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MediumDp

Longest Increasing Subsequence

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Given an integer array nums, return the length of the longest strictly increasing subsequence.

A subsequence is a sequence that can be derived from an array by deleting some or no elements without changing the order of the remaining elements.

Example 1:

Input: nums = [10,9,2,5,3,7,101,18]
Output: 4
Explanation: The longest increasing subsequence is [2,3,7,101], therefore the length is 4.

Example 2:

Input: nums = [0,1,0,3,2,3]
Output: 4
Explanation: The longest increasing subsequence is [0,1,2,3].

Example 3:

Input: nums = [7,7,7,7,7,7,7]
Output: 1
Explanation: All elements are the same, so the longest strictly increasing subsequence has length 1.

Examples

Example 1

Input: nums = [10,9,2,5,3,7,101,18]

Output: 4

Explanation: The longest increasing subsequence is [2,3,7,101] with length 4. Other valid LIS include [2,5,7,101] and [2,5,7,18].

Example 2

Input: nums = [0,1,0,3,2,3]

Output: 4

Explanation: One valid LIS is [0,1,2,3]. Note that elements don't need to be contiguous.

Constraints

  • -1 <= nums.length <= 2500
  • -−10^4 <= nums[i] <= 10^4

Optimal Complexity

Time

O(n log n)

Space

O(n)

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