First Bad Version
To solve this coding challenge, we need to find the first bad version of a product efficiently, given the constraint that a version is bad if and only if all subsequent versions are also bad. This problem is a classic example of utilizing a binary search algorithm to minimize the number of API calls to check whether a version is bad.
.
Feel free to ask if you need any additional clarification or further breakdown of any part of the solution!
Explanation
The problem itself is well-suited for a binary search approach due to the ordered nature of the versions from 1 to n. With binary search, we can halve the search space after each API call, which ensures that we are efficiently narrowing down to the first bad version. To break down the approach step-by-step:-
Initialization
: Start with two pointers:
set to 1 (the first version) and
leftset toright(the last version).n - Binary Search Loop :
-
Calculate the middle point:
.
mid = (left + right) // 2 -
Use the
API to check if
isBadVersion(mid)is a bad version.mid -
If
is a bad version, it means that the first bad version could be
miditself or another version beforemid. Hence, adjust themidpointer toright.mid -
If
is not a bad version, it means that the first bad version must be after
mid. Therefore, adjust themidpointer toleft.mid + 1 -
Termination
: The binary search loop continues until
is equal to
left. This point,right(orleftas both will be equal), will be the first bad version.right
Here is the detailed pseudocode to achieve the solution:
- Initialization :
-
We set two pointers,
and
left, to represent the current search range.right -
starts at 1 (the beginning of the versions), and
leftstarts atright(the end of the versions).n - Binary Search Loop :
- Calculate the midpoint to split the search range into two halves.
-
Use the
to determine if the midpoint is a bad version.
isBadVersion(mid) -
If
returns
isBadVersion(mid), adjust theTruepointer toright, effectively narrowing the search range to the left half includingmid.mid -
If
returns
isBadVersion(mid), adjust theFalsepointer toleft, narrowing the search range to the right half excludingmid + 1.mid - Termination :
-
The loop ends when
equals
left, which ensures that the first bad version is found. This will be the point whererightandleftmeet.right
# Initialize the binary search variables
left = 1 # Starting from the first version
right = n # Ending at the last version
# Perform binary search
while left < right:
mid = left + (right - left) // 2 # Compute the middle point to avoid overflow
if isBadVersion(mid): # Check if mid version is bad
right = mid # If mid is bad, the first bad version is at mid or before it
else:
left = mid + 1 # If mid is not bad, the first bad version is after mid
# At the end of the loop, left will be the first bad version
return left
Step-by-Step Explanation
n