title: 2018-8-3 聊聊 fork-join框架
tags: java骂倘,并發(fā)娶耍,線程池
grammar_cjkRuby: true
what闭树?
Fork/Join框架是Java7提供了的一個用于并行執(zhí)行任務(wù)的框架挥萌, 是一個把大任務(wù)分割成若干個小任務(wù)悍引,最終匯總每個小任務(wù)結(jié)果后得到大任務(wù)結(jié)果的框架家肯。
why?
同樣是線程池倦挂,為什么我們要用Fork/Join不用別的棋枕。
工作竊取算法(work-stealing):
先執(zhí)行完當前線程的任務(wù),直接去從其他為執(zhí)行完任務(wù)的線程中竊取任務(wù)執(zhí)行妒峦;
圖:
如圖線程1先執(zhí)行完自己的4個任務(wù)重斑,線程2還有沒執(zhí)行的任務(wù),線程1接著從線程2中獲取未執(zhí)行的任務(wù)肯骇。實現(xiàn)是基于 雙向隊列
How窥浪?
RecursiveAction
執(zhí)行沒有返回結(jié)果的任務(wù)
- 新建TestRecursiveAction 對任務(wù)進行分割的主線程類
package com.fengxg.test.recursive.action;
import java.util.concurrent.RecursiveAction;
/**
* @Desccription 用于沒有返回結(jié)果的任務(wù),對任務(wù)進行分割的主線程
* @auther Fengxg
* @create 2018/7/25
*/
public class TestRecursiveAction extends RecursiveAction {
private static final int ONE_TASK_DEAL_NUMBER = 10;
/**
* 計數(shù)器笛丙,計算器執(zhí)行完漾脂,表示最后一個任務(wù)也跑完
*/
String[] data = {};
public TestRecursiveAction(String[] data) {
super();
this.data = data;
}
@Override
protected void compute() {
//需要拆分成多少個任務(wù)單數(shù)
int needSplitCount = 1;
//剩余多少任務(wù)單
int leftCount = data.length % ONE_TASK_DEAL_NUMBER;
needSplitCount = (leftCount == 0?data.length/ONE_TASK_DEAL_NUMBER:data.length/ONE_TASK_DEAL_NUMBER+1);
//初始化計數(shù)器
// countDownLatch = new CountDownLatch(needSplitCount);
//拆分任務(wù)單
for(int i=0; i<needSplitCount; i++)
{
ActionWorkTask workTask = null;
if(i == needSplitCount-1 && leftCount!=0)
{
workTask = new ActionWorkTask(i*ONE_TASK_DEAL_NUMBER, i*ONE_TASK_DEAL_NUMBER+leftCount, data,i);
}else {
workTask = new ActionWorkTask(i*ONE_TASK_DEAL_NUMBER, (i+1)*ONE_TASK_DEAL_NUMBER, data,i);
}
//提交到線程池隊列中
workTask.fork();
}
}
public String[] getData() {
return data;
}
public void setData(String[] data) {
this.data = data;
}
}
- 新建ActionWorkTask 分片后執(zhí)行具體業(yè)務(wù)任務(wù)的類
package com.fengxg.test.recursive.action;
import java.util.concurrent.RecursiveAction;
/**
* @Desccription 分片后執(zhí)行業(yè)務(wù)任務(wù)的具體類
* @auther Fengxg
* @create 2018/7/25
*/
public class ActionWorkTask extends RecursiveAction{
public ActionWorkTask(int startIndex, int endIndex, String[] datas,int workNum) {
super();
this.startIndex = startIndex;
this.endIndex = endIndex;
this.datas = datas;
this.workNum = workNum;
}
private int workNum;
private int startIndex;
private int endIndex;
// private CountDownLatch countDownLatch;
private String[] datas;
@Override
protected void compute() {
Thread t = Thread.currentThread();
for (int i = startIndex; i < endIndex; i++) {
try {
Thread.sleep(100L);
} catch (InterruptedException e) {
e.printStackTrace();
}
System.out.println("workNum" + workNum +",第" + datas[i] + "任務(wù)," + "執(zhí)行線程:" + t.getName());
}
// countDownLatch.countDown();
}
public int getStartIndex() {
return startIndex;
}
public void setStartIndex(int startIndex) {
this.startIndex = startIndex;
}
public int getEndIndex() {
return endIndex;
}
public void setEndIndex(int endIndex) {
this.endIndex = endIndex;
}
public String[] getDatas() {
return datas;
}
public void setDatas(String[] datas) {
this.datas = datas;
}
}
RecursiveTask
執(zhí)行沒有返回結(jié)果的任務(wù)
-
新建 TestRecursiveTask 對任務(wù)進行分割的主線程類
package com.fengxg.test.recursive.task; import com.fengxg.test.recursive.dto.TaskResultDTO; import java.util.ArrayList; import java.util.List; import java.util.concurrent.CountDownLatch; import java.util.concurrent.RecursiveTask; /** * @Desccription 返回有結(jié)果任務(wù) * @auther Fengxg * @create 2018/7/25 */ public class TestRecursiveTask extends RecursiveTask<TaskResultDTO> { private static final int ONE_TASK_DEAL_NUMBER = 10; private List<TaskWorkTask> taskWorkTasks = new ArrayList<TaskWorkTask>(); /** * 計數(shù)器胚鸯,計算器執(zhí)行完骨稿,表示最后一個任務(wù)也跑完 */ private CountDownLatch countDownLatch = null; /** * 計數(shù)器,計算器執(zhí)行完姜钳,表示最后一個任務(wù)也跑完 */ String[] data = {}; public TestRecursiveTask(String[] data) { super(); this.data = data; } @Override protected TaskResultDTO compute() { //需要拆分成多少個任務(wù)單數(shù) int needSplitCount = 1; //剩余多少任務(wù)單 int leftCount = data.length % ONE_TASK_DEAL_NUMBER; needSplitCount = (leftCount == 0?data.length/ONE_TASK_DEAL_NUMBER:data.length/ONE_TASK_DEAL_NUMBER+1); //初始化計數(shù)器 countDownLatch = new CountDownLatch(needSplitCount); //拆分任務(wù)單 for(int i=0; i<needSplitCount; i++) { TaskWorkTask workTask = null; if(i == needSplitCount-1 && leftCount!=0) { workTask = new TaskWorkTask(i*ONE_TASK_DEAL_NUMBER, i*ONE_TASK_DEAL_NUMBER+leftCount,countDownLatch, data,i); }else { workTask = new TaskWorkTask(i*ONE_TASK_DEAL_NUMBER, (i+1)*ONE_TASK_DEAL_NUMBER,countDownLatch, data,i); } taskWorkTasks.add(workTask); //提交到線程池隊列中 workTask.fork(); } //整個任務(wù)直接結(jié)果 TaskResultDTO taskResultDTO = new TaskResultDTO(); for(TaskWorkTask taskWorkTask: taskWorkTasks){ //遍歷子任務(wù)返回的結(jié)果集坦冠,統(tǒng)計總結(jié)果 TaskResultDTO taskWorkTaskResultDTO = taskWorkTask.join(); taskResultDTO.setErrorCount(taskResultDTO.getErrorCount() + taskWorkTaskResultDTO.getErrorCount()); taskResultDTO.setSuccessCount(taskResultDTO.getSuccessCount() + taskWorkTaskResultDTO.getSuccessCount()); taskResultDTO.setTotalCount(taskResultDTO.getTotalCount() + taskWorkTaskResultDTO.getTotalCount()); } return taskResultDTO; } public String[] getData() { return data; } public void setData(String[] data) { this.data = data; } }
新建 TaskWorkTask 分片后執(zhí)行具體業(yè)務(wù)任務(wù)的類
package com.fengxg.test.recursive.task;
import com.fengxg.test.recursive.dto.TaskResultDTO;
import java.util.concurrent.CountDownLatch;
import java.util.concurrent.RecursiveTask;
/**
* @Desccription 分片后執(zhí)行業(yè)務(wù)任務(wù)的具體類
* @auther Fengxg
* @create 2018/7/25
*/
public class TaskWorkTask extends RecursiveTask<TaskResultDTO>{
public TaskWorkTask(int startIndex, int endIndex, CountDownLatch countDownLatch, String[] datas, int workNum) {
super();
this.startIndex = startIndex;
this.endIndex = endIndex;
this.datas = datas;
this.workNum = workNum;
this.countDownLatch = countDownLatch;
}
private int workNum;
private int startIndex;
private int endIndex;
private CountDownLatch countDownLatch;
private String[] datas;
@Override
protected TaskResultDTO compute() {
TaskResultDTO taskResultDTO = new TaskResultDTO();
Long errorCount = 0L;
Long successCount = 0L;
Long totalCount = 0L;
taskResultDTO.setErrorCount(errorCount);
taskResultDTO.setSuccessCount(successCount);
taskResultDTO.setTotalCount(totalCount);
Thread t = Thread.currentThread();
for (int i = startIndex; i < endIndex; i++) {
try {
Thread.sleep(100L);
} catch (InterruptedException e) {
e.printStackTrace();
}
System.out.println("workNum" + workNum +",第" + datas[i] + "任務(wù)," + "執(zhí)行線程:" + t.getName());
if (0 == i%3) {
taskResultDTO.setErrorCount(taskResultDTO.getErrorCount() + 1);
} else {
taskResultDTO.setSuccessCount(taskResultDTO.getSuccessCount() + 1);
}
taskResultDTO.setTotalCount(taskResultDTO.getTotalCount() + 1);
}
countDownLatch.countDown();
return taskResultDTO;
}
public int getStartIndex() {
return startIndex;
}
public void setStartIndex(int startIndex) {
this.startIndex = startIndex;
}
public int getEndIndex() {
return endIndex;
}
public void setEndIndex(int endIndex) {
this.endIndex = endIndex;
}
public String[] getDatas() {
return datas;
}
public void setDatas(String[] datas) {
this.datas = datas;
}
}
調(diào)用 ,測試類
package com.fengxg.test;
import com.fengxg.test.recursive.action.TestRecursiveAction;
import com.fengxg.test.recursive.dto.TaskResultDTO;
import com.fengxg.test.recursive.task.TestRecursiveTask;
import java.util.concurrent.ExecutionException;
import java.util.concurrent.ForkJoinPool;
import java.util.concurrent.Future;
/**
* @Desccription
* @auther Fengxg
* @create 2018/7/25
*/
public class TestForkJoinMain {
public static void main(String[] args) throws InterruptedException {
int count = 50;
String[] datas= new String[count];
for (int i = 0; i < count; i++) {
datas[i] = String.valueOf(i);
}
Long start = System.currentTimeMillis();
/**
* 有返回值
*/
// testRecursiveTask(datas);
/**
* 無返回值
*/
testRecursiveAction(datas);
System.out.println(System.currentTimeMillis() - start);
Thread.sleep(10000L);
}
public static void testRecursiveTask(String[] datas){
TestRecursiveTask action = new TestRecursiveTask(datas);
ForkJoinPool fork = new ForkJoinPool();
Future<TaskResultDTO> future = fork.submit(action);
try {
TaskResultDTO taskResultDTO = future.get();
System.out.println(taskResultDTO.toString());
} catch (InterruptedException e) {
e.printStackTrace();
} catch (ExecutionException e) {
e.printStackTrace();
}
}
/**
* @author fengxg
* @description 測試沒有返回結(jié)果的任務(wù)
* @params []
* @return void
* @data 10:15 2018/7/25
*/
public static void testRecursiveAction(String[] datas){
TestRecursiveAction action = new TestRecursiveAction(datas);
ForkJoinPool fork = new ForkJoinPool();
Future future = fork.submit(action);
try {
future.get();
} catch (InterruptedException e) {
e.printStackTrace();
} catch (ExecutionException e) {
e.printStackTrace();
}
}
}
So?
? ? 本示例只做fork-join應(yīng)用展示哥桥,后續(xù)會有專門文章對其原理進行探討辙浑。
? ? 對于<font color="red">批量</font>操作<font color="red">獨立任務(wù)</font>的需求,fork/join 架構(gòu)有著明顯優(yōu)勢拟糕,尤其是在任務(wù)量大的時候判呕。 但需要注意的是倦踢,多線程能發(fā)揮優(yōu)勢的環(huán)境是<font color="red">多核CPU(運行環(huán)境)</font>。除此以外侠草,需要使用者 針對需求自行調(diào)試出最佳分片(影響因素主要有CPU核數(shù)辱挥,任務(wù)量規(guī)模)。