java 想成中的Master-Worker模式

时间:2022-06-25 15:33:03

Master-Worker模式是常用的并行模式,他的核心思想是,系统由两类进程写作工作:
Master进程和Worker进程。Master进程负责接收和分配任务,Worker进程负责处理子任务。当各个Worker进程将子任务处理完成后,将结果返回给Master进程,由Master进程进行汇总和归纳,从而得到系统的最终处理结果。


Master类

public class Master {

// 任务队列
protected Queue<Object> workQueue = new ConcurrentLinkedQueue<Object>();
// worker进程队列
protected Map<String, Thread> threadMap = new HashMap<String, Thread>();
// 子任务处理结果集
protected Map<String, Object> resultMap = new ConcurrentHashMap<String, Object>();

// 判断是否所有的子任务都结束了
public boolean isComplete() {
for (Map.Entry<String, Thread> entry : threadMap.entrySet()) {
if (entry.getValue().getState() != Thread.State.TERMINATED) {
return false;
}
}
return true;
}

// Master的构造函数,需要一个Worker的进程逻辑和Worker的进程数量
public Master(Worker worker, int countWorker) {
worker.setWorkQueue(workQueue);
worker.setResultMap(resultMap);
for (int i = 0; i < countWorker; i++) {
threadMap.put(Integer.toString(i), new Thread(worker, Integer.toString(i)));
}
}

// 提交任务
public void submit(Object job) {
workQueue.add(job);
}

// 返回任务结果集
public Map<String, Object> getResultMap() {
return resultMap;
}

// 开始运行所有的worker进程,进行处理
public void execute() {
for (Map.Entry<String, Thread> entry : threadMap.entrySet()) {
entry.getValue().start();
}
}


}

Worker类

public class Worker implements Runnable {

//任务队列,由于取得任务
protected Queue<Object> workQueue;
//子任务处理结果集
protected Map<String, Object> resultMap;



public void setWorkQueue(Queue<Object> workQueue) {
this.workQueue = workQueue;
}



public void setResultMap(Map<String, Object> resultMap) {
this.resultMap = resultMap;
}

//子任务的处理逻辑,在子类中实现具体的逻辑
public Object handle(Object input){
return input;
}

/**
*
* @see java.lang.Runnable#run()
*/
@Override
public void run() {

while(true){
Object input=workQueue.poll();
if(input==null){
break;
}else{
Object re=handle(input);
//将处理的结果写入结果集中
resultMap.put(Integer.toString(input.hashCode()), re);
}
}
}

}

Worker具体实现类

public class PlusWorker extends Worker {

public Object handle(Object obj){
Integer i=(Integer) obj;
return i*i*i;
}
}

处理一个求0-n的立方和问题

public class TestMasterWorker {

/**
* @param args
*/
public static void main(String[] args) {

long begin=System.currentTimeMillis();
masterTest();
System.out.println((System.currentTimeMillis()-begin)/1000);
}

public static void masterTest() {

// 创建Master
Master master = new Master(new PlusWorker(), 5);
for (int i = 0; i < 100000; i++) {
master.submit(i);
}

master.execute();

int re = 0;
Map<String, Object> resultMap = master.getResultMap();
while (resultMap.size() > 0 || !master.isComplete()) {
Set<String> keys = resultMap.keySet();
String key = null;
for (String k : keys) {
key = k;
break;
}

Integer i = null;
if (key != null) {
i = (Integer) resultMap.get(key);
}

if (i != null) {
re += i;
}

if (key != null) {
resultMap.remove(key);// 移除已经被计算过的项
}

}
System.out.println("master" + re);
}

public static void testPlus() {
int re = 0;
for (int i = 0; i < 100000; i++) {
re += i * i * i;
}
System.out.println("testPlus:" + re);
}