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Apache异步http工具HttpAsyncClient的使用

Apache异步http工具HttpAsyncClient的使用

作者: 猫尾草 | 来源:发表于2019-12-18 16:28 被阅读0次

    1. 起因

      Apache的HttpClient在4.X之后推出了异步http版本,项目突然要用到之下措手不及,并且犯了一些理解上的错误,这里记录一下。

    2. 使用HttpAsyncClient的最简例子

    首先在pom文件中导入(版本可能不一样,可以去http://mvnrepository.com/找)

    <!-- https://mvnrepository.com/artifact/org.apache.httpcomponents/httpcore-nio -->
    <dependency>
      <groupId>org.apache.httpcomponents</groupId>
      <artifactId>httpcore-nio</artifactId>
      <version>4.4.10</version>
    </dependency>
    <!-- https://mvnrepository.com/artifact/org.apache.httpcomponents/httpasyncclient -->
    <dependency>
      <groupId>org.apache.httpcomponents</groupId>
      <artifactId>httpasyncclient</artifactId>
      <version>4.1.4</version>
    </dependency>
    

    最简单的一个使用:

    public class TestAsyncClient {
        public static void main(String[] args) {
            CloseableHttpAsyncClient httpAsyncClient = HttpAsyncClients.createDefault();
            final HttpGet request = new HttpGet("http://www.baidu.com");
            httpAsyncClient.start();
            CountDownLatch latch = new CountDownLatch(1);
            httpAsyncClient.execute(request, new FutureCallback<HttpResponse>() {
                @Override
                public void completed(final HttpResponse response2) {
                    latch.countDown();
                    System.out.println("收到回复" + response2.getStatusLine());
                }
    
                @Override
                public void failed(final Exception ex) {
                    latch.countDown();
                    System.out.println("发生异常" + ":" + ex.getMessage());
                }
    
                @Override
                public void cancelled() {
                    latch.countDown();
                    System.out.println("cancelled");
                }
            });
        // 因为httpAsyncClient不阻塞,所以需要在这里等待执行完再调用httpAsyncClient.close()
        // 不然还没收到回复就关了http连接
        // 实际使用中当然不需要这样每调用一次关闭一次,而是工程一次运行的整个生命周期都用同一个,停止运行时关闭一次
            latch.await();
            httpAsyncClient.close();
        }
    }
    

    3. 需要使用HttpAsyncClient的场景

      之前的这篇博客https://www.jianshu.com/p/4109f517e781提到,有个服务因为未知原因需要6分钟才能回复http请求。我们假设我们的系统是1000并发,6分钟我们需要发出去6*60*1000=360000请求。我们使用线程,每个线程每次发送一次请求,直到第七分钟的时候,第一个http请求才返回,这次请求的相关工作完成,线程才能释放这次请求,去执行下一个请求,那么我们就需要360000个线程的线程池,这也太恐怖了。
      这时候我们改用HttpAsyncClient,发送请求之后,这次请求任务就完成了,就收http返回交给HttpAsyncClient内部的一个机制(这个后面讲),这时候这个线程就得到了释放,可以去执行下一个请求。假设从处理数据准备发送http请求到发出去用了1秒钟,那么我们也只需要1000个核心线程的线程池就可以了。这是多么巨大的资源节省。(众所周知,java线程池还是很占用内存的,并且CPU在不同线程之间切换也很浪费时间)。
      我们来做一个模拟:
    首先写一个接收http请求的服务:

    @GetMapping("/get")
    public void test() {
        try {
        // 延时五秒钟
            Thread.sleep(1000 * 5);
        }catch (Exception e) {
            e.printStackTrace();
        }
    }
    

    同步http请求

    // 同步http工具类
    import org.apache.http.client.config.RequestConfig;
    import org.apache.http.config.Registry;
    import org.apache.http.config.RegistryBuilder;
    import org.apache.http.conn.socket.ConnectionSocketFactory;
    import org.apache.http.conn.socket.PlainConnectionSocketFactory;
    import org.apache.http.impl.client.CloseableHttpClient;
    import org.apache.http.impl.client.HttpClients;
    import org.apache.http.impl.conn.PoolingHttpClientConnectionManager;
    
    public class HttpClientUtil {
        public static CloseableHttpClient getHttpClient() {
            RequestConfig requestConfig = RequestConfig.custom()
                    .setSocketTimeout(15000)
                    .setConnectTimeout(5000)
                    .setConnectionRequestTimeout(50000000)
                    .build();
            Registry<ConnectionSocketFactory> registry = RegistryBuilder.<ConnectionSocketFactory>create()
                    .register("HTTP", new PlainConnectionSocketFactory()).build();
            PoolingHttpClientConnectionManager connectionManager = new PoolingHttpClientConnectionManager(registry);
        // 最大http连接
            connectionManager.setMaxTotal(1000);
            // 每个host的最大连接
            connectionManager.setDefaultMaxPerRoute(1000);
            connectionManager.setValidateAfterInactivity(500);
            return HttpClients.custom()
                    .setDefaultRequestConfig(requestConfig)
                    .setConnectionManager(connectionManager)
                    .setConnectionManagerShared(true)
                    .build();
        }
    }
    
    // 发送同步http请求
    // 线程池只有100个线程,发送1000个请求,每个线程要用10次
    import org.apache.http.HttpResponse;
    import org.apache.http.client.methods.HttpGet;
    import org.apache.http.impl.client.CloseableHttpClient;
    
    import java.util.concurrent.ArrayBlockingQueue;
    import java.util.concurrent.CountDownLatch;
    import java.util.concurrent.ThreadPoolExecutor;
    import java.util.concurrent.TimeUnit;
    
    public class TestHttpClient {
        public static void main(String[] args) throws Exception {
            System.out.println(System.currentTimeMillis());
            ThreadPoolExecutor threadPoolExecutor = new ThreadPoolExecutor(100, 100, 2, TimeUnit.SECONDS,
                    new ArrayBlockingQueue<>(10000), new ThreadPoolExecutor.AbortPolicy());
            CloseableHttpClient httpClient = HttpClientUtil.getHttpClient();
            CountDownLatch latch = new CountDownLatch(1000);
            for (int i = 0; i < 1000; i++) {
                threadPoolExecutor.execute(new MyRunnable(httpClient, i, latch));
            }
            latch.await();
            httpClient.close();
            threadPoolExecutor.shutdown();
            System.out.println(System.currentTimeMillis());
        }
    
        private static class MyRunnable implements Runnable {
            private CloseableHttpClient httpclient;
            private int i;
            private CountDownLatch latch;
    
            public MyRunnable(CloseableHttpClient httpclient, int i, CountDownLatch latch) {
                this.httpclient = httpclient;
                this.i = i;
                this.latch = latch;
            }
    
            @Override
            public void run() {
                try {
                    final HttpGet request = new HttpGet("http://localhost:8043/get");
                    System.out.println("发送请求" + i);
                    HttpResponse response = httpclient.execute(request);
                    System.out.println(response.getStatusLine());
                    System.out.println("发送请求" + i + "完成");
                    latch.countDown();
                } catch (Exception e) {
                    e.printStackTrace();
                }
            }
        }
    }
    
    // 异步HttpAsyncClient工具类
    import org.apache.http.client.config.RequestConfig;
    import org.apache.http.impl.nio.client.CloseableHttpAsyncClient;
    import org.apache.http.impl.nio.client.HttpAsyncClients;
    import org.apache.http.impl.nio.conn.PoolingNHttpClientConnectionManager;
    import org.apache.http.impl.nio.reactor.DefaultConnectingIOReactor;
    import org.apache.http.impl.nio.reactor.IOReactorConfig;
    import org.apache.http.nio.reactor.ConnectingIOReactor;
    import org.apache.http.nio.reactor.IOReactorException;
    
    public class HttpAsyncClientUtil {
    
        public static CloseableHttpAsyncClient getHttpAsyncClient() {
            RequestConfig requestConfig = RequestConfig.custom()
                    .setConnectTimeout(50000)
                    .setSocketTimeout(50000)
                    .setConnectionRequestTimeout(1000000000)
                    .build();
            //配置io线程
            IOReactorConfig ioReactorConfig = IOReactorConfig.custom().
                    setIoThreadCount(10)
                    .setSoKeepAlive(true)
                    .build();
            //设置连接池大小
            ConnectingIOReactor ioReactor=null;
            try {
                ioReactor = new DefaultConnectingIOReactor(ioReactorConfig);
            } catch (IOReactorException e) {
                e.printStackTrace();
            }
            PoolingNHttpClientConnectionManager connManager = new PoolingNHttpClientConnectionManager(ioReactor);
            connManager.setMaxTotal(1000);
            connManager.setDefaultMaxPerRoute(1000);
            return HttpAsyncClients.custom().
                    setConnectionManager(connManager)
                    .setDefaultRequestConfig(requestConfig)
                    .build();
        }
    }
    
    // 发异步http请求
    // 线程池只有100个线程,1000个请求,每个线程需要用10次
    import org.apache.http.client.methods.HttpGet;
    import org.apache.http.impl.nio.client.CloseableHttpAsyncClient;
    
    import java.util.LinkedList;
    import java.util.List;
    import java.util.concurrent.ArrayBlockingQueue;
    import java.util.concurrent.CountDownLatch;
    import java.util.concurrent.ThreadPoolExecutor;
    import java.util.concurrent.TimeUnit;
    
    public class TestAsyncHttpClient {
    
        public static void main(String[] args) throws Exception {
            Thread.sleep(20000);
            System.out.println(System.currentTimeMillis());
            ThreadPoolExecutor threadPoolExecutor = new ThreadPoolExecutor(100, 100, 2, TimeUnit.SECONDS,
                    new ArrayBlockingQueue<>(1000), new ThreadPoolExecutor.AbortPolicy());
            CloseableHttpAsyncClient httpAsyncClient = HttpAsyncClientUtil.getHttpAsyncClient();
            CountDownLatch latch = new CountDownLatch(1000);
            List<CallbackTask> respList = new LinkedList<>();
            httpAsyncClient.start();
            for (int i = 0; i < 1000; i++) {
                CallbackTask callbackTask = new CallbackTask(latch, Integer.toString(i));
                respList.add(callbackTask);
                threadPoolExecutor.execute(new MyRunnable(httpAsyncClient, i, latch, callbackTask));
            }
            System.out.println("发送请求完成");
            latch.await();
            httpAsyncClient.close();
            threadPoolExecutor.shutdown();
            System.out.println(System.currentTimeMillis());
        }
    
        private static class MyRunnable implements Runnable {
            private CloseableHttpAsyncClient httpclient;
            private int i;
            private CountDownLatch latch;
            private CallbackTask callbackTask;
            public MyRunnable(CloseableHttpAsyncClient httpclient, int i, CountDownLatch latch, CallbackTask callbackTask) {
                this.httpclient = httpclient;
                this.i = i;
                this.latch = latch;
                this.callbackTask = callbackTask;
            }
    
            @Override
            public void run() {
                try {
                    final HttpGet request = new HttpGet("http://localhost:8043/get");
                    System.out.println("发送请求" + i);
                    httpclient.execute(request, callbackTask);
                    System.out.println("发送请求" + i + "完成");
                } catch (Exception e) {
                    e.printStackTrace();
                }
            }
        }
    }
    
    // 用到的等待处理回调的类
    import org.apache.http.HttpResponse;
    import org.apache.http.concurrent.FutureCallback;
    
    import java.util.concurrent.CountDownLatch;
    
    public class CallbackTask implements FutureCallback<HttpResponse> {
        private CountDownLatch latch;
    
        // 区分http请求
        private String name;
    
        public CallbackTask(CountDownLatch latch, String name) {
            this.latch = latch;
            this.name = name;
        }
    
        @Override
        public void completed(final HttpResponse response2) {
            latch.countDown();
            System.out.println("收到回复" + name + response2.getStatusLine());
        }
    
        @Override
        public void failed(final Exception ex) {
            latch.countDown();
            System.out.println(name + "发生异常" + ":" + ex.getMessage());
        }
    
        @Override
        public void cancelled() {
            latch.countDown();
            System.out.println(name + " cancelled");
        }
    }
    

      上面的例子,同步请求用时50s多,异步请求用时25s多。说明同步请求每次发送100个请求,接收到http返回,线程释放资源,才发送下一次100个请求。一共5*10=50s。而异步请求直接发送出去1000个请求,一起等待后的返回,至于为什么是25秒而不是5秒,因为线程切换需要时间。
      请求数越大,这两个时间差距越明显(我试了2000个请求只用了50秒)。但是需要保证http最大连接数>=一次性发出去所有请求数。

    4. 这里还有一个问题

      HttpAsyncClient内部的等待回调是如何实现的,如果还是每一个等待开一个线程,那资源消耗还是很大,得不偿失。
      这当然是不可能的。
      我们现在在运行过程中用jconsole看一下。除了内存和CPU多占了(因为同样的时间里处理了更多的任务,所以可以接受),只多了几个IO线程,并没有多占额外资源。

    image.png
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