To solve this problem, one can use a two-pointer approach. one has to maintain two pointers, i and j, that traverse the arrays team_a and team_b, respectively. Initially, both pointers are at index 0.
A valid subarray exists if the skill level of the current element in team_a is less than or equal to the minimum skill level required for the corresponding element in team_b.
So, the Python Code is:
def getMaxSubarrayLen(team_a, team_b):
min_skill_b = []
i = 0
j = 0
max_len = 0
while i < len(team_a) and j < len(team_b):
if team_a[i] <= min(min_skill_b) or not min_skill_b:
if min_skill_b:
min_skill_b.pop()
min_skill_b.append(team_a[i])
i += 1
else:
j += 1
max_len = (j - i + 1) if max_len < (j - i + 1) else max_len
return (max_len or 0)
See text below
Texts: Computer science algorithm question
2. Hacker's Team
A cybersecurity firm is building a team of hackers to take down a network of cybercriminals. The skill level of the th hacker of team A is team_a[] and of team B is team_b[i]. A team is considered strong if for each index i a hacker is selected either from team A or team B, and the skill levels of the selected team are non-decreasing.
Given two arrays team_a and team_b of n integers each, choose two indices i and j such that the subarrays [team_a[i], team_a[i+1]...team_a[j]] and [team_b[i], team_b[i+1]...team_b[j-1]] can form a strong team. Find the maximum possible value of j-i+1, i.e. the length of the chosen subarray.
Example:
Given n=3, team_a=[5,2,4,1] and team_b=[3,6,2,2]
Optimal way to choose the subarrays:
- team_a[1] = 2 and team_b[2] = 2 form a strong team.
- team_a[2] = 4 and team_b[3] = 2 form a strong team.
Hence, the maximum subarray length that can be chosen to form a strong team is 3.
Function Description:
Complete the function getMaxSubarrayLen in the editor below:
getMaxSubarrayLen has the following parameters:
- int team_a[n]: skill levels of team A
- int team_b[n]: skill levels of team B
Returns:
- int: the maximum subarray length that can be chosen to form a strong team
Constraints:
1 ≤ n ≤ 105
1 ≤ team_a[i], team_b[i] ≤ 109