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浅谈Node.js之异步流控制

2019-11-19 15:05:23
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前言

在没有深度使用函数回调的经验的时候,去看这些内容还是有一点吃力的。由于Node.js独特的异步特性,才出现了“回调地狱”的问题,这篇文章中,我比较详细的记录了如何解决异步流问题。

文章会很长,而且这篇是对异步流模式的解释。文中会使用一个简单的网络蜘蛛的例子,它的作用是抓取指定URL的网页内容并保存在项目中,在文章的最后,可以找到整篇文章中的源码demo。

1.原生JavaScript模式

本篇不针对初学者,因此会省略掉大部分的基础内容的讲解:

(spider_v1.js)

const request = require("request");const fs = require("fs");const mkdirp = require("mkdirp");const path = require("path");const utilities = require("./utilities");function spider(url, callback) {  const filename = utilities.urlToFilename(url);  console.log(`filename: ${filename}`);  fs.exists(filename, exists => {    if (!exists) {      console.log(`Downloading ${url}`);      request(url, (err, response, body) => {        if (err) {          callback(err);        } else {          mkdirp(path.dirname(filename), err => {            if (err) {              callback(err);            } else {              fs.writeFile(filename, body, err => {                if (err) {                  callback(err);                } else {                  callback(null, filename, true);                }              });            }          });        }      });    } else {      callback(null, filename, false);    }  });}spider(process.argv[2], (err, filename, downloaded) => {  if (err) {    console.log(err);  } else if (downloaded) {    console.log(`Completed the download of ${filename}`);  } else {    console.log(`${filename} was already downloaded`);  }});

上边的代码的流程大概是这样的:

  1. 把url转换成filename
  2. 判断该文件名是否存在,若存在直接返回,否则进入下一步
  3. 发请求,获取body
  4. 把body写入到文件中

这是一个非常简单版本的蜘蛛,他只能抓取一个url的内容,看到上边的回调多么令人头疼。那么我们开始进行优化。

首先,if else 这种方式可以进行优化,这个很简单,不用多说,放一个对比效果:

/// beforeif (err) {  callback(err);} else {  callback(null, filename, true);}/// afterif (err) {  return callback(err);}callback(null, filename, true);

代码这么写,嵌套就会少一层,但经验丰富的程序员会认为,这样写过重强调了error,我们编程的重点应该放在处理正确的数据上,在可读性上也存在这样的要求。

另一个优化是函数拆分,上边代码中的spider函数中,可以把下载文件和保存文件拆分出去。

(spider_v2.js)

const request = require("request");const fs = require("fs");const mkdirp = require("mkdirp");const path = require("path");const utilities = require("./utilities");function saveFile(filename, contents, callback) {  mkdirp(path.dirname(filename), err => {    if (err) {      return callback(err);    }    fs.writeFile(filename, contents, callback);  });}function download(url, filename, callback) {  console.log(`Downloading ${url}`);  request(url, (err, response, body) => {    if (err) {      return callback(err);    }    saveFile(filename, body, err => {      if (err) {        return callback(err);      }      console.log(`Downloaded and saved: ${url}`);      callback(null, body);    });  })}function spider(url, callback) {  const filename = utilities.urlToFilename(url);  console.log(`filename: ${filename}`);  fs.exists(filename, exists => {    if (exists) {      return callback(null, filename, false);    }    download(url, filename, err => {      if (err) {        return callback(err);      }      callback(null, filename, true);    })  });}spider(process.argv[2], (err, filename, downloaded) => {  if (err) {    console.log(err);  } else if (downloaded) {    console.log(`Completed the download of ${filename}`);  } else {    console.log(`${filename} was already downloaded`);  }});

上边的代码基本上是采用原生优化后的结果,但这个蜘蛛的功能太过简单,我们现在需要抓取某个网页中的所有url,这样才会引申出串行和并行的问题。

(spider_v3.js)

const request = require("request");const fs = require("fs");const mkdirp = require("mkdirp");const path = require("path");const utilities = require("./utilities");function saveFile(filename, contents, callback) {  mkdirp(path.dirname(filename), err => {    if (err) {      return callback(err);    }    fs.writeFile(filename, contents, callback);  });}function download(url, filename, callback) {  console.log(`Downloading ${url}`);  request(url, (err, response, body) => {    if (err) {      return callback(err);    }    saveFile(filename, body, err => {      if (err) {        return callback(err);      }      console.log(`Downloaded and saved: ${url}`);      callback(null, body);    });  })}/// 最大的启发是实现了如何异步循环遍历数组function spiderLinks(currentUrl, body, nesting, callback) {  if (nesting === 0) {    return process.nextTick(callback);  }  const links = utilities.getPageLinks(currentUrl, body);  function iterate(index) {    if (index === links.length) {      return callback();    }    spider(links[index], nesting - 1, err => {      if (err) {        return callback(err);      }      iterate((index + 1));    })  }  iterate(0);}function spider(url, nesting, callback) {  const filename = utilities.urlToFilename(url);  fs.readFile(filename, "utf8", (err, body) => {    if (err) {      if (err.code !== 'ENOENT') {        return callback(err);      }      return download(url, filename, (err, body) => {        if (err) {          return callback(err);        }        spiderLinks(url, body, nesting, callback);      });    }    spiderLinks(url, body, nesting, callback);  });}spider(process.argv[2], 2, (err, filename, downloaded) => {  if (err) {    console.log(err);  } else if (downloaded) {    console.log(`Completed the download of ${filename}`);  } else {    console.log(`${filename} was already downloaded`);  }});

上边的代码相比之前的代码多了两个核心功能,首先是通过辅助类获取到了某个body中的links:

const links = utilities.getPageLinks(currentUrl, body);

内部实现就不解释了,另一个核心代码就是:

/// 最大的启发是实现了如何异步循环遍历数组function spiderLinks(currentUrl, body, nesting, callback) {  if (nesting === 0) {    return process.nextTick(callback);  }  const links = utilities.getPageLinks(currentUrl, body);  function iterate(index) {    if (index === links.length) {      return callback();    }    spider(links[index], nesting - 1, err => {      if (err) {        return callback(err);      }      iterate((index + 1));    })  }  iterate(0);}

可以说上边这一小段代码,就是采用原生实现异步串行的pattern了。除了这些之外,还引入了nesting的概念,通过这是这个属性,可以控制抓取层次。

到这里我们就完整的实现了串行的功能,考虑到性能,我们要开发并行抓取的功能。

(spider_v4.js)

const request = require("request");const fs = require("fs");const mkdirp = require("mkdirp");const path = require("path");const utilities = require("./utilities");function saveFile(filename, contents, callback) {  mkdirp(path.dirname(filename), err => {    if (err) {      return callback(err);    }    fs.writeFile(filename, contents, callback);  });}function download(url, filename, callback) {  console.log(`Downloading ${url}`);  request(url, (err, response, body) => {    if (err) {      return callback(err);    }    saveFile(filename, body, err => {      if (err) {        return callback(err);      }      console.log(`Downloaded and saved: ${url}`);      callback(null, body);    });  })}/// 最大的启发是实现了如何异步循环遍历数组function spiderLinks(currentUrl, body, nesting, callback) {  if (nesting === 0) {    return process.nextTick(callback);  }  const links = utilities.getPageLinks(currentUrl, body);  if (links.length === 0) {    return process.nextTick(callback);  }  let completed = 0, hasErrors = false;  function done(err) {    if (err) {      hasErrors = true;      return callback(err);    }    if (++completed === links.length && !hasErrors) {      return callback();    }  }  links.forEach(link => {    spider(link, nesting - 1, done);  });}const spidering = new Map();function spider(url, nesting, callback) {  if (spidering.has(url)) {    return process.nextTick(callback);  }  spidering.set(url, true);  const filename = utilities.urlToFilename(url);  /// In this pattern, there will be some issues.  /// Possible problems to download the same url again and again。  fs.readFile(filename, "utf8", (err, body) => {    if (err) {      if (err.code !== 'ENOENT') {        return callback(err);      }      return download(url, filename, (err, body) => {        if (err) {          return callback(err);        }        spiderLinks(url, body, nesting, callback);      });    }    spiderLinks(url, body, nesting, callback);  });}spider(process.argv[2], 2, (err, filename, downloaded) => {  if (err) {    console.log(err);  } else if (downloaded) {    console.log(`Completed the download of ${filename}`);  } else {    console.log(`${filename} was already downloaded`);  }});

这段代码同样很简单,也有两个核心内容。一个是如何实现并发:

/// 最大的启发是实现了如何异步循环遍历数组function spiderLinks(currentUrl, body, nesting, callback) {  if (nesting === 0) {    return process.nextTick(callback);  }  const links = utilities.getPageLinks(currentUrl, body);  if (links.length === 0) {    return process.nextTick(callback);  }  let completed = 0, hasErrors = false;  function done(err) {    if (err) {      hasErrors = true;      return callback(err);    }    if (++completed === links.length && !hasErrors) {      return callback();    }  }  links.forEach(link => {    spider(link, nesting - 1, done);  });}

上边的代码可以说是实现并发的一个pattern。利用循环遍历来实现。另一个核心是,既然是并发的,那么利用 fs.exists 就会存在问题,可能会重复下载同一文件,这里的解决方案是:

  • 使用Map缓存某一url,url应该作为key

现在我们又有了新的需求,要求限制同时并发的最大数,那么在这里就引进了一个我认为最重要的概念:队列。

(task-Queue.js)

class TaskQueue {  constructor(concurrency) {    this.concurrency = concurrency;    this.running = 0;    this.queue = [];  }  pushTask(task) {    this.queue.push(task);    this.next();  }  next() {    while (this.running < this.concurrency && this.queue.length) {      const task = this.queue.shift();      task(() => {        this.running--;        this.next();      });      this.running++;    }  }}module.exports = TaskQueue;

上边的代码就是队列的实现代码,核心是 next() 方法,可以看出,当task加入队列中后,会立刻执行,这不是说这个任务一定马上执行,而是指的是next会立刻调用。

(spider_v5.js)

const request = require("request");const fs = require("fs");const mkdirp = require("mkdirp");const path = require("path");const utilities = require("./utilities");const TaskQueue = require("./task-Queue");const downloadQueue = new TaskQueue(2);function saveFile(filename, contents, callback) {  mkdirp(path.dirname(filename), err => {    if (err) {      return callback(err);    }    fs.writeFile(filename, contents, callback);  });}function download(url, filename, callback) {  console.log(`Downloading ${url}`);  request(url, (err, response, body) => {    if (err) {      return callback(err);    }    saveFile(filename, body, err => {      if (err) {        return callback(err);      }      console.log(`Downloaded and saved: ${url}`);      callback(null, body);    });  })}/// 最大的启发是实现了如何异步循环遍历数组function spiderLinks(currentUrl, body, nesting, callback) {  if (nesting === 0) {    return process.nextTick(callback);  }  const links = utilities.getPageLinks(currentUrl, body);  if (links.length === 0) {    return process.nextTick(callback);  }  let completed = 0, hasErrors = false;  links.forEach(link => {    /// 给队列出传递一个任务,这个任务首先是一个函数,其次该函数接受一个参数    /// 当调用任务时,触发该函数,然后给函数传递一个参数,告诉该函数在任务结束时干什么    downloadQueue.pushTask(done => {      spider(link, nesting - 1, err => {        /// 这里表示,只要发生错误,队列就会退出        if (err) {          hasErrors = true;          return callback(err);        }        if (++completed === links.length && !hasErrors) {          callback();        }        done();      });    });  });}const spidering = new Map();function spider(url, nesting, callback) {  if (spidering.has(url)) {    return process.nextTick(callback);  }  spidering.set(url, true);  const filename = utilities.urlToFilename(url);  /// In this pattern, there will be some issues.  /// Possible problems to download the same url again and again。  fs.readFile(filename, "utf8", (err, body) => {    if (err) {      if (err.code !== 'ENOENT') {        return callback(err);      }      return download(url, filename, (err, body) => {        if (err) {          return callback(err);        }        spiderLinks(url, body, nesting, callback);      });    }    spiderLinks(url, body, nesting, callback);  });}spider(process.argv[2], 2, (err, filename, downloaded) => {  if (err) {    console.log(`error: ${err}`);  } else if (downloaded) {    console.log(`Completed the download of ${filename}`);  } else {    console.log(`${filename} was already downloaded`);  }});

因此,为了限制并发的个数,只需在 spiderLinks 方法中,把task遍历放入队列就可以了。这相对来说很简单。

到这里为止,我们使用原生JavaScript实现了一个有相对完整功能的网络蜘蛛,既能串行,也能并发,还可以控制并发个数。

2.使用async库

把不同的功能放到不同的函数中,会给我们带来巨大的好处,async库十分流行,它的性能也不错,它内部基于callback。

(spider_v6.js)

const request = require("request");const fs = require("fs");const mkdirp = require("mkdirp");const path = require("path");const utilities = require("./utilities");const series = require("async/series");const eachSeries = require("async/eachSeries");function download(url, filename, callback) {  console.log(`Downloading ${url}`);  let body;  series([    callback => {      request(url, (err, response, resBody) => {        if (err) {          return callback(err);        }        body = resBody;        callback();      });    },    mkdirp.bind(null, path.dirname(filename)),    callback => {      fs.writeFile(filename, body, callback);    }  ], err => {    if (err) {      return callback(err);    }    console.log(`Downloaded and saved: ${url}`);    callback(null, body);  });}/// 最大的启发是实现了如何异步循环遍历数组function spiderLinks(currentUrl, body, nesting, callback) {  if (nesting === 0) {    return process.nextTick(callback);  }  const links = utilities.getPageLinks(currentUrl, body);  if (links.length === 0) {    return process.nextTick(callback);  }  eachSeries(links, (link, cb) => {    "use strict";    spider(link, nesting - 1, cb);  }, callback);}const spidering = new Map();function spider(url, nesting, callback) {  if (spidering.has(url)) {    return process.nextTick(callback);  }  spidering.set(url, true);  const filename = utilities.urlToFilename(url);  fs.readFile(filename, "utf8", (err, body) => {    if (err) {      if (err.code !== 'ENOENT') {        return callback(err);      }      return download(url, filename, (err, body) => {        if (err) {          return callback(err);        }        spiderLinks(url, body, nesting, callback);      });    }    spiderLinks(url, body, nesting, callback);  });}spider(process.argv[2], 1, (err, filename, downloaded) => {  if (err) {    console.log(err);  } else if (downloaded) {    console.log(`Completed the download of ${filename}`);  } else {    console.log(`${filename} was already downloaded`);  }});

在上边的代码中,我们只使用了async的三个功能:

const series = require("async/series"); // 串行const eachSeries = require("async/eachSeries"); // 并行const queue = require("async/queue"); // 队列

由于比较简单,就不做解释了。async中的队列的代码在(spider_v7.js)中,和上边我们自定义的队列很相似,也不做更多解释了。

3.Promise

Promise是一个协议,有很多库实现了这个协议,我们用的是ES6的实现。简单来说promise就是一个约定,如果完成了,就调用它的resolve方法,失败了就调用它的reject方法。它内有实现了then方法,then返回promise本身,这样就形成了调用链。

其实Promise的内容有很多,在实际应用中是如何把普通的函数promise化。这方面的内容在这里也不讲了,我自己也不够格

(spider_v8.js)

const utilities = require("./utilities");const request = utilities.promisify(require("request"));const fs = require("fs");const readFile = utilities.promisify(fs.readFile);const writeFile = utilities.promisify(fs.writeFile);const mkdirp = utilities.promisify(require("mkdirp"));const path = require("path");function saveFile(filename, contents, callback) {  mkdirp(path.dirname(filename), err => {    if (err) {      return callback(err);    }    fs.writeFile(filename, contents, callback);  });}function download(url, filename) {  console.log(`Downloading ${url}`);  let body;  return request(url)    .then(response => {      "use strict";      body = response.body;      return mkdirp(path.dirname(filename));    })    .then(() => writeFile(filename, body))    .then(() => {      "use strict";      console.log(`Downloaded adn saved: ${url}`);      return body;    });}/// promise编程的本质就是为了解决在函数中设置回调函数的问题/// 通过中间层promise来实现异步函数同步化function spiderLinks(currentUrl, body, nesting) {  let promise = Promise.resolve();  if (nesting === 0) {    return promise;  }  const links = utilities.getPageLinks(currentUrl, body);  links.forEach(link => {    "use strict";    promise = promise.then(() => spider(link, nesting - 1));  });  return promise;}function spider(url, nesting) {  const filename = utilities.urlToFilename(url);  return readFile(filename, "utf8")    .then(      body => spiderLinks(url, body, nesting),      err => {        "use strict";        if (err.code !== 'ENOENT') {          /// 抛出错误,这个方便与在整个异步链的最后通过呢catch来捕获这个链中的错误          throw err;        }        return download(url, filename)          .then(body => spiderLinks(url, body, nesting));      }    );}spider(process.argv[2], 1)  .then(() => {    "use strict";    console.log('Download complete');  })  .catch(err => {    "use strict";    console.log(err);  });

可以看到上边的代码中的函数都是没有callback的,只需要在最后catch就可以了。

在设计api的时候,应该支持两种方式,及支持callback,又支持promise

function asyncDivision(dividend, divisor, cb) {  return new Promise((resolve, reject) => {    "use strict";    process.nextTick(() => {      const result = dividend / divisor;      if (isNaN(result) || !Number.isFinite(result)) {        const error = new Error("Invalid operands");        if (cb) {          cb(error);        }        return reject(error);      }      if (cb) {        cb(null, result);      }      resolve(result);    });  });}asyncDivision(10, 2, (err, result) => {  "use strict";  if (err) {    return console.log(err);  }  console.log(result);});asyncDivision(22, 11)  .then((result) => console.log(result))  .catch((err) => console.log(err));

4.Generator

Generator很有意思,他可以让暂停函数和恢复函数,利用thunkify和co这两个库,我们下边的代码实现起来非常酷。

(spider_v9.js)

const thunkify = require("thunkify");const co = require("co");const path = require("path");const utilities = require("./utilities");const request = thunkify(require("request"));const fs = require("fs");const mkdirp = thunkify(require("mkdirp"));const readFile = thunkify(fs.readFile);const writeFile = thunkify(fs.writeFile);const nextTick = thunkify(process.nextTick);function* download(url, filename) {  console.log(`Downloading ${url}`);  const response = yield request(url);  console.log(response);  const body = response[1];  yield mkdirp(path.dirname(filename));  yield writeFile(filename, body);  console.log(`Downloaded and saved ${url}`);  return body;}function* spider(url, nesting) {  const filename = utilities.urlToFilename(url);  let body;  try {    body = yield readFile(filename, "utf8");  } catch (err) {    if (err.code !== 'ENOENT') {      throw err;    }    body = yield download(url, filename);  }  yield spiderLinks(url, body, nesting);}function* spiderLinks(currentUrl, body, nesting) {  if (nesting === 0) {    return nextTick();  }  const links = utilities.getPageLinks(currentUrl, body);  for (let i = 0; i < links.length; i++) {    yield spider(links[i], nesting - 1);  }}/// 通过co就自动处理了回调函数,直接返回了回调函数中的参数,把这些参数放到一个数组中,但是去掉了err信息co(function* () {  try {    yield spider(process.argv[2], 1);    console.log('Download complete');  } catch (err) {    console.log(err);  }});

总结

我并没有写promise和generator并发的代码。以上这些内容来自于这本书nodejs-design-patterns

demo下载

以上就是本文的全部内容,希望对大家的学习有所帮助,也希望大家多多支持武林网。

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