Coding questions · Akuna Capital
Find minimum swaps to sort array with duplicates
This question evaluates array manipulation and permutation-based reasoning for minimizing swap operations, including handling of duplicate values and performance considerations, within the Coding & Algorithms domain for a Data Scientist role.
Problem
Given an integer array nums of length n that may contain duplicate values, you may perform swaps where you choose any two indices i and j and swap nums[i] and nums[j].
Return the minimum number of swaps required to reorder nums into non-decreasing order.
Input
- An integer array
nums.
Output
- An integer: the minimum number of swaps needed to make
numssorted in non-decreasing order.
Constraints
1 <= n <= 2 * 10^5-10^9 <= nums[i] <= 10^9
Notes
- Because duplicates exist, there can be multiple valid sorted targets; your answer should be the minimum swaps over all valid ways to reach a sorted array.
Examples
nums = [2, 1, 2]→ sorted form is[1, 2, 2], answer1(swap indices 0 and 1).nums = [1, 5, 1, 5]→ answer1(swap the two middle elements to get[1,1,5,5]).
Find minimum swaps to sort array with duplicates
Hints
- Sort a copy of nums to get the target. Map this to a permutation problem: minimum swaps to realize a permutation is (#elements that move) - (#cycles).
- With duplicates you may choose which equal element goes to which equal slot. To minimize swaps you want to MAXIMIZE the number of cycles, so model it on VALUES: add an edge value_here -> value_that_belongs_here for every out-of-place position.
- Every 2-cycle (a pair of values pointing at each other) is the shortest possible cycle and can always be taken first. After removing all 2-cycles, decompose each remaining component into as many cycles as possible. Beware: greedy shortest-cycle-first is NOT always optimal -- e.g. [2,4,3,6,5,1,3,2,1] needs an exact decomposition (answer 6).