springboot高并发redis细粒度加锁(key粒度加锁)

本文探讨在web开发中如何解决并发访问带来的数据同步问题。

1、需求：

通过REST接口请求并发访问redis，例如:将key=fusor:${order_id} 中的值+1；

2、场景：

设想，多线程对key=fusor:${order_id}并发访问触发了竞态条件，例如两个线程同时发现key=fusor:${order_id}的值为5，然后并且+1回写6，这个时候就出现了问题，最终的值为6而不是7。

3、粗粒度锁：

这时候，普遍的做法是加锁，但是如果对整个访问redis的动作加锁，那么等于多个线程串行访问了！

4、细粒度加锁：

我们这里的做法是对key进行细粒度加锁，每个key拥有一把锁，只对key进行并发控制，key与key之间允许并发。

直接上代码

package com.xiaoju.dqa.fusor.utils;


import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Component;

import java.util.Random;
import java.util.UUID;


@Component
public class SexyLockUtil<K> {
    private static Logger logger = LoggerFactory.getLogger(SexyLockUtil.class);

    @Autowired
    private SexyLocker<K> sexyLocker;

    public KeyLocker<K> getKeyLocker(K key) {
        return new KeyLocker<K>(sexyLocker, key);
    }

    public static class KeyLocker<K> {
        private UUID uuid = UUID.randomUUID();
        private SexyLocker sexyLocker;
        private K key;

        public KeyLocker(SexyLocker sexyLocker, K key) {
            this.sexyLocker = sexyLocker;
            this.key = key;
        }


        public boolean lockWithRetry(int expireTime, int retryTimes) {
            Random random = new Random();
            for (int i = 0; i < retryTimes; i++) {
                if (this.lock()) {
                    return true;
                } else {
                    try {
                        Thread.sleep(random.nextInt(50));
                    } catch (InterruptedException e) {

                    }
                }
            }
            return false;
        }

        public boolean lock() {
           try {
               this.sexyLocker.lock(key);
               return true;
           } catch (Exception e) {
               return false;
           }

        }

        public boolean unlock() {
            try {
                this.sexyLocker.unlock(key);
                return true;
            } catch (Exception e) {
                return false;
            }
        }
    }
}

 

 

 

package com.xiaoju.dqa.fusor.utils;


import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.stereotype.Component;

import java.util.HashMap;
import java.util.Map;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.ConcurrentMap;
import java.util.concurrent.Semaphore;

@Component
public class SexyLocker<K> {
    private static Logger logger = LoggerFactory.getLogger(SexyLockUtil.class);

    private final ConcurrentMap<K, Semaphore> map = new ConcurrentHashMap<K, Semaphore>();
    private final ThreadLocal<Map<K, LockInfo>> local = new ThreadLocal<Map<K, LockInfo>>() {
        @Override
        protected Map<K, LockInfo> initialValue() {
            return new HashMap<K, LockInfo>();
        }
    };

    public void lock(K key) {
        if (key == null)
            return;
        LockInfo info = local.get().get(key);
        if (info == null) {
            Semaphore current = new Semaphore(1);
            current.acquireUninterruptibly();
            Semaphore previous = map.put(key, current);
            if (previous != null)
                previous.acquireUninterruptibly();
            local.get().put(key, new LockInfo(current));
        } else {
            info.lockCount++;
        }
    }

    public void unlock(K key) {
        if (key == null)
            return;
        LockInfo info = local.get().get(key);
        if (info != null && --info.lockCount == 0) {
            info.current.release();
            map.remove(key, info.current);
            local.get().remove(key);
        }
    }

    public void lock(K[] keys) {
        if (keys == null)
            return;
        for (K key : keys) {
            lock(key);
        }
    }

    public void unlock(K[] keys) {
        if (keys == null)
            return;
        for (K key : keys) {
            unlock(key);
        }
    }

    private static class LockInfo {
        private final Semaphore current;
        private int lockCount;

        private LockInfo(Semaphore current) {
            this.current = current;
            this.lockCount = 1;
        }
    }
}