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Node.js 通过进程、线程优化的性能

Node.js 通过进程、线程优化的性能

作者: 编程go | 来源:发表于2017-07-22 21:42 被阅读592次

    1. node.js 单线程的特点

    node.js 以异步非阻塞单线程,作为其执行速度的保障。什么是非阻塞单线程?

    举一个现实生活中的例子,我去巢大食堂打饭,我选择了A套餐,然后工作人员区为我配餐,我就在旁边等着直到阿姨叫号然后我取餐。这个过程是同步

    如果工作人员在为我配餐的同时,仍然可以接受排在我后面的同学的点餐,这样餐厅并没有因为我在等待A套餐而停止。这个过程是非阻塞

    如果我在阿姨为我配餐的同时,我去旁边小超市买了杯冷饮,等阿姨叫号时我再去取餐。这个过程就是异步非阻塞,同时阿姨叫号我去取餐的行为叫做回调

    • 高性能(不用考虑多线程间来回调用引起性能的损耗)
    • 线程安全(不用担心同意变量会被多线程进行读写而造成程序的崩溃)
    • 底层多线程
      说node.js 是单线程其实也是不全面的,node.js 底层库会使用libuv调用多线程来处理I/O 操作。这就像食堂只有一个窗口,只能有按顺序一个个的接收点餐,但是后厨配菜的员工却有很多,他们各司其职保证出餐的速度。

    如果服务器是多核且有充足的物理资源,如何充分发挥这些物理资源达到性能最大化。既食堂后厨有很多大师傅,一个窗口售卖的速度太慢,许多大师傅都是空闲的窗台。邪恶的资本家你们懂的?

    2.如何通过多线程提高node.js 的性能

    • cluster: 为了利用多核系统,用户有时会想启动一个 Node.js 进程的集群去处理负载。
    const Koa = require('Koa');
    const koaRouter = require('koa-router');
    
    const app = new Koa();
    const router = new koaRouter();
    
    function fibo(n) {
        return n > 1 ? fibo(n - 1) + fibo(n-2) : 1
    }
    app.use(router['routes']());
    
    router.get('/', function(ctx, next) {
        var result = fibo(35);
        ctx.body = `${result}`;
    });
    
    if (!module.parent) {
        app.listen(8080);
        console.log(`Server was start.`);
    }
    

    通过ab 压力测试命令:

    ab -c 20 -n 100 http://localhost:8080/

    没有经过cluster 集群优化:

    Server Software:        
    Server Hostname:        localhost
    Server Port:            8080
    
    Document Path:          /
    Document Length:        8 bytes
    
    Concurrency Level:      20
    Time taken for tests:   13.569 seconds
    Complete requests:      100
    Failed requests:        0
    Total transferred:      14300 bytes
    HTML transferred:       800 bytes
    Requests per second:    7.37 [#/sec] (mean)
    Time per request:       2713.723 [ms] (mean)
    Time per request:       135.686 [ms] (mean, across all concurrent requests)
    Transfer rate:          1.03 [Kbytes/sec] received
    
    Connection Times (ms)
                  min  mean[+/-sd] median   max
    Connect:        0    0   0.2      0       1
    Processing:   155 2465 622.9   2738    2762
    Waiting:      153 2465 623.0   2737    2762
    Total:        155 2465 622.8   2738    2762
    
    Percentage of the requests served within a certain time (ms)
      50%   2738
      66%   2743
      75%   2746
      80%   2747
      90%   2753
      95%   2757
      98%   2761
      99%   2762
     100%   2762 (longest request)
    

    通过cluster 集群优化后:

    const Koa = require('Koa');
    const koaRouter = require('koa-router');
    const numCpus = require('os').cpus().length;
    const cluster = require('cluster');
    
    const app = new Koa();
    const router = new koaRouter();
    
    if (cluster.isMaster) {
        console.log(`${numCpus}`);
        for (var index = 0; index < numCpus; index++) {
            cluster.fork();
        }
    } else {
        app.use(router['routes']());
        router.get('/', function(ctx, next) {
            var result = fibo(35);
            ctx.body = `${result}`;
        });
        if (!module.parent) {
            app.listen(8080);
            console.log(`Server was start.`);
        }
    }
    
    function fibo(n) {
        return n > 1 ? fibo(n - 1) + fibo(n-2) : 1
    }
    

    通过ab 压力测试命令:

    ab -c 20 -n 100 http://localhost:8080/

    Server Software:        
    Server Hostname:        localhost
    Server Port:            8080
    
    Document Path:          /
    Document Length:        8 bytes
    
    Concurrency Level:      20
    Time taken for tests:   6.513 seconds
    Complete requests:      100
    Failed requests:        0
    Total transferred:      14300 bytes
    HTML transferred:       800 bytes
    Requests per second:    15.35 [#/sec] (mean)
    Time per request:       1302.524 [ms] (mean)
    Time per request:       65.126 [ms] (mean, across all concurrent requests)
    Transfer rate:          2.14 [Kbytes/sec] received
    
    Connection Times (ms)
                  min  mean[+/-sd] median   max
    Connect:        0    0   0.5      0       2
    Processing:   279 1198 258.7   1294    1335
    Waiting:      279 1198 258.7   1294    1335
    Total:        281 1198 258.3   1295    1335
    
    Percentage of the requests served within a certain time (ms)
      50%   1295
      66%   1301
      75%   1303
      80%   1308
      90%   1322
      95%   1328
      98%   1333
      99%   1335
     100%   1335 (longest request)
    

    对比两次的测试结果:
    优化后,
    Requests per second (每秒处理的任务数) 由 7.37 提高到 15.35.
    Time per request (每个用户的平均处理时间) 由 135.686 降低到 65.126

    3. 如何通过多进程提高node.js 的性能

    main.js

    const Koa = require('Koa');
    const koaRouter = require('koa-router');
    const fork = require('child_process').fork;
    
    const app = new Koa();
    const router = new koaRouter();
    
    app.use(router['routes']());
    router.get('/', function(ctx, next) {
        var worker = fork('./work_fibo.js');
        worker.on('message', function(m) {
            if ('object' === typeof m && m.type === 'fibo') {
                worker.kill();
                ctx.body = m.result.toString();
            }
        });
    
        worker.send({type: "fibo", num: 35}, (err) => {
            console.log(`${err}`);
        });
        console.log(`${worker.pid}`); 
        
    });
    
    if (!module.parent) {
        app.listen(8080);
        console.log(`Server was start.`);
    }
    

    work_fibo.js

    var fibo = function fibo(n) {
        return n > 1 ? fibo(n - 1) + fibo(n - 2) : 1;
    }
    
    process.on('message', function(m) {   
        if (typeof m === 'object' && m.type === 'fibo') {
            var num = fibo(m.num);
            process.send({type: 'fibo', result: num});
        }
    });
    
    process.on('SIGHUP', function() {
        process.exist();
    });
    

    通过ab 压力测试命令:

    ab -c 20 -n 100 http://localhost:8080/

    Server Software:        
    Server Hostname:        localhost
    Server Port:            8080
    
    Document Path:          /
    Document Length:        9 bytes
    
    Concurrency Level:      20
    Time taken for tests:   3.619 seconds
    Complete requests:      100
    Failed requests:        0
    Non-2xx responses:      100
    Total transferred:      15100 bytes
    HTML transferred:       900 bytes
    Requests per second:    27.63 [#/sec] (mean)
    Time per request:       723.764 [ms] (mean)
    Time per request:       36.188 [ms] (mean, across all concurrent requests)
    Transfer rate:          4.07 [Kbytes/sec] received
    
    Connection Times (ms)
                  min  mean[+/-sd] median   max
    Connect:        0    1   4.5      0      43
    Processing:    21  611 270.7    650    1134
    Waiting:       18  610 270.7    649    1132
    Total:         22  612 270.2    652    1134
    
    Percentage of the requests served within a certain time (ms)
      50%    652
      66%    744
      75%    794
      80%    835
      90%    958
      95%   1054
      98%   1122
      99%   1134
     100%   1134 (longest request)
    

    对比两次的测试结果:
    优化后,
    Requests per second (每秒处理的任务数) 由 7.37 提高到 15.35 最后通过进程优化后达到 27.63
    Time per request (每个用户的平均处理时间) 由 135.686 降低到 65.126 最后通过进程优化后达到 36.188

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