Problem Statement:
Given a binary array arr
(containing only 0s and 1s), you need to find the length of the longest subarray that contains only 1
s after flipping exactly one contiguous subarray of 0
s to 1
s.
Approach:
To solve this problem efficiently, we can break it down into a series of steps. The key idea is to first identify and group contiguous segments of 0
s and 1
s. By analyzing these segments, we can determine the best place to flip a segment of 0
s to maximize the length of 1
s.
Step-by-Step Explanation:
-
Identify Contiguous Segments:
- Traverse the array and group contiguous segments of
0
s and1
s. - Store the lengths of these segments in a list called
freq
.
- Traverse the array and group contiguous segments of
-
Calculate Maximum Possible Length After Flip:
- Iterate through the
freq
list and evaluate the maximum possible length of1
s that can be obtained by flipping one segment of0
s. - Specifically, focus on segments of
0
s surrounded by1
s (e.g.,[1s] 0 [1s]
):- The effective length of
1
s after flipping a segment of0
s is the sum of the lengths of the surrounding1
s plus the length of the0
segment.
- The effective length of
- Also, consider edge cases where the array contains only one segment of
1
s or where the flip results in a continuous segment of1
s.
- Iterate through the
-
Edge Case Handling:
- If the array has only two segments and the first is all
0
s, flipping all the0
s results in a segment of lengthn-1
(ifn
is the length of the array), as flipping an empty array would trivially not yield any1
s.
- If the array has only two segments and the first is all
Example:
For an array like [1, 0, 0, 1, 1, 0, 1]
:
- Segments are:
[1]
,[2]
,[2]
,[1]
. - Possible flips:
- Flip the first segment of
0
s: results in[3]
. - Flip the second segment of
0
s: results in[4]
.
- Flip the first segment of
- The maximum possible length of
1
s is4
.
Complexity:
-
Time Complexity: The solution runs in
O(N)
time, whereN
is the length of the array. This is because we make a single pass through the array to build thefreq
list and then another pass to calculate the maximum possible length of1
s. -
Space Complexity: The space complexity is
O(N)
due to the storage used by thefreq
list.