最近做一个新项目时,有这么一个场景:使用TDDL数据库分库分表,且按SQL读写分离。在为系统做缓存层时,考虑到并发读写,可能会出现这么个问题:
缓存未设置或已过期时,写数据,主库已完成但未拉起缓存,从库也未完成同步,此时有查询请求,将会访问到从库,把旧值查询出来,如果此时写数据线程已经用最新数据拉起缓存,那读数据线程将会用旧值将缓存覆盖,导致缓存与数据库不一致,在缓存失效或下次修改之前,缓存数据将一直是过期的。
这种情况虽然比较少见,但还是有一定概率出现的。为了屏蔽主从同步可能带来的问题,一种比较简单的解决方法是延迟更新缓存,给数据库一定时间完成同步再进行缓存设置,这样就能保证最后缓存的是新数据。当然这种方案只能解决数据库同步延迟不大的普通情况。
如果是一些读多写少的数据,也可以在修改完成改一遍缓存,再放到延迟任务改一遍。
为此实现了一个简单的延迟任务处理器,主要思路是将任务放入DelayQueue,由一个专用线程从DelayQueue中取出到期的任务,放入执行线程池中执行。整体比较简单。
import com.google.common.util.concurrent.ThreadFactoryBuilder;
import java.lang.Thread.UncaughtExceptionHandler;
import java.util.List;
import java.util.concurrent.DelayQueue;
import java.util.concurrent.Delayed;
import java.util.concurrent.LinkedBlockingQueue;
import java.util.concurrent.ThreadPoolExecutor;
import java.util.concurrent.TimeUnit;
import org.apache.commons.collections.CollectionUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.factory.DisposableBean;
import org.springframework.beans.factory.InitializingBean;
/**
* 延迟任务处理器
* @author jerryli
* @date 2018/3/27
*/
public class DelayedTaskExecutor implements InitializingBean, DisposableBean{
private static final Logger logger = LoggerFactory.getLogger(DelayedTaskExecutor.class);
private String name;
private ThreadPoolExecutor executor;
private volatile boolean running;
private ThreadPoolExecutor putExecutor ;
private DelayQueue delayQueue = new DelayQueue<>();
public DelayedTaskExecutor(String name){
this.name = name;
}
public void submit(Runnable runnable, long delayedTime){
Task task = new Task(runnable,delayedTime);
delayQueue.offer(task);
logger.info("{}添加延迟任务 {} 延迟{}ms",this.name,task,delayedTime);
}
@Override
public void destroy() throws Exception {
running = false;
if(putExecutor != null){
putExecutor.shutdown();
boolean shutdown = putExecutor.awaitTermination(8000, TimeUnit.MILLISECONDS);
if(!shutdown){
List notRunList = putExecutor.shutdownNow();
if(CollectionUtils.isNotEmpty(notRunList)){
logger.warn("强制关闭延迟任务转移线程...未执行任务数量{}",notRunList.size());
}
}
}
if(executor != null){
executor.shutdown();
boolean shutdown = executor.awaitTermination(8000, TimeUnit.MILLISECONDS);
if(!shutdown){
List notRunList = executor.shutdownNow();
if(CollectionUtils.isNotEmpty(notRunList)){
logger.warn("强制关闭延迟任务执行线程池...未执行任务数量{}",notRunList.size());
}
}
}
}
@Override
public void afterPropertiesSet() throws Exception {
running = true;
executor = new ThreadPoolExecutor(Runtime.getRuntime().availableProcessors() + 1,
Runtime.getRuntime().availableProcessors() * 2,0,TimeUnit.MILLISECONDS, new LinkedBlockingQueue<>(),
new ThreadFactoryBuilder()
.setNameFormat(this.name + "-pool-%d")
.setUncaughtExceptionHandler(new UncaughtExceptionHandler() {
@Override
public void uncaughtException(Thread t, Throwable e) {
logger.error("延迟任务执行线程异常,thread={}",t,e);
}
})
.build());
putExecutor = new ThreadPoolExecutor(1,1,0,TimeUnit.MILLISECONDS, new LinkedBlockingQueue<>(),
new ThreadFactoryBuilder()
.setNameFormat(this.name + "-submiter")
.setUncaughtExceptionHandler(new UncaughtExceptionHandler() {
@Override
public void uncaughtException(Thread t, Throwable e) {
logger.error("延迟任务转移线程异常,thread={}",t,e);
}
})
.build());
putExecutor.execute(new Runnable() {
@Override
public void run() {
while(running || delayQueue.size() > 0){
try {
Task task = delayQueue.poll(1000, TimeUnit.MILLISECONDS);
if(task == null){
continue;
}
logger.info("开始执行延迟任务 {}",task);
executor.execute(task.getRunnable());
} catch (InterruptedException e) {
logger.error("延迟任务转移线程异常interrupted",e);
} catch (Throwable e){
logger.error("延迟任务转移线程异常",e);
}
}
logger.info("延迟任务转移线程退出");
}
});
}
class Task implements Delayed{
// 提交时间
private long submitTime;
private long runningTime;
private Runnable runnable;
Task(Runnable runnable,long delayTime){
this.runnable = runnable;
this.submitTime = System.currentTimeMillis();
this.runningTime = submitTime + delayTime;
}
@Override
public long getDelay(TimeUnit unit) {
return unit.convert(runningTime - System.currentTimeMillis(), TimeUnit.MILLISECONDS);
}
@Override
public int compareTo(Delayed o) {
if(o == null || !(o instanceof Task)){
return 1;
}
if(o == this){
return 0;
}
Task otherTask = (Task) o;
if(this.runningTime > otherTask.runningTime){
return 1;
}else if(this.runningTime == otherTask.runningTime){
return 0;
}else{
return -1;
}
}
public Runnable getRunnable() {
return runnable;
}
}
}
测试代码:
public static void main(String[] args) throws Exception {
// 使用Spring可不用调用afterPropertiesSet和destroy方法
DelayedTaskExecutor delayedTaskExecutor = new DelayedTaskExecutor("cache-delay");
delayedTaskExecutor.afterPropertiesSet();
delayedTaskExecutor.submit(() -> System.out.println("hello"), 2000);
delayedTaskExecutor.destroy();
}