Master-worker设计模式

Master-worker模式是常用的并行计算模式。它的核心思想是系统是由两类进程协助工作:Master进行和worker进程。Master负责接收和分配任务,worker负责处理子任务。当各个worker子进程处理完成后,会返回结果给master,由master做归纳和总结。其好处是能将一个大任务分解成若干个小任务,并行执行,从而提高系统的吞吐量。

代码实现:

Master:

 1 package com.java.day04_mode_masterworker;
 2 
 3 import java.util.HashMap;
 4 import java.util.Map;
 5 import java.util.concurrent.ConcurrentHashMap;
 6 import java.util.concurrent.ConcurrentLinkedQueue;
 7 
 8 public class Master {
 9 
10     //1.首先有承装任务的容器
11     private ConcurrentLinkedQueue<Task> workQueue= new ConcurrentLinkedQueue<>();
12     
13     //2.有承装worker的容器
14     private HashMap<String, Thread> workers = new HashMap<>();
15     
16     //3.承装worker结果集的容器
17     private ConcurrentHashMap<String , Object> results = new ConcurrentHashMap<>();
18     
19     //4.构造方法
20     public Master(Worker worker,int workerCount){
21         worker.setWorkQueue(workQueue);
22         worker.setResults(results);
23         
24         for (int i = 0; i < workerCount; i++) {
25             workers.put("节点"+Integer.toString(i), new Thread(worker));
26         }
27     }
28     
29     //5.往任务队列里提交任务的方法
30     public void submit(Task task){
31         this.workQueue.add(task);
32     }
33     
34     //6.启动应用程序,让所有的worker工作
35     public void excute(){
36         //map的循环方式
37         for(Map.Entry<String, Thread> me : workers.entrySet()){
38             me.getValue().start();
39         }
40     }
41 
42     //判断线程是否执行完毕:当所有的任务执行完毕,线程也停止
43     public boolean isComplete() {
44         
45         for(Map.Entry<String, Thread> me : workers.entrySet()){
46             if(me.getValue().getState() != Thread.State.TERMINATED){
47                 return false;
48             }
49         }
50         
51         return true;
52     }
53 
54     //返回结果集合
55     public long getResult() {
56         long result = 0;
57         
58         for(Map.Entry<String, Object> me : results.entrySet()){
59             result+=(Integer)me.getValue();
60         }
61         return result;
62     }
63     
64     
65     
66 }

Worker:

 1 package com.java.day04_mode_masterworker;
 2 
 3 import java.util.HashMap;
 4 import java.util.concurrent.ConcurrentHashMap;
 5 import java.util.concurrent.ConcurrentLinkedQueue;
 6 
 7 public class Worker implements Runnable{
 8     
 9     private ConcurrentLinkedQueue<Task> workQueue;
10     private ConcurrentHashMap<String, Object> results;
11     
12 
13     @Override
14     public void run() {
15         while(true){
16             Task input = workQueue.poll();
17             //任务执行完之后,break,线程停止
18             if(input == null) break;
19             Object output = handle(input);
20             
21             results.put(Integer.toString( input.getId()), output);
22         }
23         
24     }
25 
26     //可以把下面的方法提取出来,在worker里面返回空,然后写一个子类继承worker,在worker里面重写此方法,解耦,灵活度也更高,Object output = 子类.handle(input);
27     //对数据的具体操作
28     private Object handle(Task input) {
29         Object result = null;
30         
31         try {
32             Thread.sleep(500);
33         } catch (InterruptedException e) {
34             e.printStackTrace();
35         }
36         
37         result=input.getPrice();
38         
39         
40         return result;
41     }
42 
43     public void setWorkQueue(ConcurrentLinkedQueue<Task> workQueue) {
44         this.workQueue=workQueue;
45     }
46 
47     public void setResults(ConcurrentHashMap<String, Object> results) {
48         this.results=results;
49     }
50 
51     
52     
53 }

Task:

 1 package com.java.day04_mode_masterworker;
 2 
 3 public class Task {
 4     private int id;
 5     private String name;
 6     private int price;
 7     public int getId() {
 8         return id;
 9     }
10     public void setId(int id) {
11         this.id = id;
12     }
13     public String getName() {
14         return name;
15     }
16     public void setName(String name) {
17         this.name = name;
18     }
19     public int getPrice() {
20         return price;
21     }
22     public void setPrice(int price) {
23         this.price = price;
24     }
25     
26     
27 }

Main:

 1 package com.java.day04_mode_masterworker;
 2 
 3 public class Main {
 4     
 5     public static void main(String[] args) {
 6         
 7         //这一块的10(线程数)要根据机器具体的性能来
 8         //Runtime.getRuntime().availableProcessors():我机器可以用的process数量
 9         
10         //创建master,和所需要的worker
11         Master master = new Master(new Worker(),10);
12         
13         //提交任务
14         for (int i = 1; i < 101; i++) {
15             Task t = new Task();
16             t.setId(i);
17             t.setName("任务"+i);
18             t.setPrice(i+1000);
19             
20             master.submit(t);
21         }
22         
23         //执行任务
24         master.excute();
25         
26         long start  = System.currentTimeMillis();
27         
28         //判断任务是否执行完毕
29         while(true){
30             if(master.isComplete()){
31                 long end = System.currentTimeMillis()-start;
32                 //任务执行完成,返回结果集
33                 long result = master.getResult();
34                 System.out.println("执行了"+end+"秒,最终结果为:"+result);
35                 break;
36             }
37         }
38         
39         
40         
41         
42         
43         
44     }
45     
46     
47 }

其中上面的代码还可以进行优化

原文地址:https://www.cnblogs.com/syousetu/p/6756200.html