373. Find K Pairs with Smallest Sums
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]
Solution: Heap
import heapq
class Solution(object):
def kSmallestPairs(self, nums1, nums2, k):
"""
:type nums1: List[int]
:type nums2: List[int]
:type k: int
:rtype: List[List[int]]
"""
q = []
for i, num1 in enumerate(nums1[:1]):
for j, num2 in enumerate(nums2[:k]):
heapq.heappush(q, (num1 + num2, i, j))
pairs = []
while len(pairs) < k and q:
_, i, j = heapq.heappop(q)
num1 = nums1[i]
num2 = nums2[j]
pairs.append([num1, num2])
if i < len(nums1) - 1:
i += 1
heapq.heappush(q, (nums1[i] + num2, i, j))
return pairs
Lessons:
- Push the first number in
nums1and all numbers innums2to heap. - After each pop, add the next number
nums1and the current number innums2to heap. - O(k) space, O(klogk) time.