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Let's talk about multi-process and multi-threading in Node.js

青灯夜游
Release: 2022-07-25 19:45:58
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Everyone knows that Node is single-threaded, but they don’t know that it also provides a multi-thread (thread) module to speed up the processing of some special tasks. This article will lead you to understand the multi-threading of Node.js (thread), I hope it will be helpful to everyone!

Let's talk about multi-process and multi-threading in Node.js

We all know that Node.js uses a single-threaded, event-driven asynchronous I/O model, and its characteristics determine that it cannot be exploited The advantages of CPU multi-core are not good at completing some non-I/O type operations (such as executing scripts, AI calculations, image processing, etc.). In order to solve such problems, Node.js provides a conventional multi-thread solution ( For discussions on processes and threads, please refer to the author’s other article Node.js and Concurrency Model). This article will introduce the multi-thread (thread) mechanism of Node.js.

child_process

We can use the child_process module to create a child process of Node.js to complete some special tasks (such as executing Script), this module mainly provides methods such as exec, execFile, fork, spwan, etc. We will briefly introduce these methods below. usage of.

exec

const { exec } = require('child_process');

exec('ls -al', (error, stdout, stderr) => {
  console.log(stdout);
});
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This method processes the command string according to the executable file specified by options.shell and caches it during the execution of the command. Output until the command execution is completed, and then return the execution results in the form of callback function parameters.

The parameters of this method are explained as follows:

  • command: The command to be executed (such as ls -al);

  • options: Parameter settings (optional), related properties are as follows:

    • cwd : The current working directory of the child process, which defaults to the value of process.cwd();

    • env: environment variable setting (key value pair object), the default value is process.env;

    • ##encoding: character encoding, the default value is: utf8 ;

    • shell: executable file that handles command strings, the default value on Unix is /bin/ The default value on sh, Windows is the value of process.env.ComSpec (if it is empty, it is cmd.exe); for example:

      const { exec } = require('child_process');
      
      exec("print('Hello World!')", { shell: 'python' }, (error, stdout, stderr) => {
        console.log(stdout);
      });
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      Running the above example will output

      Hello World!, which is equivalent to the child process executing the python -c "print('Hello World!')" command, so When using this attribute, please note that the specified executable file must support the execution of relevant statements through the -c option.

      Note: It happens that

      Node.js also supports the -c option, but it is equivalent to the --check option and is only used to detect the specified If the script contains syntax errors, the relevant script will not be executed.

    • signal: Use the specified AbortSignal to terminate the child process. This property is available above v14.17.0, such as:

      const { exec } = require('child_process');
      
      const ac = new AbortController();
      exec('ls -al', { signal: ac.signal }, (error, stdout, stderr) => {});
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      In the above example, we can terminate the child process early by calling

      ac.abort().

    • timeout: The timeout time of the child process (if the value of this attribute is greater than 0, then when the running time of the child process exceeds the specified value , will send the termination signal specified by the attribute killSignal) to the child process), in millimeters, the default value is 0;

    • maxBuffer: The maximum buffer (binary) allowed by stdout or stderr. If exceeded, the child process will be killed and any output will be truncated. The default value is 1024 * 1024;

    • killSignal: child process termination signal, the default value is SIGTERM;

    • uid : Execute the uid of the child process;

    • gid: Execute the gid of the child process;

    • windowsHide: Whether to hide the console window of the child process, commonly used in Windows systems, the default value is false;

  • ##callback

    : callback function, including error, stdout, stderr Three parameters:

    • error:如果命令行执行成功,值为 null,否则值为 Error 的一个实例,其中 error.code 为子进程的退出的错误码,error.signal 为子进程终止的信号;
    • stdoutstderr:子进程的 stdoutstderr,按照 encoding 属性的值进行编码,如果 encoding 的值为 buffer,或者 stdoutstderr 的值是一个无法识别的字符串,将按照 buffer 进行编码。

execFile

const { execFile } = require('child_process');

execFile('ls', ['-al'], (error, stdout, stderr) => {
  console.log(stdout);
});
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该方法的功能类似于 exec,唯一的区别是 execFile 在默认情况下直接用指定的可执行文件(即参数 file 的值)处理命令,这使得其效率略高于 exec(如果查看 shell 的处理逻辑,笔者感觉这效率可忽略不计)。

该方法的参数解释如下:

  • file:可执行文件的名字或路径;

  • args:可执行文件的参数列表;

  • options:参数设置(可不指定),相关属性如下:

    • shell:值为 false 时表示直接用指定的可执行文件(即参数 file 的值)处理命令,值为 true 或其它字符串时,作用等同于 exec 中的 shell,默认值为 false
    • windowsVerbatimArguments:在 Windows 中是否对参数进行引号或转义处理,在 Unix 中将忽略该属性,默认值为 false
    • 属性 cwdenvencodingtimeoutmaxBufferkillSignaluidgidwindowsHidesignal 在上文中已介绍,此处不再重述。
  • callback:回调函数,等同于 exec 中的 callback,此处不再阐述。

fork

const { fork } = require('child_process');

const echo = fork('./echo.js', {
  silent: true
});
echo.stdout.on('data', (data) => {
  console.log(`stdout: ${data}`);
});

echo.stderr.on('data', (data) => {
  console.error(`stderr: ${data}`);
});

echo.on('close', (code) => {
  console.log(`child process exited with code ${code}`);
});
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该方法用于创建新的 Node.js 实例以执行指定的 Node.js 脚本,与父进程之间以 IPC 方式进行通信。

该方法的参数解释如下:

  • modulePath:要运行的 Node.js 脚本路径;

  • args:传递给 Node.js 脚本的参数列表;

  • options:参数设置(可不指定),相关属性如:

    • detached:参见下文对 spwanoptions.detached 的说明;

    • execPath:创建子进程的可执行文件;

    • execArgv:传递给可执行文件的字符串参数列表,默认取 process.execArgv 的值;

    • serialization:进程间消息的序列号类型,可用值为 jsonadvanced,默认值为 json

    • slient: 如果为 true,子进程的 stdinstdoutstderr 将通过管道传递给父进程,否则将继承父进程的 stdinstdoutstderr;默认值为 false

    • stdio:参见下文对 spwanoptions.stdio 的说明。这里需要注意的是:

      • 如果指定了该属性,将忽略 slient 的值;
      • 必须包含一个值为 ipc 的选项(比如 [0, 1, 2, 'ipc']),否则将抛出异常。
    • 属性 cwdenvuidgidwindowsVerbatimArgumentssignaltimeoutkillSignal 在上文中已介绍,此处不再重述。

spwan

const { spawn } = require('child_process');

const ls = spawn('ls', ['-al']);
ls.stdout.on('data', (data) => {
  console.log(`stdout: ${data}`);
});

ls.stderr.on('data', (data) => {
  console.error(`stderr: ${data}`);
});

ls.on('close', (code) => {
  console.log(`child process exited with code ${code}`);
});
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该方法为 child_process 模块的基础方法,execexecFilefork 最终都会调用 spawn 来创建子进程。

该方法的参数解释如下:

  • command:可执行文件的名字或路径;

  • args:传递给可执行文件的参数列表;

  • options:参数设置(可不指定),相关属性如下:

    • argv0:发送给子进程 argv[0] 的值,默认取参数 command 的值;

    • detached:是否允许子进程可以独立于父进程运行(即父进程退出后,子进程可以继续运行),默认值为 false,其值为 true 时,各平台的效果如下所述:

      • Windows 系统中,父进程退出后,子进程可以继续运行,并且子进程拥有自己的控制台窗口(该特性一旦启动后,在运行过程中将无法更改);
      • 在非 Windows 系统中,子进程将作为新进程会话组的组长,此刻不管子进程是否与父进程分离,子进程都可以在父进程退出后继续运行。

      需要注意的是,如果子进程需要执行长时间的任务,并且想要父进程提前退出,需要同时满足以下几点:

      • 调用子进程的 unref 方法从而将子进程从父进程的事件循环中剔除;
      • detached 设置为 true
      • stdioignore

      比如下面的例子:

      // hello.js
      const fs = require('fs');
      let index = 0;
      function run() {
        setTimeout(() => {
          fs.writeFileSync('./hello', `index: ${index}`);
          if (index < 10) {
            index += 1;
            run();
          }
        }, 1000);
      }
      run();
      
      // main.js
      const { spawn } = require('child_process');
      const child = spawn('node', ['./hello.js'], {
        detached: true,
        stdio: 'ignore'
      });
      child.unref();
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    • stdio:子进程标准输入输出配置,默认值为 pipe,值为字符串或数组:

      • 值为字符串时,会将其转换为含有三个项的数组(比如 pipe 被转换为 ['pipe', 'pipe', 'pipe']),可用值为 pipeoverlappedignoreinherit
      • 值为数组时,其中数组的前三项分别代表对 stdinstdoutstderr 的配置,每一项的可用值为 pipeoverlappedignoreinheritipcStream 对象、正整数(在父进程打开的文件描述符)、null(如位于数组的前三项,等同于 pipe,否则等同于 ignore)、undefined(如位于数组的前三项,等同于 pipe,否则等同于 ignore)。
    • 属性 cwdenvuidgidserializationshell(值为 booleanstring)、windowsVerbatimArgumentswindowsHidesignaltimeoutkillSignal 在上文中已介绍,此处不再重述。

小结

上文对 child_process 模块中主要方法的使用进行了简短介绍,由于 execSyncexecFileSyncforkSyncspwanSync 方法是 execexecFilespwan 的同步版本,其参数并无任何差异,故不再重述。

cluster

通过 cluster 模块我们可以创建 Node.js 进程集群,通过 Node.js 进程进群,我们可以更加充分地利用多核的优势,将程序任务分发到不同的进程中以提高程序的执行效率;下面将通过例子为大家介绍 cluster 模块的使用:

const http = require('http');
const cluster = require('cluster');
const numCPUs = require('os').cpus().length;

if (cluster.isPrimary) {
  for (let i = 0; i < numCPUs; i++) {
    cluster.fork();
  }
} else {
  http.createServer((req, res) => {
    res.writeHead(200);
    res.end(`${process.pid}\n`);
  }).listen(8000);
}
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上例通过 cluster.isPrimary 属性判断(即判断当前进程是否为主进程)将其分为两个部分:

  • 为真时,根据 CPU 内核的数量并通过 cluster.fork 调用来创建相应数量的子进程;
  • 为假时,创建一个 HTTP server,并且每个 HTTP server 都监听同一个端口(此处为 8000)。

运行上面的例子,并在浏览器中访问 http://localhost:8000/,我们会发现每次访问返回的 pid 都不一样,这说明了请求确实被分发到了各个子进程。Node.js 默认采用的负载均衡策略是轮询调度,可通过环境变量 NODE_CLUSTER_SCHED_POLICYcluster.schedulingPolicy 属性来修改其负载均衡策略:

NODE_CLUSTER_SCHED_POLICY = rr // 或 none

cluster.schedulingPolicy = cluster.SCHED_RR; // 或 cluster.SCHED_NONE
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另外需要注意的是,虽然每个子进程都创建了 HTTP server,并都监听了同一个端口,但并不代表由这些子进程自由竞争用户请求,因为这样无法保证所有子进程的负载达到均衡。所以正确的流程应该是由主进程监听端口,然后将用户请求根据分发策略转发到具体的子进程进行处理。

由于进程之间是相互隔离的,因此进程之间一般通过共享内存消息传递管道等机制进行通讯。Node.js 则是通过消息传递来完成父子进程之间的通信,比如下面的例子:

const http = require('http');
const cluster = require('cluster');
const numCPUs = require('os').cpus().length;

if (cluster.isPrimary) {
  for (let i = 0; i < numCPUs; i++) {
    const worker = cluster.fork();
    worker.on('message', (message) => {
      console.log(`I am primary(${process.pid}), I got message from worker: "${message}"`);
      worker.send(`Send message to worker`)
    });
  }
} else {
  process.on('message', (message) => {
    console.log(`I am worker(${process.pid}), I got message from primary: "${message}"`)
  });
  http.createServer((req, res) => {
    res.writeHead(200);
    res.end(`${process.pid}\n`);
    process.send('Send message to primary');
  }).listen(8000);
}
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运行上面的例子,并访问 http://localhost:8000/,再查看终端,我们会看到类似下面的输出:

I am primary(44460), I got message from worker: "Send message to primary"
I am worker(44461), I got message from primary: "Send message to worker"
I am primary(44460), I got message from worker: "Send message to primary"
I am worker(44462), I got message from primary: "Send message to worker"
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利用该机制,我们可以监听各子进程的状态,以便在某个子进程出现意外后,能够及时对其进行干预,以保证服务的可用性。

cluster 模块的接口非常简单,为了节省篇幅,这里只对 cluster.setupPrimary 方法做一些特别声明,其它方法请查看官方文档

  • cluster.setupPrimary 调用后,相关设置将同步到在 cluster.settings 属性中,并且每次调用都基于当前 cluster.settings 属性的值;
  • cluster.setupPrimary 调用后,对已运行的子进程没有影响,只影响后续的 cluster.fork 调用;
  • cluster.setupPrimary 调用后,不影响后续传递给 cluster.fork 调用的 env 参数;
  • cluster.setupPrimary 只能在主进程中使用。

worker_threads

前文我们对 cluster 模块进行了介绍,通过它我们可以创建 Node.js 进程集群以提高程序的运行效率,但 cluster 基于多进程模型,进程间高成本的切换以及进程间资源的隔离,会随着子进程数量的增加,很容易导致因系统资源紧张而无法响应的问题。为解决此类问题,Node.js 提供了 worker_threads,下面我们通过具体的例子对该模块的使用进行简单介绍:

// server.js
const http = require('http');
const { Worker } = require('worker_threads');

http.createServer((req, res) => {
  const httpWorker = new Worker('./http_worker.js');
  httpWorker.on('message', (result) => {
    res.writeHead(200);
    res.end(`${result}\n`);
  });
  httpWorker.postMessage('Tom');
}).listen(8000);

// http_worker.js
const { parentPort } = require('worker_threads');

parentPort.on('message', (name) => {
  parentPort.postMessage(`Welcone ${name}!`);
});
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上例展示了 worker_threads 的简单使用,在使用 worker_threads 的过程中,需要注意以下几点:

  • 通过 worker_threads.Worker 创建 Worker 实例,其中 Worker 脚本既可以为一个独立的 JavaScript 文件,也可以为字符串,比如上例可修改为:

    const code = "const { parentPort } = require('worker_threads'); parentPort.on('message', (name) => {parentPort.postMessage(`Welcone ${name}!`);})";
    const httpWorker = new Worker(code, { eval: true });
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  • 通过 worker_threads.Worker 创建 Worker 实例时,可以通过指定 workerData 的值来设置 Worker 子线程的初始元数据,比如:

    // server.js
    const { Worker } = require('worker_threads');
    const httpWorker = new Worker('./http_worker.js', { workerData: { name: 'Tom'} });
    
    // http_worker.js
    const { workerData } = require('worker_threads');
    console.log(workerData);
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  • 通过 worker_threads.Worker 创建 Worker 实例时,可通过设置 SHARE_ENV 以实现在 Worker 子线程与主线程之间共享环境变量的需求,比如:

    const { Worker, SHARE_ENV } = require('worker_threads');
    const worker = new Worker('process.env.SET_IN_WORKER = "foo"', { eval: true, env: SHARE_ENV });
    worker.on('exit', () => {
      console.log(process.env.SET_IN_WORKER);
    });
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  • 不同于 cluster 中进程间的通信机制,worker_threads 采用的 MessageChannel 来进行线程间的通信:

    • Worker 子线程通过 parentPort.postMessage 方法发送消息给主线程,并通过监听 parentPortmessage 事件来处理来自主线程的消息;
    • 主线程通过 Worker 子线程实例(此处为 httpWorker,以下均以此代替 Worker 子线程)的 postMessage 方法发送消息给 httpWorker,并通过监听 httpWorkermessage 事件来处理来自 Worker 子线程的消息。
  • 在 Node.js 中,无论是 cluster 创建的子进程,还是 worker_threads 创建的 Worker 子线程,它们都拥有属于自己的 V8 实例以及事件循环,所不同的是:

    • 子进程之间的内存空间是互相隔离的,而 Worker 子线程共享所属进程的内存空间;
    • 子进程之间的切换成本要远远高于 Worker 子线程之间的切换成本。

    尽管看起来 Worker 子线程比子进程更高效,但 Worker 子线程也有不足的地方,即cluster 提供了负载均衡,而 worker_threads 则需要我们自行完成负载均衡的设计与实现。

    Summary

    This article introduces the three modules of child_process, cluster and worker_threads in Node.js Using these three modules, we can take full advantage of the multi-core advantages of the CPU and efficiently solve the operating efficiency of some special tasks (such as AI, image processing, etc.) in a multi-thread (thread) mode. Each module has its applicable scenarios. This article only explains its basic use. How to use it efficiently based on your own problems still needs to be explored by yourself. Finally, if there are any mistakes in this article, I hope you can correct them. I wish you all happy coding every day.

    For more node-related knowledge, please visit: nodejs tutorial!

    The above is the detailed content of Let's talk about multi-process and multi-threading in Node.js. For more information, please follow other related articles on the PHP Chinese website!

source:juejin.cn
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