├── .eslintignore ├── .eslintrc.js ├── .gitignore ├── README.md ├── image └── fb_hurts.png ├── package-lock.json ├── package.json ├── src ├── README.md ├── apply │ ├── README.md │ └── memoize.js ├── compose │ └── README.md ├── curry │ ├── README.md │ └── index.js ├── feature │ ├── README.md │ ├── firstClass.md │ └── pureFunction.js ├── highOrderFunction │ ├── README.md │ └── reduce.js ├── immutable │ ├── README.md │ └── index.js ├── index.js ├── introduction │ ├── README.md │ └── index.js ├── lambda │ └── README.md ├── recursion │ └── README.md └── utils.js ├── test └── pure.test.js └── yarn.lock /.eslintignore: -------------------------------------------------------------------------------- 1 | 2 | **/node_modules/** 3 | -------------------------------------------------------------------------------- /.eslintrc.js: -------------------------------------------------------------------------------- 1 | module.exports = { 2 | "extends": "airbnb-base", 3 | "plugins": [ 4 | "import" 5 | ] 6 | }; -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | node_modules 2 | .vscode/ 3 | .idea 4 | .DS_Store 5 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## 关于此 Repo 2 | > 总结 JS 中的函数式编程，边学习边记录 3 | 4 | 学习函数式编程是困难的，我决定通过 JS 先行入手，体会它的思想，并在 JS 中应用。 5 | 先做到 function programing in JavaScript，再有机会去接触函数式的编程语言。 6 | 7 | 代码在 src 下，会按文件夹分章节。[开始](https://github.com/sunyongjian/FP-Code/tree/master/src) 8 | 9 | 10 | #### PS 11 | 有问题请到 issue 提出，指出位置或者贴代码 -------------------------------------------------------------------------------- /image/fb_hurts.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sunyongjian/FP-Code/4a33e5cfea3b605a58c16b4067d7b57272e17b0a/image/fb_hurts.png -------------------------------------------------------------------------------- /package-lock.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "fp-code", 3 | "version": "1.0.0", 4 | "lockfileVersion": 1, 5 | "requires": true, 6 | "dependencies": { 7 | "acorn": { 8 | "version": "5.1.1", 9 | "resolved": "http://registry.npm.taobao.org/acorn/download/acorn-5.1.1.tgz", 10 | "integrity": "sha1-U/4WERH5EquZnuiHqQoLxSgi/XU=", 11 | "dev": true 12 | }, 13 | "acorn-jsx": { 14 | "version": "3.0.1", 15 | "resolved": "http://registry.npm.taobao.org/acorn-jsx/download/acorn-jsx-3.0.1.tgz", 16 | "integrity": "sha1-r9+UiPsezvyDSPb7IvRk4ypYs2s=", 17 | "dev": true, 18 | "requires": { 19 | "acorn": "3.3.0" 20 | }, 21 | "dependencies": { 22 | "acorn": { 23 | "version": "3.3.0", 24 | "resolved": 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true 1463 | }, 1464 | "write": { 1465 | "version": "0.2.1", 1466 | "resolved": "http://registry.npm.taobao.org/write/download/write-0.2.1.tgz", 1467 | "integrity": "sha1-X8A4KOJkzqP+kUVUdvejxWbLB1c=", 1468 | "dev": true, 1469 | "requires": { 1470 | "mkdirp": "0.5.1" 1471 | } 1472 | }, 1473 | "yallist": { 1474 | "version": "2.1.2", 1475 | "resolved": "http://registry.npm.taobao.org/yallist/download/yallist-2.1.2.tgz", 1476 | "integrity": "sha1-HBH5IY8HYImkfdUS+TxmmaaoHVI=", 1477 | "dev": true 1478 | } 1479 | } 1480 | } 1481 | -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "fp-code", 3 | "version": "1.0.0", 4 | "description": "my functional programing code resp", 5 | "main": "index.js", 6 | "scripts": { 7 | "test": "./node_modules/mocha/bin/mocha --compilers js:babel-register" 8 | }, 9 | "repository": { 10 | "type": "git", 11 | "url": "git+https://github.com/sunyongjian/FP-Code.git" 12 | }, 13 | "keywords": [ 14 | "javascript", 15 | "functional" 16 | ], 17 | "babel": { 18 | "presets": [ 19 | [ 20 | "env", 21 | { 22 | "targets": { 23 | "node": "current" 24 | } 25 | } 26 | ] 27 | ] 28 | }, 29 | "author": "sunyongjian", 30 | "license": "ISC", 31 | "bugs": { 32 | "url": "https://github.com/sunyongjian/FP-Code/issues" 33 | }, 34 | "homepage": "https://github.com/sunyongjian/FP-Code#readme", 35 | "dependencies": { 36 | "babel-runtime": "^6.26.0", 37 | "immutable": "^3.8.1" 38 | }, 39 | "devDependencies": { 40 | "babel-plugin-transform-runtime": "^6.23.0", 41 | "babel-preset-env": "^1.6.0", 42 | "babel-register": "^6.26.0", 43 | "chai": "^4.1.2", 44 | "eslint": "^4.3.0", 45 | "eslint-config-airbnb": "^15.1.0", 46 | "eslint-config-airbnb-base": "^11.3.1", 47 | "eslint-plugin-import": "^2.7.0", 48 | "mocha": "^3.5.0" 49 | } 50 | } 51 | -------------------------------------------------------------------------------- /src/README.md: -------------------------------------------------------------------------------- 1 | ## 首先 2 | > 写多了命令式的语言，去学这样一个函数式编程思维，是有点难度的，但是它确实可以大大的增加的你效率，以及减少你的bug率，用户体验很好，你会很容易的迷上这种编程思维。从下面的图可以看出，随着使用经验的增长，你的产出效率，和自我评价的变化... 3 | 4 | ![image](../image/fb_hurts.png) 5 | 6 | 7 | ## 本质 8 | ### 图灵机 9 | 是数学家图灵在 1936 年提出的一种抽象计算模型，它的基本思想是用机器来模拟人们用纸笔进行数学运算的过程，从而创造出一台能够模拟人类所能进行的任何计算过程的机器。但是由于历史原因（比如设备的推广造价等），这种机器并没有推广开来，而是我们现在用的这种计算机模型（冯诺依曼）。 10 | 11 | ### λ演算 12 | 它是一套用于研究函数定义、函数应用和递归的形式系统。如果说图灵机产生的是一种思想，那λ演算可是鼻祖了，对之后的函数式语言产生了巨大影响。它既可以被看作一种简单的程序设计语言，用于描述计算过程，也可以被看作一个数学对象，用于推导证明一些命题[Benjamin C. Pierce]。 13 | 14 | ## 作为编程范式 15 | 16 | 17 | ### 编程范式 18 | > 范即模范之意，范式即模式、方法。编程范式一类典型的编程风格，是指从事软件工程的一类典型的风格，是编程语言的一种分类方式，它并不针对那种编程语言。就编程语言而言，一种编程语言也可以适用多种编程范式。 19 | 20 | ### 跟命令式（过程化）的区别 21 | 命令式是模拟计算机机器的系统结构，通过计算机指令的顺序排列，告诉计算机如何进行计算工作。从本质上讲，它是“冯.诺伊曼机“运行机制的抽象，它的编程思维方式源于计算机指令的顺序排列。它的特点就是自上而下的分析问题，分步骤的解决问题。而函数式是数学上的抽象，把计算用数学表达式描述出来，从而求值。 22 | 23 | ### 跟面向对象的区别 24 | 面向对象的设计思想和设计模式已经稳定的进入编程语言的主流。核心就是“万物皆对象”。它把程序中的问题，抽象成个体，也就是对象，利用封装让每个对象都有自己独特的属性和方法，来降低整个程序的耦合度。而最后解决复杂问题的程序，就是很多的对象结合起来，彼此之间相互传递消息，互相作用。 25 | 26 | 与面向对象把问题抽象成不同的“名词”、对象不同，函数式是把一个复杂的问题，分解成多个“动词”、函数。面向对象的程序内部，会通过对象间的交互引起变化，就是对象 A 会引起 B 的属性变化，复杂的程序更会有许多相互细微的状态变化混合形成。而函数式的程序则努力减少可见状态的变化，减少副作用。每个函数都有固定的输入和输出，不会改变初始值，而是返回一个新的结果。 27 | 28 | 不过共同的地方在于，无论是对象的抽象，还是方法的抽象，最后都是通过“组合”的方式，实现解决更复杂的问题，尽管这个“组合”的方式不尽相同。后面我们会介绍函数式的组合。 29 | 30 | 31 | ## 概念 32 | > 先介绍几个函数式里面的概念 33 | 34 | - 函数这个词指的是数学中，自变量的映射，是变量和自变量的一对一，而不是 function 这个概念。 35 | - 一个函数的值仅仅由函数参数的值决定，不依赖于其他状态。 36 | - 函数式中的变量，不同于命令式中的变量，没有存储单元，而是代数值，只是一个名词（变量）。 37 | - 变量值是不可变的，比如 ```x = x + 1``` 是不成立的，因为在数学上是没有这样的等式的。 38 | - 循环语句，条件语句也不是命令式编程的控制语句，而是函数的语法糖。比如循环就是通过递归去模拟的。 39 | 40 | ## 特性 41 | > 函数式编程的几个特点 42 | 43 | ### 函数是“一等公民” 44 | [first-class](https://github.com/sunyongjian/FP-Code/blob/master/src/feature/firstClass.md) 45 | 46 | ### 没有副作用 47 | side effect，指的是函数在运行过程中，对外部的数据造成了影响，产生了函数本身运算之外的其他影响，这个就是副作用。具体参照 48 | [pureFunction](https://github.com/sunyongjian/FP-Code/blob/master/src/feature/pureFunction.js) 49 | 50 | ### 只用表达式 51 | "表达式"（expression）是一个单纯的运算过程，总是有返回值；"语句"（statement）是执行某种操作，没有返回值。函数式编程要求，只使用表达式，不使用语句。也就是说，每一步都是单纯的运算，而且都有返回值。[引用](http://www.ruanyifeng.com/blog/2012/04/functional_programming.html) 52 | 53 | ### 引用透明 54 | 产生副作用的对立就是纯函数。当我们的程式都应用纯函数，那我们这段程式就是引用透明的。因为我们可以把程式中的任何一段函数代码，替换成它所得到的结果。如果用一句话来说：如果程式中的一段代码可以替换成它执行后的结果，而且程式的结果不会有影响，那我们就说对这段代码的引用是透明的。 55 | 56 | ## 抽象 57 | [把问题抽象](https://github.com/sunyongjian/FP-Code/tree/master/src/introduction) 58 | 59 | ## 衍生 60 | > 暂且我还没有理好结构，我不知道把高阶函数，柯理化，函数组合，functor因子，偏函数应用等概念放到那。暂且归于衍生。 61 | ### 高阶函数 ([HOF](https://github.com/sunyongjian/FP-Code/tree/master/src/highOrderFunction)) 62 | - [reduce](https://github.com/sunyongjian/FP-Code/blob/master/src/highOrderFunction/reduce.js) 63 | 64 | ### 柯理化（[curring](https://github.com/sunyongjian/FP-Code/tree/master/src/curry)） 65 | 66 | ### 函数组合（[compose](https://github.com/sunyongjian/FP-Code/tree/master/src/compose)） 67 | 68 | 69 | ### 不可变数据（[immutable data](https://github.com/sunyongjian/FP-Code/tree/master/src/immutable)） 70 | 71 | 72 | ## 应用 73 | 74 | ### 缓存函数（[Memoization](https://github.com/sunyongjian/FP-Code/blob/master/src/apply/memoize.js)） -------------------------------------------------------------------------------- /src/apply/README.md: -------------------------------------------------------------------------------- 1 | ## Introduction 2 | 利用函数式的一些特性，在日常项目之中的应用。 3 | 4 | 5 | ### 缓存函数 6 | 利用了高阶函数和 js 中闭包的思想，通过 memoize 函数把一些计算函数（运算频率较高的）处理，比如 upperCase，得到一个新的函数 meUpperCase。新的函数调用的时候，会把参数对应结果 ```{key: value}``` 保存到一个映射表 cache 中，大多数是对象或者数组。下次再调用 meUpperCase，如果参数在 cache 中存在，就直接把结果返回，省去了再执行计算的代码。在 js 中，cache 的访问是通过闭包实现的，也就是在 memoize 执行的作用域中定义。缓存函数在需要大量重复计算的程序中，能够起到很好的性能优化效果。 7 | 8 | ### 惰性函数 9 | 惰性函数跟缓存函数有些类似，都是为了避免重复执行代码 -------------------------------------------------------------------------------- /src/apply/memoize.js: -------------------------------------------------------------------------------- 1 | // 单个参数 2 | const memoize = (f) => { 3 | const cache = {}; 4 | return (str) => { 5 | if (!cache[str]) { 6 | cache[str] = f(str); 7 | } 8 | return cache[str]; 9 | }; 10 | }; 11 | 12 | const capitalized = (str) => str.slice(0, 1).toUpperCase() + str.slice(1, str.length) 13 | 14 | const memoCap = memoize(capitalized); 15 | 16 | // console.time('capitalized'); 17 | // console.log(memoCap('sunyongjian')); 18 | // console.timeEnd('capitalized'); 19 | 20 | 21 | // console.time('capitalized'); 22 | // console.log(memoCap('sunyongjian')); 23 | // console.timeEnd('capitalized'); 24 | 25 | // console.time('capitalized'); 26 | // console.log(memoCap('sunyongjian')); 27 | // console.timeEnd('capitalized'); 28 | 29 | // console.time('capitalized'); 30 | // console.log(memoCap('sunyongjian')); 31 | // console.timeEnd('capitalized'); 32 | 33 | // 第一次大写的处理可能需要 几毫米，有了缓存后，之后几乎是 0.025ms，节省很多的性能。 34 | 35 | 36 | // 测试一个斐波那契数列，对比一下效率。 37 | 38 | let fibonacci = (n) => { 39 | return n < 2 ? n : fibonacci(n - 1) + fibonacci(n - 2); 40 | }; 41 | 42 | // console.time('fibonacci'); 43 | // console.log(fibonacci(30)); 44 | // console.timeEnd('fibonacci');// 15.8ms 45 | 46 | // // 重写 fibonacci，为了递归调用。 47 | // fibonacci = memoize(fibonacci); 48 | 49 | // console.time('memoizeFib'); 50 | // console.log(fibonacci(30)); 51 | // console.timeEnd('memoizeFib');// 0.145ms 52 | 53 | // 多个参数 54 | 55 | function memoize2(f) { 56 | const cache = {}; 57 | return (...args) => { 58 | const key = args.join(','); 59 | if (!cache[key]) { 60 | cache[key] = f(...args); 61 | } 62 | return cache[key];// 这里是执行函数和缓存其计算值 63 | }; 64 | } 65 | 66 | const add = (a, b) => a + b; 67 | 68 | const memoAdd = memoize2(add); 69 | 70 | console.time('add'); 71 | console.log(memoAdd(2, 4)); 72 | console.timeEnd('add'); 73 | 74 | console.time('add'); 75 | console.log(memoAdd(2, 4)); 76 | console.timeEnd('add'); 77 | 78 | console.time('add'); 79 | console.log(memoAdd(2, 4)); 80 | console.timeEnd('add'); 81 | 82 | console.time('add'); 83 | console.log(memoAdd(2, 4)); 84 | console.timeEnd('add'); 85 | -------------------------------------------------------------------------------- /src/compose/README.md: -------------------------------------------------------------------------------- 1 | ## 函数组合 2 | > 在介绍 reduce 的时候，我们使用过 compose。compose 操作是建立 3 | 4 | ### 什么是组合 5 | 举个例子，两个函数组合： 6 | ```javascript 7 | // f, g 函数， compose 函数 8 | // 通过 compose 函数组合f, g， 可以做这样 f(g(x)) 的操作。 即： 9 | // compose(f, g) -> (x) => f(g(x)) 10 | 11 | var compose = function(f, g) { 12 | return function(x) { 13 | return f(g(x)); 14 | }; 15 | }; 16 | ``` 17 | 18 | ```js 19 | const upperCase = str => str.toUpperCase(); 20 | 21 | const reverse = str => str.split('').reverse().join(''); 22 | 23 | // 比如现在要做一个字符串大写并倒叙的工作，通常是 24 | var str = 'hello'; 25 | var upperStr = upperCase(str); 26 | var reverseStr = reverse(upperStr); 27 | 28 | // 那如果改成 compose，两个函数组合后返回新的函数。 29 | var upperAndReverse = compose(reverse, upperCase); 30 | var result = upperAndReverse(str); 31 | ``` 32 | 33 | 34 | ### compose 满足分配率 35 | 36 | ### 更通用的 compose 函数 37 | 38 | ```js 39 | 40 | varcompose = function(funcs) { 41 | return function(params) { 42 | 43 | } 44 | } 45 | 46 | ``` -------------------------------------------------------------------------------- /src/curry/README.md: -------------------------------------------------------------------------------- 1 | ## 简介 2 | > 柯理化，是把接收多个参数的函数，变换成接收一个单一参数的函数，并返回一个接收余下参数的函数。 3 | 4 | 这个定义显然是很抽象的。形象点来说，之前我的函数是接收多个参数的，柯理化之后呢，就变成了一次只接收单个参数，本来执行一次得到结果的，变成了执行多次。first-class 中的一个例子： 5 | 6 | ```javascript 7 | const add = function(x, y) { 8 | return x + y; 9 | } 10 | console.log(add(1, 2)); 11 | 12 | // currying 后 13 | 14 | const curryAdd = function(x) { 15 | return function(y) { 16 | return x + y; 17 | } 18 | } 19 | console.log(curryAdd(1)(2)); 20 | 21 | ``` 22 | 这样你显然觉得是多此一举的，但是如果换一种写法呢 23 | ```javascript 24 | const add10 = curryAdd(10); 25 | const result = add10(2); 26 | ``` 27 | 通过给 curryAdd 传入 10，我们得到了一个加 10 的函数，返回的函数，通过闭包，记住了 curryAdd 的参数，也就是说之后如果我们有同样的加 10 的操作，就不需要在执行两次 curryAdd 了，只需要执行 add10。当代码很多的时候，这种减少执行步骤的操作还是有必要的。 28 | 29 | ### 左右柯理化 30 | 柯理化把参数拆解了，上面的 curryAdd 是从左往右处理的，也就是从第一个参数开始，就是左柯理化。如果从右开始，就是右柯理化。如： 31 | ```javascript 32 | // x + y => y, x 33 | const rightCurryAdd = function(y) { 34 | return function(x) { 35 | return y + x; 36 | } 37 | } 38 | const tenAdd = rightCurryAdd(10); 39 | const result1 = tenAdd(2); 40 | ``` 41 | 我们可以看到，返回的函数意义已经变了，是 10 去加某个数，不过加法是支持交换律的，所以最后的结果是相同的。如果是除法呢： 42 | ```javascript 43 | // div => division 44 | const leftCurryDiv(x) { 45 | return function(y) { 46 | return x/y; 47 | } 48 | } 49 | const tendiv = leftCurryDiv(10); 50 | 51 | const rightCurryDiv(y) { 52 | return funtion(x) { 53 | return x/y; 54 | } 55 | } 56 | const divTen = rightCurryDiv(10); 57 | ``` 58 | 两个函数的意义不一样，一个是做除数，一个是被除数了。不过方向其实并不重要，选择怎么处理看个人的喜好，只是两种方式会有区别。另外，手动的，一次次的定义这些 curry 函数，实在是有点繁琐，我们不能用一次定义一次吧。所以就需要自动去柯理化参数的函数。 59 | 60 | 61 | ### 自动柯理化参数 62 | 63 | ```javascript 64 | function currying(fn) { 65 | var args = [].slice.call(arguments, 1); 66 | return function() { 67 | var newArgs = [].concat.apply(args, arguments); 68 | return fn.apply(null, newArgs); 69 | } 70 | } 71 | 72 | // next 73 | const add10 = currying(add, 10); 74 | 75 | // es6 写更方便 76 | const currying = (fn, ...ahead) => (...behind) => fn(...ahead, ...behind); 77 | // 效果是一样的 78 | ``` 79 | 80 | 81 | ## 为什么要有柯理化 82 | 与其说为什么要有柯理化，不如说在 lambda 演算定义函数的时候，一个函数只能接收一个参数，这就决定了它必须通过某种技巧，让表达式去处理多个参数的运算，比如加法。所以，柯理化算是其中的一个技巧，通过返回函数，接收第二个参数，实现类似加法的操作。 83 | 84 | ### 多参的危险性 85 | 通常我们在实现一个方法的时候，涉及到多个值的操作，多参函数是再正常不过的写法，但是有时候，这种函数结合的时候，却容易出现问题。举个常见的栗子，猜猜看会得到什么结果。 86 | ```javascript 87 | console.log([1, 2, 3].map(parseInt)) 88 | ``` 89 | 一眼看过去可能会觉得是[1, 2, 3]，但其实是 [1, NaN, NaN].这就是 map 函数作为高阶函数的时候，给它的参数，parseInt 传了两个参数。parseInt 恰巧第二个值是有意义的，就会造成这种不稳定的，危险的现象。 90 | 91 | 一个解决办法是，让传给 map 函数的实参函数，变成单一值的函数。 92 | 93 | ```javascript 94 | console.log([1, 2, 3].map((x) => parseInt(x))); 95 | ``` 96 | 97 | 当然，这也不算是一个很经典的栗子，只是说，多参可能存在的风险。但是，不是说我们要拒绝多参数函数，现代编程的大多数情况下，多参数确实会提高一些效率，简化一些步骤。 98 | 99 | ### 操作数组的例子 100 | 现在有一个需求，一组数据，我们进行操作。例子还没想好... 101 | -------------------------------------------------------------------------------- /src/curry/index.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sunyongjian/FP-Code/4a33e5cfea3b605a58c16b4067d7b57272e17b0a/src/curry/index.js -------------------------------------------------------------------------------- /src/feature/README.md: -------------------------------------------------------------------------------- 1 | ## 函数式编程的特性 -------------------------------------------------------------------------------- /src/feature/firstClass.md: -------------------------------------------------------------------------------- 1 | ## 一等公民 2 | 我一直觉得“一等公民”这个词翻译过来一看是很容易产生歧义的，英文是 first-class objects（first-class citizens）。首先我们来解释一下 first-class 是什么。首先，类型规定了值的可取范围，比如 int， string， class等等，这就是类型。根据类型的值的可赋值情况，可以把类型分成三类： 3 | - first-class 类型的值可以传给子程序作为参数，可以从子程序里返回，可以赋给变量。大多数程序设计语言里，整型、字符类型等简单类型都是一级的。 4 | - second-class 该等级类型的值可以传给子程序作为参数，但是不能从子程序里返回，也不能赋给变量。 5 | - third-class 该等级类型的值连作为参数传递也不行。 6 | [参考](https://www.zhihu.com/question/27460623) 7 | 那我们就理解了什么是 first-class 了。在函数式编程的思想中，函数是 first-class 的，这个概念是 Christopher Strachey 提出的，并有几个原则，是我们上面提到的。函数： 8 | - 可以被命名为变量 9 | - 可以作为程序的参数 10 | - 可以作为程序的返回值 11 | - 可以包含在数据结构里 12 | 这么看来，在 JS 中 function 是满足以上几个原则的。我们通过代码来详细解释以下这几个原则 13 | 1. 作为变量 14 | ```javascript 15 | const add = function (x, y) { 16 | return x + y; 17 | } 18 | ``` 19 | 20 | 2. 参数 21 | ```javascript 22 | const base = [1, 2, 3]; 23 | const double = function (num) { 24 | return num * 2; 25 | } 26 | const result = base.map(double); 27 | // double 就是 map 函数的参数 28 | ``` 29 | 3. 返回值 30 | ```javascript 31 | function currying (fn, ...ahead) { 32 | return function (...behind) { 33 | return fn(...ahead, ...behind); 34 | } 35 | } 36 | const add = function(x, y) { 37 | return x + y; 38 | } 39 | const add2 = currying(add, 2); 40 | const num = 1; 41 | const result = add2(add2(add2(add2(num)))); 42 | ``` 43 | currying 函数执行后的返回值就是一个函数。由于是例子，是我随性写的... 你可以先不去关注代码在干什么，后面会提到curry 的概念。 44 | 4. 数据结构 45 | ```javascript 46 | const add = function(x, y) { 47 | return x + y; 48 | } 49 | const obj = { 50 | add: add, 51 | } 52 | const ary = [add]; 53 | ``` -------------------------------------------------------------------------------- /src/feature/pureFunction.js: -------------------------------------------------------------------------------- 1 | const { log } = require('../utils'); 2 | 3 | // 首先我们从操作数组的方法开始 4 | const ary = [1, 2, 3, 4, 5]; 5 | 6 | ary.push(6); 7 | 8 | ary.pop(6); 9 | 10 | ary.unshift(0); 11 | 12 | ary.shift(0); 13 | 14 | ary.splice(3, 5); 15 | 16 | const result = ary.concat([4, 5]); 17 | 18 | const copy = result.slice(); 19 | 20 | const double = copy.map(item => item * 2); 21 | 22 | log(result, copy, double, 'aa'); 23 | 24 | double.reverse(); 25 | 26 | // 回忆一下 👆 的方法，返回值是什么，还有会不会对元素组造成改变。 27 | // -------------------- -------------------- -------------------- -------------------- 28 | 29 | // 像 push pop 这种对原数组有修改操作的，因为原数组被永久的改变了，即产生了副作用。 30 | // 而我们更期待一个稳定的输出。换一种说法就是固定的输入对应固定的输出， 31 | // 也就是我们中学数学学的函数映射关系。f(x) = x * 2; f(1) = 2, f(2) = 4 32 | // 比如这个求三倍的函数 33 | function triple(x) { 34 | return x * 3; 35 | } 36 | 37 | const y1 = triple(2); 38 | 39 | // 与之对应的就是 Side Effects， 产生副作用的函数 40 | 41 | export var y2; 42 | 43 | function tripleEffect(x) { 44 | y2 = x * 3; 45 | } 46 | tripleEffect(3); 47 | tripleEffect(3); 48 | 49 | // tripleEffect 也是求三倍，只不过他是比较偏过程，更有局限性的，如果需要操作其他 y 值， 50 | // 还需要定义另一个函数。另外它也永久的改变了 y2 的值，再执行一次 tripleEffect(3)， 51 | // y2 已经变成了之前的 9 倍。然而业务中的代码显然没有这么简单，很容易出现你在另一个地方， 52 | // 还需要用到 y2 并进行了副作用的操作，这样你之前用到的 y2 就被 “偷偷摸摸” 的改变了... 53 | // 导致你之前的代码出现了 bug，而你却很难第一时间定位到错误在哪，浪费很多时间调试。 54 | 55 | // 业务中可能出现副作用的地方： 56 | // 发送一个 http 请求函数 57 | // 可变数据 58 | // 打印/log 59 | // 获取用户输入 60 | // DOM 查询 61 | // -------------------- -------------------- -------------------- -------------------- 62 | 63 | // 通过一个简单的例子，介绍纯函数的好处。 64 | // say hi，首字母大写，并在句尾加感叹号。 65 | const personName = 'tom'; 66 | 67 | function sayHi(name) { 68 | return `hi, ${name}`; 69 | } 70 | 71 | function upper(str) { 72 | return `${str.substr(0, 1).toUpperCase()}${str.substr(1, str.length)}`; 73 | } 74 | 75 | function loudly(str) { 76 | return `${str}!`; 77 | } 78 | 79 | console.log(loudly(upper(sayHi(personName)))); 80 | 81 | 82 | // 这里是通过三个纯函数组合实现的一个功能，当然职责单一，减少耦合等思想是很容易结合的。 83 | // 每个函数负责自己的功能，接受参数并返回一个新的 result。纯函数的好处： 84 | // 1.可移植性 85 | // 比如随便一个函数都可以放到任何地方，任意项目运行。尤其是 utils 之类的。 86 | // 2.文档化 87 | // 从函数体就可以看出 sayHi 的作用可能是什么，并且它的参数是一个 name，返回值也会在最后return 88 | // 3.可测试性 89 | // 随意一个函数，只要给定输入，就会得到输出。我们的测试会更容易写。 90 | // 测试代码在 test/pure.test.js 91 | // 比如 triple 和 tripleEffect，triple 是纯函数，给一个输入得到一个输出，测试很容易。但是 tripleEffect 92 | // 的变量依赖于当前的作用域，写测试的时候有局限性，几乎没有单元测试可言。非要测也有办法... 93 | // 4.合理性 94 | // 如果我们写的函数，执行结果可以被一段代码代替，并且不改变程序最后的结果，那这段代码就是引用透明的。 95 | // 以上我们的 sayHi 可以完全替换成某个字符串... 因为函数式是数学推导的过程，中间的任一等式都可被 96 | // 一对一的等价替换。 97 | 98 | export { 99 | triple, 100 | tripleEffect, 101 | sayHi, 102 | upper, 103 | loudly, 104 | }; 105 | -------------------------------------------------------------------------------- /src/highOrderFunction/README.md: -------------------------------------------------------------------------------- 1 | ## HOF 2 | High Order Functions，即高阶函数，至少满足其下两个条件之一： 3 | - 以一个函数作为参数 4 | - 以一个函数作为返回结果 5 | ### 编程的维度看高阶函数 6 | 这都是在满足函数是 "first-class" 的情况下，出现的技巧。函数可以作为程序的参数，也可以作为返回值。 7 | 8 | 9 | ```javascript 10 | function HOF(...){ 11 | return function(...){ 12 | //... 13 | } 14 | } 15 | ``` 16 | 17 | ### 函数作为参数 18 | 比如操作数组的 map，reduce 函数，都是此类。 19 | ```js 20 | const x = [1, 2, 3]; 21 | const y = x.map(function(item) { 22 | return item + 1; 23 | }) 24 | ``` 25 | 26 | [reduce](https://github.com/sunyongjian/FP-Code/blob/master/src/highOrderFunction/reduce.js) 27 | 28 | ### 函数作为返回值 29 | ```js 30 | const add = function(x) { 31 | return function(y) { 32 | return x + y; 33 | } 34 | } 35 | console.log(add(1)(2)); 36 | ``` 37 | 38 | #### 偏函数应用 39 | 通过一个典型的栗子来介绍。比如用 `Object.prototype.toString` 来判断数据类型。 40 | ```js 41 | 42 | const isType = function (type) { 43 | return function(obj) { 44 | if(typeof type !== 'string') { 45 | return new Error('type need string'); 46 | } 47 | const str = type[0].toUpperCase() + type.slice(1); 48 | return Object.prototype.toString.call(obj) === `[object ${str}]`; 49 | } 50 | } 51 | 52 | const isNumber = isType('number'); 53 | console.log(isNumber(1)); 54 | ``` 55 | 56 | isType 返回一个新的函数。不过这种情况也叫偏函数，即把函数的某些参数值固定住，返回一个新的函数，调用这个新函数会更简单。 57 | 58 | #### 节流函数 59 | 一个在 js 中广泛应用的函数。 60 | 61 | ```js 62 | const throttle = wait => fn => { 63 | var timer; 64 | return (...args) => { 65 | if (!timer) { 66 | timer = setTimeout(() => timer = null, wait); 67 | return fn(...args); 68 | } 69 | } 70 | } 71 | ``` 72 | 73 | ```js 74 | const debounce = wait => fn => { 75 | var timer; 76 | return (...args) => { 77 | clearTimeout(timer); 78 | timer = setTimeout(() => { 79 | fn(...args); 80 | }, wait) 81 | } 82 | } 83 | ``` 84 | 85 | 86 | ### 数学的维度看高阶函数 87 | 88 | 在数学中，也叫算子或者泛函。什么是算子呢。 89 | 90 | 首先，记一个 `f: A -> B`，小 f 是 A 到 B 的映射，则可以称 f 就是算子。引入 x，对 x 作用算子 f，就可以获得新的函数 f(x)。如果 x 是一个函数，这就类似于算子接收一个 x，返回了一个新的函数。而泛函，是一个向量空间到实数的映射，也就是它接收的是函数，输入是函数，返回的，输出的是实数。这两个概念的思路跟高级函数是有点类似的，通过 HOF，可以作向量空间 A 到向量空间 B 的映射，也就是映射一个函数到另一个函数。`g(x) = functor(f(x))` 91 | 92 | -------------------------------------------------------------------------------- /src/highOrderFunction/reduce.js: -------------------------------------------------------------------------------- 1 | const { logger } = require('../utils'); 2 | 3 | // 做个 Reverse && UpperCase 的 demo 4 | 5 | // 1. usual 6 | const str = 'hello world'; 7 | const upperCase = str => str.toUpperCase(); 8 | 9 | const reverse = str => str.split('').reverse().join(''); 10 | 11 | // console.log(upperCase(reverse(str))); 12 | 13 | // 2. reduce 14 | 15 | // first simple 16 | const result0 = [reverse, upperCase].reduce((res, cur) => { 17 | return cur(res); 18 | }, str); 19 | 20 | // 3. 然后 reduce 的 functor 可以提取出来，形参叫 state， action 更直观 21 | const reducer = (state, action) => action(state); 22 | const result1 = [reverse, upperCase].reduce(reducer, str); 23 | 24 | // 4. 更进一步我们把参数也放到 funcs 数组的第一项，让 reduce 自动传入 25 | 26 | const result2 = [str, reverse, upperCase].reduce(reducer); 27 | 28 | // 5. 不太优雅，柯理化改造 29 | 30 | const reverseUpper = args => [args, reverse, upperCase].reduce(reducer); 31 | const result3 = reverseUpper(str); 32 | 33 | 34 | // 6. 提取一个公共的方法，去处理函数组合， 以及参数的传入 35 | const compose = (...funcs) => args => funcs.reduce(reducer, args); 36 | const result4 = compose(reverse, upperCase)(str); 37 | 38 | [result0, result1, result2, result3, result4].map(logger); 39 | -------------------------------------------------------------------------------- /src/immutable/README.md: -------------------------------------------------------------------------------- 1 | ## 不可变数据 2 | 不可变数据结构是函数式编程中的基本准则。 3 | 4 | ### 可变/不可变对象 5 | 6 | 可变对象是一个可在其创建后修改状态的对象，而不可变对象则是创建之后，不能再修改状态，对其任何删改操作，都应返回一个新的对象。 7 | 8 | js 中对象可变的好处可能是为了节约内存，相比字符串、数字，它承载的数据量更大更多，不可变带来每次操作都要产生新的对象，新的数据结构，这与 js 设计之初用来做网页中表单验证等简单操作是有悖的。而且，我们最开始也确实感受到可变带来的便捷，但是反之它带来的副作用远超过这种便捷，程序越大代码的可读性，复杂度也越来越高。 9 | 10 | ### 为什么要有不可变数据 11 | 从 js 中的一个栗子开始： 12 | ```js 13 | var x = { 14 | a: 1 15 | } 16 | var y = x; 17 | x.a = 2; 18 | console.log(y); //{ a: 2 } 19 | ``` 20 | 这在我们刚开始学 js 的时候就知道了，`x = y` 是对象赋值引用，两者公用一个对象的空间，所以 x 改动了，y 自然也改变。 21 | 22 | 数组也是一样的： 23 | ```js 24 | var ary = [1, 2, 3]; 25 | var list = ary; 26 | ary.push(4); 27 | console.log(list); // [1, 2, 3, 4] 28 | ``` 29 | 不过字符串和数组就不会。 30 | ```js 31 | var str = 'hello world'; 32 | var sub = str; 33 | str = str.slice(0, 5); 34 | console.log(sub); // 'hello world' 35 | 36 | var a = 1; 37 | var b = a; 38 | a += 2; 39 | console.log(b); // 1 40 | ``` 41 | 42 | 在介绍纯函数的时候（pure function），我们提到过“副作用”，其实可变数据也是容易造成“副作用”。而函数式默认的数据是不可变的，这样我们在执行纯函数的时候，才能确保固定的输入对应固定的输出（我输入一个数组到函数里，返回值必须是一个新数组），而且也不会造成数据的不可见变化。 43 | 44 | ### 数据拷贝 45 | 46 | 在 js 中像上面 `y = x` 的操作显然是不符合函数式编程规范的，这就意味着我们要给新对象（数据）创建一个新的引用，也就是需要数据拷贝。 47 | 48 | #### Object.assign 49 | 像这样： 50 | ```js 51 | const x = { a: 1 }; 52 | 53 | const y = Object.assign({}, x); 54 | x.a = 11; 55 | console.log(y); // { a: 1 } 56 | ``` 57 | 诚然，此次对 y 的赋值，再去改变 x.a 的时候，y.a 并没有发生变化，保持了不变性。你以为就这么简单吗？看另一个栗子： 58 | 59 | ```js 60 | const x = { a: 1, b: { c: 2 } }; 61 | 62 | const y = Object.assign({}, x); 63 | 64 | x.b.c = 22; 65 | 66 | console.log(y); // { a: 1, b: { c: 22}} 67 | ``` 68 | 对 x 的操作，使 y.b.c 也变成了 22。为什么？因为 Object.assign 是浅拷贝，也就是它只会赋值对象第一层的 kv，而当第一层的 value 出现 object/array 的时候，它还是会做赋值引用操作，即 x，y 的 b 共用一个 `{c: 2}` 的地址。还有几个方法也是这样的。 69 | 70 | #### Object.freeze 71 | ```js 72 | const x = { a: 1, b: { c: 2 } }; 73 | const y = Object.freeze(x); 74 | x.a = 11; 75 | console.log(y); 76 | 77 | x.b.c = 22; 78 | 79 | console.log(y); // { a: 1, b: { c: 22}} 80 | ``` 81 | freeze，看起来是真的“冻结”了，不可变了，其实效果是一样的，为了效率，做的浅拷贝。 82 | 83 | #### deconstruction 解构 84 | ```js 85 | const x = { a: 1, b: { c: 2 } }; 86 | const y = { ...x }; 87 | x.a = 11; 88 | console.log(y); 89 | 90 | x.b.c = 22; 91 | 92 | console.log(y); 93 | ``` 94 | es6 中的新方法，解构。数组也一样： 95 | 96 | ```js 97 | const x = [1, 2, [3, 4]]; 98 | const y = [...x]; 99 | x[2][0] = 33; 100 | console.log(y); // [1, 2, [33, 4]] 101 | ``` 102 | 同样是浅拷贝。 103 | 104 | #### deep-clone 105 | - 原生 106 | 107 | 拿上面的栗子来说，我们去实现深拷贝。 108 | ```js 109 | const x = { a: 1, b: { c: 2 } }; 110 | const y = Object.assign({}, x, { 111 | b: Object.assign({}, x.b) 112 | }) 113 | 114 | x.b.c = 22; 115 | 116 | console.log(y); // { a: 1, b: { c: 2 } } 117 | ``` 118 | 119 | 不过这只是嵌套不多的时候，而更深层次的，就需要更复杂的操作了。实际上，deep-clone 确实没有一个统一的方法，需要考虑的地方挺多，比如效率，以及是否应用场景（是否每次都需要 deep-clone）。还有在 js 中，还要加上 hasOwnProperty 这样的判断。写个简单的方法： 120 | ```js 121 | function clone(obj) { 122 | // 类型判断。 isActiveClone 用来防止重复 clone，效率问题。 123 | if (obj === null || typeof obj !== 'object' || 'isActiveClone' in obj) { 124 | return obj; 125 | } 126 | 127 | //可能是 Date 对象 128 | const result = obj instanceof Date ? new Date(obj) : {}; 129 | 130 | for (const key in obj) { 131 | if (Object.prototype.hasOwnProperty.call(obj, key)) { 132 | obj['isActiveClone'] = null; 133 | result[key] = clone(obj[key]); 134 | delete obj['isActiveClone']; 135 | } 136 | } 137 | 138 | return result; 139 | } 140 | 141 | var x = { 142 | a: 1, 143 | b: 2, 144 | c: { 145 | d: 3 146 | } 147 | } 148 | console.log(clone(x)); 149 | ``` 150 | 151 | - JSON 152 | 最简单，偷懒的一种方式，JSON 的序列化再反序列化。 153 | ```js 154 | const y = JSON.parse(JSON.stringify(x)); 155 | ``` 156 | 普通的 string，number，object，array 都是可以做深拷贝的。不过这个方法比较偷懒，是存在坑的，比如不支持 NaN，正则，function 等。举个栗子： 157 | ```js 158 | const x = { 159 | a: function() { 160 | console.log('aaa') 161 | }, 162 | b: NaN, 163 | } 164 | 165 | const y = JSON.parse(JSON.stringify(x)); 166 | console.log(y.b); 167 | y.a() 168 | 169 | ``` 170 | 试一下就知道了。 171 | 172 | - Library 173 | 通常实现 deep-clone 的库：`lodash`，`$.extend(true, )`... 目前最好用的是 `immutable.js`。 174 | 175 | 176 | 177 | 178 | ### 数据持久化 179 | 180 | 不变性可以让数据持久化变得容易。当数据不可变的时候，我们的每次操作，都不会引起初始数据的改变。也就是说在一定时期内，这些数据是永久存在的，而你可以通过读取，实现类似于“回退/切换快照”般的操作。这是我们从函数式编程来简单理解这个概念，而不涉及硬盘存储或者数据库存储的概念。 181 | 182 | 首先，无论数据结构的深浅，每次操作都对整个数据结构进行完整的深拷贝，效率会很低。这就牵扯到在做数据拷贝的时候，利用数据结构，做一些优化。例如，我们可以观察某次操作，到底有没有引起深层次数据结构的变化，如果没有，我们是不是可以只做部分改变，而没变化的地方，还是可以共用的。**这就是部分持久化**。 183 | -------------------------------------------------------------------------------- /src/immutable/index.js: -------------------------------------------------------------------------------- 1 | 2 | const Immutable = require('immutable'); 3 | const a = { a: 1 }; 4 | const b = { b: 2 }; 5 | const aa = Immutable.Map(a); 6 | const bb = Immutable.Map(b); 7 | // console.log(, 'aa'); 8 | for(const val of aa.merge(bb)) { 9 | console.log(typeof val); 10 | } 11 | -------------------------------------------------------------------------------- /src/index.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sunyongjian/FP-Code/4a33e5cfea3b605a58c16b4067d7b57272e17b0a/src/index.js -------------------------------------------------------------------------------- /src/introduction/README.md: -------------------------------------------------------------------------------- 1 | ## 开始函数式 2 | > 体会函数式编程思想的核心，让我们开始转变思想。 3 | ## 抽象 4 | 把问题抽象，确定函数 5 | 6 | ### 把函数作为抽象单元 7 | 8 | 还记得我们在开篇，跟面向对象编程作对比的时候说过，函数式编程思想努力把问题分解，抽象成个体。通俗点讲，就是一个程序通过分解，抽象方法，把复杂的问题提炼成几个方法，而隐藏了每个方法具体的实现细节，这些方法就是抽象单元。白话点就是，比如我要做“开车上路”这件事，我可能分解抽象成，“学驾照”，“弄一辆车”，“开车”...几步，具体我是怎么学的驾照，怎么搞来的一辆车，都是在抽象单元内部实现。 9 | 举个例子：现在有一个数组，我们写一个方法让里面的数翻倍。 10 | ```javascript 11 | // 为了直观，我们用 es5 写。 12 | 13 | var list = [1, 2, 3]; 14 | function doubleAry (ary) { 15 | return ary.map(function(item) { 16 | return item * 2; 17 | }) 18 | } 19 | var doubledList = doubleAry(list); 20 | ``` 21 | 如果要是让数组里的数据都 + 1 呢。是不是还要重新写一个函数，把步骤再实现一遍？假如说数组里出现了不是数字的值怎么办？换一种思路 22 | ```javascript 23 | var list = [1, 2, 3]; 24 | var list1 = [4, '5', 6]; 25 | // 把这些对值的操作都抽象成方法 26 | var double = function(value) { 27 | return value * 2; 28 | } 29 | 30 | var addOne = function(value) { 31 | return value + 1; 32 | } 33 | // 当然这不是它的完整实现 34 | var isNumber = function(value) { 35 | return typeof value === 'number'; 36 | } 37 | 38 | var error = function() { 39 | throw new Error('current value is not a number'); 40 | } 41 | var warn = function() { 42 | console.warn('current value is not a number'); 43 | } 44 | 45 | var operate = addOne; 46 | var abnormal = error; 47 | 48 | var check = function (value) { 49 | if(!isNumber(value)) { 50 | abnormal(); 51 | } 52 | return value; 53 | } 54 | 55 | var mapAry = function(ary) { 56 | return ary.map(function(item) { 57 | return operate(check(item)); 58 | }) 59 | } 60 | 61 | console.log(mapAry(list)); // [2, 3, 4]; 62 | console.log(mapAry(list1)); // [5, "51", 7] && warn 63 | 64 | // 替换 65 | operate = double; 66 | abnormal = warn; 67 | 68 | console.log(mapAry(list)); // [2, 4, 6]; 69 | console.log(mapAry(list1)); // Uncaught Error: current value is not a number 70 | 71 | ``` 72 | 我们把所有的操作都抽象成了方法，比如对数组的操作 ```operate``` 方法和异常校验，我们可以通过重新定义，实现操作的替换。比如 double 换成了 addOne。当然这里用的方式不是最好的，因为还要结合其他思想，这只是在证明，抽象方法带来的方便。由于行为包含在单一的函数中，所以函数可以被提供类似行为的新函数取代，或直接被完全不同的行为所取代。 73 | 74 | 通常可能是这样做的，结合柯理化，map 作为高阶函数的特性，去处理。 75 | ```javascript 76 | var mapAry = function(fn) { 77 | return function(ary) { 78 | return ary.map(fn); 79 | } 80 | } 81 | var doubleAry = mapAry(double); 82 | var addAry = mapAry(addOne); 83 | ``` 84 | 85 | 我这里并没加校验，多个函数同时操作的情况，需要一种类似于管道的操作 compose，后面再讲。 86 | 87 | ### 用函数去封装 88 | 89 | 也是抽象的一种。我们平常接触的面向对象，封装是它的重要思想，但是在 JS 中，可以通过函数去封装。 90 | ```javascript 91 | function list() { 92 | var args = Array.prototype.slice.call(arguments, 0); 93 | 94 | var add = function(x) { 95 | args.push(x); 96 | return obj; 97 | } 98 | 99 | var getByIndex = function(index) { 100 | return args[index]; 101 | } 102 | 103 | var get = function (){ 104 | return args; 105 | } 106 | 107 | var obj = { 108 | get: get, 109 | add: add, 110 | getByIndex: getByIndex, 111 | } 112 | 113 | return obj; 114 | } 115 | 116 | var l = list(1, 2, 3); 117 | console.log(l.getByIndex(1)); 118 | console.log(l.add(4).get()); 119 | ``` 120 | JS 中使用函数去封装，主要是利用了闭包，把变量和方法有效的隐藏起来了，比如上面一个简单的序列 list，并在内部实现了几个方法，以及保存数据。 121 | 122 | 我只是在说明函数也是可以起到封装的效果，并不是说这就一定比面向对象的好，关于如何取舍，还是看你的需求，怎么才是最简单有效的，以及个人喜好。 123 | 124 | 125 | ### 以函数为行为单元 126 | 其实上面的栗子中，“翻倍”，add，getByIndex 这都是行为单元，是把某些“行为”操作，包装成了函数。 127 | 128 | [比较器](https://github.com/sunyongjian/FP-Code/blob/master/src/introduction/index.js) 129 | 130 | ### 数据抽象 131 | -------------------------------------------------------------------------------- /src/introduction/index.js: -------------------------------------------------------------------------------- 1 | const ary = [-1, -5, -33, -22, -1, 0, 2, 3, 22]; 2 | console.log(ary.sort()); 3 | // [ -1, -1, -22, -33, -5, 0, 2, 22, 3 ] 4 | // ary.sort，当 sort 中不传入比较器的时候，默认是按照字符编码的顺序排序，即第一个数字的顺序。 5 | // 当然这是有问题的。 6 | 7 | // 升序 8 | const compare = (x, y) => { 9 | if (x > y) return 1; 10 | if (x < y) return -1; 11 | return 0; 12 | }; 13 | // 比较器抽象成函数 14 | console.log(ary.sort(compare)); 15 | 16 | // [ -33, -22, -5, -1, -1, 0, 2, 3, 22 ] 17 | 18 | // but，这个 compare 函数不通用于比较，比如 19 | if (compare(1, 1)) { 20 | console.log('equal');// no log 21 | } 22 | 23 | // 把 等于或小于的比较 抽象成函数 24 | const thanOrEqual = (x, y) => x >= y; 25 | 26 | if (thanOrEqual(1, 1)) { 27 | console.log('thanOrEqual'); // thanOrEqual 28 | } 29 | 30 | // 改装成 sort 需要的比较器。它接收一个行为函数，返回 sort 所需的比较器函数，然后可以通过传入不同的 behavior，实现不同的比较器 31 | 32 | const compartor = behavior => (x, y) => { 33 | if (behavior(x, y)) return 1; 34 | return -1; 35 | }; 36 | 37 | console.log(ary.sort(compartor(thanOrEqual))); 38 | // [ -33, -22, -5, -1, -1, 0, 2, 3, 22 ] 39 | 40 | // 当然你也可以改成降序的 41 | 42 | const lessOrEqual = (x, y) => x <= y; 43 | 44 | console.log(ary.sort(compartor(lessOrEqual))); 45 | // [22, 3, 2, 0, -1, -1, -5, -22, -33] 46 | 47 | // thanOrEqual, lessOrEqual ... 等等的通用比较函数，不适用于 array.sort，通过中间函数 compartor 48 | // 把 return true/false 的结果，映射成为 1/-1/0，这样就可以被 sort 消费了。 49 | -------------------------------------------------------------------------------- /src/lambda/README.md: -------------------------------------------------------------------------------- 1 | ## 简介 2 | > Lambda 演算可比拟是最根本的编程语言，它包括了一条变换规则（变量替换）和一条将函数抽象化定义的方式。因此普遍公认是一种更接近软件而非硬件的方式。对函数式编程语言造成很大影响，比如Lisp、ML语言和Haskell语言。Lambda演算建立在函数的概念的基础上。纯粹的Lambda演算中，一切都是函数，连值的概念都没有。但是，我们可以用函数构建任何我们需要的东西。 3 | 4 | 所以我在研究函数式编程的时候，一定会搞清楚 lambda 演算到底是什么。 5 | 6 | ## Lambda演算的语法 7 | Lambda演算只有三类表达式： 8 | 9 | 函数定义：Lambda演算中的函数是一个表达式，写成：lambda x . body，表示“一个参数参数为x的函数，它的返回值为body的计算结果。” 这时我们说：Lambda表达式绑定了参数x。 10 | 标识符引用（Identifier reference）：标识符引用就是一个名字，这个名字用于匹配函数表达式中的某个参数名。 11 | 函数应用（Function application）：函数应用写成把函数值放到它的参数前面的形式，如(lambda x . plus x x) y。 -------------------------------------------------------------------------------- /src/recursion/README.md: -------------------------------------------------------------------------------- 1 | ## 递归 2 | > 函数中模拟循环的方式 -------------------------------------------------------------------------------- /src/utils.js: -------------------------------------------------------------------------------- 1 | const log = (...smt) => { 2 | console.log(...smt); 3 | }; 4 | 5 | const logger = (item, index) => { 6 | console.log(item, index); 7 | }; 8 | module.exports = { 9 | log, 10 | logger, 11 | }; 12 | -------------------------------------------------------------------------------- /test/pure.test.js: -------------------------------------------------------------------------------- 1 | import { expect } from 'chai'; 2 | import { 3 | triple, 4 | y2, 5 | tripleEffect, 6 | sayHi, 7 | upper, 8 | loudly, 9 | } from '../src/feature/pureFunction'; 10 | 11 | describe('get a triple result', () => { 12 | 13 | it('2 * 3 = 6', () => { 14 | expect(triple(2)).equal(6); 15 | }); 16 | it('tripleEffect', () => { // 非要测的话。把 tripleEffect 依赖的变量导出。但是如果依赖多个变量呢？ 17 | tripleEffect(2); 18 | expect(y2).equal(6); 19 | }); 20 | }); 21 | 22 | describe('大声的喊你好', () => { 23 | it('get result', () => { 24 | const str1 = sayHi('tom'); 25 | expect(str1).equal('hi, tom'); 26 | 27 | const str2 = upper(str1); 28 | expect(str2).equal('Hi, tom'); 29 | 30 | const str3 = loudly(str2); 31 | expect(str3).equal('Hi, tom!'); 32 | }); 33 | }); 34 | -------------------------------------------------------------------------------- /yarn.lock: -------------------------------------------------------------------------------- 1 | # THIS IS AN AUTOGENERATED FILE. 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| globals@^9.17.0, globals@^9.18.0: 974 | version "9.18.0" 975 | resolved "https://registry.yarnpkg.com/globals/-/globals-9.18.0.tgz#aa3896b3e69b487f17e31ed2143d69a8e30c2d8a" 976 | 977 | globby@^5.0.0: 978 | version "5.0.0" 979 | resolved "https://registry.yarnpkg.com/globby/-/globby-5.0.0.tgz#ebd84667ca0dbb330b99bcfc68eac2bc54370e0d" 980 | dependencies: 981 | array-union "^1.0.1" 982 | arrify "^1.0.0" 983 | glob "^7.0.3" 984 | object-assign "^4.0.1" 985 | pify "^2.0.0" 986 | pinkie-promise "^2.0.0" 987 | 988 | graceful-fs@^4.1.2: 989 | version "4.1.11" 990 | resolved "https://registry.yarnpkg.com/graceful-fs/-/graceful-fs-4.1.11.tgz#0e8bdfe4d1ddb8854d64e04ea7c00e2a026e5658" 991 | 992 | "graceful-readlink@>= 1.0.0": 993 | version "1.0.1" 994 | resolved "https://registry.yarnpkg.com/graceful-readlink/-/graceful-readlink-1.0.1.tgz#4cafad76bc62f02fa039b2f94e9a3dd3a391a725" 995 | 996 | growl@1.9.2: 997 | version "1.9.2" 998 | resolved 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cli-width "^2.0.0" 1070 | external-editor "^2.0.4" 1071 | figures "^2.0.0" 1072 | lodash "^4.3.0" 1073 | mute-stream "0.0.7" 1074 | run-async "^2.2.0" 1075 | rx-lite "^4.0.8" 1076 | rx-lite-aggregates "^4.0.8" 1077 | string-width "^2.1.0" 1078 | strip-ansi "^4.0.0" 1079 | through "^2.3.6" 1080 | 1081 | invariant@^2.2.2: 1082 | version "2.2.2" 1083 | resolved "https://registry.yarnpkg.com/invariant/-/invariant-2.2.2.tgz#9e1f56ac0acdb6bf303306f338be3b204ae60360" 1084 | dependencies: 1085 | loose-envify "^1.0.0" 1086 | 1087 | is-arrayish@^0.2.1: 1088 | version "0.2.1" 1089 | resolved "https://registry.yarnpkg.com/is-arrayish/-/is-arrayish-0.2.1.tgz#77c99840527aa8ecb1a8ba697b80645a7a926a9d" 1090 | 1091 | is-builtin-module@^1.0.0: 1092 | version "1.0.0" 1093 | resolved "https://registry.yarnpkg.com/is-builtin-module/-/is-builtin-module-1.0.0.tgz#540572d34f7ac3119f8f76c30cbc1b1e037affbe" 1094 | dependencies: 1095 | builtin-modules "^1.0.0" 1096 | 1097 | is-finite@^1.0.0: 1098 | version 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| resolved "https://registry.yarnpkg.com/js-tokens/-/js-tokens-3.0.2.tgz#9866df395102130e38f7f996bceb65443209c25b" 1144 | 1145 | js-yaml@^3.9.1: 1146 | version "3.10.0" 1147 | resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-3.10.0.tgz#2e78441646bd4682e963f22b6e92823c309c62dc" 1148 | dependencies: 1149 | argparse "^1.0.7" 1150 | esprima "^4.0.0" 1151 | 1152 | jschardet@^1.4.2: 1153 | version "1.5.1" 1154 | resolved "https://registry.yarnpkg.com/jschardet/-/jschardet-1.5.1.tgz#c519f629f86b3a5bedba58a88d311309eec097f9" 1155 | 1156 | jsesc@^1.3.0: 1157 | version "1.3.0" 1158 | resolved "https://registry.yarnpkg.com/jsesc/-/jsesc-1.3.0.tgz#46c3fec8c1892b12b0833db9bc7622176dbab34b" 1159 | 1160 | jsesc@~0.5.0: 1161 | version "0.5.0" 1162 | resolved "https://registry.yarnpkg.com/jsesc/-/jsesc-0.5.0.tgz#e7dee66e35d6fc16f710fe91d5cf69f70f08911d" 1163 | 1164 | json-schema-traverse@^0.3.0: 1165 | version "0.3.1" 1166 | resolved 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lodash.keys "^3.0.0" 1215 | 1216 | lodash._basecopy@^3.0.0: 1217 | version "3.0.1" 1218 | resolved "https://registry.yarnpkg.com/lodash._basecopy/-/lodash._basecopy-3.0.1.tgz#8da0e6a876cf344c0ad8a54882111dd3c5c7ca36" 1219 | 1220 | lodash._basecreate@^3.0.0: 1221 | version "3.0.3" 1222 | resolved "https://registry.yarnpkg.com/lodash._basecreate/-/lodash._basecreate-3.0.3.tgz#1bc661614daa7fc311b7d03bf16806a0213cf821" 1223 | 1224 | lodash._getnative@^3.0.0: 1225 | version "3.9.1" 1226 | resolved "https://registry.yarnpkg.com/lodash._getnative/-/lodash._getnative-3.9.1.tgz#570bc7dede46d61cdcde687d65d3eecbaa3aaff5" 1227 | 1228 | lodash._isiterateecall@^3.0.0: 1229 | version "3.0.9" 1230 | resolved "https://registry.yarnpkg.com/lodash._isiterateecall/-/lodash._isiterateecall-3.0.9.tgz#5203ad7ba425fae842460e696db9cf3e6aac057c" 1231 | 1232 | lodash.cond@^4.3.0: 1233 | version "4.5.2" 1234 | resolved 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1255 | dependencies: 1256 | lodash._getnative "^3.0.0" 1257 | lodash.isarguments "^3.0.0" 1258 | lodash.isarray "^3.0.0" 1259 | 1260 | lodash@^4.0.0, lodash@^4.17.4, lodash@^4.3.0: 1261 | version "4.17.4" 1262 | resolved "https://registry.yarnpkg.com/lodash/-/lodash-4.17.4.tgz#78203a4d1c328ae1d86dca6460e369b57f4055ae" 1263 | 1264 | loose-envify@^1.0.0: 1265 | version "1.3.1" 1266 | resolved "https://registry.yarnpkg.com/loose-envify/-/loose-envify-1.3.1.tgz#d1a8ad33fa9ce0e713d65fdd0ac8b748d478c848" 1267 | dependencies: 1268 | js-tokens "^3.0.0" 1269 | 1270 | lru-cache@^4.0.1: 1271 | version "4.1.1" 1272 | resolved "https://registry.yarnpkg.com/lru-cache/-/lru-cache-4.1.1.tgz#622e32e82488b49279114a4f9ecf45e7cd6bba55" 1273 | dependencies: 1274 | pseudomap "^1.0.2" 1275 | yallist "^2.1.2" 1276 | 1277 | mimic-fn@^1.0.0: 1278 | version "1.1.0" 1279 | resolved "https://registry.yarnpkg.com/mimic-fn/-/mimic-fn-1.1.0.tgz#e667783d92e89dbd342818b5230b9d62a672ad18" 1280 | 1281 | minimatch@^3.0.2, minimatch@^3.0.3, minimatch@^3.0.4: 1282 | version "3.0.4" 1283 | resolved "https://registry.yarnpkg.com/minimatch/-/minimatch-3.0.4.tgz#5166e286457f03306064be5497e8dbb0c3d32083" 1284 | dependencies: 1285 | brace-expansion "^1.1.7" 1286 | 1287 | minimist@0.0.8: 1288 | version "0.0.8" 1289 | resolved "https://registry.yarnpkg.com/minimist/-/minimist-0.0.8.tgz#857fcabfc3397d2625b8228262e86aa7a011b05d" 1290 | 1291 | mkdirp@0.5.1, mkdirp@^0.5.1: 1292 | version "0.5.1" 1293 | resolved "https://registry.yarnpkg.com/mkdirp/-/mkdirp-0.5.1.tgz#30057438eac6cf7f8c4767f38648d6697d75c903" 1294 | dependencies: 1295 | minimist "0.0.8" 1296 | 1297 | mocha@^3.5.0: 1298 | version "3.5.2" 1299 | resolved "https://registry.yarnpkg.com/mocha/-/mocha-3.5.2.tgz#3d5585cc6bd9e43a7c0bd251631abc0fbea0f032" 1300 | dependencies: 1301 | browser-stdout "1.3.0" 1302 | commander "2.9.0" 1303 | debug "2.6.8" 1304 | diff "3.2.0" 1305 | escape-string-regexp "1.0.5" 1306 | glob "7.1.1" 1307 | growl "1.9.2" 1308 | he "1.1.1" 1309 | json3 "3.3.2" 1310 | lodash.create "3.1.1" 1311 | mkdirp "0.5.1" 1312 | supports-color "3.1.2" 1313 | 1314 | ms@2.0.0: 1315 | version "2.0.0" 1316 | resolved "https://registry.yarnpkg.com/ms/-/ms-2.0.0.tgz#5608aeadfc00be6c2901df5f9861788de0d597c8" 1317 | 1318 | mute-stream@0.0.7: 1319 | version "0.0.7" 1320 | resolved "https://registry.yarnpkg.com/mute-stream/-/mute-stream-0.0.7.tgz#3075ce93bc21b8fab43e1bc4da7e8115ed1e7bab" 1321 | 1322 | natural-compare@^1.4.0: 1323 | version "1.4.0" 1324 | resolved "https://registry.yarnpkg.com/natural-compare/-/natural-compare-1.4.0.tgz#4abebfeed7541f2c27acfb29bdbbd15c8d5ba4f7" 1325 | 1326 | normalize-package-data@^2.3.2: 1327 | version "2.4.0" 1328 | resolved "https://registry.yarnpkg.com/normalize-package-data/-/normalize-package-data-2.4.0.tgz#12f95a307d58352075a04907b84ac8be98ac012f" 1329 | dependencies: 1330 | hosted-git-info "^2.1.4" 1331 | is-builtin-module "^1.0.0" 1332 | semver "2 || 3 || 4 || 5" 1333 | validate-npm-package-license "^3.0.1" 1334 | 1335 | number-is-nan@^1.0.0: 1336 | version "1.0.1" 1337 | resolved "https://registry.yarnpkg.com/number-is-nan/-/number-is-nan-1.0.1.tgz#097b602b53422a522c1afb8790318336941a011d" 1338 | 1339 | object-assign@^4.0.1: 1340 | version "4.1.1" 1341 | resolved "https://registry.yarnpkg.com/object-assign/-/object-assign-4.1.1.tgz#2109adc7965887cfc05cbbd442cac8bfbb360863" 1342 | 1343 | once@^1.3.0: 1344 | version "1.4.0" 1345 | resolved "https://registry.yarnpkg.com/once/-/once-1.4.0.tgz#583b1aa775961d4b113ac17d9c50baef9dd76bd1" 1346 | dependencies: 1347 | wrappy "1" 1348 | 1349 | onetime@^2.0.0: 1350 | version "2.0.1" 1351 | resolved "https://registry.yarnpkg.com/onetime/-/onetime-2.0.1.tgz#067428230fd67443b2794b22bba528b6867962d4" 1352 | dependencies: 1353 | mimic-fn "^1.0.0" 1354 | 1355 | optionator@^0.8.2: 1356 | version "0.8.2" 1357 | resolved 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| dependencies: 1382 | p-limit "^1.1.0" 1383 | 1384 | parse-json@^2.2.0: 1385 | version "2.2.0" 1386 | resolved "https://registry.yarnpkg.com/parse-json/-/parse-json-2.2.0.tgz#f480f40434ef80741f8469099f8dea18f55a4dc9" 1387 | dependencies: 1388 | error-ex "^1.2.0" 1389 | 1390 | path-exists@^2.0.0: 1391 | version "2.1.0" 1392 | resolved "https://registry.yarnpkg.com/path-exists/-/path-exists-2.1.0.tgz#0feb6c64f0fc518d9a754dd5efb62c7022761f4b" 1393 | dependencies: 1394 | pinkie-promise "^2.0.0" 1395 | 1396 | path-exists@^3.0.0: 1397 | version "3.0.0" 1398 | resolved "https://registry.yarnpkg.com/path-exists/-/path-exists-3.0.0.tgz#ce0ebeaa5f78cb18925ea7d810d7b59b010fd515" 1399 | 1400 | path-is-absolute@^1.0.0, path-is-absolute@^1.0.1: 1401 | version "1.0.1" 1402 | resolved "https://registry.yarnpkg.com/path-is-absolute/-/path-is-absolute-1.0.1.tgz#174b9268735534ffbc7ace6bf53a5a9e1b5c5f5f" 1403 | 1404 | path-is-inside@^1.0.1, path-is-inside@^1.0.2: 1405 | version "1.0.2" 1406 | resolved "https://registry.yarnpkg.com/path-is-inside/-/path-is-inside-1.0.2.tgz#365417dede44430d1c11af61027facf074bdfc53" 1407 | 1408 | path-parse@^1.0.5: 1409 | version "1.0.5" 1410 | resolved "https://registry.yarnpkg.com/path-parse/-/path-parse-1.0.5.tgz#3c1adf871ea9cd6c9431b6ea2bd74a0ff055c4c1" 1411 | 1412 | path-type@^2.0.0: 1413 | version "2.0.0" 1414 | resolved "https://registry.yarnpkg.com/path-type/-/path-type-2.0.0.tgz#f012ccb8415b7096fc2daa1054c3d72389594c73" 1415 | dependencies: 1416 | pify "^2.0.0" 1417 | 1418 | pathval@^1.0.0: 1419 | version "1.1.0" 1420 | resolved "https://registry.yarnpkg.com/pathval/-/pathval-1.1.0.tgz#b942e6d4bde653005ef6b71361def8727d0645e0" 1421 | 1422 | pify@^2.0.0: 1423 | version "2.3.0" 1424 | resolved "https://registry.yarnpkg.com/pify/-/pify-2.3.0.tgz#ed141a6ac043a849ea588498e7dca8b15330e90c" 1425 | 1426 | pinkie-promise@^2.0.0: 1427 | version "2.0.1" 1428 | resolved 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"https://registry.yarnpkg.com/regenerator-runtime/-/regenerator-runtime-0.11.0.tgz#7e54fe5b5ccd5d6624ea6255c3473be090b802e1" 1500 | 1501 | regenerator-transform@^0.10.0: 1502 | version "0.10.1" 1503 | resolved "https://registry.yarnpkg.com/regenerator-transform/-/regenerator-transform-0.10.1.tgz#1e4996837231da8b7f3cf4114d71b5691a0680dd" 1504 | dependencies: 1505 | babel-runtime "^6.18.0" 1506 | babel-types "^6.19.0" 1507 | private "^0.1.6" 1508 | 1509 | regexpu-core@^2.0.0: 1510 | version "2.0.0" 1511 | resolved "https://registry.yarnpkg.com/regexpu-core/-/regexpu-core-2.0.0.tgz#49d038837b8dcf8bfa5b9a42139938e6ea2ae240" 1512 | dependencies: 1513 | regenerate "^1.2.1" 1514 | regjsgen "^0.2.0" 1515 | regjsparser "^0.1.4" 1516 | 1517 | regjsgen@^0.2.0: 1518 | version "0.2.0" 1519 | resolved "https://registry.yarnpkg.com/regjsgen/-/regjsgen-0.2.0.tgz#6c016adeac554f75823fe37ac05b92d5a4edb1f7" 1520 | 1521 | regjsparser@^0.1.4: 1522 | version "0.1.5" 1523 | resolved "https://registry.yarnpkg.com/regjsparser/-/regjsparser-0.1.5.tgz#7ee8f84dc6fa792d3fd0ae228d24bd949ead205c" 1524 | dependencies: 1525 | jsesc "~0.5.0" 1526 | 1527 | repeating@^2.0.0: 1528 | version "2.0.1" 1529 | resolved "https://registry.yarnpkg.com/repeating/-/repeating-2.0.1.tgz#5214c53a926d3552707527fbab415dbc08d06dda" 1530 | dependencies: 1531 | is-finite "^1.0.0" 1532 | 1533 | require-uncached@^1.0.3: 1534 | version "1.0.3" 1535 | resolved "https://registry.yarnpkg.com/require-uncached/-/require-uncached-1.0.3.tgz#4e0d56d6c9662fd31e43011c4b95aa49955421d3" 1536 | dependencies: 1537 | caller-path "^0.1.0" 1538 | resolve-from "^1.0.0" 1539 | 1540 | resolve-from@^1.0.0: 1541 | version "1.0.1" 1542 | resolved "https://registry.yarnpkg.com/resolve-from/-/resolve-from-1.0.1.tgz#26cbfe935d1aeeeabb29bc3fe5aeb01e93d44226" 1543 | 1544 | resolve@^1.2.0: 1545 | version "1.4.0" 1546 | resolved "https://registry.yarnpkg.com/resolve/-/resolve-1.4.0.tgz#a75be01c53da25d934a98ebd0e4c4a7312f92a86" 1547 | dependencies: 1548 | path-parse "^1.0.5" 1549 | 1550 | restore-cursor@^2.0.0: 1551 | version "2.0.0" 1552 | resolved "https://registry.yarnpkg.com/restore-cursor/-/restore-cursor-2.0.0.tgz#9f7ee287f82fd326d4fd162923d62129eee0dfaf" 1553 | dependencies: 1554 | onetime "^2.0.0" 1555 | signal-exit "^3.0.2" 1556 | 1557 | rimraf@^2.2.8: 1558 | version "2.6.1" 1559 | resolved "https://registry.yarnpkg.com/rimraf/-/rimraf-2.6.1.tgz#c2338ec643df7a1b7fe5c54fa86f57428a55f33d" 1560 | dependencies: 1561 | glob "^7.0.5" 1562 | 1563 | run-async@^2.2.0: 1564 | version "2.3.0" 1565 | resolved "https://registry.yarnpkg.com/run-async/-/run-async-2.3.0.tgz#0371ab4ae0bdd720d4166d7dfda64ff7a445a6c0" 1566 | dependencies: 1567 | is-promise "^2.1.0" 1568 | 1569 | rx-lite-aggregates@^4.0.8: 1570 | version "4.0.8" 1571 | resolved "https://registry.yarnpkg.com/rx-lite-aggregates/-/rx-lite-aggregates-4.0.8.tgz#753b87a89a11c95467c4ac1626c4efc4e05c67be" 1572 | dependencies: 1573 | rx-lite "*" 1574 | 1575 | rx-lite@*, rx-lite@^4.0.8: 1576 | version "4.0.8" 1577 | resolved "https://registry.yarnpkg.com/rx-lite/-/rx-lite-4.0.8.tgz#0b1e11af8bc44836f04a6407e92da42467b79444" 1578 | 1579 | safe-buffer@~5.1.0, safe-buffer@~5.1.1: 1580 | version "5.1.1" 1581 | resolved "https://registry.yarnpkg.com/safe-buffer/-/safe-buffer-5.1.1.tgz#893312af69b2123def71f57889001671eeb2c853" 1582 | 1583 | "semver@2 || 3 || 4 || 5", semver@^5.3.0: 1584 | version "5.4.1" 1585 | resolved "https://registry.yarnpkg.com/semver/-/semver-5.4.1.tgz#e059c09d8571f0540823733433505d3a2f00b18e" 1586 | 1587 | shebang-command@^1.2.0: 1588 | version "1.2.0" 1589 | resolved "https://registry.yarnpkg.com/shebang-command/-/shebang-command-1.2.0.tgz#44aac65b695b03398968c39f363fee5deafdf1ea" 1590 | dependencies: 1591 | shebang-regex "^1.0.0" 1592 | 1593 | shebang-regex@^1.0.0: 1594 | version "1.0.0" 1595 | resolved "https://registry.yarnpkg.com/shebang-regex/-/shebang-regex-1.0.0.tgz#da42f49740c0b42db2ca9728571cb190c98efea3" 1596 | 1597 | signal-exit@^3.0.2: 1598 | version "3.0.2" 1599 | resolved "https://registry.yarnpkg.com/signal-exit/-/signal-exit-3.0.2.tgz#b5fdc08f1287ea1178628e415e25132b73646c6d" 1600 | 1601 | slash@^1.0.0: 1602 | version "1.0.0" 1603 | resolved "https://registry.yarnpkg.com/slash/-/slash-1.0.0.tgz#c41f2f6c39fc16d1cd17ad4b5d896114ae470d55" 1604 | 1605 | slice-ansi@0.0.4: 1606 | version "0.0.4" 1607 | resolved "https://registry.yarnpkg.com/slice-ansi/-/slice-ansi-0.0.4.tgz#edbf8903f66f7ce2f8eafd6ceed65e264c831b35" 1608 | 1609 | source-map-support@^0.4.15: 1610 | version "0.4.18" 1611 | resolved "https://registry.yarnpkg.com/source-map-support/-/source-map-support-0.4.18.tgz#0286a6de8be42641338594e97ccea75f0a2c585f" 1612 | dependencies: 1613 | source-map "^0.5.6" 1614 | 1615 | source-map@^0.5.6: 1616 | version "0.5.7" 1617 | resolved "https://registry.yarnpkg.com/source-map/-/source-map-0.5.7.tgz#8a039d2d1021d22d1ea14c80d8ea468ba2ef3fcc" 1618 | 1619 | spdx-correct@~1.0.0: 1620 | version "1.0.2" 1621 | resolved "https://registry.yarnpkg.com/spdx-correct/-/spdx-correct-1.0.2.tgz#4b3073d933ff51f3912f03ac5519498a4150db40" 1622 | dependencies: 1623 | spdx-license-ids "^1.0.2" 1624 | 1625 | spdx-expression-parse@~1.0.0: 1626 | version "1.0.4" 1627 | resolved "https://registry.yarnpkg.com/spdx-expression-parse/-/spdx-expression-parse-1.0.4.tgz#9bdf2f20e1f40ed447fbe273266191fced51626c" 1628 | 1629 | spdx-license-ids@^1.0.2: 1630 | version "1.2.2" 1631 | resolved "https://registry.yarnpkg.com/spdx-license-ids/-/spdx-license-ids-1.2.2.tgz#c9df7a3424594ade6bd11900d596696dc06bac57" 1632 | 1633 | sprintf-js@~1.0.2: 1634 | version "1.0.3" 1635 | resolved "https://registry.yarnpkg.com/sprintf-js/-/sprintf-js-1.0.3.tgz#04e6926f662895354f3dd015203633b857297e2c" 1636 | 1637 | string-width@^2.0.0, string-width@^2.1.0: 1638 | version "2.1.1" 1639 | resolved "https://registry.yarnpkg.com/string-width/-/string-width-2.1.1.tgz#ab93f27a8dc13d28cac815c462143a6d9012ae9e" 1640 | dependencies: 1641 | is-fullwidth-code-point "^2.0.0" 1642 | strip-ansi "^4.0.0" 1643 | 1644 | string_decoder@~1.0.3: 1645 | version "1.0.3" 1646 | resolved "https://registry.yarnpkg.com/string_decoder/-/string_decoder-1.0.3.tgz#0fc67d7c141825de94282dd536bec6b9bce860ab" 1647 | dependencies: 1648 | safe-buffer "~5.1.0" 1649 | 1650 | strip-ansi@^3.0.0: 1651 | version "3.0.1" 1652 | resolved "https://registry.yarnpkg.com/strip-ansi/-/strip-ansi-3.0.1.tgz#6a385fb8853d952d5ff05d0e8aaf94278dc63dcf" 1653 | dependencies: 1654 | ansi-regex "^2.0.0" 1655 | 1656 | strip-ansi@^4.0.0: 1657 | version "4.0.0" 1658 | resolved "https://registry.yarnpkg.com/strip-ansi/-/strip-ansi-4.0.0.tgz#a8479022eb1ac368a871389b635262c505ee368f" 1659 | dependencies: 1660 | ansi-regex "^3.0.0" 1661 | 1662 | strip-bom@^3.0.0: 1663 | version "3.0.0" 1664 | resolved "https://registry.yarnpkg.com/strip-bom/-/strip-bom-3.0.0.tgz#2334c18e9c759f7bdd56fdef7e9ae3d588e68ed3" 1665 | 1666 | strip-json-comments@~2.0.1: 1667 | version "2.0.1" 1668 | resolved "https://registry.yarnpkg.com/strip-json-comments/-/strip-json-comments-2.0.1.tgz#3c531942e908c2697c0ec344858c286c7ca0a60a" 1669 | 1670 | supports-color@3.1.2: 1671 | version "3.1.2" 1672 | resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-3.1.2.tgz#72a262894d9d408b956ca05ff37b2ed8a6e2a2d5" 1673 | dependencies: 1674 | has-flag "^1.0.0" 1675 | 1676 | supports-color@^2.0.0: 1677 | version "2.0.0" 1678 | resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-2.0.0.tgz#535d045ce6b6363fa40117084629995e9df324c7" 1679 | 1680 | supports-color@^4.0.0: 1681 | version "4.4.0" 1682 | resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-4.4.0.tgz#883f7ddabc165142b2a61427f3352ded195d1a3e" 1683 | dependencies: 1684 | has-flag "^2.0.0" 1685 | 1686 | table@^4.0.1: 1687 | version "4.0.1" 1688 | resolved "https://registry.yarnpkg.com/table/-/table-4.0.1.tgz#a8116c133fac2c61f4a420ab6cdf5c4d61f0e435" 1689 | dependencies: 1690 | ajv "^4.7.0" 1691 | ajv-keywords "^1.0.0" 1692 | chalk "^1.1.1" 1693 | lodash "^4.0.0" 1694 | slice-ansi "0.0.4" 1695 | string-width "^2.0.0" 1696 | 1697 | text-table@~0.2.0: 1698 | version "0.2.0" 1699 | resolved "https://registry.yarnpkg.com/text-table/-/text-table-0.2.0.tgz#7f5ee823ae805207c00af2df4a84ec3fcfa570b4" 1700 | 1701 | through@^2.3.6: 1702 | version "2.3.8" 1703 | resolved "https://registry.yarnpkg.com/through/-/through-2.3.8.tgz#0dd4c9ffaabc357960b1b724115d7e0e86a2e1f5" 1704 | 1705 | tmp@^0.0.31: 1706 | version "0.0.31" 1707 | resolved "https://registry.yarnpkg.com/tmp/-/tmp-0.0.31.tgz#8f38ab9438e17315e5dbd8b3657e8bfb277ae4a7" 1708 | dependencies: 1709 | os-tmpdir "~1.0.1" 1710 | 1711 | to-fast-properties@^1.0.3: 1712 | version "1.0.3" 1713 | resolved "https://registry.yarnpkg.com/to-fast-properties/-/to-fast-properties-1.0.3.tgz#b83571fa4d8c25b82e231b06e3a3055de4ca1a47" 1714 | 1715 | trim-right@^1.0.1: 1716 | version "1.0.1" 1717 | resolved "https://registry.yarnpkg.com/trim-right/-/trim-right-1.0.1.tgz#cb2e1203067e0c8de1f614094b9fe45704ea6003" 1718 | 1719 | tryit@^1.0.1: 1720 | version "1.0.3" 1721 | resolved "https://registry.yarnpkg.com/tryit/-/tryit-1.0.3.tgz#393be730a9446fd1ead6da59a014308f36c289cb" 1722 | 1723 | type-check@~0.3.2: 1724 | version "0.3.2" 1725 | resolved "https://registry.yarnpkg.com/type-check/-/type-check-0.3.2.tgz#5884cab512cf1d355e3fb784f30804b2b520db72" 1726 | dependencies: 1727 | prelude-ls "~1.1.2" 1728 | 1729 | type-detect@^4.0.0: 1730 | version "4.0.3" 1731 | resolved "https://registry.yarnpkg.com/type-detect/-/type-detect-4.0.3.tgz#0e3f2670b44099b0b46c284d136a7ef49c74c2ea" 1732 | 1733 | typedarray@^0.0.6: 1734 | version "0.0.6" 1735 | resolved "https://registry.yarnpkg.com/typedarray/-/typedarray-0.0.6.tgz#867ac74e3864187b1d3d47d996a78ec5c8830777" 1736 | 1737 | util-deprecate@~1.0.1: 1738 | version "1.0.2" 1739 | resolved "https://registry.yarnpkg.com/util-deprecate/-/util-deprecate-1.0.2.tgz#450d4dc9fa70de732762fbd2d4a28981419a0ccf" 1740 | 1741 | validate-npm-package-license@^3.0.1: 1742 | version "3.0.1" 1743 | resolved "https://registry.yarnpkg.com/validate-npm-package-license/-/validate-npm-package-license-3.0.1.tgz#2804babe712ad3379459acfbe24746ab2c303fbc" 1744 | dependencies: 1745 | spdx-correct "~1.0.0" 1746 | spdx-expression-parse "~1.0.0" 1747 | 1748 | which@^1.2.9: 1749 | version "1.3.0" 1750 | resolved "https://registry.yarnpkg.com/which/-/which-1.3.0.tgz#ff04bdfc010ee547d780bec38e1ac1c2777d253a" 1751 | dependencies: 1752 | isexe "^2.0.0" 1753 | 1754 | wordwrap@~1.0.0: 1755 | version "1.0.0" 1756 | resolved "https://registry.yarnpkg.com/wordwrap/-/wordwrap-1.0.0.tgz#27584810891456a4171c8d0226441ade90cbcaeb" 1757 | 1758 | wrappy@1: 1759 | version "1.0.2" 1760 | resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f" 1761 | 1762 | write@^0.2.1: 1763 | version "0.2.1" 1764 | resolved "https://registry.yarnpkg.com/write/-/write-0.2.1.tgz#5fc03828e264cea3fe91455476f7a3c566cb0757" 1765 | dependencies: 1766 | mkdirp "^0.5.1" 1767 | 1768 | yallist@^2.1.2: 1769 | version "2.1.2" 1770 | resolved "https://registry.yarnpkg.com/yallist/-/yallist-2.1.2.tgz#1c11f9218f076089a47dd512f93c6699a6a81d52" 1771 | --------------------------------------------------------------------------------