2220. Minimum Bit Flips to Convert Number
Difficulty: Easy
Topics: Bit Manipulation
A bit flip of a number x is choosing a bit in the binary representation of x and flipping it from either 0 to 1 or 1 to 0.
- For example, for
x = 7, the binary representation is111and we may choose any bit (including any leading zeros not shown) and flip it. We can flip the first bit from the right to get110, flip the second bit from the right to get101, flip the fifth bit from the right (a leading zero) to get10111, etc.
Given two integers start and goal, return the minimum number of bit flips to convert start to goal.
Example 1:
- Input: start = 10, goal = 7
- Output: 3
-
Explanation: The binary representation of 10 and 7 are 1010 and 0111 respectively. We can convert 10 to 7 in 3 steps:
- Flip the first bit from the right: 1010 -> 1011.
- Flip the third bit from the right: 1011 -> 1111.
- Flip the fourth bit from the right: 1111 -> 0111.
- It can be shown we cannot convert 10 to 7 in less than 3 steps. Hence, we return 3.
Example 2:
- Input: start = 3, goal = 4
- Output: 3
-
Explanation: The binary representation of 3 and 4 are 011 and 100 respectively. We can convert 3 to 4 in 3 steps:
- Flip the first bit from the right: 011 -> 010.
- Flip the second bit from the right: 010 -> 000.
- Flip the third bit from the right: 000 -> 100.
- It can be shown we cannot convert 3 to 4 in less than 3 steps. Hence, we return 3.
Constraints:
0 <= start, goal <= 109
Hint:
- If the value of a bit in start and goal differ, then we need to flip that bit.
- Consider using the XOR operation to determine which bits need a bit flip.
Solution:
We need to determine how many bit positions differ between start and goal. This can be easily achieved using the XOR operation (^), which returns a 1 for each bit position where the two numbers differ.
Steps:
- Perform the XOR operation between
startandgoal. The result will be a number that has1s in all the positions wherestartandgoaldiffer. - Count how many
1s are present in the binary representation of the result (i.e., the Hamming distance). - The number of
1s will give us the minimum number of bit flips needed.
Let's implement this solution in PHP: 2220. Minimum Bit Flips to Convert Number
<?php
/**
* @param Integer $start
* @param Integer $goal
* @return Integer
*/
function minBitFlips($start, $goal) {
...
...
...
/**
* go to ./solution.php
*/
}
// Test cases
echo minBitFlips(10, 7); // Output: 3
echo "\n";
echo minBitFlips(3, 4); // Output: 3
?>
Explanation:
- The
^(XOR) operation compares each bit ofstartandgoal. If the bits are different, the corresponding bit in the result will be1. - We then count the number of
1s in the result, which gives the number of differing bits, i.e., the number of bit flips required. - The
& 1operation checks if the last bit is1, and>>= 1shifts the number right to process the next bit.
Time Complexity:
- The time complexity is (O(\log N)), where (N) is the larger of
startorgoal, because we're checking each bit of the number. In the worst case, we will loop through all bits of a 32-bit integer (since PHP 5.6 works with 32-bit or 64-bit integers depending on the system).
Output:
- For
start = 10andgoal = 7, the output is3. - For
start = 3andgoal = 4, the output is3.
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