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2454. Next Greater Element IV
Description
You are given a 0-indexed array of non-negative integers nums. For each integer in nums, you must find its respective second greater integer.
The second greater integer of nums[i] is nums[j] such that:
j > inums[j] > nums[i]- There exists exactly one index
ksuch thatnums[k] > nums[i]andi < k < j.
If there is no such nums[j], the second greater integer is considered to be -1.
- For example, in the array
[1, 2, 4, 3], the second greater integer of1is4,2is3, and that of3and4is-1.
Return an integer array answer, where answer[i] is the second greater integer of nums[i].
Example 1:
Input: nums = [2,4,0,9,6] Output: [9,6,6,-1,-1] Explanation: 0th index: 4 is the first integer greater than 2, and 9 is the second integer greater than 2, to the right of 2. 1st index: 9 is the first, and 6 is the second integer greater than 4, to the right of 4. 2nd index: 9 is the first, and 6 is the second integer greater than 0, to the right of 0. 3rd index: There is no integer greater than 9 to its right, so the second greater integer is considered to be -1. 4th index: There is no integer greater than 6 to its right, so the second greater integer is considered to be -1. Thus, we return [9,6,6,-1,-1].
Example 2:
Input: nums = [3,3] Output: [-1,-1] Explanation: We return [-1,-1] since neither integer has any integer greater than it.
Constraints:
1 <= nums.length <= 1050 <= nums[i] <= 109
Solutions
Solution 1: Sorting + Ordered Set
We can convert the elements in the array into pairs $(x, i)$, where $x$ is the value of the element and $i$ is the index of the element. Then sort by the value of the elements in descending order.
Next, we traverse the sorted array, maintaining an ordered set that stores the indices of the elements. When we traverse to the element $(x, i)$, the indices of all elements greater than $x$ are already in the ordered set. We only need to find the index $j$ of the next element after $i$ in the ordered set, then the element corresponding to $j$ is the second largest element of $x$. Then, we add $i$ to the ordered set. Continue to traverse the next element.
The time complexity is $O(n \times \log n)$, and the space complexity is $O(n)$. Here, $n$ is the length of the array.
Solution 2: Double Stacks
We maintain two decreasing monotonic stacks:
stackOne: stores elements that have not yet encountered any greater element to their right.
stackTwo: stores elements that have encountered exactly one greater element to their right.
Algorithm:
As we iterate through the array nums, for current element $nums[k]$, have these steps:
-
While
stackTwois not empty and its top element is less than $nums[k]$, these top elements have found their second next greater element. Pop them and record $nums[k]$ as the answer for their respective indices. -
While
stackOneis not empty and its top element is less than $nums[k]$, these top elements have found their first next greater element. Pop them to move them to a temporary list/vector calledtransporter. -
Pop all elements from the back of
transporterand push them ontostackTwo. These elements will naturally maintain the decreasing order instackTwo. -
Push current element $nums[k]$ into
stackOnefor future comparisons.
Our time complexity is $O(n)$, where $n$ is the length of the array nums.
This is because each element is pushed and popped across two stacks for at most 4 times in total.
Space complexity is $O(n)$, as all elements must be stored across two stacks.
-
class Solution { public int[] secondGreaterElement(int[] nums) { int n = nums.length; int[] ans = new int[n]; Arrays.fill(ans, -1); int[][] arr = new int[n][0]; for (int i = 0; i < n; ++i) { arr[i] = new int[] {nums[i], i}; } Arrays.sort(arr, (a, b) -> a[0] == b[0] ? a[1] - b[1] : b[0] - a[0]); TreeSet<Integer> ts = new TreeSet<>(); for (int[] pair : arr) { int i = pair[1]; Integer j = ts.higher(i); if (j != null && ts.higher(j) != null) { ans[i] = nums[ts.higher(j)]; } ts.add(i); } return ans; } } -
class Solution { public: vector<int> secondGreaterElement(vector<int>& nums) { int n = nums.size(); vector<int> ans(n, -1); vector<pair<int, int>> arr(n); for (int i = 0; i < n; ++i) { arr[i] = {-nums[i], i}; } sort(arr.begin(), arr.end()); set<int> ts; for (auto& [_, i] : arr) { auto it = ts.upper_bound(i); if (it != ts.end() && ts.upper_bound(*it) != ts.end()) { ans[i] = nums[*ts.upper_bound(*it)]; } ts.insert(i); } return ans; } }; // Solution 2 class Solution { public: vector<int> secondGreaterElement(vector<int>& nums) { vector<int> secondNextGreater(nums.size(), -1); // Decreasing monotonic stacks: {num, idx}. stack<pair<int, int>> stackOne, stackTwo; vector<pair<int, int>> transporter; // Format: {num, idx}. for (int idx = 0; idx < nums.size(); idx++) { int num = nums[idx]; while (!stackTwo.empty() && stackTwo.top().first < num) { int pastIdx = stackTwo.top().second; secondNextGreater[pastIdx] = num; stackTwo.pop(); } while (!stackOne.empty() && stackOne.top().first < num) { transporter.push_back(stackOne.top()); // Keep decreasing monotonicity. stackOne.pop(); } while (!transporter.empty()) { stackTwo.push(transporter.back()); transporter.pop_back(); } stackOne.push({num, idx}); } return secondNextGreater; } }; -
from sortedcontainers import SortedList class Solution: def secondGreaterElement(self, nums: List[int]) -> List[int]: arr = [(x, i) for i, x in enumerate(nums)] arr.sort(key=lambda x: -x[0]) sl = SortedList() n = len(nums) ans = [-1] * n for _, i in arr: j = sl.bisect_right(i) if j + 1 < len(sl): ans[i] = nums[sl[j + 1]] sl.add(i) return ans # Solution 2 class Solution: def secondGreaterElement(self, nums: list[int]) -> list[int]: second_next_greater = [-1] * len(nums) stack_1: list[tuple[int, int]] = [] # Decreasing monotonic stacks: (num, idx). stack_2: list[tuple[int, int]] = [] # Transport tuples from stack 1 to stack 2. transporter: list[tuple[int, int]] = [] for idx, num in enumerate(nums): while stack_2 and stack_2[-1][0] < num: _, past_idx = stack_2.pop(-1) second_next_greater[past_idx] = num while stack_1 and stack_1[-1][0] < num: transporter.append(stack_1.pop(-1)) while transporter: stack_2.append(transporter.pop(-1)) # Ensure decreasing monotonicity. stack_1.append((num, idx)) return second_next_greater -
function secondGreaterElement(nums: number[]): number[] { const n = nums.length; const arr: number[][] = []; for (let i = 0; i < n; ++i) { arr.push([nums[i], i]); } arr.sort((a, b) => (a[0] == b[0] ? a[1] - b[1] : b[0] - a[0])); const ans = Array(n).fill(-1); const ts = new TreeSet<number>(); for (const [_, i] of arr) { let j = ts.higher(i); if (j !== undefined) { j = ts.higher(j); if (j !== undefined) { ans[i] = nums[j]; } } ts.add(i); } return ans; } type Compare<T> = (lhs: T, rhs: T) => number; class RBTreeNode<T = number> { data: T; count: number; left: RBTreeNode<T> | null; right: RBTreeNode<T> | null; parent: RBTreeNode<T> | null; color: number; constructor(data: T) { this.data = data; this.left = this.right = this.parent = null; this.color = 0; this.count = 1; } sibling(): RBTreeNode<T> | null { if (!this.parent) return null; // sibling null if no parent return this.isOnLeft() ? this.parent.right : this.parent.left; } isOnLeft(): boolean { return this === this.parent!.left; } hasRedChild(): boolean { return ( Boolean(this.left && this.left.color === 0) || Boolean(this.right && this.right.color === 0) ); } } class RBTree<T> { root: RBTreeNode<T> | null; lt: (l: T, r: T) => boolean; constructor(compare: Compare<T> = (l: T, r: T) => (l < r ? -1 : l > r ? 1 : 0)) { this.root = null; this.lt = (l: T, r: T) => compare(l, r) < 0; } rotateLeft(pt: RBTreeNode<T>): void { const right = pt.right!; pt.right = right.left; if (pt.right) pt.right.parent = pt; right.parent = pt.parent; if (!pt.parent) this.root = right; else if (pt === pt.parent.left) pt.parent.left = right; else pt.parent.right = right; right.left = pt; pt.parent = right; } rotateRight(pt: RBTreeNode<T>): void { const left = pt.left!; pt.left = left.right; if (pt.left) pt.left.parent = pt; left.parent = pt.parent; if (!pt.parent) this.root = left; else if (pt === pt.parent.left) pt.parent.left = left; else pt.parent.right = left; left.right = pt; pt.parent = left; } swapColor(p1: RBTreeNode<T>, p2: RBTreeNode<T>): void { const tmp = p1.color; p1.color = p2.color; p2.color = tmp; } swapData(p1: RBTreeNode<T>, p2: RBTreeNode<T>): void { const tmp = p1.data; p1.data = p2.data; p2.data = tmp; } fixAfterInsert(pt: RBTreeNode<T>): void { let parent = null; let grandParent = null; while (pt !== this.root && pt.color !== 1 && pt.parent?.color === 0) { parent = pt.parent; grandParent = pt.parent.parent; /* Case : A Parent of pt is left child of Grand-parent of pt */ if (parent === grandParent?.left) { const uncle = grandParent.right; /* Case : 1 The uncle of pt is also red Only Recoloring required */ if (uncle && uncle.color === 0) { grandParent.color = 0; parent.color = 1; uncle.color = 1; pt = grandParent; } else { /* Case : 2 pt is right child of its parent Left-rotation required */ if (pt === parent.right) { this.rotateLeft(parent); pt = parent; parent = pt.parent; } /* Case : 3 pt is left child of its parent Right-rotation required */ this.rotateRight(grandParent); this.swapColor(parent!, grandParent); pt = parent!; } } else { /* Case : B Parent of pt is right child of Grand-parent of pt */ const uncle = grandParent!.left; /* Case : 1 The uncle of pt is also red Only Recoloring required */ if (uncle != null && uncle.color === 0) { grandParent!.color = 0; parent.color = 1; uncle.color = 1; pt = grandParent!; } else { /* Case : 2 pt is left child of its parent Right-rotation required */ if (pt === parent.left) { this.rotateRight(parent); pt = parent; parent = pt.parent; } /* Case : 3 pt is right child of its parent Left-rotation required */ this.rotateLeft(grandParent!); this.swapColor(parent!, grandParent!); pt = parent!; } } } this.root!.color = 1; } delete(val: T): boolean { const node = this.find(val); if (!node) return false; node.count--; if (!node.count) this.deleteNode(node); return true; } deleteAll(val: T): boolean { const node = this.find(val); if (!node) return false; this.deleteNode(node); return true; } deleteNode(v: RBTreeNode<T>): void { const u = BSTreplace(v); // True when u and v are both black const uvBlack = (u === null || u.color === 1) && v.color === 1; const parent = v.parent!; if (!u) { // u is null therefore v is leaf if (v === this.root) this.root = null; // v is root, making root null else { if (uvBlack) { // u and v both black // v is leaf, fix double black at v this.fixDoubleBlack(v); } else { // u or v is red if (v.sibling()) { // sibling is not null, make it red" v.sibling()!.color = 0; } } // delete v from the tree if (v.isOnLeft()) parent.left = null; else parent.right = null; } return; } if (!v.left || !v.right) { // v has 1 child if (v === this.root) { // v is root, assign the value of u to v, and delete u v.data = u.data; v.left = v.right = null; } else { // Detach v from tree and move u up if (v.isOnLeft()) parent.left = u; else parent.right = u; u.parent = parent; if (uvBlack) this.fixDoubleBlack(u); // u and v both black, fix double black at u else u.color = 1; // u or v red, color u black } return; } // v has 2 children, swap data with successor and recurse this.swapData(u, v); this.deleteNode(u); // find node that replaces a deleted node in BST function BSTreplace(x: RBTreeNode<T>): RBTreeNode<T> | null { // when node have 2 children if (x.left && x.right) return successor(x.right); // when leaf if (!x.left && !x.right) return null; // when single child return x.left ?? x.right; } // find node that do not have a left child // in the subtree of the given node function successor(x: RBTreeNode<T>): RBTreeNode<T> { let temp = x; while (temp.left) temp = temp.left; return temp; } } fixDoubleBlack(x: RBTreeNode<T>): void { if (x === this.root) return; // Reached root const sibling = x.sibling(); const parent = x.parent!; if (!sibling) { // No sibiling, double black pushed up this.fixDoubleBlack(parent); } else { if (sibling.color === 0) { // Sibling red parent.color = 0; sibling.color = 1; if (sibling.isOnLeft()) this.rotateRight(parent); // left case else this.rotateLeft(parent); // right case this.fixDoubleBlack(x); } else { // Sibling black if (sibling.hasRedChild()) { // at least 1 red children if (sibling.left && sibling.left.color === 0) { if (sibling.isOnLeft()) { // left left sibling.left.color = sibling.color; sibling.color = parent.color; this.rotateRight(parent); } else { // right left sibling.left.color = parent.color; this.rotateRight(sibling); this.rotateLeft(parent); } } else { if (sibling.isOnLeft()) { // left right sibling.right!.color = parent.color; this.rotateLeft(sibling); this.rotateRight(parent); } else { // right right sibling.right!.color = sibling.color; sibling.color = parent.color; this.rotateLeft(parent); } } parent.color = 1; } else { // 2 black children sibling.color = 0; if (parent.color === 1) this.fixDoubleBlack(parent); else parent.color = 1; } } } } insert(data: T): boolean { // search for a position to insert let parent = this.root; while (parent) { if (this.lt(data, parent.data)) { if (!parent.left) break; else parent = parent.left; } else if (this.lt(parent.data, data)) { if (!parent.right) break; else parent = parent.right; } else break; } // insert node into parent const node = new RBTreeNode(data); if (!parent) this.root = node; else if (this.lt(node.data, parent.data)) parent.left = node; else if (this.lt(parent.data, node.data)) parent.right = node; else { parent.count++; return false; } node.parent = parent; this.fixAfterInsert(node); return true; } find(data: T): RBTreeNode<T> | null { let p = this.root; while (p) { if (this.lt(data, p.data)) { p = p.left; } else if (this.lt(p.data, data)) { p = p.right; } else break; } return p ?? null; } *inOrder(root: RBTreeNode<T> = this.root!): Generator<T, undefined, void> { if (!root) return; for (const v of this.inOrder(root.left!)) yield v; yield root.data; for (const v of this.inOrder(root.right!)) yield v; } *reverseInOrder(root: RBTreeNode<T> = this.root!): Generator<T, undefined, void> { if (!root) return; for (const v of this.reverseInOrder(root.right!)) yield v; yield root.data; for (const v of this.reverseInOrder(root.left!)) yield v; } } class TreeSet<T = number> { _size: number; tree: RBTree<T>; compare: Compare<T>; constructor( collection: T[] | Compare<T> = [], compare: Compare<T> = (l: T, r: T) => (l < r ? -1 : l > r ? 1 : 0), ) { if (typeof collection === 'function') { compare = collection; collection = []; } this._size = 0; this.compare = compare; this.tree = new RBTree(compare); for (const val of collection) this.add(val); } size(): number { return this._size; } has(val: T): boolean { return !!this.tree.find(val); } add(val: T): boolean { const successful = this.tree.insert(val); this._size += successful ? 1 : 0; return successful; } delete(val: T): boolean { const deleted = this.tree.deleteAll(val); this._size -= deleted ? 1 : 0; return deleted; } ceil(val: T): T | undefined { let p = this.tree.root; let higher = null; while (p) { if (this.compare(p.data, val) >= 0) { higher = p; p = p.left; } else { p = p.right; } } return higher?.data; } floor(val: T): T | undefined { let p = this.tree.root; let lower = null; while (p) { if (this.compare(val, p.data) >= 0) { lower = p; p = p.right; } else { p = p.left; } } return lower?.data; } higher(val: T): T | undefined { let p = this.tree.root; let higher = null; while (p) { if (this.compare(val, p.data) < 0) { higher = p; p = p.left; } else { p = p.right; } } return higher?.data; } lower(val: T): T | undefined { let p = this.tree.root; let lower = null; while (p) { if (this.compare(p.data, val) < 0) { lower = p; p = p.right; } else { p = p.left; } } return lower?.data; } first(): T | undefined { return this.tree.inOrder().next().value; } last(): T | undefined { return this.tree.reverseInOrder().next().value; } shift(): T | undefined { const first = this.first(); if (first === undefined) return undefined; this.delete(first); return first; } pop(): T | undefined { const last = this.last(); if (last === undefined) return undefined; this.delete(last); return last; } *[Symbol.iterator](): Generator<T, void, void> { for (const val of this.values()) yield val; } *keys(): Generator<T, void, void> { for (const val of this.values()) yield val; } *values(): Generator<T, undefined, void> { for (const val of this.tree.inOrder()) yield val; return undefined; } /** * Return a generator for reverse order traversing the set */ *rvalues(): Generator<T, undefined, void> { for (const val of this.tree.reverseInOrder()) yield val; return undefined; } } class TreeMultiSet<T = number> { _size: number; tree: RBTree<T>; compare: Compare<T>; constructor( collection: T[] | Compare<T> = [], compare: Compare<T> = (l: T, r: T) => (l < r ? -1 : l > r ? 1 : 0), ) { if (typeof collection === 'function') { compare = collection; collection = []; } this._size = 0; this.compare = compare; this.tree = new RBTree(compare); for (const val of collection) this.add(val); } size(): number { return this._size; } has(val: T): boolean { return !!this.tree.find(val); } add(val: T): boolean { const successful = this.tree.insert(val); this._size++; return successful; } delete(val: T): boolean { const successful = this.tree.delete(val); if (!successful) return false; this._size--; return true; } count(val: T): number { const node = this.tree.find(val); return node ? node.count : 0; } ceil(val: T): T | undefined { let p = this.tree.root; let higher = null; while (p) { if (this.compare(p.data, val) >= 0) { higher = p; p = p.left; } else { p = p.right; } } return higher?.data; } floor(val: T): T | undefined { let p = this.tree.root; let lower = null; while (p) { if (this.compare(val, p.data) >= 0) { lower = p; p = p.right; } else { p = p.left; } } return lower?.data; } higher(val: T): T | undefined { let p = this.tree.root; let higher = null; while (p) { if (this.compare(val, p.data) < 0) { higher = p; p = p.left; } else { p = p.right; } } return higher?.data; } lower(val: T): T | undefined { let p = this.tree.root; let lower = null; while (p) { if (this.compare(p.data, val) < 0) { lower = p; p = p.right; } else { p = p.left; } } return lower?.data; } first(): T | undefined { return this.tree.inOrder().next().value; } last(): T | undefined { return this.tree.reverseInOrder().next().value; } shift(): T | undefined { const first = this.first(); if (first === undefined) return undefined; this.delete(first); return first; } pop(): T | undefined { const last = this.last(); if (last === undefined) return undefined; this.delete(last); return last; } *[Symbol.iterator](): Generator<T, void, void> { yield* this.values(); } *keys(): Generator<T, void, void> { for (const val of this.values()) yield val; } *values(): Generator<T, undefined, void> { for (const val of this.tree.inOrder()) { let count = this.count(val); while (count--) yield val; } return undefined; } /** * Return a generator for reverse order traversing the multi-set */ *rvalues(): Generator<T, undefined, void> { for (const val of this.tree.reverseInOrder()) { let count = this.count(val); while (count--) yield val; } return undefined; } }