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redis分布式锁

redis分布式锁

作者: eblly | 来源:发表于2019-07-28 22:49 被阅读0次

    场景 & 原理

    分布式场景中,经常需要保证在多个jvm进程中,在同一时刻只有一个线程对某一条数据进行操作。
    例如:资金问题,甲用户同时支付了两笔订单,第一笔订单请求进入了A节点,第二笔订单请求进入了B节点。
    在这个情况下,我们通常不允许同一时刻有个线程对资金进行操作,毕竟这太危险了。因此需要分布式锁,锁住其他线程的操作(类似单JVM下的synchronized)。

    分布式锁 可见性如下图:


    image.png

    分布式原理如下图:


    image.png

    代码

    上代码。。。

    
    import lombok.Getter;
    import lombok.Setter;
    import lombok.ToString;
    import lombok.extern.log4j.Log4j2;
    
    import java.util.concurrent.CountDownLatch;
    
    /**
     * 甲用户发起多笔支付订单,分布式保证不并发扣款。
     *
     * @author eblly
     * @since 2019/7/28
     */
    @Log4j2
    public class RedisLockTest {
        static String redisKey = "balance:jia";
    
        public static void main(String[] args) throws InterruptedException {
            String host = "127.0.0.1";
            int    port = 6379;
    
            RedisClient redisUtil = RedisClient.builder()
                                               .setHost(host)
                                               .setPort(port)
                                               .build();
    
            int            size           = 10;
            CountDownLatch countDownLatch = new CountDownLatch(size);
            Balance        balance        = new Balance();
            balance.setUserName("甲用户");
            balance.setBalance(100);
    
            for (int i = 1; i <= size; i++) {
                String          hodler   = "running" + i;
                BalanceRunnable runnable = new BalanceRunnable(balance, redisUtil, hodler, i, countDownLatch);
                Thread          thread   = new Thread(runnable);
    
                thread.start();
            }
    
            countDownLatch.await();
            log.info("最后剩余金额, balance: {}", balance);
        }
    
        /**
         *
         */
        static class BalanceRunnable implements Runnable {
            private String         holder;
            private RedisClient    redisUtil;
            private Balance        balance;
            private int            fee;
            private CountDownLatch countDownLatch;
    
            public BalanceRunnable(Balance balance, RedisClient redisUtil, String threadName, int fee,
                                   CountDownLatch countDownLatch) {
                this.balance = balance;
                this.redisUtil = redisUtil;
                this.holder = threadName;
                this.fee = fee;
                this.countDownLatch = countDownLatch;
            }
    
            @Override
            public void run() {
                while (true) {
                    String value = redisUtil.get(redisKey);
    
                    boolean isPay = false;
                    if (value != null) {
                        log.info("用户资金被锁住");
                    } else {
                        if (!isPay && lock(redisKey, holder)) {
    
                            // 扣款成功
                            balance.setBalance(balance.getBalance() - fee);
    
                            log.info("剩余balance: {} , fee: {}", balance.getBalance(), fee);
                            isPay = true;
                        }
                    }
    
                    // 已扣款, 尝试释放锁
                    if (isPay && unlock(redisKey, holder)) {
                        countDownLatch.countDown();
                        // 释放锁并退出
                        break;
                    }
    
                    // 等待锁
                    try {
                        Thread.sleep(50L);
                    } catch (InterruptedException e) {
                        e.printStackTrace();
                    }
                }
            }
    
            /**
             * 锁资源
             *
             * @param key
             * @param value
             * @return
             */
            public boolean lock(String key, String value) {
                String valueRedis = redisUtil.get(key);
    
                // 判断是否获取 可重入锁
                if (valueRedis != null) {
                    if (value.equals(valueRedis)) {
                        return true;
                    } else {
                        return false;
                    }
                }
    
                if (redisUtil.setnx(key, value) > 0) {
                    return true;
                }
    
                return false;
            }
    
    
            /**
             * 释放锁
             *
             * @param key
             * @param value
             * @return
             */
            public boolean unlock(String key, String value) {
                String valueRedis = redisUtil.get(key);
    
                if (valueRedis == null) {
                    return true;
                }
    
                // 值不相等,不是锁的持有者
                if (!valueRedis.equals(value)) {
                    return false;
                }
    
                redisUtil.del(key);
                return true;
            }
        }
    }
    
    
    @Setter
    @Getter
    @ToString
    class Balance {
        private String userName;
    
        private Integer balance;
    }
    

    运行结果:

    ==> 剩余balance: 97 , fee: 3
    ==> 剩余balance: 90 , fee: 7
    ==> 用户资金被锁住
    ==> 剩余balance: 80 , fee: 10
    ==> 剩余balance: 79 , fee: 1
    ==> 剩余balance: 70 , fee: 9
    ==> 剩余balance: 64 , fee: 6
    ==> 剩余balance: 56 , fee: 8
    ==> 剩余balance: 54 , fee: 2
    ==> 剩余balance: 49 , fee: 5
    ==> 用户资金被锁住
    ==> 剩余balance: 45 , fee: 4
    ==> 最后剩余金额, balance: Balance(userName=甲用户, balance=45)
    

    版本2

    RedisUtil源码 https://gist.github.com/eblly/2b11f05d027ecb678d6d410bf7138daa

    上面的版本存在锁超时没有释放,会导致其他节点的操作一直阻塞。
    因此,需要改进:

    • 加时间超时
    • 使用lua作为原子操作
    import lombok.extern.log4j.Log4j2;
    
    import java.util.Queue;
    import java.util.concurrent.ConcurrentLinkedQueue;
    import java.util.concurrent.CountDownLatch;
    
    /**
     * 甲用户发起多笔支付订单,分布式保证不并发扣款。
     *
     * @author eblly
     * @since 2019/7/28
     */
    @Log4j2
    public class RedisLockTest_v2 {
        private static String         redisKey = "balance:jia";
        private static Queue<Integer> feeQueue = new ConcurrentLinkedQueue<>();
    
        public static void main(String[] args) throws InterruptedException {
            String host = "127.0.0.1";
            int    port = 6379;
    
            RedisClient redisClient = RedisClient.builder()
                                                 .setHost(host)
                                                 .setPort(port)
                                                 .build();
    
            int            size           = 100;
            int            balanceSize    = 100000;
            CountDownLatch countDownLatch = new CountDownLatch(size);
            Balance        balance        = new Balance();
            balance.setUserName("甲用户");
            balance.setBalance(balanceSize);
    
            // TODO 加入cycri barr , 保证所有线程一起开始
            for (int i = 1; i <= size; i++) {
                String          hodler   = "running" + i;
                BalanceRunnable runnable = new BalanceRunnable(balance, redisClient, hodler, i, countDownLatch);
                Thread          thread   = new Thread(runnable);
    
                thread.start();
            }
    
            countDownLatch.await();
    
    //        log.info("sizeQueue: {}", feeQueue);
            int feeTotal = 0;
    
            for (Integer fee : feeQueue) {
                feeTotal += fee;
            }
    
            int residue = balanceSize - feeTotal;
            log.info("==========> 线程数: {}", size);
            log.info("最后剩余金额, balance: {} , residue: {}", balance, residue);
    
            if (balance.getBalance() == residue) {
                log.info("===========> 正常");
            } else {
                log.error("===========> 不正常");
            }
        }
    
        /**
         *
         */
        static class BalanceRunnable implements Runnable {
            private String         holder;
            private RedisClient    redisClient;
            private Balance        balance;
            private int            fee;
            private CountDownLatch countDownLatch;
    
            public BalanceRunnable(Balance balance, RedisClient redisClient, String threadName, int fee,
                                   CountDownLatch countDownLatch) {
                this.balance = balance;
                this.redisClient = redisClient;
                this.holder = threadName;
                this.fee = fee;
                this.countDownLatch = countDownLatch;
            }
    
            @Override
            public void run() {
                while (true) {
                    String value = redisClient.getLock(redisKey);
    
                    if (value != null && !holder.equals(value)) {
                        log.info("用户资金被锁住, 锁: {}", value);
                    } else {
                        if (redisClient.lock(redisKey, holder)) {
    
                            // 扣款成功
                            balance.setBalance(balance.getBalance() - fee);
    
                            feeQueue.add(fee);
                            log.info("剩余balance: {} , fee: {}", balance.getBalance(), fee);
    
                            // 已扣款, 尝试释放锁
                            if (redisClient.unlock(redisKey, holder)) {
                                countDownLatch.countDown();
                                // 释放锁并退出
                                log.info("释放锁并退出");
                                break;
                            }
                        }
                    }
                    // 等待锁释放
                    try {
                        Thread.sleep(50L);
                    } catch (InterruptedException e) {
                        e.printStackTrace();
                    }
                }
            }
        }
    }
    

    锁操作代码

     /**
         * 获取锁
         * @param key
         * @param <T>
         * @return
         */
        public <T> T getLock(Object key) {
            Jedis jedis = getJedis();
            try {
                return (T) jedis.get(String.valueOf(key));
            } finally {close(jedis);}
        }
    
        /**
         * 锁资源
         *
         * @param key
         * @param value
         * @return
         */
        public boolean lock(String key, String value) {
            String expire = "30";
    
            String script = " if redis.call('get',KEYS[1]) then " +
                    " return redis.call('get',KEYS[1]) " +
                    " else " +
                    " return redis.call('setex',KEYS[1],ARGV[2],ARGV[1]) " +
                    " end";
            Object eval = eval(script, Arrays.asList(key), Arrays.asList(value, expire));
            log.debug("eval: {}", eval);
    
            if ("OK".equals(eval)) {
                log.debug("===========> OK");
                return true;
            }
    
            return false;
        }
    
        /**
         * 释放锁
         *
         * @param key
         * @param value
         * @return
         */
        public boolean unlock(String key, String value) {
            String script = " if redis.call('get',KEYS[1]) == ARGV[1] then return redis.call('del',KEYS[1]) else " +
                    " return 0 end ";
    
            String eval = String.valueOf(eval(script, Arrays.asList(key), Arrays.asList(value)));
            log.debug("eval: {}", eval);
    
            if ("1".equals(eval)) {
                log.debug("成功释放锁");
                return true;
            }
    
            return false;
        }
    

    RedisUtil代码在 https://www.jianshu.com/p/6605f9f34ed0

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