2018-03-27 19:43:15 +08:00
|
|
|
# JavaScript Algorithms and Data Structures
|
2018-03-26 04:28:32 +08:00
|
|
|
|
2018-03-28 14:41:20 +08:00
|
|
|
[![Build Status](https://travis-ci.org/trekhleb/javascript-algorithms.svg?branch=master)](https://travis-ci.org/trekhleb/javascript-algorithms)
|
2018-04-04 12:11:59 +08:00
|
|
|
[![codecov](https://codecov.io/gh/trekhleb/javascript-algorithms/branch/master/graph/badge.svg)](https://codecov.io/gh/trekhleb/javascript-algorithms)
|
2018-03-28 14:41:20 +08:00
|
|
|
|
2018-04-12 13:46:35 +08:00
|
|
|
## Code Examples
|
|
|
|
|
|
|
|
### Data Structures
|
2018-03-27 20:14:57 +08:00
|
|
|
|
2018-03-28 22:01:46 +08:00
|
|
|
1. [Linked List](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/linked-list)
|
|
|
|
2. [Queue](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/queue)
|
2018-03-28 22:02:20 +08:00
|
|
|
3. [Stack](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/stack)
|
|
|
|
4. [Hash Table](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/hash-table)
|
2018-03-30 13:03:26 +08:00
|
|
|
5. [Heap](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/heap)
|
2018-04-03 23:17:14 +08:00
|
|
|
6. [Priority Queue](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/priority-queue)
|
|
|
|
7. [Trie](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/trie)
|
|
|
|
8. [Tree](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/tree)
|
2018-04-02 22:53:38 +08:00
|
|
|
* [Binary Search Tree](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/tree/binary-search-tree)
|
2018-04-06 14:12:01 +08:00
|
|
|
* [AVL Tree](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/tree/avl-tree)
|
2018-04-10 16:42:32 +08:00
|
|
|
9. [Graph](https://github.com/trekhleb/javascript-algorithms/tree/master/src/data-structures/graph)
|
2018-03-27 20:14:57 +08:00
|
|
|
|
2018-04-12 13:46:35 +08:00
|
|
|
### Algorithms
|
2018-03-29 15:22:08 +08:00
|
|
|
|
2018-04-02 13:45:50 +08:00
|
|
|
* Math
|
|
|
|
* [Fibonacci Number](https://github.com/trekhleb/javascript-algorithms/tree/master/src/algorithms/math/fibonacci)
|
2018-04-02 14:23:32 +08:00
|
|
|
* [Cartesian Product](https://github.com/trekhleb/javascript-algorithms/tree/master/src/algorithms/math/cartesian-product)
|
2018-04-02 17:27:20 +08:00
|
|
|
* [Power Set](https://github.com/trekhleb/javascript-algorithms/tree/master/src/algorithms/math/power-set)
|
2018-04-09 04:04:35 +08:00
|
|
|
* String
|
|
|
|
* [String Permutations](https://github.com/trekhleb/javascript-algorithms/tree/master/src/algorithms/string/permutations)
|
2018-04-11 14:52:04 +08:00
|
|
|
* Graph
|
|
|
|
* [Depth-First Search (DFS)](https://github.com/trekhleb/javascript-algorithms/tree/master/src/algorithms/graph/depth-first-search)
|
2018-04-11 20:57:41 +08:00
|
|
|
* [Breadth-First Search (BFS)](https://github.com/trekhleb/javascript-algorithms/tree/master/src/algorithms/graph/breadth-first-search)
|
2018-03-30 02:48:01 +08:00
|
|
|
|
2018-03-27 20:18:28 +08:00
|
|
|
## Running Tests
|
2018-03-27 19:43:15 +08:00
|
|
|
|
|
|
|
**Run all tests**
|
|
|
|
```
|
|
|
|
npm test
|
|
|
|
```
|
|
|
|
|
|
|
|
**Run tests by name**
|
|
|
|
```
|
|
|
|
npm test -- -t 'LinkedList'
|
|
|
|
```
|
2018-04-12 13:46:35 +08:00
|
|
|
|
|
|
|
## Playground
|
|
|
|
|
|
|
|
You may play with data-structures and algorithms in `./src/playground/playground.js` file and write
|
|
|
|
tests for it in `./src/playground/__test__/playground.test.js`.
|
|
|
|
|
|
|
|
Then just simply run the following command to test if your playground code works as expected:
|
|
|
|
|
|
|
|
```
|
|
|
|
npm test -- -t 'playground'
|
|
|
|
```
|
|
|
|
|
2018-04-12 13:49:34 +08:00
|
|
|
## Useful links
|
2018-04-12 13:46:35 +08:00
|
|
|
|
|
|
|
* [Data Structures and Algorithms on YouTube](https://www.youtube.com/playlist?list=PLLXdhg_r2hKA7DPDsunoDZ-Z769jWn4R8)
|
|
|
|
* Algorithms
|
|
|
|
* Dynamic Programming
|
|
|
|
* [Introduction to Dynamic Programming 1](https://www.hackerearth.com/practice/algorithms/dynamic-programming/introduction-to-dynamic-programming-1/tutorial/)
|
|
|
|
|
2018-04-12 13:49:34 +08:00
|
|
|
## Useful Information
|
|
|
|
|
2018-04-12 13:46:35 +08:00
|
|
|
### Big O Notation
|
|
|
|
|
|
|
|
Order of growth of algorithms specified in Big O notation.
|
|
|
|
|
|
|
|
![Big O graphs](https://github.com/trekhleb/javascript-algorithms/blob/master/assets/big-o-graph.png)
|
|
|
|
Source: [Big O Cheat Sheet](http://bigocheatsheet.com/).
|
|
|
|
|
|
|
|
Below is the list of some of the most used Big O notations and their performance comparisons against different sizes of the input data.
|
|
|
|
|
|
|
|
| Big O Notation | Computations for 10 elements | Computations for 100 elements | Computations for 1000 elements |
|
|
|
|
| -------------- | ---------------------------- | ----------------------------- | ------------------------------- |
|
|
|
|
| **O(1)** | 1 | 1 | 1 |
|
|
|
|
| **O(log N)** | 3 | 6 | 9 |
|
|
|
|
| **O(N)** | 10 | 100 | 1000 |
|
|
|
|
| **O(N log N)** | 30 | 60 | 9000 |
|
|
|
|
| **O(N^2)** | 100 | 10000 | 1000000 |
|
|
|
|
| **O(2^N)** | 1024 | 1.26e+29 | 1.07e+301 |
|
|
|
|
| **O(N!)** | 3628800 | 9.3e+157 | 4.02e+2567 |
|
|
|
|
|
|
|
|
### Common Data Structure Operations
|
|
|
|
|
|
|
|
![Common Data Structure Operations](https://github.com/trekhleb/javascript-algorithms/blob/master/assets/big-o-data-structures.png)
|
|
|
|
Source: [Big O Cheat Sheet](http://bigocheatsheet.com/).
|