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Formatted question description: https://leetcode.ca/all/1964.html

1964. Find the Longest Valid Obstacle Course at Each Position

Level

Hard

Description

You want to build some obstacle courses. You are given a 0-indexed integer array obstacles of length n, where obstacles[i] describes the height of the i-th obstacle.

For every index i between 0 and n - 1 (inclusive), find the length of the longest obstacle course in obstacles such that:

  • You choose any number of obstacles between 0 and i inclusive.
  • You must include the i-th obstacle in the course.
  • You must put the chosen obstacles in the same order as they appear in obstacles.
  • Every obstacle (except the first) is taller than or the same height as the obstacle immediately before it.

Return an array ans of length n, where ans[i] is the length of the longest obstacle course for index i as described above.

Example 1:

Input: obstacles = [1,2,3,2]

Output: [1,2,3,3]

Explanation: The longest valid obstacle course at each position is:

  • i = 0: [1], [1] has length 1.
  • i = 1: [1,2], [1,2] has length 2.
  • i = 2: [1,2,3], [1,2,3] has length 3.
  • i = 3: [1,2,3,2], [1,2,2] has length 3.

Example 2:

Input: obstacles = [2,2,1]

Output: [1,2,1]

Explanation: The longest valid obstacle course at each position is:

  • i = 0: [2], [2] has length 1.
  • i = 1: [2,2], [2,2] has length 2.
  • i = 2: [2,2,1], [1] has length 1.

Example 3:

Input: obstacles = [3,1,5,6,4,2]

Output: [1,1,2,3,2,2]

Explanation: The longest valid obstacle course at each position is:

  • i = 0: [3], [3] has length 1.
  • i = 1: [3,1], [1] has length 1.
  • i = 2: [3,1,5], [3,5] has length 2. [1,5] is also valid.
  • i = 3: [3,1,5,6], [3,5,6] has length 3. [1,5,6] is also valid.
  • i = 4: [3,1,5,6,4], [3,4] has length 2. [1,4] is also valid.
  • i = 5: [3,1,5,6,4,2], [1,2] has length 2.

Constraints:

  • n == obstacles.length
  • 1 <= n <= 10^5
  • 1 <= obstacles[i] <= 10^7

Solution

For each element in obstacles, find the longest increasing subsequence that ends with the element. Use a greedy approach with binary search to do this.

  • class Solution {
        public int[] longestObstacleCourseAtEachPosition(int[] obstacles) {
            int length = obstacles.length;
            int[] longest = new int[length];
            longest[0] = 1;
            int len = 1;
            int[] d = new int[length + 1];
            d[len] = obstacles[0];
            for (int i = 1; i < length; ++i) {
                if (obstacles[i] >= d[len]) {
                    d[++len] = obstacles[i];
                    longest[i] = len;
                } else {
                    int l = 1, r = len, pos = 0;
                    while (l <= r) {
                        int mid = (l + r) >> 1;
                        if (d[mid] <= obstacles[i]) {
                            pos = mid;
                            l = mid + 1;
                        } else {
                            r = mid - 1;
                        }
                    }
                    d[pos + 1] = obstacles[i];
                    longest[i] = pos + 1;
                }
            }
            return longest;
        }
    }
    
    ############
    
    class Solution {
        public int lengthOfLIS(int[] nums) {
            TreeSet<Integer> ts = new TreeSet();
            for (int v : nums) {
                ts.add(v);
            }
            int idx = 1;
            Map<Integer, Integer> m = new HashMap<>();
            for (int v : ts) {
                m.put(v, idx++);
            }
            BinaryIndexedTree tree = new BinaryIndexedTree(m.size());
            int ans = 1;
            for (int v : nums) {
                int x = m.get(v);
                int t = tree.query(x - 1) + 1;
                ans = Math.max(ans, t);
                tree.update(x, t);
            }
            return ans;
        }
    }
    
    class BinaryIndexedTree {
        private int n;
        private int[] c;
    
        public BinaryIndexedTree(int n) {
            this.n = n;
            c = new int[n + 1];
        }
    
        public void update(int x, int val) {
            while (x <= n) {
                c[x] = Math.max(c[x], val);
                x += lowbit(x);
            }
        }
    
        public int query(int x) {
            int s = 0;
            while (x > 0) {
                s = Math.max(s, c[x]);
                x -= lowbit(x);
            }
            return s;
        }
    
        public static int lowbit(int x) {
            return x & -x;
        }
    }
    
  • // OJ: https://leetcode.com/problems/find-the-longest-valid-obstacle-course-at-each-position/
    // Time: O(NlogN)
    // Space: O(N)
    class Solution {
    public:
        vector<int> longestObstacleCourseAtEachPosition(vector<int>& A) {
            vector<int> ans, lis;
            for (int n : A) {
                int i = upper_bound(begin(lis), end(lis), n) - begin(lis);
                if (i == lis.size()) lis.push_back(n);
                else lis[i] = n;
                ans.push_back(i + 1);
            }
            return ans;
        }
    };
    
  • class BinaryIndexedTree:
        def __init__(self, n):
            self.n = n
            self.c = [0] * (n + 1)
    
        @staticmethod
        def lowbit(x):
            return x & -x
    
        def update(self, x, val):
            while x <= self.n:
                self.c[x] = max(self.c[x], val)
                x += BinaryIndexedTree.lowbit(x)
    
        def query(self, x):
            s = 0
            while x > 0:
                s = max(s, self.c[x])
                x -= BinaryIndexedTree.lowbit(x)
            return s
    
    
    class Solution:
        def longestObstacleCourseAtEachPosition(self, obstacles: List[int]) -> List[int]:
            s = sorted(set(obstacles))
            m = {v: i for i, v in enumerate(s, 1)}
            tree = BinaryIndexedTree(len(m))
            ans = []
            for v in obstacles:
                x = m[v]
                ans.append(1 + tree.query(x))
                tree.update(x, ans[-1])
            return ans
    
    ############
    
    # 1964. Find the Longest Valid Obstacle Course at Each Position
    # https://leetcode.com/problems/find-the-longest-valid-obstacle-course-at-each-position/
    
    class Solution:
        def longestObstacleCourseAtEachPosition(self, obstacles: List[int]) -> List[int]:
            sl = []
            res = []
            
            for obs in obstacles:
                if len(sl) == 0 or sl[-1] <= obs:
                    sl.append(obs)
                    res.append(len(sl))
                else:
                    index = bisect.bisect(sl, obs)
                    sl[index] = obs
    
                    res.append(index + 1)
    
            return res
    
    
  • type BinaryIndexedTree struct {
    	n int
    	c []int
    }
    
    func newBinaryIndexedTree(n int) *BinaryIndexedTree {
    	c := make([]int, n+1)
    	return &BinaryIndexedTree{n, c}
    }
    
    func (this *BinaryIndexedTree) lowbit(x int) int {
    	return x & -x
    }
    
    func (this *BinaryIndexedTree) update(x, val int) {
    	for x <= this.n {
    		if this.c[x] < val {
    			this.c[x] = val
    		}
    		x += this.lowbit(x)
    	}
    }
    
    func (this *BinaryIndexedTree) query(x int) int {
    	s := 0
    	for x > 0 {
    		if s < this.c[x] {
    			s = this.c[x]
    		}
    		x -= this.lowbit(x)
    	}
    	return s
    }
    
    func longestObstacleCourseAtEachPosition(obstacles []int) []int {
    	s := make(map[int]bool)
    	for _, v := range obstacles {
    		s[v] = true
    	}
    	var t []int
    	for v, _ := range s {
    		t = append(t, v)
    	}
    	sort.Ints(t)
    	m := make(map[int]int)
    	for i, v := range t {
    		m[v] = i + 1
    	}
    	n := len(obstacles)
    	ans := make([]int, n)
    	tree := newBinaryIndexedTree(len(m))
    	for i, v := range obstacles {
    		x := m[v]
    		ans[i] = 1 + tree.query(x)
    		tree.update(x, ans[i])
    	}
    	return ans
    }
    
  • class BinaryIndexedTree {
        private n: number;
        private c: number[];
    
        constructor(n: number) {
            this.n = n;
            this.c = Array(n + 1).fill(0);
        }
    
        update(x: number, v: number): void {
            while (x <= this.n) {
                this.c[x] = Math.max(this.c[x], v);
                x += x & -x;
            }
        }
    
        query(x: number): number {
            let s = 0;
            while (x > 0) {
                s = Math.max(s, this.c[x]);
                x -= x & -x;
            }
            return s;
        }
    }
    
    function longestObstacleCourseAtEachPosition(obstacles: number[]): number[] {
        const nums: number[] = [...obstacles];
        nums.sort((a, b) => a - b);
        const n: number = nums.length;
        const ans: number[] = [];
        const tree: BinaryIndexedTree = new BinaryIndexedTree(n);
        const search = (x: number): number => {
            let [l, r] = [0, n];
            while (l < r) {
                const mid = (l + r) >> 1;
                if (nums[mid] >= x) {
                    r = mid;
                } else {
                    l = mid + 1;
                }
            }
            return l;
        };
        for (let k = 0; k < n; ++k) {
            const i: number = search(obstacles[k]) + 1;
            ans[k] = tree.query(i) + 1;
            tree.update(i, ans[k]);
        }
        return ans;
    }
    
    

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