1.概述
在《Hadoop2源码分析-RPC机制初识》博客中,我们对RPC机制有了初步的认识和了解,下面我们对Hadoop V2的RPC机制做进一步探索,在研究Hadoop V2的RPC机制,我们需要掌握相关的Java基础知识,如:Java NIO、动态代理与反射等。本篇博客介绍的内容目录如下所示:
- Java NIO简述
- Java NIO实例演示
- 动态代理与反射简述
- 动态代理与反射实例演示
- Hadoop V2 RPC框架使用实例
下面开始今天的博客介绍。
2.Java NIO简述
Java NIO又称Java New IO,它替代了Java IO API,提供了与标准IO不同的IO工作方式。Java NIO由一下核心组件组成:
- Channels:连接通道,即能从通道读取数据,又能写数据到通道。可以异步读写,读写从Buffer开始。
- Buffers:消息缓冲区,用于和NIO通道进行交互。所谓缓冲区,它是一块可以读写的内存,该内存被封装成NIO的Buffer对象,并提供相应的方法,以便于访问。
- Selectors:通道管理器,它能检测到Java NIO中多个通道,单独的线程可以管理多个通道,间接的管理多个网络连接。
下图为Java NIO的工作原理图,如下图所示:
3.Java NIO实例演示
- NIOServer
首先,我们来看NIOServer的代码块。代码内容如下所示:
package cn.hadoop.nio;
import java.io.IOException;
import java.net.InetSocketAddress;
import java.nio.ByteBuffer;
import java.nio.channels.SelectionKey;
import java.nio.channels.Selector;
import java.nio.channels.ServerSocketChannel;
import java.nio.channels.SocketChannel;
import java.util.Iterator;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import cn.hadoop.conf.ConfigureAPI;
/**
* @Date May 8, 2015
*
* @Author dengjie
*
* @Note Defined nio server
*/
public class NIOServer {
private static final Logger LOGGER = LoggerFactory.getLogger(NIOServer.class);
// The channel manager
private Selector selector;
/**
* Get ServerSocket channel and initialize
*
* 1.Get a ServerSocket channel
*
* 2.Set channel for non blocking
*
* 3.The channel corresponding to the ServerSocket binding to port port
*
* 4.Get a channel manager
*
* 5.The channel manager and the channel binding, and the channel registered
* SelectionKey.OP_ACCEPT event
*
* @param port
* @throws IOException
*/
public void init(int port) throws IOException {
ServerSocketChannel serverChannel = ServerSocketChannel.open();
serverChannel.configureBlocking(false);
serverChannel.socket().bind(new InetSocketAddress(port));
this.selector = Selector.open();
serverChannel.register(selector, SelectionKey.OP_ACCEPT);
}
/**
* listen selector
*
* @throws IOException
*/
public void listen() throws IOException {
LOGGER.info("Server has start success");
while (true) {
selector.select();
Iterator<SelectionKey> ite = this.selector.selectedKeys().iterator();
while (ite.hasNext()) {
SelectionKey key = (SelectionKey) ite.next();
ite.remove();
if (key.isAcceptable()) {
ServerSocketChannel server = (ServerSocketChannel) key.channel();
SocketChannel channel = server.accept();
channel.configureBlocking(false);// 非阻塞
channel.write(ByteBuffer.wrap(new String("Send test info to client").getBytes()));
channel.register(this.selector, SelectionKey.OP_READ);// 设置读的权限
} else if (key.isReadable()) {
read(key);
}
}
}
}
/**
* Deal client send event
*/
public void read(SelectionKey key) throws IOException {
SocketChannel channel = (SocketChannel) key.channel();
ByteBuffer buffer = ByteBuffer.allocate(1024);
channel.read(buffer);
byte[] data = buffer.array();
String info = new String(data).trim();
LOGGER.info("Server receive info : " + info);
ByteBuffer outBuffer = ByteBuffer.wrap(info.getBytes());
channel.write(outBuffer);// 将消息回送给客户端
}
public static void main(String[] args) {
try {
NIOServer server = new NIOServer();
server.init(ConfigureAPI.ServerAddress.NIO_PORT);
server.listen();
} catch (Exception ex) {
ex.printStackTrace();
LOGGER.error("NIOServer main run error,info is " + ex.getMessage());
}
}
}
- NIOClient
然后,我们在来看NIOClient的代码块,代码具体内容如下所示:
package cn.hadoop.nio;
import java.io.IOException;
import java.net.InetSocketAddress;
import java.nio.ByteBuffer;
import java.nio.channels.SelectionKey;
import java.nio.channels.Selector;
import java.nio.channels.SocketChannel;
import java.util.Iterator;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import cn.hadoop.conf.ConfigureAPI;
/**
* @Date May 8, 2015
*
* @Author dengjie
*
* @Note Defined NIO client
*/
public class NIOClient {
private static final Logger LOGGER = LoggerFactory.getLogger(NIOClient.class);
private Selector selector;
/**
* Get ServerSocket channel and initialize
*/
public void init(String ip, int port) throws Exception {
SocketChannel channel = SocketChannel.open();
channel.configureBlocking(false);
this.selector = Selector.open();
channel.connect(new InetSocketAddress(ip, port));
channel.register(selector, SelectionKey.OP_CONNECT);
}
/**
* listen selector
*/
public void listen() throws Exception {
while (true) {
selector.select();
Iterator<SelectionKey> ite = this.selector.selectedKeys().iterator();
while (ite.hasNext()) {
SelectionKey key = (SelectionKey) ite.next();
ite.remove();
if (key.isConnectable()) {
SocketChannel channel = (SocketChannel) key.channel();
if (channel.isConnectionPending()) {
channel.finishConnect();
}
channel.configureBlocking(false);// 非阻塞
channel.write(ByteBuffer.wrap(new String("Send test info to server").getBytes()));
channel.register(this.selector, SelectionKey.OP_READ);
} else if (key.isReadable()) {
read(key);
}
}
}
}
/**
* Deal client send event
*/
public void read(SelectionKey key) throws IOException {
SocketChannel channel = (SocketChannel) key.channel();
ByteBuffer buffer = ByteBuffer.allocate(1024);
channel.read(buffer);
byte[] data = buffer.array();
String info = new String(data).trim();
LOGGER.info("Client receive info : " + info);
ByteBuffer outBuffer = ByteBuffer.wrap(info.getBytes());
channel.write(outBuffer);
}
public static void main(String[] args) {
try {
NIOClient client = new NIOClient();
client.init(ConfigureAPI.ServerAddress.NIO_IP, ConfigureAPI.ServerAddress.NIO_PORT);
client.listen();
} catch (Exception ex) {
ex.printStackTrace();
LOGGER.error("NIOClient main run has error,info is " + ex.getMessage());
}
}
}
- ConfigureAPI
下面给出ConfigureAPI类的代码,内容如下所示:
package cn.hadoop.conf;
/**
* @Date May 7, 2015
*
* @Author dengjie
*
* @Note Defined rpc info
*/
public class ConfigureAPI {
public interface VersionID {
public static final long RPC_VERSION = 7788L;
}
public interface ServerAddress {
public static final int NIO_PORT = 8888;
public static final String NIO_IP = "127.0.0.1";
}
}
4.动态代理和反射简述
在Java中,动态代理主要用来做方法的增强,可以在不修改源码的情况下,增强一些方法。另外,还有一个作用就是做远程调用,比如现在有 Java接口,该接口的实现部署在非本地服务器上,在编写客户端代码时,由于没法直接生成该对象,这个时候就需要考虑使用动态代理了。
而反射,利用了Class类作为反射实例化对象的基本应用,对于一个实例化对象而言,它需要调用类中的构造方法,属性和一般方法,这些操作都可以通过反射机制来完成。下面我们用一个实例来理解这些理论。
5.动态代理和反射实例演示
5.1动态代理
- JProxy
package cn.java.base;
import java.lang.reflect.InvocationHandler;
import java.lang.reflect.Method;
import java.lang.reflect.Proxy;
/**
* @Date May 7, 2015
*
* @Author dengjie
*/
public class JProxy {
public static void main(String[] args) {
JInvocationHandler ji = new JInvocationHandler();
Subject sub = (Subject) ji.bind(new RealSubject());
System.out.println(sub.say("dengjie", 25));
}
}
interface Subject {
public String say(String name, int age);
}
class RealSubject implements Subject {
@Override
public String say(String name, int age) {
return name + "," + age;
}
}
class JInvocationHandler implements InvocationHandler {
private Object object = null;
public Object bind(Object object) {
this.object = object;
return Proxy.newProxyInstance(object.getClass().getClassLoader(), object.getClass().getInterfaces(), this);
}
@Override
public Object invoke(Object proxy, Method method, Object[] args) throws Throwable {
Object tmp = method.invoke(this.object, args);
return tmp;
}
}
5.2反射
- JReflect
package cn.java.base;
/**
* @Date May 7, 2015
*
* @Author dengjie
*/
public class JReflect {
public static void main(String[] args) {
Fruit f = Factory.getInstance(Orange.class.getName());
if (f != null) {
f.eat();
}
}
}
interface Fruit {
public abstract void eat();
}
class Apple implements Fruit {
@Override
public void eat() {
System.out.println("apple");
}
}
class Orange implements Fruit {
@Override
public void eat() {
System.out.println("orange");
}
}
class Factory {
public static Fruit getInstance(String className) {
Fruit f = null;
try {
f = (Fruit) Class.forName(className).newInstance();
} catch (Exception e) {
e.printStackTrace();
}
return f;
}
}
6.Hadoop V2 RPC框架使用实例
本实例主要演示通过Hadoop V2的RPC框架实现一个计算两个整数的Add和Sub,服务接口为 CaculateService ,继承于 VersionedProtocol ,具体代码如下所示:
- CaculateService
package cn.hadoop.service;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.ipc.ProtocolInfo;
import org.apache.hadoop.ipc.VersionedProtocol;
import cn.hadoop.conf.ConfigureAPI;
/**
* @Date May 7, 2015
*
* @Author dengjie
*
* @Note Data calculate service interface
*/
@ProtocolInfo(protocolName = "", protocolVersion = ConfigureAPI.VersionID.RPC_VERSION)
public interface CaculateService extends VersionedProtocol {
// defined add function
public IntWritable add(IntWritable arg1, IntWritable arg2);
// defined sub function
public IntWritable sub(IntWritable arg1, IntWritable arg2);
}
注意,本工程使用的是Hadoop-2.6.0版本,这里CaculateService接口需要加入注解,来声明版本号。
CaculateServiceImpl类实现CaculateService接口。代码如下所示:
- CaculateServiceImpl
package cn.hadoop.service.impl;
import java.io.IOException;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.ipc.ProtocolSignature;
import cn.hadoop.conf.ConfigureAPI;
import cn.hadoop.service.CaculateService;
/**
* @Date May 7, 2015
*
* @Author dengjie
*
* @Note Implements CaculateService class
*/
public class CaculateServiceImpl implements CaculateService {
public ProtocolSignature getProtocolSignature(String arg0, long arg1, int arg2) throws IOException {
return this.getProtocolSignature(arg0, arg1, arg2);
}
/**
* Check the corresponding version
*/
public long getProtocolVersion(String arg0, long arg1) throws IOException {
return ConfigureAPI.VersionID.RPC_VERSION;
}
/**
* Add nums
*/
public IntWritable add(IntWritable arg1, IntWritable arg2) {
return new IntWritable(arg1.get() + arg2.get());
}
/**
* Sub nums
*/
public IntWritable sub(IntWritable arg1, IntWritable arg2) {
return new IntWritable(arg1.get() - arg2.get());
}
}
CaculateServer服务类,对外提供服务,具体代码如下所示:
- CaculateServer
package cn.hadoop.rpc;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.ipc.RPC;
import org.apache.hadoop.ipc.RPC.Server;
import org.slf4j.LoggerFactory;
import org.slf4j.Logger;
import cn.hadoop.service.CaculateService;
import cn.hadoop.service.impl.CaculateServiceImpl;
/**
* @Date May 7, 2015
*
* @Author dengjie
*
* @Note Server Main
*/
public class CaculateServer {
private static final Logger LOGGER = LoggerFactory.getLogger(CaculateServer.class);
public static final int IPC_PORT = 9090;
public static void main(String[] args) {
try {
Server server = new RPC.Builder(new Configuration()).setProtocol(CaculateService.class)
.setBindAddress("127.0.0.1").setPort(IPC_PORT).setInstance(new CaculateServiceImpl()).build();
server.start();
LOGGER.info("CaculateServer has started");
System.in.read();
} catch (Exception ex) {
ex.printStackTrace();
LOGGER.error("CaculateServer server error,message is " + ex.getMessage());
}
}
}
注意,在Hadoop V2版本中,获取RPC下的Server对象不能在使用RPC.getServer()方法了,该方法已被移除,取而代之的是使用Builder方法来构建新的Server对象。
RPCClient客户端类,用于访问Server端,具体代码实现如下所示:
- RPCClient
package cn.hadoop.rpc;
import java.net.InetSocketAddress;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.ipc.RPC;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import cn.hadoop.service.CaculateService;
/**
* @Date May 7, 2015
*
* @Author dengjie
*
* @Note RPC Client Main
*/
public class RPCClient {
private static final Logger LOGGER = LoggerFactory.getLogger(RPCClient.class);
public static void main(String[] args) {
InetSocketAddress addr = new InetSocketAddress("127.0.0.1", CaculateServer.IPC_PORT);
try {
RPC.getProtocolVersion(CaculateService.class);
CaculateService service = (CaculateService) RPC.getProxy(CaculateService.class,
RPC.getProtocolVersion(CaculateService.class), addr, new Configuration());
int add = service.add(new IntWritable(2), new IntWritable(3)).get();
int sub = service.sub(new IntWritable(5), new IntWritable(2)).get();
LOGGER.info("2+3=" + add);
LOGGER.info("5-2=" + sub);
} catch (Exception ex) {
ex.printStackTrace();
LOGGER.error("Client has error,info is " + ex.getMessage());
}
}
}
Hadoop V2 RPC服务端截图预览,如下所示:
Hadoop V2 RPC客户端截图预览,如下所示:
7.总结
Hadoop V2 RPC框架对Socket通信进行了封装,定义了自己的基类接口VersionProtocol。该框架需要通过网络以序列化的方式传输对象,关于Hadoop V2的序列化可以参考《Hadoop2源码分析-序列化篇》, 传统序列化对象较大。框架内部实现了基于Hadoop自己的服务端对象和客户端对象。服务端对象通过new RPC.Builder().builder()的方式来获取,客户端对象通过RPC.getProxy()的方式来获取。并且都需要接受 Configuration对象,该对象实现了Hadoop相关文件的配置。
8.结束语
这篇博客就和大家分享到这里,如果大家在研究学习的过程当中有什么问题,可以加群进行讨论或发送邮件给我,我会尽我所能为您解答,与君共勉!