23. Median of Two Sorted Arrays
hardAsked at FigmaFind the median of the union of two sorted arrays in O(log(min(m,n))). Figma uses this to push hard-bar candidates into binary-search-on-answer territory, the same shape used for partition lookups in multiplayer cursor state.
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Problem
Given two sorted arrays nums1 and nums2 of size m and n respectively, return the median of the two sorted arrays. The overall run time complexity should be O(log(min(m, n))).
Constraints
nums1.length == m, nums2.length == n0 <= m, n <= 10001 <= m + n <= 2000-10^6 <= nums1[i], nums2[i] <= 10^6
Examples
Example 1
nums1 = [1,3], nums2 = [2]2.0Example 2
nums1 = [1,2], nums2 = [3,4]2.5Approaches
1. Merge then index
Merge the two sorted arrays and pick the middle element(s).
- Time
- O(m + n)
- Space
- O(m + n)
function findMedianSortedArrays(a, b) {
const merged = [];
let i = 0, j = 0;
while (i < a.length && j < b.length) merged.push(a[i] <= b[j] ? a[i++] : b[j++]);
while (i < a.length) merged.push(a[i++]);
while (j < b.length) merged.push(b[j++]);
const n = merged.length;
return n % 2 ? merged[n >> 1] : (merged[n / 2 - 1] + merged[n / 2]) / 2;
}Tradeoff:
2. Binary-search partition
Binary-search a cut point on the shorter array such that the combined left half holds exactly (m+n+1)/2 elements and every left value <= every right value. Logarithmic, no merge, no extra space.
- Time
- O(log(min(m,n)))
- Space
- O(1)
function findMedianSortedArrays(a, b) {
if (a.length > b.length) [a, b] = [b, a];
const m = a.length, n = b.length;
const total = m + n, half = (total + 1) >> 1;
let lo = 0, hi = m;
while (lo <= hi) {
const i = (lo + hi) >> 1;
const j = half - i;
const aLeft = i === 0 ? -Infinity : a[i - 1];
const aRight = i === m ? Infinity : a[i];
const bLeft = j === 0 ? -Infinity : b[j - 1];
const bRight = j === n ? Infinity : b[j];
if (aLeft <= bRight && bLeft <= aRight) {
if (total % 2) return Math.max(aLeft, bLeft);
return (Math.max(aLeft, bLeft) + Math.min(aRight, bRight)) / 2;
} else if (aLeft > bRight) hi = i - 1;
else lo = i + 1;
}
}Tradeoff:
Figma-specific tips
Figma's hard-bar grade is whether you can derive the partition invariant on the whiteboard rather than reciting it — narrate the 'left half size' invariant before you index any array.
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