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# Data Structure Typed
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[//]: # ( )
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Data Structures of Javascript & TypeScript.
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Do you envy C++ with [STL]() (std::), Python with [collections](), and Java with [java.util]() ? Well, no need to envy
anymore! JavaScript and TypeScript now have [data-structure-typed]().
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Now you can use this in Node.js and browser environments
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CommonJS:**`require export.modules =`**
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ESModule: **`import export`**
Typescript: **`import export`**
UMD: **`var Deque = dataStructureTyped.Deque`**
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[//]: # ( )
[//]: # ( )
[//]: # ( )
[//]: # ( )
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## Installation and Usage
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### npm
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```bash
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npm i data-structure-typed --save
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```
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### yarn
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```bash
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yarn add data-structure-typed
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```
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```js
import {
BinaryTree, Graph, Queue, Stack, PriorityQueue, BST, Trie, DoublyLinkedList,
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AVLTree, MinHeap, SinglyLinkedList, DirectedGraph, TreeMultimap,
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DirectedVertex, AVLTreeNode
} from 'data-structure-typed';
```
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### CDN
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Copy the line below into the head tag in an HTML document.
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#### development
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```html
< script src = 'https://cdn.jsdelivr.net/npm/data-structure-typed/dist/umd/data-structure-typed.js' > < / script >
```
#### production
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```html
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< script src = 'https://cdn.jsdelivr.net/npm/data-structure-typed/dist/umd/data-structure-typed.min.js' > < / script >
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```
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Copy the code below into the script tag of your HTML, and you're good to go with your development.
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```js
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const {Heap} = dataStructureTyped;
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const {
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BinaryTree, Graph, Queue, Stack, PriorityQueue, BST, Trie, DoublyLinkedList,
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AVLTree, MinHeap, SinglyLinkedList, DirectedGraph, TreeMultimap,
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DirectedVertex, AVLTreeNode
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} = dataStructureTyped;
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```
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## Vivid Examples
### Binary Tree
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[Try it out ](https://vivid-algorithm.vercel.app/ ), or you can run your own code using
our [visual tool ](https://github.com/zrwusa/vivid-algorithm )
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### Binary Tree DFS
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[Try it out ](https://vivid-algorithm.vercel.app/ )
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### AVL Tree
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[Try it out ](https://vivid-algorithm.vercel.app/ )
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### Tree Multi Map
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[Try it out ](https://vivid-algorithm.vercel.app/ )
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### Matrix
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[Try it out ](https://vivid-algorithm.vercel.app/algorithm/graph/ )
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### Directed Graph
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[Try it out ](https://vivid-algorithm.vercel.app/algorithm/graph/ )
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### Map Graph
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[Try it out ](https://vivid-algorithm.vercel.app/algorithm/graph/ )
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## Code Snippets
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### Binary Search Tree (BST) snippet
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#### TS
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```ts
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import {BST, BSTNode} from 'data-structure-typed';
const bst = new BST();
bst.add(11);
bst.add(3);
bst.addMany([15, 1, 8, 13, 16, 2, 6, 9, 12, 14, 4, 7, 10, 5]);
bst.size === 16; // true
bst.has(6); // true
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const node6 = bst.getNode(6); // BSTNode
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bst.getHeight(6) === 2; // true
bst.getHeight() === 5; // true
bst.getDepth(6) === 3; // true
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bst.getLeftMost()?.key === 1; // true
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bst.delete(6);
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bst.get(6); // undefined
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bst.isAVLBalanced(); // true
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bst.bfs()[0] === 11; // true
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bst.print()
// ______________11_____
// / \
// ___3_______ _13_____
// / \ / \
// 1_ _____8____ 12 _15__
// \ / \ / \
// 2 4_ _10 14 16
// \ /
// 5_ 9
// \
// 7
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const objBST = new BST< {height: number, age: number}>();
objBST.add(11, { "name": "Pablo", "age": 15 });
objBST.add(3, { "name": "Kirk", "age": 1 });
objBST.addMany([15, 1, 8, 13, 16, 2, 6, 9, 12, 14, 4, 7, 10, 5], [
{ "name": "Alice", "age": 15 },
{ "name": "Bob", "age": 1 },
{ "name": "Charlie", "age": 8 },
{ "name": "David", "age": 13 },
{ "name": "Emma", "age": 16 },
{ "name": "Frank", "age": 2 },
{ "name": "Grace", "age": 6 },
{ "name": "Hannah", "age": 9 },
{ "name": "Isaac", "age": 12 },
{ "name": "Jack", "age": 14 },
{ "name": "Katie", "age": 4 },
{ "name": "Liam", "age": 7 },
{ "name": "Mia", "age": 10 },
{ "name": "Noah", "age": 5 }
]
);
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objBST.delete(11);
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```
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#### JS
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```js
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const {BST, BSTNode} = require('data-structure-typed');
const bst = new BST();
bst.add(11);
bst.add(3);
bst.addMany([15, 1, 8, 13, 16, 2, 6, 9, 12, 14, 4, 7, 10, 5]);
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bst.size === 16; // true
bst.has(6); // true
const node6 = bst.getNode(6);
bst.getHeight(6) === 2; // true
bst.getHeight() === 5; // true
bst.getDepth(6) === 3; // true
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const leftMost = bst.getLeftMost();
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leftMost?.key === 1; // true
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bst.delete(6);
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bst.get(6); // undefined
bst.isAVLBalanced(); // true or false
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const bfsIDs = bst.bfs();
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bfsIDs[0] === 11; // true
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```
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### AVLTree snippet
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```ts
import {AVLTree} from 'data-structure-typed';
const avlTree = new AVLTree();
avlTree.addMany([11, 3, 15, 1, 8, 13, 16, 2, 6, 9, 12, 14, 4, 7, 10, 5])
avlTree.isAVLBalanced(); // true
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avlTree.delete(10);
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avlTree.isAVLBalanced(); // true
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```
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### RedBlackTree snippet
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```ts
import {RedBlackTree} from 'data-structure-typed';
const rbTree = new RedBlackTree();
rbTree.addMany([11, 3, 15, 1, 8, 13, 16, 2, 6, 9, 12, 14, 4, 7, 10, 5])
rbTree.isAVLBalanced(); // true
rbTree.delete(10);
rbTree.isAVLBalanced(); // true
rbTree.print()
// ___6________
// / \
// ___4_ ___11________
// / \ / \
// _2_ 5 _8_ ____14__
// / \ / \ / \
// 1 3 7 9 12__ 15__
// \ \
// 13 16
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```
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### Directed Graph simple snippet
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```ts
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import {DirectedGraph} from 'data-structure-typed';
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const graph = new DirectedGraph();
graph.addVertex('A');
graph.addVertex('B');
graph.hasVertex('A'); // true
graph.hasVertex('B'); // true
graph.hasVertex('C'); // false
graph.addEdge('A', 'B');
graph.hasEdge('A', 'B'); // true
graph.hasEdge('B', 'A'); // false
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graph.deleteEdgeSrcToDest('A', 'B');
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graph.hasEdge('A', 'B'); // false
graph.addVertex('C');
graph.addEdge('A', 'B');
graph.addEdge('B', 'C');
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const topologicalOrderKeys = graph.topologicalSort(); // ['A', 'B', 'C']
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```
### Undirected Graph snippet
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```ts
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import {UndirectedGraph} from 'data-structure-typed';
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const graph = new UndirectedGraph();
graph.addVertex('A');
graph.addVertex('B');
graph.addVertex('C');
graph.addVertex('D');
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graph.deleteVertex('C');
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graph.addEdge('A', 'B');
graph.addEdge('B', 'D');
const dijkstraResult = graph.dijkstra('A');
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Array.from(dijkstraResult?.seen ?? []).map(vertex => vertex.key) // ['A', 'B', 'D']
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```
### Free conversion between data structures.
```js
const orgArr = [6, 1, 2, 7, 5, 3, 4, 9, 8];
const orgStrArr = ["trie", "trial", "trick", "trip", "tree", "trend", "triangle", "track", "trace", "transmit"];
const entries = [[6, 6], [1, 1], [2, 2], [7, 7], [5, 5], [3, 3], [4, 4], [9, 9], [8, 8]];
const queue = new Queue(orgArr);
queue.print();
const deque = new Deque(orgArr);
deque.print();
const sList = new SinglyLinkedList(orgArr);
sList.print();
const dList = new DoublyLinkedList(orgArr);
dList.print();
const stack = new Stack(orgArr);
stack.print();
const minHeap = new MinHeap(orgArr);
minHeap.print();
const maxPQ = new MaxPriorityQueue(orgArr);
maxPQ.print();
const biTree = new BinaryTree(entries);
biTree.print();
const bst = new BST(entries);
bst.print();
const rbTree = new RedBlackTree(entries);
rbTree.print();
const avl = new AVLTree(entries);
avl.print();
const treeMulti = new TreeMultimap(entries);
treeMulti.print();
const hm = new HashMap(entries);
hm.print()
const rbTreeH = new RedBlackTree(hm);
rbTreeH.print();
const pq = new MinPriorityQueue(orgArr);
pq.print();
const bst1 = new BST(pq);
bst1.print();
const dq1 = new Deque(orgArr);
dq1.print();
const rbTree1 = new RedBlackTree(dq1);
rbTree1.print();
const trie2 = new Trie(orgStrArr);
trie2.print();
const heap2 = new Heap(trie2, { comparator: (a, b) => Number(a) - Number(b) });
heap2.print();
const dq2 = new Deque(heap2);
dq2.print();
const entries2 = dq2.map((el, i) => [i, el]);
const avl2 = new AVLTree(entries2);
avl2.print();
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```
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## API docs & Examples
[API Docs ](https://data-structure-typed-docs.vercel.app )
[Live Examples ](https://vivid-algorithm.vercel.app )
< a href = "https://github.com/zrwusa/vivid-algorithm" target = "_blank" > Examples Repository< / a >
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## Data Structures
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< table >
< thead >
< tr >
< th > Data Structure< / th >
< th > Unit Test< / th >
< th > Performance Test< / th >
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< th > API Docs< / th >
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< / tr >
< / thead >
< tbody >
< tr >
< td > Binary Tree< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/BinaryTree.html" > < span > Binary Tree< / span > < / a > < / td >
< / tr >
< tr >
< td > Binary Search Tree (BST)< / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/BST.html" > < span > BST< / span > < / a > < / td >
< / tr >
< tr >
< td > AVL Tree< / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/AVLTree.html" > < span > AVLTree< / span > < / a > < / td >
< / tr >
< tr >
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< td > Red Black Tree< / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/RedBlackTree.html" > < span > RedBlackTree< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Tree Multiset< / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/TreeMultimap.html" > < span > TreeMultimap< / span > < / a > < / td >
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< / tr >
< tr >
< td > Segment Tree< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < / td >
< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/SegmentTree.html" > < span > SegmentTree< / span > < / a > < / td >
< / tr >
< tr >
< td > Binary Indexed Tree< / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < / td >
< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/BinaryIndexedTree.html" > < span > BinaryIndexedTree< / span > < / a > < / td >
< / tr >
< tr >
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< td > Heap< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/Heap.html" > < span > Heap< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Priority Queue< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/PriorityQueue.html" > < span > PriorityQueue< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Max Priority Queue< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/MaxPriorityQueue.html" > < span > MaxPriorityQueue< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Min Priority Queue< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/MinPriorityQueue.html" > < span > MinPriorityQueue< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Trie< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/Trie.html" > < span > Trie< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Graph< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/AbstractGraph.html" > < span > AbstractGraph< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Directed Graph< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
2023-11-06 03:01:32 +00:00
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/DirectedGraph.html" > < span > DirectedGraph< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Undirected Graph< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/UndirectedGraph.html" > < span > UndirectedGraph< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Queue< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/Queue.html" > < span > Queue< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Deque< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/Deque.html" > < span > Deque< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Linked List< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
2023-11-22 11:00:06 +00:00
< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/SinglyLinkedList.html" > < span > SinglyLinkedList< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Singly Linked List< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
2023-11-22 11:00:06 +00:00
< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/SinglyLinkedList.html" > < span > SinglyLinkedList< / span > < / a > < / td >
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< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > Doubly Linked List< / td >
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< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
2023-11-22 11:00:06 +00:00
< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/DoublyLinkedList.html" > < span > DoublyLinkedList< / span > < / a > < / td >
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< / tr >
< tr >
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< td > Stack< / td >
2023-11-06 03:01:32 +00:00
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
2023-08-22 14:50:16 +00:00
< td > < img src = "https://raw.githubusercontent.com/zrwusa/assets/master/images/data-structure-typed/assets/tick.svg" alt = "" > < / td >
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< td > < a href = "https://data-structure-typed-docs.vercel.app/classes/Stack.html" > < span > Stack< / span > < / a > < / td >
2023-08-22 14:50:16 +00:00
< / tr >
< / tbody >
< / table >
2023-11-17 02:47:13 +00:00
## Standard library data structure comparison
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< table >
< thead >
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< tr >
< th > Data Structure Typed< / th >
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< th > C++ STL< / th >
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< th > java.util< / th >
< th > Python collections< / th >
< / tr >
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< / thead >
< tbody >
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< tr >
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< td > Heap< E> < / td >
< td > priority_queue< T> < / td >
< td > PriorityQueue< E> < / td >
< td > heapq< / td >
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< / tr >
< tr >
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< td > Deque< E> < / td >
< td > deque< T> < / td >
< td > ArrayDeque< E> < / td >
< td > deque< / td >
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< / tr >
< tr >
< td > Queue< E> < / td >
< td > queue< T> < / td >
< td > Queue< E> < / td >
< td > -< / td >
< / tr >
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< tr >
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< td > HashMap< K, V> < / td >
< td > unordered_map< K, V> < / td >
< td > HashMap< K, V> < / td >
< td > defaultdict< / td >
< / tr >
< tr >
< td > DoublyLinkedList< E> < / td >
< td > list< T> < / td >
< td > LinkedList< E> < / td >
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< td > -< / td >
< / tr >
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< tr >
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< td > SinglyLinkedList< E> < / td >
< td > -< / td >
< td > -< / td >
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< td > -< / td >
< / tr >
< tr >
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< td > BinaryTree< K, V> < / td >
< td > -< / td >
< td > -< / td >
< td > -< / td >
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< / tr >
< tr >
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< td > BST< K, V> < / td >
< td > -< / td >
< td > -< / td >
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< td > -< / td >
< / tr >
< tr >
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< td > RedBlackTree< E> < / td >
2023-11-08 12:25:02 +00:00
< td > set< T> < / td >
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< td > TreeSet< E> < / td >
< td > -< / td >
2023-11-08 12:25:02 +00:00
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > RedBlackTree< K, V> < / td >
2023-11-08 12:25:02 +00:00
< td > map< K, V> < / td >
2023-11-22 11:00:06 +00:00
< td > TreeMap< K, V> < / td >
< td > -< / td >
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< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > TreeMultimap< K, V> < / td >
< td > multimap< K, V> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > -< / td >
< td > multiset< T> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > Trie< / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< td > -< / td >
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > DirectedGraph< V, E> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< td > -< / td >
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > UndirectedGraph< V, E> < / td >
< td > -< / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > PriorityQueue< E> < / td >
< td > priority_queue< T> < / td >
< td > PriorityQueue< E> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > Array< E> < / td >
< td > vector< T> < / td >
< td > ArrayList< E> < / td >
< td > list< / td >
2023-11-08 12:25:02 +00:00
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > Stack< E> < / td >
< td > stack< T> < / td >
< td > Stack< E> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > Set< E> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
2023-11-22 11:00:06 +00:00
< td > HashSet< E> < / td >
< td > set< / td >
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< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > Map< K, V> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
2023-11-22 11:00:06 +00:00
< td > HashMap< K, V> < / td >
< td > dict< / td >
2023-10-10 09:22:18 +00:00
< / tr >
< tr >
< td > -< / td >
2023-11-22 11:00:06 +00:00
< td > unordered_set< T> < / td >
< td > HashSet< E> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > Map< K, V> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< td > -< / td >
2023-11-22 11:00:06 +00:00
< td > OrderedDict< / td >
2023-10-10 09:22:18 +00:00
< / tr >
< tr >
< td > -< / td >
2023-11-08 12:25:02 +00:00
< td > unordered_multiset< / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
2023-11-08 12:25:02 +00:00
< td > Counter< / td >
2023-10-10 09:22:18 +00:00
< / tr >
< tr >
2023-11-08 12:25:02 +00:00
< td > -< / td >
< td > -< / td >
< td > LinkedHashSet< E> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< / tr >
< tr >
2023-11-22 11:00:06 +00:00
< td > HashMap< K, V> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
2023-11-08 12:25:02 +00:00
< td > LinkedHashMap< K, V> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< / tr >
< tr >
< td > -< / td >
2023-11-08 12:25:02 +00:00
< td > unordered_multimap< K, V> < / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< td > -< / td >
< / tr >
< tr >
< td > -< / td >
2023-11-08 12:25:02 +00:00
< td > bitset< N> < / td >
< td > -< / td >
2023-10-10 09:22:18 +00:00
< td > -< / td >
< / tr >
2023-09-26 09:09:28 +00:00
< / tbody >
< / table >
2023-11-17 02:47:13 +00:00
## Benchmark
[//]: # (No deletion!!! Start of Replace Section)
< div class = "json-to-html-collapse clearfix 0" >
2023-11-19 13:26:04 +00:00
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > avl-tree< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 10,000 add randomly< / td > < td > 33.09< / td > < td > 30.22< / td > < td > 4.32e-4< / td > < / tr > < tr > < td > 10,000 add & delete randomly< / td > < td > 74.12< / td > < td > 13.49< / td > < td > 0.00< / td > < / tr > < tr > < td > 10,000 addMany< / td > < td > 41.71< / td > < td > 23.97< / td > < td > 0.00< / td > < / tr > < tr > < td > 10,000 get< / td > < td > 28.37< / td > < td > 35.25< / td > < td > 2.37e-4< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > binary-tree< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 1,000 add randomly< / td > < td > 14.50< / td > < td > 68.96< / td > < td > 1.33e-4< / td > < / tr > < tr > < td > 1,000 add & delete randomly< / td > < td > 16.20< / td > < td > 61.72< / td > < td > 2.03e-4< / td > < / tr > < tr > < td > 1,000 addMany< / td > < td > 10.51< / td > < td > 95.12< / td > < td > 8.76e-5< / td > < / tr > < tr > < td > 1,000 get< / td > < td > 18.28< / td > < td > 54.69< / td > < td > 1.82e-4< / td > < / tr > < tr > < td > 1,000 dfs< / td > < td > 157.23< / td > < td > 6.36< / td > < td > 7.06e-4< / td > < / tr > < tr > < td > 1,000 bfs< / td > < td > 58.06< / td > < td > 17.22< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000 morris< / td > < td > 256.36< / td > < td > 3.90< / td > < td > 0.00< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > bst< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 10,000 add randomly< / td > < td > 30.48< / td > < td > 32.81< / td > < td > 4.13e-4< / td > < / tr > < tr > < td > 10,000 add & delete randomly< / td > < td > 71.84< / td > < td > 13.92< / td > < td > 0.00< / td > < / tr > < tr > < td > 10,000 addMany< / td > < td > 29.54< / td > < td > 33.85< / td > < td > 5.25e-4< / td > < / tr > < tr > < td > 10,000 get< / td > < td > 30.53< / td > < td > 32.75< / td > < td > 0.01< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > rb-tree< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 100,000 add< / td > < td > 90.89< / td > < td > 11.00< / td > < td > 0.00< / td > < / tr > < tr > < td > 100,000 CPT add< / td > < td > 50.65< / td > < td > 19.74< / td > < td > 0.00< / td > < / tr > < tr > < td > 100,000 add & delete randomly< / td > < td > 230.08< / td > < td > 4.35< / td > < td > 0.02< / td > < / tr > < tr > < td > 100,000 getNode< / td > < td > 38.97< / td > < td > 25.66< / td > < td > 5.82e-4< / td > < / tr > < tr > < td > 100,000 add & iterator< / td > < td > 118.32< / td > < td > 8.45< / td > < td > 0.01< / td > < / tr > < / table > < / div >
2023-11-21 03:02:10 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > comparison< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > SRC PQ 10,000 add< / td > < td > 0.14< / td > < td > 6939.33< / td > < td > 1.74e-6< / td > < / tr > < tr > < td > CJS PQ 10,000 add< / td > < td > 0.15< / td > < td > 6881.64< / td > < td > 1.91e-6< / td > < / tr > < tr > < td > MJS PQ 10,000 add< / td > < td > 0.57< / td > < td > 1745.92< / td > < td > 1.60e-5< / td > < / tr > < tr > < td > CPT PQ 10,000 add< / td > < td > 0.57< / td > < td > 1744.71< / td > < td > 1.01e-5< / td > < / tr > < tr > < td > SRC PQ 10,000 add & pop< / td > < td > 3.51< / td > < td > 284.93< / td > < td > 6.79e-4< / td > < / tr > < tr > < td > CJS PQ 10,000 add & pop< / td > < td > 3.42< / td > < td > 292.55< / td > < td > 4.04e-5< / td > < / tr > < tr > < td > MJS PQ 10,000 add & pop< / td > < td > 3.41< / td > < td > 293.38< / td > < td > 5.11e-5< / td > < / tr > < tr > < td > CPT PQ 10,000 add & pop< / td > < td > 2.09< / td > < td > 478.76< / td > < td > 2.28e-5< / td > < / tr > < tr > < td > CPT OM 100,000 add< / td > < td > 43.22< / td > < td > 23.14< / td > < td > 0.00< / td > < / tr > < tr > < td > CPT HM 10,000 set< / td > < td > 0.58< / td > < td > 1721.25< / td > < td > 1.85e-5< / td > < / tr > < tr > < td > CPT HM 10,000 set & get< / td > < td > 0.68< / td > < td > 1477.31< / td > < td > 1.26e-5< / td > < / tr > < tr > < td > CPT LL 1,000,000 unshift< / td > < td > 81.38< / td > < td > 12.29< / td > < td > 0.02< / td > < / tr > < tr > < td > CPT PQ 10,000 add & pop< / td > < td > 2.10< / td > < td > 476.50< / td > < td > 1.60e-4< / td > < / tr > < tr > < td > CPT DQ 1,000,000 push< / td > < td > 22.51< / td > < td > 44.42< / td > < td > 0.00< / td > < / tr > < tr > < td > CPT Q 1,000,000 push< / td > < td > 47.85< / td > < td > 20.90< / td > < td > 0.01< / td > < / tr > < tr > < td > CPT ST 1,000,000 push< / td > < td > 42.54< / td > < td > 23.51< / td > < td > 0.01< / td > < / tr > < tr > < td > CPT ST 1,000,000 push & pop< / td > < td > 50.08< / td > < td > 19.97< / td > < td > 0.00< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > directed-graph< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 1,000 addVertex< / td > < td > 0.11< / td > < td > 9501.34< / td > < td > 6.10e-6< / td > < / tr > < tr > < td > 1,000 addEdge< / td > < td > 6.35< / td > < td > 157.55< / td > < td > 6.69e-4< / td > < / tr > < tr > < td > 1,000 getVertex< / td > < td > 0.05< / td > < td > 2.14e+4< / td > < td > 2.50e-6< / td > < / tr > < tr > < td > 1,000 getEdge< / td > < td > 25.00< / td > < td > 39.99< / td > < td > 0.01< / td > < / tr > < tr > < td > tarjan< / td > < td > 219.46< / td > < td > 4.56< / td > < td > 0.01< / td > < / tr > < tr > < td > tarjan all< / td > < td > 218.15< / td > < td > 4.58< / td > < td > 0.00< / td > < / tr > < tr > < td > topologicalSort< / td > < td > 176.83< / td > < td > 5.66< / td > < td > 0.00< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > hash-map< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 1,000,000 set< / td > < td > 254.46< / td > < td > 3.93< / td > < td > 0.04< / td > < / tr > < tr > < td > 1,000,000 CPT set< / td > < td > 251.21< / td > < td > 3.98< / td > < td > 0.03< / td > < / tr > < tr > < td > 1,000,000 Map set< / td > < td > 211.27< / td > < td > 4.73< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000,000 Set add< / td > < td > 175.15< / td > < td > 5.71< / td > < td > 0.02< / td > < / tr > < tr > < td > 1,000,000 set & get< / td > < td > 370.54< / td > < td > 2.70< / td > < td > 0.11< / td > < / tr > < tr > < td > 1,000,000 CPT set & get< / td > < td > 283.34< / td > < td > 3.53< / td > < td > 0.07< / td > < / tr > < tr > < td > 1,000,000 Map set & get< / td > < td > 287.09< / td > < td > 3.48< / td > < td > 0.04< / td > < / tr > < tr > < td > 1,000,000 Set add & has< / td > < td > 190.50< / td > < td > 5.25< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000,000 ObjKey set & get< / td > < td > 880.47< / td > < td > 1.14< / td > < td > 0.10< / td > < / tr > < tr > < td > 1,000,000 Map ObjKey set & get< / td > < td > 334.47< / td > < td > 2.99< / td > < td > 0.05< / td > < / tr > < tr > < td > 1,000,000 Set ObjKey add & has< / td > < td > 310.12< / td > < td > 3.22< / td > < td > 0.06< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > heap< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 100,000 add & pop< / td > < td > 80.13< / td > < td > 12.48< / td > < td > 0.00< / td > < / tr > < tr > < td > 100,000 add & dfs< / td > < td > 35.08< / td > < td > 28.50< / td > < td > 0.00< / td > < / tr > < tr > < td > 10,000 fib add & pop< / td > < td > 367.84< / td > < td > 2.72< / td > < td > 0.01< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > doubly-linked-list< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 1,000,000 push< / td > < td > 237.28< / td > < td > 4.21< / td > < td > 0.07< / td > < / tr > < tr > < td > 1,000,000 CPT push< / td > < td > 75.66< / td > < td > 13.22< / td > < td > 0.03< / td > < / tr > < tr > < td > 1,000,000 unshift< / td > < td > 226.38< / td > < td > 4.42< / td > < td > 0.05< / td > < / tr > < tr > < td > 1,000,000 CPT unshift< / td > < td > 93.34< / td > < td > 10.71< / td > < td > 0.07< / td > < / tr > < tr > < td > 1,000,000 unshift & shift< / td > < td > 188.34< / td > < td > 5.31< / td > < td > 0.05< / td > < / tr > < tr > < td > 1,000,000 insertBefore< / td > < td > 329.60< / td > < td > 3.03< / td > < td > 0.05< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > singly-linked-list< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 10,000 push & pop< / td > < td > 221.32< / td > < td > 4.52< / td > < td > 0.01< / td > < / tr > < tr > < td > 10,000 insertBefore< / td > < td > 255.52< / td > < td > 3.91< / td > < td > 0.01< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > max-priority-queue< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 10,000 refill & poll< / td > < td > 9.07< / td > < td > 110.24< / td > < td > 2.71e-4< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > priority-queue< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 100,000 add & pop< / td > < td > 101.93< / td > < td > 9.81< / td > < td > 7.95e-4< / td > < / tr > < tr > < td > 100,000 CPT add & pop< / td > < td > 28.54< / td > < td > 35.04< / td > < td > 0.00< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
2023-11-17 08:11:31 +00:00
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > deque< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 1,000,000 push< / td > < td > 14.43< / td > < td > 69.29< / td > < td > 2.36e-4< / td > < / tr > < tr > < td > 1,000,000 CPT push< / td > < td > 25.08< / td > < td > 39.87< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000,000 push & pop< / td > < td > 22.87< / td > < td > 43.72< / td > < td > 6.05e-4< / td > < / tr > < tr > < td > 1,000,000 push & shift< / td > < td > 25.28< / td > < td > 39.55< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000,000 unshift & shift< / td > < td > 21.88< / td > < td > 45.71< / td > < td > 2.05e-4< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > queue< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 1,000,000 push< / td > < td > 38.49< / td > < td > 25.98< / td > < td > 9.08e-4< / td > < / tr > < tr > < td > 1,000,000 CPT push< / td > < td > 43.93< / td > < td > 22.76< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000,000 push & shift< / td > < td > 82.85< / td > < td > 12.07< / td > < td > 0.00< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > stack< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 1,000,000 push< / td > < td > 40.19< / td > < td > 24.88< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000,000 CPT push< / td > < td > 39.87< / td > < td > 25.08< / td > < td > 0.00< / td > < / tr > < tr > < td > 1,000,000 push & pop< / td > < td > 41.67< / td > < td > 24.00< / td > < td > 0.01< / td > < / tr > < tr > < td > 1,000,000 CPT push & pop< / td > < td > 46.65< / td > < td > 21.44< / td > < td > 0.00< / td > < / tr > < / table > < / div >
2023-11-19 13:26:04 +00:00
< / div > < div class = "json-to-html-collapse clearfix 0" >
< div class = 'collapsible level0' > < span class = 'json-to-html-label' > trie< / span > < / div >
2023-11-25 06:38:32 +00:00
< div class = "content" > < table style = "display: table; width:100%; table-layout: fixed;" > < tr > < th > test name< / th > < th > time taken (ms)< / th > < th > executions per sec< / th > < th > sample deviation< / th > < / tr > < tr > < td > 100,000 push< / td > < td > 43.42< / td > < td > 23.03< / td > < td > 7.57e-4< / td > < / tr > < tr > < td > 100,000 getWords< / td > < td > 93.41< / td > < td > 10.71< / td > < td > 0.00< / td > < / tr > < / table > < / div >
2023-11-17 02:47:13 +00:00
< / div >
[//]: # (No deletion!!! End of Replace Section)
2023-09-24 13:31:09 +00:00
2023-11-21 06:16:06 +00:00
## Built-in classic algorithms
< table >
< thead >
< tr >
< th > Algorithm< / th >
< th > Function Description< / th >
< th > Iteration Type< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > Binary Tree DFS< / td >
< td > Traverse a binary tree in a depth-first manner, starting from the root node, first visiting the left subtree,
and then the right subtree, using recursion.
< / td >
< td > Recursion + Iteration< / td >
< / tr >
< tr >
< td > Binary Tree BFS< / td >
< td > Traverse a binary tree in a breadth-first manner, starting from the root node, visiting nodes level by level
from left to right.
< / td >
< td > Iteration< / td >
< / tr >
< tr >
< td > Graph DFS< / td >
< td > Traverse a graph in a depth-first manner, starting from a given node, exploring along one path as deeply as
possible, and backtracking to explore other paths. Used for finding connected components, paths, etc.
< / td >
< td > Recursion + Iteration< / td >
< / tr >
< tr >
< td > Binary Tree Morris< / td >
< td > Morris traversal is an in-order traversal algorithm for binary trees with O(1) space complexity. It allows tree
traversal without additional stack or recursion.
< / td >
< td > Iteration< / td >
< / tr >
< tr >
< td > Graph BFS< / td >
< td > Traverse a graph in a breadth-first manner, starting from a given node, first visiting nodes directly connected
to the starting node, and then expanding level by level. Used for finding shortest paths, etc.
< / td >
< td > Recursion + Iteration< / td >
< / tr >
< tr >
< td > Graph Tarjan's Algorithm< / td >
< td > Find strongly connected components in a graph, typically implemented using depth-first search.< / td >
< td > Recursion< / td >
< / tr >
< tr >
< td > Graph Bellman-Ford Algorithm< / td >
< td > Finding the shortest paths from a single source, can handle negative weight edges< / td >
< td > Iteration< / td >
< / tr >
< tr >
< td > Graph Dijkstra's Algorithm< / td >
< td > Finding the shortest paths from a single source, cannot handle negative weight edges< / td >
< td > Iteration< / td >
< / tr >
< tr >
< td > Graph Floyd-Warshall Algorithm< / td >
< td > Finding the shortest paths between all pairs of nodes< / td >
< td > Iteration< / td >
< / tr >
< tr >
< td > Graph getCycles< / td >
< td > Find all cycles in a graph or detect the presence of cycles.< / td >
< td > Recursion< / td >
< / tr >
< tr >
< td > Graph getCutVertexes< / td >
< td > Find cut vertices in a graph, which are nodes that, when removed, increase the number of connected components in
the graph.
< / td >
< td > Recursion< / td >
< / tr >
< tr >
< td > Graph getSCCs< / td >
< td > Find strongly connected components in a graph, which are subgraphs where any two nodes can reach each other.
< / td >
< td > Recursion< / td >
< / tr >
< tr >
< td > Graph getBridges< / td >
< td > Find bridges in a graph, which are edges that, when removed, increase the number of connected components in the
graph.
< / td >
< td > Recursion< / td >
< / tr >
< tr >
< td > Graph topologicalSort< / td >
< td > Perform topological sorting on a directed acyclic graph (DAG) to find a linear order of nodes such that all
directed edges go from earlier nodes to later nodes.
< / td >
< td > Recursion< / td >
< / tr >
< / tbody >
< / table >
2023-11-17 02:47:13 +00:00
2023-11-20 07:14:13 +00:00
## Software Engineering Design Standards
2023-11-25 12:59:34 +00:00
2023-11-20 07:14:13 +00:00
< table >
< tr >
< th > Principle< / th >
< th > Description< / th >
< / tr >
< tr >
< td > Practicality< / td >
< td > Follows ES6 and ESNext standards, offering unified and considerate optional parameters, and simplifies method names.< / td >
< / tr >
< tr >
< td > Extensibility< / td >
< td > Adheres to OOP (Object-Oriented Programming) principles, allowing inheritance for all data structures.< / td >
< / tr >
< tr >
< td > Modularization< / td >
< td > Includes data structure modularization and independent NPM packages.< / td >
< / tr >
< tr >
< td > Efficiency< / td >
< td > All methods provide time and space complexity, comparable to native JS performance.< / td >
< / tr >
< tr >
< td > Maintainability< / td >
< td > Follows open-source community development standards, complete documentation, continuous integration, and adheres to TDD (Test-Driven Development) patterns.< / td >
< / tr >
< tr >
< td > Testability< / td >
< td > Automated and customized unit testing, performance testing, and integration testing.< / td >
< / tr >
< tr >
< td > Portability< / td >
< td > Plans for porting to Java, Python, and C++, currently achieved to 80%.< / td >
< / tr >
< tr >
< td > Reusability< / td >
< td > Fully decoupled, minimized side effects, and adheres to OOP.< / td >
< / tr >
< tr >
< td > Security< / td >
< td > Carefully designed security for member variables and methods. Read-write separation. Data structure software does not need to consider other security aspects.< / td >
< / tr >
< tr >
< td > Scalability< / td >
< td > Data structure software does not involve load issues.< / td >
< / tr >
< / table >
2023-11-21 06:16:06 +00:00
