25. Find Minimum in Rotated Sorted Array
mediumAsked at AppleFind the minimum element in a rotated sorted array in O(log n) — Apple asks this to test whether you can adapt binary search when invariants are partially broken, a skill directly applicable to finding pivot points in macOS system log timestamps.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Suppose an array of length n sorted in ascending order is rotated between 1 and n times. Given the sorted rotated array nums of unique elements, return the minimum element of this array. You must write an algorithm that runs in O(log n) time.
Constraints
n == nums.length1 <= n <= 5000-5000 <= nums[i] <= 5000All the integers of nums are uniquenums is sorted and rotated between 1 and n times
Examples
Example 1
nums = [3,4,5,1,2]1Explanation: The original array was [1,2,3,4,5] rotated 3 times
Example 2
nums = [4,5,6,7,0,1,2]0Approaches
1. Linear scan
Scan the full array tracking the minimum seen so far. Ignores sorted structure.
- Time
- O(n)
- Space
- O(1)
function findMin(nums) {
let min = nums[0];
for (const n of nums) {
if (n < min) min = n;
}
return min;
}Tradeoff:
2. Modified binary search
Compare mid to right boundary. If nums[mid] > nums[hi], the minimum is in the right half; otherwise it is in the left half (inclusive of mid). Converge until lo === hi.
- Time
- O(log n)
- Space
- O(1)
function findMin(nums) {
let lo = 0, hi = nums.length - 1;
while (lo < hi) {
const mid = lo + Math.floor((hi - lo) / 2);
if (nums[mid] > nums[hi]) {
// rotation pivot is in the right half
lo = mid + 1;
} else {
// mid could itself be the minimum
hi = mid;
}
}
return nums[lo];
}Tradeoff:
Apple-specific tips
Apple interviewers love this problem because it tests whether you can reason about invariants when data structure assumptions are violated — a skill that shows up when debugging race conditions in macOS subsystems where sorted data can arrive out-of-order due to concurrency. Common trap: comparing mid to lo instead of hi, which breaks when the array is not rotated. Walk through the 'no rotation' edge case out loud to show thoroughness — that's the kind of polish Apple rewards.
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