, int j, int val) {
this.i = i;
this.j = j;
this.val = val;
}
}
}