Solving Leetcode Interviews in Seconds with AI: Advantage Shuffle
Introduction
In this blog post, we will explore how to solve the LeetCode problem "870" using AI. LeetCode is a popular platform for preparing for coding interviews, and with the help of AI tools like Chatmagic, we can generate solutions quickly and efficiently - helping you pass the interviews and get the job offer without having to study for months.
Problem Statement
You are given two integer arrays nums1 and nums2 both of the same length. The advantage of nums1 with respect to nums2 is the number of indices i for which nums1[i] > nums2[i]. Return any permutation of nums1 that maximizes its advantage with respect to nums2. Example 1: Input: nums1 = [2,7,11,15], nums2 = [1,10,4,11] Output: [2,11,7,15] Example 2: Input: nums1 = [12,24,8,32], nums2 = [13,25,32,11] Output: [24,32,8,12] Constraints: 1 <= nums1.length <= 105 nums2.length == nums1.length 0 <= nums1[i], nums2[i] <= 109
Explanation
Here's the approach, runtime analysis, and Python code to solve the problem:
- Greedy Assignment: Sort both
nums1andnums2. Iterate throughnums2(in sorted order). For each element innums2, find the smallest element innums1that is greater than it. If such an element exists, assign it; otherwise, assign the smallest remaining element fromnums1(since we can't win this round, we minimize the loss). Index Tracking: Since we need to return a permutation of
nums1corresponding to the original order ofnums2, we need to track the original indices ofnums2while sorting. We do this using an auxiliary array of indices.Runtime Complexity: O(n log n) due to sorting. Storage Complexity: O(n) to store indices and result array.
Code
def advantageCount(nums1, nums2):
"""
Returns any permutation of nums1 that maximizes its advantage with respect to nums2.
"""
n = len(nums1)
nums1.sort()
idx = sorted(range(n), key=lambda i: nums2[i]) # Sort indices based on nums2 values
nums2_sorted = [nums2[i] for i in idx] # Construct a sorted view of nums2 based on sorted indices
result = [0] * n
left = 0
right = n - 1
for num1 in nums1:
if num1 > nums2_sorted[left]:
result[idx[left]] = num1
left += 1
else:
result[idx[right]] = num1
right -= 1
return result