同步阻塞模式下,如果服务端接口响应较慢,那会直接影响客户端接口请求的吞吐量,虽然可以通过在应用代码中通过异步线程的方式优化,但是会增加客户端的线程开销。所以考虑用异步模式来解决这个问题
因此测试时,主要是针对线程数设置比较小的情况下,客户端发起请求的吞吐量来进行对比
用spring boot写一个最简单的接口:sleep 1s,然后返回ok
客户端程序引入httpClient依赖:
org.apache.httpcomponents.client5 httpclient5 5.1.3
代码:
import lombok.SneakyThrows;
import org.apache.hc.client5.http.ClientProtocolException;
import org.apache.hc.client5.http.classic.methods.HttpGet;
import org.apache.hc.client5.http.impl.classic.CloseableHttpClient;
import org.apache.hc.client5.http.impl.classic.HttpClients;
import org.apache.hc.client5.http.impl.io.PoolingHttpClientConnectionManager;
import org.apache.hc.core5.http.ClassicHttpResponse;
import org.apache.hc.core5.http.HttpEntity;
import org.apache.hc.core5.http.HttpStatus;
import org.apache.hc.core5.http.ParseException;
import org.apache.hc.core5.http.io.HttpClientResponseHandler;
import org.apache.hc.core5.http.io.entity.EntityUtils;import java.io.IOException;
import java.util.concurrent.atomic.AtomicBoolean;
import java.util.concurrent.atomic.AtomicInteger;public class SyncClientHttpTest {static final CloseableHttpClient httpclient;static {PoolingHttpClientConnectionManager connectionManager = new PoolingHttpClientConnectionManager();connectionManager.setMaxTotal(1000);connectionManager.setDefaultMaxPerRoute(100);httpclient = HttpClients.custom().setConnectionManager(connectionManager).build();}public static void main(final String[] args) throws Exception {AtomicInteger atomicInteger = new AtomicInteger(0);AtomicBoolean stop = new AtomicBoolean(false);for (int i = 0; i < 10; i++) {new Thread(() -> {while (!stop.get()) {httpGet();atomicInteger.incrementAndGet();}}).start();}Thread.sleep(30000);stop.set(true);Thread.sleep(1000);System.out.println(atomicInteger.get());System.exit(0);}@SneakyThrowsprivate static void httpGet() {final HttpGet httpget = new HttpGet("http://localhost:8080/test");// Create a custom response handlerfinal HttpClientResponseHandler responseHandler = new HttpClientResponseHandler() {@Overridepublic String handleResponse(final ClassicHttpResponse response) throws IOException {final int status = response.getCode();if (status >= HttpStatus.SC_SUCCESS && status < HttpStatus.SC_REDIRECTION) {final HttpEntity entity = response.getEntity();try {return entity != null ? EntityUtils.toString(entity) : null;} catch (final ParseException ex) {throw new ClientProtocolException(ex);}} else {throw new ClientProtocolException("Unexpected response status: " + status);}}};final String responseBody = httpclient.execute(httpget, responseHandler);
// System.out.println(responseBody);if(!responseBody.equals("ok")) {throw new RuntimeException("error");}}
}}
开启5个线程,循环发起请求30s
打印结果:150
差不多每秒5个请求,符合预期
改为10个线程
打印结果:300
改为100个线程
打印结果:3000
请求吞吐和线程数呈线性增长关系(线程数应小于maxPerRoute)
代码:
import lombok.SneakyThrows;
import org.apache.hc.client5.http.async.methods.*;
import org.apache.hc.client5.http.impl.async.CloseableHttpAsyncClient;
import org.apache.hc.client5.http.impl.async.HttpAsyncClients;
import org.apache.hc.client5.http.impl.nio.PoolingAsyncClientConnectionManager;
import org.apache.hc.core5.concurrent.FutureCallback;
import org.apache.hc.core5.reactor.IOReactorConfig;
import org.apache.hc.core5.util.Timeout;import java.util.concurrent.Future;
import java.util.concurrent.atomic.AtomicBoolean;
import java.util.concurrent.atomic.AtomicInteger;/*** Example of asynchronous HTTP/1.1 request execution.*/
public class AsyncClientHttpTest {static final CloseableHttpAsyncClient client;static final AtomicInteger atomicInteger = new AtomicInteger(0);static final AtomicBoolean stop = new AtomicBoolean(false);static {PoolingAsyncClientConnectionManager connectionManager = new PoolingAsyncClientConnectionManager();connectionManager.setMaxTotal(1000);connectionManager.setDefaultMaxPerRoute(100);IOReactorConfig ioReactorConfig = IOReactorConfig.custom().setSoTimeout(Timeout.ofSeconds(5)).setIoThreadCount(5) //IO线程数.build();client = HttpAsyncClients.custom().setIOReactorConfig(ioReactorConfig).setConnectionManager(connectionManager).build();client.start();}public static void main(final String[] args) throws Exception {new Thread(()->{while (!stop.get()) {httpGet();}}).start();Thread.sleep(5000);stop.set(true);Thread.sleep(25000);System.out.println(atomicInteger.get());// client.close(CloseMode.GRACEFUL);System.exit(0);}@SneakyThrowsprivate static void httpGet() {final SimpleHttpRequest request = SimpleRequestBuilder.get().setUri("http://localhost:8080//test").build();final Future future = client.execute(SimpleRequestProducer.create(request),SimpleResponseConsumer.create(),new FutureCallback() {@Overridepublic void completed(final SimpleHttpResponse response) {
// System.out.println(request + "->" + new StatusLine(response));
// System.out.println(response.getBody().getBodyText());if(!response.getBody().getBodyText().equals("ok")) {throw new RuntimeException("error");}atomicInteger.incrementAndGet();}@Overridepublic void failed(final Exception ex) {System.out.println(request + "->" + ex);}@Overridepublic void cancelled() {System.out.println(request + " cancelled");}});}}
ps: 这里代码其实不够严谨,不过测试结果对比已经很悬殊了,不影响最终结论
开启5个IO线程(不设置默认为cpu核数)
客户端1个线程循环发起请求5s,之后再sleep 25s打印结果
打印结果:2700
修改代码:connectionManager.setDefaultMaxPerRoute(100);
->connectionManager.setDefaultMaxPerRoute(200);
调大maxPerRoute为200
打印结果:5400
可以看到异步模式下,每秒的吞吐受maxPerRoute的影响较大(基本持平)
注意如果不手动设置,这个默认值为5,所以如果不进行ConnectionManager设置,异步的测试结果会很差
异步模式下因为使用了多路复用,一个IO线程管理多个连接,所以只需少量线程即可进行大量的远程接口调用
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