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Check if Bitwise OR Has Trailing Zeros
Check if a bitwise OR of two or more numbers has trailing zeros in its binary representation.
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Practice Focus
Easy · Array plus Bit Manipulation
Answer-first summary
Check if a bitwise OR of two or more numbers has trailing zeros in its binary representation.
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This problem involves checking if there exists a pair of elements in an array whose bitwise OR has at least one trailing zero in its binary form. By performing bit manipulation, we can determine if this condition holds. Understanding how bitwise OR interacts with binary representation is key to solving the problem.
Problem Statement
You are given an array of positive integers nums. Your task is to determine if it is possible to select two or more elements from the array such that the bitwise OR of the selected elements has at least one trailing zero in its binary representation.
For example, the binary representation of 5, which is '101', does not have any trailing zeros, whereas the binary representation of 4, which is '100', has two trailing zeros. You need to find out if it's possible to select two or more numbers whose bitwise OR has such a trailing zero.
Examples
Example 1
Input: nums = [1,2,3,4,5]
Output: true
If we select the elements 2 and 4, their bitwise OR is 6, which has the binary representation "110" with one trailing zero.
Example 2
Input: nums = [2,4,8,16]
Output: true
If we select the elements 2 and 4, their bitwise OR is 6, which has the binary representation "110" with one trailing zero. Other possible ways to select elements to have trailing zeroes in the binary representation of their bitwise OR are: (2, 8), (2, 16), (4, 8), (4, 16), (8, 16), (2, 4, 8), (2, 4, 16), (2, 8, 16), (4, 8, 16), and (2, 4, 8, 16).
Example 3
Input: nums = [1,3,5,7,9]
Output: false
There is no possible way to select two or more elements to have trailing zeros in the binary representation of their bitwise OR.
Constraints
- 2 <= nums.length <= 100
- 1 <= nums[i] <= 100
Solution Approach
Check All Pair Combinations
Start by iterating through all possible pairs of numbers in the array. For each pair, perform a bitwise OR operation and check the binary representation to determine if it contains a trailing zero. If any valid pair is found, return true.
Bitwise OR with Pair Selection
You can optimize the process by limiting your checks to pairs of elements since, if a solution exists, a valid pair will always provide the answer. This reduces the complexity of the problem and speeds up the solution.
Early Termination on Success
Once a valid pair is found, terminate further checks and return the result immediately. This ensures efficiency, as further checks are unnecessary after finding a solution.
Complexity Analysis
| Metric | Value |
|---|---|
| Time | Depends on the final approach |
| Space | Depends on the final approach |
The time complexity for checking all pairs is O(n^2), where n is the length of the array. The space complexity is O(1) since no additional data structures are required beyond the array itself.
What Interviewers Usually Probe
- Candidate demonstrates an understanding of bitwise operations and binary representation.
- Candidate efficiently handles the problem by limiting the scope to pairs, avoiding unnecessary computations.
- Candidate shows knowledge of early termination techniques to optimize performance.
Common Pitfalls or Variants
Common pitfalls
- Not reducing the problem to only pairwise checks, which may lead to inefficiency.
- Overcomplicating the problem by trying to handle larger sets than necessary.
- Failing to check the binary representation properly for trailing zeros in the OR result.
Follow-up variants
- Check if the bitwise AND of selected numbers has trailing zeros.
- Check for a condition where the bitwise OR has multiple trailing zeros.
- Find if there's any subset whose bitwise OR contains a trailing zero.
FAQ
What does the bitwise OR operation do in this problem?
In this problem, the bitwise OR operation combines the bits of two or more numbers and the task is to check if the result has trailing zeros in its binary representation.
How do I check if the bitwise OR has trailing zeros?
To check if the bitwise OR of two numbers has trailing zeros, convert the result to binary and inspect the least significant bits. If the binary number ends in '0', it has trailing zeros.
Why is it important to only check pairs of elements?
Since a valid solution always exists with a pair of elements if one exists, limiting the problem to pairs optimizes the solution by reducing unnecessary checks.
Can I optimize the solution further?
The solution is already quite efficient by checking pairs early and terminating as soon as a valid pair is found. Further optimization would focus on specific cases or constraints.
What is the time complexity of this problem?
The time complexity is O(n^2) because we check all pairs of elements in the array, where n is the number of elements.
Solution
Solution 1: Counting Even Numbers
According to the problem statement, if there are two or more elements in the array whose bitwise OR operation results in trailing zeros, then there must be at least two even numbers in the array. Therefore, we can count the number of even numbers in the array. If the count of even numbers is greater than or equal to $2$, then return `true`, otherwise return `false`.
class Solution:
def hasTrailingZeros(self, nums: List[int]) -> bool:
return sum(x & 1 ^ 1 for x in nums) >= 2Continue Topic
array
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