From 58671861a557d5944cd5d8877949dc13b0068c40 Mon Sep 17 00:00:00 2001 From: Changi Cho <38618187+changicho@users.noreply.github.com> Date: Thu, 20 Oct 2022 20:39:37 +0900 Subject: [PATCH] algorithm: SegmentTree (#1178) --- Data-Structures/Tree/SegmentTree.js | 97 +++++++++++++++++++ Data-Structures/Tree/test/SegmentTree.test.js | 16 +++ 2 files changed, 113 insertions(+) create mode 100644 Data-Structures/Tree/SegmentTree.js create mode 100644 Data-Structures/Tree/test/SegmentTree.test.js diff --git a/Data-Structures/Tree/SegmentTree.js b/Data-Structures/Tree/SegmentTree.js new file mode 100644 index 000000000..3778bb1e3 --- /dev/null +++ b/Data-Structures/Tree/SegmentTree.js @@ -0,0 +1,97 @@ +/** + * Segment Tree + * concept : [Wikipedia](https://en.wikipedia.org/wiki/Segment_tree) + * inspired by : https://www.geeksforgeeks.org/segment-tree-efficient-implementation/ + * + * time complexity + * - init : O(N) + * - update : O(log(N)) + * - query : O(log(N)) + * + * space complexity : O(N) + */ +class SegmentTree { + size + tree + constructor (arr) { + // we define tree like this + // tree[1] : root node of tree + // tree[i] : i'th node + // tree[i * 2] : i'th left child + // tree[i * 2 + 1] : i'th right child + // and we use bit, shift operation for index + this.size = arr.length + this.tree = new Array(2 * arr.length) + this.tree.fill(0) + + this.build(arr) + } + + // function to build the tree + build (arr) { + const { size, tree } = this + // insert leaf nodes in tree + // leaf nodes will start from index N + // in this array and will go up to index (2 * N – 1) + for (let i = 0; i < size; i++) { + tree[size + i] = arr[i] + } + + // build the tree by calculating parents + // tree's root node will contain all leaf node's sum + for (let i = size - 1; i > 0; --i) { + // current node's value is the sum of left child, right child + tree[i] = tree[i * 2] + tree[i * 2 + 1] + } + } + + update (index, value) { + const { size, tree } = this + + // only update values in the parents of the given node being changed. + // to get the parent move to parent node (index / 2) + + // set value at position index + index += size + // tree[index] is leaf node and index's value of array + tree[index] = value + + // move upward and update parents + for (let i = index; i > 1; i >>= 1) { + // i ^ 1 turns (2 * i) to (2 * i + 1) + // i ^ 1 is second child + tree[i >> 1] = tree[i] + tree[i ^ 1] + } + } + + // interval [L,R) with left index(L) included and right (R) excluded. + query (left, right) { + const { size, tree } = this + // cause R is excluded, increase right for convenient + right++ + let res = 0 + + // loop to find the sum in the range + for (left += size, right += size; left < right; left >>= 1, right >>= 1) { + // L is the left border of an query interval + + // if L is odd it means that it is the right child of its parent and our interval includes only L and not the parent. + // So we will simply include this node to sum and move to the parent of its next node by doing L = (L + 1) / 2. + + // if L is even it is the left child of its parent + // and the interval includes its parent also unless the right borders interfere. + if ((left & 1) > 0) { + res += tree[left++] + } + + // same in R (the right border of an query interval) + if ((right & 1) > 0) { + res += tree[--right] + } + } + + return res + } +} + +export { SegmentTree } diff --git a/Data-Structures/Tree/test/SegmentTree.test.js b/Data-Structures/Tree/test/SegmentTree.test.js new file mode 100644 index 000000000..440fbd828 --- /dev/null +++ b/Data-Structures/Tree/test/SegmentTree.test.js @@ -0,0 +1,16 @@ +import { SegmentTree } from '../SegmentTree' + +describe('SegmentTree sum test', () => { + const a = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + + const segment = new SegmentTree(a) + + it('init sum check', () => { + expect(segment.query(0, 2)).toBe(6) + }) + + it('init sum check', () => { + segment.update(2, 1) + expect(segment.query(0, 2)).toBe(4) + }) +})