Number of Unique XOR Triplets I
MEDIUMDescription
You are given an integer array nums of length n, where nums is a permutation of the numbers in the range [1, n].
A XOR triplet is defined as the XOR of three elements nums[i] XOR nums[j] XOR nums[k] where i <= j <= k.
Return the number of unique XOR triplet values from all possible triplets (i, j, k).
Example 1:
Input: nums = [1,2]
Output: 2
Explanation:
The possible XOR triplet values are:
(0, 0, 0) → 1 XOR 1 XOR 1 = 1(0, 0, 1) → 1 XOR 1 XOR 2 = 2(0, 1, 1) → 1 XOR 2 XOR 2 = 1(1, 1, 1) → 2 XOR 2 XOR 2 = 2
The unique XOR values are {1, 2}, so the output is 2.
Example 2:
Input: nums = [3,1,2]
Output: 4
Explanation:
The possible XOR triplet values include:
(0, 0, 0) → 3 XOR 3 XOR 3 = 3(0, 0, 1) → 3 XOR 3 XOR 1 = 1(0, 0, 2) → 3 XOR 3 XOR 2 = 2(0, 1, 2) → 3 XOR 1 XOR 2 = 0
The unique XOR values are {0, 1, 2, 3}, so the output is 4.
Constraints:
1 <= n == nums.length <= 1051 <= nums[i] <= nnumsis a permutation of integers from1ton.
Approaches
Checkout 3 different approaches to solve Number of Unique XOR Triplets I. Click on different approaches to view the approach and algorithm in detail.
Mathematical Observation
The most efficient solution comes from a mathematical observation about the structure of XOR sums over the set of integers {1, ..., n}. By analyzing the problem for small values of n, a pattern emerges. This pattern can be proven to hold for all n, leading to a constant-time solution.
Algorithm
- Handle the base cases for small
n.- If
n = 1, the only possible triplet is(1,1,1)giving1^1^1=1. The result is 1. - If
n = 2, the unique values are{1, 2}. The result is 2.
- If
- For
n >= 3, observe the pattern of the unique values.n=3:{1,2,3}.1^2^3=0. Unique values are{0,1,2,3}. Size 4.n=4:{1,2,3,4}. Triplets generate{0,5,6,7}. Unique values are{0,1,2,3,4,5,6,7}. Size 8.
- Generalize the pattern: For
n >= 3, the set of unique XOR values is{0, 1, ..., p-1}, wherepis the smallest power of 2 that is strictly greater thann. - The size of this set is
p. This can be calculated efficiently using bit manipulation. - Implement the logic: check for
n=1andn=2, otherwise calculate and returnp.
The key insight is that since nums is a permutation of {1, ..., n}, the problem is independent of the order of elements in nums and only depends on n. The set of unique values is {1, ..., n} igcup {a^b^c | a,b,c ext{ are distinct in } {1,...,n}}.
By analyzing small cases:
- n=1:
nums=[1]. Values:{1}. Size: 1. - n=2:
numsis perm of{1,2}. Values:{1,2}. Size: 2. - n=3:
numsis perm of{1,2,3}. Values:{1,2,3}and1^2^3=0. Total:{0,1,2,3}. Size: 4. - n=4:
numsis perm of{1,2,3,4}. Values:{1,2,3,4}and{1^2^3=0, 1^2^4=7, 1^3^4=6, 2^3^4=5}. Total:{0,1,2,3,4,5,6,7}. Size: 8.
For n >= 3, it can be shown that the set of all possible XOR triplet values forms a complete range of numbers from 0 to p-1, where p is the smallest power of 2 strictly greater than n. The size of this set is p.
This value p can be found efficiently. For a given n, p is 2^k where k is the smallest integer such that 2^k > n. This is equivalent to finding the next power of two after n.
For example, if n=5, the next power of two is 8. If n=8, the next power of two is 16.
This leads to a very simple and fast implementation.
class Solution {
public int countUniqueXorTriplets(int[] nums) {
int n = nums.length;
if (n == 1) {
return 1;
}
if (n == 2) {
return 2;
}
// For n >= 3, the result is the smallest power of 2 strictly greater than n.
// This can be found using bit manipulation.
// Integer.highestOneBit(n) finds the largest power of 2 less than or equal to n.
// If n is a power of 2, say n = 8, highestOneBit(8) is 8. We need 16. So 8 << 1.
// If n is not a power of 2, say n = 7, highestOneBit(7) is 4. We need 8. So 4 << 1.
// This logic holds for n >= 1, but we've handled n=1,2 separately for clarity.
// Let's re-check the formula for n=3: highestOneBit(3) is 2. 2 << 1 = 4. Correct.
return Integer.highestOneBit(n) << 1;
}
}
Complexity Analysis
Pros and Cons
- Extremely efficient with O(1) time complexity.
- Minimal space usage.
- Very simple to implement once the mathematical property is known.
- Relies on a non-trivial mathematical property that may not be immediately obvious.
- The correctness depends on number-theoretic results about XOR sums.
Video Solution
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