Zookeeper Zab一致性协议全流程详细解读

Zab协议 的全称是 Zookeeper Atomic Broadcast (Zookeeper原子广播)

Zookeeper的Zab协议代码十分复杂,涉及多个实例和多线程的调用,通过Aop日志分析才弄明白。

ZAB协议流程

请求流程

核心步骤:

步骤一: 将请求转发给leader,如果客户端所连的服务端是follwer节点

步骤二: leader发送Proposal,给所有follwer节点

步骤三: 处理leader的Proposal,将提交放到pendingTxns,并且发送Ack请求

步骤四: 判断是否成功,发送commit请求,收到大于一半节点的ack则可以提交

步骤五: 所有节点处理提交请求,修改数据库

具体处理逻辑在下面节点分析有更清楚的描述

查看节点状态

powershell命令

bash 复制代码
echo -----node1------;  echo stat | nc 127.0.0.1 2181 ;  echo -------node2-----; echo stat | nc 127.0.0.1 12181 ;  echo -------node3--------; echo stat | nc 127.0.0.1 22181 ;

状态结果

yaml 复制代码
-----node1------
Zookeeper version: 3.9.1-SNAPSHOT-73ee39c034ea6eba2d46b0308c0fed68293e30c1-dirty, built on 2023-09-05 11:42 UTC
Clients:
 /127.0.0.1:12594[0](queued=0,recved=1,sent=0)
Latency min/avg/max: 0/0.0/0
Received: 1
Sent: 0
Connections: 1
Outstanding: 0
Zxid: 0x0
Mode: follower
Node count: 5

-------node2-----
Zookeeper version: 3.9.1-SNAPSHOT-73ee39c034ea6eba2d46b0308c0fed68293e30c1-dirty, built on 2023-09-05 11:42 UTC
Clients:
 /127.0.0.1:12596[0](queued=0,recved=1,sent=0)
Latency min/avg/max: 0/0.0/0
Received: 1
Sent: 014:
Connections: 1
Outstanding: 0
Zxid: 0x200000000
Mode: follower
Node count: 5

-------node3--------
Zookeeper version: 3.9.1-SNAPSHOT-73ee39c034ea6eba2d46b0308c0fed68293e30c1-dirty, built on 2023-09-05 11:42 UTC
Clients:
 /127.0.0.1:12598[0](queued=0,recved=1,sent=0)
Latency min/avg/max: 0/0.0/0
Received: 1
Sent: 0
Connections: 1
Outstanding: 0
Zxid: 0x200000000
Mode: leader
Node count: 5
Proposal sizes last/min/max: -1/-1/-1

分析

  • 客户端连的是node1节点
  • node3是leader节点

执行分析

客户端执行,通过日志分析服务端的执行逻辑

bash 复制代码
create  /data11  1

日志通过aspectJ打印

scss 复制代码
public aspect ZookeeperAspect
{
    pointcut myPointCut(): execution ( public  * * (org.apache.zookeeper.server.Request));
    before() : myPointCut()
    {
        System.out.println("时间:"+ java.time.LocalDateTime.now()+" 进入 " + thisJoinPoint  );
       if(thisJoinPoint.getArgs()!=null&&thisJoinPoint.getArgs().length>0){
          System.out.print(" 参数  ");
       for(Object  obj: thisJoinPoint.getArgs())
       {
          System.out.print(obj);
       }
        System.out.println(" 参数结尾  ");
        }
    }
}

node1

日志

css 复制代码
时间:2023-09-05T19:45:23.959 进入 execution(void org.apache.zookeeper.server.ZooKeeperServer.submitRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.959 进入 execution(void org.apache.zookeeper.server.ZooKeeperServer.enqueueRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.959 进入 execution(void org.apache.zookeeper.server.RequestThrottler.submitRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.959 进入 execution(void org.apache.zookeeper.server.ZooKeeperServer.submitRequestNow(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.959 进入 execution(void org.apache.zookeeper.server.quorum.FollowerRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.960 进入 execution(Request org.apache.zookeeper.server.quorum.QuorumZooKeeperServer.checkUpgradeSession(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.960 进入 execution(boolean org.apache.zookeeper.server.ZooKeeperServer.authWriteRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.960 进入 execution(void org.apache.zookeeper.server.quorum.CommitProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  14:45:23.960 [FollowerRequestProcessor:1] DEBUG org.apache.zookeeper.server.quorum.CommitProcessor - Processing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11

时间:2023-09-05T19:45:23.973 进入 execution(void org.apache.zookeeper.server.SyncRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.973 进入 execution(boolean org.apache.zookeeper.server.ZKDatabase.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.973 进入 execution(boolean org.apache.zookeeper.server.persistence.FileTxnSnapLog.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.973 进入 execution(boolean org.apache.zookeeper.server.persistence.FileTxnLog.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.quorum.SendAckRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.quorum.CommitProcessor.commit(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  14:45:23.976 [QuorumPeer[myid=2](plain=[0:0:0:0:0:0:0:0]:12181)(secure=disabled)] DEBUG org.apache.zookeeper.server.quorum.CommitProcessor - Committing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a
时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.FinalRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  14:45:23.976 [CommitProcessor:2] DEBUG org.apache.zookeeper.server.FinalRequestProcessor - Processing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a
时间:2023-09-05T19:45:23.976 进入 execution(DataTree.ProcessTxnResult org.apache.zookeeper.server.ZooKeeperServer.processTxn(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  14:45:23.976 [CommitProcessor:2] DEBUG org.apache.zookeeper.common.PathTrie - data11
14:45:23.976 [CommitProcessor:2] DEBUG org.apache.zookeeper.server.DataTree - Digests are matching for Zxid: 200000002, Digest in log and actual tree: 4248210059
时间:2023-09-05T19:45:23.977 进入 execution(void org.apache.zookeeper.server.ZKDatabase.addCommittedProposal(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  

分析

步骤一:

将请求转发给leader

  • 通过ZooKeeperServer.processPacket 获取客户端的请求然后
    • 调用followerRequestProcessor.processRequest
  • FollowerRequestProcessor处理,将请求提交给leader
    • zks.getFollower().request(request); 请求提交给leader
  • 然后使用CommitProcessor进行处理

步骤三:

处理leader的Proposal

  • QuorumPeer线程运行执行follower.followLeader();
  • 通过follower.processPacket读取到leader的提案
    • Leader.PROPOSAL类型
  • followerZooKeeperServer.logRequest添加到pendingTxns
  • SyncRequestProcessor 将已提交日志同步到磁盘
  • SendAckRequestProcessor 提交到磁盘后发送Ack日志

步骤五:

处理提交请求

  • 与Proposal类似,使用 follower.processPacket处理
    • Leader.COMMIT类型
    • 处理pendingTxns的请求
  • commitProcessor
  • finalRequestProcessor
    • 执行ZKDatabase.addCommittedProposal

node2

日志

bash 复制代码
时间:2023-09-05T19:45:23.973 进入 execution(void org.apache.zookeeper.server.SyncRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.973 进入 execution(boolean org.apache.zookeeper.server.ZKDatabase.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.973 进入 execution(boolean org.apache.zookeeper.server.persistence.FileTxnSnapLog.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.973 进入 execution(boolean org.apache.zookeeper.server.persistence.FileTxnLog.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.quorum.SendAckRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.quorum.CommitProcessor.commit(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  14:45:23.976 [QuorumPeer[myid=2](plain=[0:0:0:0:0:0:0:0]:12181)(secure=disabled)] DEBUG org.apache.zookeeper.server.quorum.CommitProcessor - Committing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a
时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.FinalRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  14:45:23.976 [CommitProcessor:2] DEBUG org.apache.zookeeper.server.FinalRequestProcessor - Processing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a
时间:2023-09-05T19:45:23.976 进入 execution(DataTree.ProcessTxnResult org.apache.zookeeper.server.ZooKeeperServer.processTxn(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  14:45:23.976 [CommitProcessor:2] DEBUG org.apache.zookeeper.common.PathTrie - data11
14:45:23.976 [CommitProcessor:2] DEBUG org.apache.zookeeper.server.DataTree - Digests are matching for Zxid: 200000002, Digest in log and actual tree: 4248210059
时间:2023-09-05T19:45:23.977 进入 execution(void org.apache.zookeeper.server.ZKDatabase.addCommittedProposal(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:n/a 参数结尾  

分析

步骤三:

处理leader的Proposal

  • QuorumPeer线程运行执行follower.followLeader();
  • 通过follower.processPacket读取到leader的提案
    • Leader.PROPOSAL类型
  • followerZooKeeperServer.logRequest添加到pendingTxns
  • SyncRequestProcessor 将已提交日志同步到磁盘
  • SendAckRequestProcessor 提交到磁盘后发送Ack日志

步骤五:

处理提交请求

  • 与Proposal类似,使用 follower.processPacket处理
    • Leader.COMMIT类型
    • 处理pendingTxns的请求
  • commitProcessor
  • finalRequestProcessor
    • 执行ZKDatabase.addCommittedProposal

node3

日志

css 复制代码
时间:2023-09-05T19:45:23.960 进入 execution(void org.apache.zookeeper.server.quorum.Leader.submitLearnerRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.960 进入 execution(void org.apache.zookeeper.server.quorum.LeaderZooKeeperServer.submitLearnerRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.960 进入 execution(void org.apache.zookeeper.server.PrepRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0xfffffffffffffffe txntype:unknown reqpath:/data11 参数结尾  14:45:23.963 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.SessionTrackerImpl - Checking session 0x100064ba8b80000
14:45:23.963 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.PrepRequestProcessor - Processing ACL: 31,s{'world,'anyone}
14:45:23.965 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.ZooKeeperServer - Permission requested: 4 
14:45:23.965 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.ZooKeeperServer - ACLs for node: [31,s{'world,'anyone}
14:45:23.965 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.ZooKeeperServer - Client credentials: ['ip,'127.0.0.1
14:45:23.972 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.PrepRequestProcessor - Digest got from data tree is: 1371985504
14:45:23.972 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.PrepRequestProcessor - Digest got from outstandingChanges is: 1442819401
时间:2023-09-05T19:45:23.972 进入 execution(void org.apache.zookeeper.server.quorum.ProposalRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.972 进入 execution(void org.apache.zookeeper.server.quorum.CommitProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  14:45:23.972 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.quorum.CommitProcessor - Processing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11
时间:2023-09-05T19:45:23.972 进入 execution(Leader.Proposal org.apache.zookeeper.server.quorum.Leader.propose(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  14:45:23.972 [ProcessThread(sid:3 cport:-1):] DEBUG org.apache.zookeeper.server.quorum.Leader - Proposing:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11
时间:2023-09-05T19:45:23.972 进入 execution(void org.apache.zookeeper.server.SyncRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.972 进入 execution(boolean org.apache.zookeeper.server.ZKDatabase.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.972 进入 execution(boolean org.apache.zookeeper.server.persistence.FileTxnSnapLog.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.972 进入 execution(boolean org.apache.zookeeper.server.persistence.FileTxnLog.append(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.974 进入 execution(void org.apache.zookeeper.server.quorum.AckRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.quorum.CommitProcessor.commit(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  14:45:23.976 [LearnerHandler-/127.0.0.1:12551] DEBUG org.apache.zookeeper.server.quorum.CommitProcessor - Committing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11
时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.quorum.Leader.ToBeAppliedRequestProcessor.processRequest(Request))
 参数  14:45:23.976 [LearnerHandler-/127.0.0.1:12565] DEBUG org.apache.zookeeper.server.quorum.Leader - outstanding is 0
sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.FinalRequestProcessor.processRequest(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  14:45:23.976 [CommitProcessor:3] DEBUG org.apache.zookeeper.server.FinalRequestProcessor - Processing request:: sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11
时间:2023-09-05T19:45:23.976 进入 execution(DataTree.ProcessTxnResult org.apache.zookeeper.server.ZooKeeperServer.processTxn(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  14:45:23.976 [CommitProcessor:3] DEBUG org.apache.zookeeper.common.PathTrie - data11
14:45:23.976 [CommitProcessor:3] DEBUG org.apache.zookeeper.server.DataTree - Digests are matching for Zxid: 200000002, Digest in log and actual tree: 4248210059
时间:2023-09-05T19:45:23.976 进入 execution(void org.apache.zookeeper.server.ZKDatabase.addCommittedProposal(Request))
 参数  sessionid:0x100064ba8b80000 type:create cxid:0x1 zxid:0x200000002 txntype:1 reqpath:/data11 参数结尾  

分析

步骤二:

leader提交Proposal

  • 从follower 获取请求 Leader.submitLearnerRequest
    • LearnerHandler 线程处理follower的请求
    • 调用了ProposalRequestProcessor.processRequest
  • ProposalRequestProcessor 使用的zxid进行提交数据
    • leader 通过 quorum.Leader.propose 提交提议

    • Leader.sendPacket 给发送提案包

      java 复制代码
      void sendPacket(QuorumPacket qp) {
      synchronized (forwardingFollowers) {
          for (LearnerHandler f : forwardingFollowers) {
              f.queuePacket(qp);
          }
      }
      }
    • 调用syncRequestProcessor.processRequest

  • SyncRequestProcessor 将已提交日志同步到磁盘

步骤四:

判断是否成功,发送commit请求

  • LearnerHandler 接收到follwers的Leader.ACK请求

    • Leader.processAck
  • Leader.tryToCommit方法尝试提交,判断Proposal是否可以提交,核心逻辑大于半数Ack则提交

    java 复制代码
    public boolean hasAllQuorums() {
        for (QuorumVerifierAcksetPair qvAckset : qvAcksetPairs) {
            if (!qvAckset.getQuorumVerifier().containsQuorum(qvAckset.getAckset())) {
                return false;
            }
        }
        return true;
    }
      public boolean containsQuorum(Set<Long> ackSet) {
        return (ackSet.size() > half);
    }
  • 发送Leader.COMMIT信息

步骤五:

处理提交请求

  • zk.commitProcessor.commit(p.request);
    • commitProcessor
  • finalRequestProcessor
    • 执行ZKDatabase.addCommittedProposal
相关推荐
黄油饼卷咖喱鸡就味增汤拌孜然羊肉炒饭12 分钟前
SpringBoot如何实现缓存预热?
java·spring boot·spring·缓存·程序员
暮湫29 分钟前
泛型(2)
java
超爱吃士力架33 分钟前
邀请逻辑
java·linux·后端
南宫生38 分钟前
力扣-图论-17【算法学习day.67】
java·学习·算法·leetcode·图论
转码的小石1 小时前
12/21java基础
java
李小白661 小时前
Spring MVC(上)
java·spring·mvc
GoodStudyAndDayDayUp1 小时前
IDEA能够从mapper跳转到xml的插件
xml·java·intellij-idea
装不满的克莱因瓶2 小时前
【Redis经典面试题六】Redis的持久化机制是怎样的?
java·数据库·redis·持久化·aof·rdb
n北斗2 小时前
常用类晨考day15
java
骇客野人2 小时前
【JAVA】JAVA接口公共返回体ResponseData封装
java·开发语言