[LeetCode] 398. Random Pick Index
Given an array of integers with possible duplicates, randomly output the index of a given target number. You can assume that the given target number must exist in the array.
Note:
The array size can be very large. Solution that uses too much extra space will not pass the judge.
The array size can be very large. Solution that uses too much extra space will not pass the judge.
Example:
int[] nums = new int[] {1,2,3,3,3}; Solution solution = new Solution(nums); // pick(3) should return either index 2, 3, or 4 randomly. Each index should have equal probability of returning. solution.pick(3); // pick(1) should return 0. Since in the array only nums[0] is equal to 1. solution.pick(1);
Thought process:
The question doesn't have a required time complexity on pick, but rather it doesn't allow using too much extra space. The idea is to store the given array as is. Iterate through the array. Use a variable count to keep track of the number of occurrences of target. And use count as an upper bound for random.
Solution:
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 | class Solution { private int[] reservoir; private Random random; public Solution(int[] nums) { reservoir = nums; random = new Random(); } public int pick(int target) { int result = -1; int count = 0; for (int i = 0; i < reservoir.length; i++) { if (reservoir[i] != target) { continue; } count++; if (random.nextInt(count) == 0) { result = i; } } return result; } } /** * Your Solution object will be instantiated and called as such: * Solution obj = new Solution(nums); * int param_1 = obj.pick(target); */ |
Time complexity:
pick(): O(n).
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