2429. Minimize XOR
Difficulty: Medium
Topics: Greedy, Bit Manipulation
This problem challenges you to find a positive integer, x, that meets two conditions: it has the same number of set bits (1s in its binary representation) as a given integer, num2
, and its bitwise XOR with another given integer, num1
, is minimized.
Example 1:
-
Input:
num1
= 3,num2
= 5 - Output: 3
- Explanation: 3 (0011) and 5 (0101) both have two set bits. 3 XOR 3 = 0, which is the minimum possible XOR value.
Example 2:
-
Input:
num1
= 1,num2
= 12 - Output: 3
- Explanation: 12 (1100) has two set bits. 3 (0011) also has two set bits, and 3 XOR 1 = 2.
Constraints:
- 1 ≤
num1
,num2
≤ 109
Solution Approach:
The key is a greedy strategy. To minimize the XOR result, we want to align the set bits of x with the set bits of num1
as much as possible.
-
Count Set Bits: Determine the number of set bits in
num2
. Let's call thistargetBits
. -
Construct x: Initialize x to 0. Iterate through the bits of
num1
, starting from the most significant bit. For each set bit innum1
, if we haven't reachedtargetBits
yet, add that bit to x. If we've already met thetargetBits
requirement, skip the bit. If we haven't reachedtargetBits
after processing all bits ofnum1
, add the remaining bits to x, starting from the least significant bit. -
Return x: The constructed x will satisfy the conditions.
PHP Implementation:
<?php function minimizeXor(int $num1, int $num2): int { $targetBits = countSetBits($num2); $x = 0; $bitsSet = 0; for ($i = 30; $i >= 0; $i--) { if (($num1 >> $i) & 1) { // Check if the i-th bit of num1 is set if ($bitsSet < $targetBits) { $x |= (1 << $i); // Set the i-th bit of x $bitsSet++; } } } // If we haven't reached targetBits, add remaining bits from LSB for ($i = 0; $i < 31 && $bitsSet < $targetBits; $i++) { if (!($x & (1 << $i))) { //check if bit is not set yet $x |= (1 << $i); $bitsSet++; } } return $x; } function countSetBits(int $n): int { $count = 0; while ($n > 0) { $count += $n & 1; $n >>= 1; } return $count; } // Test cases echo minimizeXor(3, 5) . PHP_EOL; // Output: 3 echo minimizeXor(1, 12) . PHP_EOL; // Output: 3 echo minimizeXor(10, 7) . PHP_EOL; //Output: 11 ?>
Time and Space Complexity:
-
Time Complexity: O(log N), where N is the maximum value of
num1
andnum2
. This is because we iterate through the bits of the numbers. - Space Complexity: O(1), constant extra space is used.
This improved solution provides a clearer, more efficient, and more robust way to solve the problem. The comments explain the logic at each step.
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