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 is111
and 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
start
andgoal
. The result will be a number that has1
s in all the positions wherestart
andgoal
differ. - Count how many
1
s are present in the binary representation of the result (i.e., the Hamming distance). - The number of
1
s 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 ofstart
andgoal
. If the bits are different, the corresponding bit in the result will be1
. - We then count the number of
1
s in the result, which gives the number of differing bits, i.e., the number of bit flips required. - The
& 1
operation checks if the last bit is1
, and>>= 1
shifts the number right to process the next bit.
Time Complexity:
- The time complexity is (O(\log N)), where (N) is the larger of
start
orgoal
, 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 = 10
andgoal = 7
, the output is3
. - For
start = 3
andgoal = 4
, the output is3
.
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