简易的Master-Worker框架

Master-Worker模式是一种使用多线程进行数据处理的结构,多个worker进程协作处理用户请求,master进程负责维护worker进程,并整合最终处理结果

主要参与者

  • Worker:用于实际处理一个任务
  • Master:用于任务的分配和最终结果的合成
  • Main:启动系统,调度开启Master

import java.util.HashMap;
import java.util.Map;
import java.util.Queue;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.ConcurrentLinkedDeque;

/**
 * Master进程负责接收和分配任务
 */
public class Master {
    //子任务队列   ConcurrentLinkedDeque:双向链表结构的无界并发队列
    protected Queue<Object> workQueue = new ConcurrentLinkedDeque<>();
    //worker进程队列
    protected Map<String,Thread> threadMap = new HashMap<>();
    //子任务处理结果集
    protected Map<String,Object> resultMap = new ConcurrentHashMap<>();
    //是否所以的子任务都结束了
    public boolean isComplete(){
        for (Map.Entry<String, Thread> entry : threadMap.entrySet()) {
            //停止状态
            if (entry.getValue().getState()!= Thread.State.TERMINATED){
                return false;
            }
        }
        return true;
    }

    // Worker进程,Worker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)));
        }
    }
    //提交一个任务
    public void submit(Object job){
        workQueue.add(job);
    }

    //返回子任务结果集
    public Map<String, Object> getResultMap() {
        return resultMap;
    }
    //运行所以Worker进程,进行处理
    public void execute(){
        for (Map.Entry<String, Thread> entry : threadMap.entrySet()) {
            entry.getValue().start();
        }
    }
}

import java.util.Map;
import java.util.Queue;

/**
 * Worker进程负责处理子任务
 */
public class Worker implements Runnable {
    //子任务队列
    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;
    }
    //子任务处理的逻辑,在子类中实现具体逻辑
    public Object handle(Object input){
        return input;
    }
    @Override
    public void run() {
        while (true){
            //获取子任务
            Object input = workQueue.poll();
            if (input==null) break;
            //处理子任务
            Object re = handle(input);
            //将处理结果写入结果集
            resultMap.put(Integer.toString(input.hashCode()),re);
        }
    }
}

/**
 * 任务 求 i^2
 */
public class PlusWorker extends Worker {
    public Object handle(Object input){
        Integer i = (Integer) input;
        return i*i;
    }
}

import java.util.Map;
import java.util.Set;

/**
 * 求 1^2 + 2^2 + 3^2 + 4^2 + 5^2
 * 1 + 4 + 9 + 16 + 25 = 55
 */
public class Main {
    public static void main(String[] args){
        Master m = new Master(new PlusWorker(),5);
        for (int i = 1; i <= 5; i++) {
            m.submit(i);
        }
        m.execute();
        int re = 0;
        Map<String, Object> resultMap = m.getResultMap();
        // 任务结果相加
        while (resultMap.size()>0||!m.isComplete()){
            Set<String> keys = resultMap.keySet();
            String key = null;
            for (String k : keys) { //每次只取一次
                key = k;
                break;
            }
            Integer i = null;
            if (key!=null){
                i = (Integer) resultMap.get(key);
            }
            if (i!=null){
                re+=i; //任务结果相加
            }
            if (key!=null){
                resultMap.remove(key); //移除已经被计算的结果项
            }
        }
        System.out.println(re); //55
    }
}
原文地址:https://www.cnblogs.com/fly-book/p/11437919.html