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medium
DP

Longest Increasing Subsequence

**Problem Statement:** Given the required input arguments, write an efficient algorithm to solve the **Longest Increasing Subsequence** problem. Implement the required logic as specified by standard definitions for this classic algorithmic challenge. **Hint / Expected Approach:** dp[i] = max(dp[j]+1) j<i OR patience sort O(n log n) **Edge Cases to Consider:** - (1) All same elements - (2) Strictly decreasing - (3) Single element

Examples

Example 1
Input: [10,9,2,5,3,7,101,18]
Output: 4
Explanation: 2,3,7,101
Example 2
Input: [0,1,0,3,2,3]
Output: 4
Explanation: 0,1,2,3
Example 3
Input: [7,7,7,7]
Output: 1
Explanation: All same

Constraints

  • ▪Input arguments are within valid ranges
  • ▪Optimize for execution speed
  • ▪Handle null/empty inputs gracefully

Watch Out For Edge Cases

  • ▪All same elements
  • ▪Strictly decreasing
  • ▪Single element
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