一、现象
1. 报警:我们的redis私有云有几百个redis实例,对于每个实例的存活,都有定时任务会每隔5分钟,重试多次ping命令去检查它的存活性,比如多次都ping不通,这时候就会收到报警短信: xxx系统-实例(10.10.xx.xx:xxxx)-由运行中变为心跳停止。这时候我就会去线上看一下出现了哪些问题。
2. 检测代码:比较简易,但是比较有效。
public boolean isRun(final String ip, final int port) {
boolean isRun = new IdempotentConfirmer() {
private int timeOutFactor = 1;
@Override
public boolean execute() {
Jedis jedis = new Jedis(ip, port);
try {
jedis.getClient().setConnectionTimeout(Protocol.DEFAULT_TIMEOUT * (timeOutFactor++));
jedis.getClient().setSoTimeout(Protocol.DEFAULT_TIMEOUT * (timeOutFactor++));
String pong = jedis.ping();
return pong != null && pong.equalsIgnoreCase("PONG");
} catch (JedisDataException e) {
String message = e.getMessage();
logger.warn(e.getMessage());
if (StringUtils.isNotBlank(message) && message.startsWith("LOADING")) {
return true;
}
return false;
} catch (Exception e) {
logger.warn("{}:{} error message is {} ", ip, port, e.getMessage());
return false;
} finally {
jedis.close();
}
}
}.run();
return isRun;
}
一个简易的幂等操作器:
package com.sohu.cache.util;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
/**
* 幂等操作器
*/
public abstract class IdempotentConfirmer {
private final Logger logger = LoggerFactory.getLogger(this.getClass());
private int retry = 3;
protected IdempotentConfirmer(int retry) {
this.retry = retry;
}
public IdempotentConfirmer() {
}
public abstract boolean execute();
public boolean run() {
while (retry-- > 0) {
try {
boolean isOk = execute();
if (isOk){
return true;
}
} catch (Exception e) {
logger.error(e.getMessage(), e);
continue;
}
}
return false;
}
}
二、Redis-Cluster的拓扑结构
1. 拓扑图:
2. 拓扑表
nodeid |
ip:port |
replication status |
b6073bedf256d45e1dce97cd9242bb4789d52343 |
10.10.81.94:7497 |
master |
efc1dfb19e120a2f41e0cec3d03d02f43e168238 |
10.10.79.150:6389 |
slave
|
792a356d3cd1474b8f1374aba1e5ceced1c6868d |
10.10.81.95:7497 |
master
|
472823a5f04ad10027b3cde2672cc33f5accdf99 |
10.10.79.157:6390 |
slave |
19544b078897d8999b68a41f2538a20cbf84288d |
10.10.83.180:6382 |
master |
74d5cda02571651bba185cbc1b10d5810d048ac3 |
10.10.81.96:6391 |
slave |
b95759d39b6714544917e4aefa383b4de80f871c |
10.10.81.97:7499 |
master |
3379f2da275825c9ce4e476820254ccaf7b997d1 |
10.10.78.52:6398 |
slave |
5711268a4881b723273e618894ba9276b27a297f |
10.10.81.98:7496 |
master |
5b2aa80014f168fd26c246104b5f6adf6426275e |
10.10.78.53:6396 |
slave |
三、日志分析:
1. [10:35:09] 10.10.81.97:7499(b95759d39b6714544917e4aefa383b4de80f871c)发现10.10.81.94:7497(b6073bedf256d45e1dce97cd9242bb4789d52343)不可达:
4051:M 26 Nov 10:35:09.768 * Marking node b6073bedf256d45e1dce97cd9242bb4789d52343 as failing (quorum reached).
2.10.10.81.97:7499(b95759d39b6714544917e4aefa383b4de80f871c)通过gossip协议广播10.10.81.94:7497(b6073bedf256d45e1dce97cd9242bb4789d52343)失败的信息,其他实例收到了这个流言:
29177:S 26 Nov 10:35:10.939 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
3.投票:(在redisCluster中,只有Master会参与投票,因为从节点只是负责备份用),进入新的epoch
9611:M 26 Nov 10:35:12.068 # Failover auth granted to efc1dfb19e120a2f41e0cec3d03d02f43e168238 for epoch 18
redis源码:
// 主机已经是一个出错节点了,自己作为从机可以升级为主机
void clusterHandleSlaveFailover(void) {
......
// 故障修复超时,重新启动故障修复
if (auth_age > auth_retry_time) { // 两次故障修复间隔不能过短
// 更新一些时间
......
redisLog(REDIS_WARNING,
"Start of election delayed for %lld milliseconds "
"(rank #%d, offset %lld).",
server.cluster->failover_auth_time - mstime(),
server.cluster->failover_auth_rank,
replicationGetSlaveOffset());
// 告知其他从机
/* Now that we have a scheduled election, broadcast our offset
* to all the other slaves so that they'll updated their offsets
* if our offset is better. */
clusterBroadcastPong(CLUSTER_BROADCAST_LOCAL_SLAVES);
return;
}
......
// 开头投票
/* Ask for votes if needed. */
if (server.cluster->failover_auth_sent == 0) {
server.cluster->currentEpoch++;
server.cluster->failover_auth_epoch = server.cluster->currentEpoch;
redisLog(REDIS_WARNING,"Starting a failover election for epoch %llu.",
(unsigned long long) server.cluster->currentEpoch);
clusterRequestFailoverAuth();
server.cluster->failover_auth_sent = 1;
clusterDoBeforeSleep(CLUSTER_TODO_SAVE_CONFIG|
CLUSTER_TODO_UPDATE_STATE|
CLUSTER_TODO_FSYNC_CONFIG);
return; /* Wait for replies. */
}
}
4. 投票结果:
(1) 10.10.79.150:6389是新的master, 成功执行了failover
3173:S 26 Nov 10:35:11.003 # Start of election delayed for 515 milliseconds (rank #0, offset 21516181352).
3173:S 26 Nov 10:35:11.606 # Starting a failover election for epoch 18.
3173:S 26 Nov 10:35:11.660 # Failover election won: I'm the new master.
3173:S 26 Nov 10:35:11.660 # configEpoch set to 18 after successful failover
(2) 原来的master:10.10.81.94:7497(主) ,收到了判决书:节点失败(fail), 授权10.10.79.150:6389为它的master, 修改自己的cluster nodes, 没有了slave, cluster status ok, 开始主从复制...
3022:M 26 Nov 10:35:15.560 # Cluster state changed: fail
3022:M 26 Nov 10:35:15.562 # Failover auth denied to efc1dfb19e120a2f41e0cec3d03d02f43e168238: its master is up
3022:M 26 Nov 10:35:15.595 # Configuration change detected. Reconfiguring myself as a replica of efc1dfb19e120a2f41e0cec3d03d02f43e168238
3022:S 26 Nov 10:35:15.595 # Connection with slave 10.10.79.150:6389 lost.
3022:S 26 Nov 10:35:15.616 # Cluster state changed: ok
.................
(3)新的主从通信成功,主从关系确定
5. 其他机器开始,认定新的slave
7925:S 26 Nov 10:36:20.879 * Marking node b6073bedf256d45e1dce97cd9242bb4789d52343 as failing (quorum reached).
7925:S 26 Nov 10:35:33.603 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
6. 完整日志
(1). 10.10.81.94:7497(主)
3022:M 26 Nov 10:35:15.560 # Cluster state changed: fail
3022:M 26 Nov 10:35:15.562 # Failover auth denied to efc1dfb19e120a2f41e0cec3d03d02f43e168238: its master is up
3022:M 26 Nov 10:35:15.595 # Configuration change detected. Reconfiguring myself as a replica of efc1dfb19e120a2f41e0cec3d03d02f43e168238
3022:S 26 Nov 10:35:15.595 # Connection with slave 10.10.79.150:6389 lost.
3022:S 26 Nov 10:35:15.616 # Cluster state changed: ok
3022:S 26 Nov 10:35:16.061 * Connecting to MASTER 10.10.79.150:6389
3022:S 26 Nov 10:35:16.061 * MASTER <-> SLAVE sync started
3022:S 26 Nov 10:35:16.062 * Non blocking connect for SYNC fired the event.
3022:S 26 Nov 10:35:16.062 * Master replied to PING, replication can continue...
3022:S 26 Nov 10:35:16.062 * Partial resynchronization not possible (no cached master)
3022:S 26 Nov 10:35:16.062 * Full resync from master: 80ac45a2b236fc44ebbef3d851e535bcbdd6367b:21516181353
3022:S 26 Nov 10:35:45.273 * MASTER <-> SLAVE sync: receiving 494097946 bytes from master
3022:S 26 Nov 10:35:51.052 * MASTER <-> SLAVE sync: Flushing old data
3022:S 26 Nov 10:36:22.165 * MASTER <-> SLAVE sync: Loading DB in memory
3022:S 26 Nov 10:37:44.355 * MASTER <-> SLAVE sync: Finished with success
3022:S 26 Nov 10:37:44.440 * Background append only file rewriting started by pid 4036
3022:S 26 Nov 10:38:34.988 * AOF rewrite child asks to stop sending diffs.
4036:C 26 Nov 10:38:34.988 * Parent agreed to stop sending diffs. Finalizing AOF...
4036:C 26 Nov 10:38:34.988 * Concatenating 0.02 MB of AOF diff received from parent.
4036:C 26 Nov 10:38:34.989 * SYNC append only file rewrite performed
4036:C 26 Nov 10:38:35.029 * AOF rewrite: 5 MB of memory used by copy-on-write
3022:S 26 Nov 10:38:35.127 * Background AOF rewrite terminated with success
3022:S 26 Nov 10:38:35.127 * Residual parent diff successfully flushed to the rewritten AOF (0.00 MB)
3022:S 26 Nov 10:38:35.128 * Background AOF rewrite finished successfully
(2) 10.10.79.150:6389(从)
3173:S 26 Nov 10:35:10.934 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
3173:S 26 Nov 10:35:11.003 # Start of election delayed for 515 milliseconds (rank #0, offset 21516181352).
3173:S 26 Nov 10:35:11.606 # Starting a failover election for epoch 18.
3173:S 26 Nov 10:35:11.660 # Failover election won: I'm the new master.
3173:S 26 Nov 10:35:11.660 # configEpoch set to 18 after successful failover
3173:M 26 Nov 10:35:11.660 # Connection with master lost.
3173:M 26 Nov 10:35:11.660 * Caching the disconnected master state.
3173:M 26 Nov 10:35:11.660 * Discarding previously cached master state.
3173:M 26 Nov 10:35:15.605 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
3173:M 26 Nov 10:35:16.071 * Slave 10.10.81.94:7497 asks for synchronization
3173:M 26 Nov 10:35:16.071 * Full resync requested by slave 10.10.81.94:7497
3173:M 26 Nov 10:35:16.071 * Starting BGSAVE for SYNC with target: disk
3173:M 26 Nov 10:35:16.188 * Background saving started by pid 23531
3173:M 26 Nov 10:35:18.091 * Asynchronous AOF fsync is taking too long (disk is busy?). Writing the AOF buffer without waiting for fsync to complete, this may slow down Redis.
3173:M 26 Nov 10:35:31.056 * Asynchronous AOF fsync is taking too long (disk is busy?). Writing the AOF buffer without waiting for fsync to complete, this may slow down Redis.
3173:M 26 Nov 10:35:40.040 * Asynchronous AOF fsync is taking too long (disk is busy?). Writing the AOF buffer without waiting for fsync to complete, this may slow down Redis.
23531:C 26 Nov 10:35:45.048 * DB saved on disk
23531:C 26 Nov 10:35:45.113 * RDB: 6 MB of memory used by copy-on-write
3173:M 26 Nov 10:35:45.281 * Background saving terminated with success
3173:M 26 Nov 10:35:51.059 * Synchronization with slave 10.10.81.94:7497 succeeded
3173:M 26 Nov 10:36:11.107 * FAIL message received from 792a356d3cd1474b8f1374aba1e5ceced1c6868d about b6073bedf256d45e1dce97cd9242bb4789d52343
3173:M 26 Nov 10:36:22.277 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(3) 10.10.81.95:7497(主)
14795:M 26 Nov 10:35:10.309 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
14795:M 26 Nov 10:35:11.034 # Failover auth granted to efc1dfb19e120a2f41e0cec3d03d02f43e168238 for epoch 18
14795:M 26 Nov 10:35:14.979 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
14795:M 26 Nov 10:36:20.480 * Marking node b6073bedf256d45e1dce97cd9242bb4789d52343 as failing (quorum reached).
14795:M 26 Nov 10:36:31.652 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(4) 10.10.79.157:6390(从)
29177:S 26 Nov 10:35:10.939 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
29177:S 26 Nov 10:35:15.609 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
29177:S 26 Nov 10:36:11.111 * FAIL message received from 792a356d3cd1474b8f1374aba1e5ceced1c6868d about b6073bedf256d45e1dce97cd9242bb4789d52343
29177:S 26 Nov 10:36:22.281 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(5) 10.10.83.180:6382(主)
9611:M 26 Nov 10:35:11.342 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
9611:M 26 Nov 10:35:12.068 # Failover auth granted to efc1dfb19e120a2f41e0cec3d03d02f43e168238 for epoch 18
9611:M 26 Nov 10:35:16.013 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
9611:M 26 Nov 10:36:11.516 * FAIL message received from 792a356d3cd1474b8f1374aba1e5ceced1c6868d about b6073bedf256d45e1dce97cd9242bb4789d52343
9611:M 26 Nov 10:36:22.686 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(6) 10.10.81.96:6391(从)
7925:S 26 Nov 10:35:10.260 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
7925:S 26 Nov 10:35:14.930 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
7925:S 26 Nov 10:36:20.879 * Marking node b6073bedf256d45e1dce97cd9242bb4789d52343 as failing (quorum reached).
7925:S 26 Nov 10:35:33.603 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(7) 10.10.81.97:7499(主)
4051:M 26 Nov 10:35:09.768 * Marking node b6073bedf256d45e1dce97cd9242bb4789d52343 as failing (quorum reached).
4051:M 26 Nov 10:35:10.507 # Failover auth granted to efc1dfb19e120a2f41e0cec3d03d02f43e168238 for epoch 18
4051:M 26 Nov 10:35:14.452 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
4051:M 26 Nov 10:36:09.955 * FAIL message received from 792a356d3cd1474b8f1374aba1e5ceced1c6868d about b6073bedf256d45e1dce97cd9242bb4789d52343
4051:M 26 Nov 10:36:21.125 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(8) 10.10.78.52:6398(从)
22972:S 26 Nov 10:35:10.944 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
22972:S 26 Nov 10:35:15.635 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
22972:S 26 Nov 10:36:11.116 * FAIL message received from 792a356d3cd1474b8f1374aba1e5ceced1c6868d about b6073bedf256d45e1dce97cd9242bb4789d52343
22972:S 26 Nov 10:36:22.286 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(9) 10.10.81.98:7496(主)
2062:M 26 Nov 10:35:10.908 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
2062:M 26 Nov 10:35:11.634 # Failover auth granted to efc1dfb19e120a2f41e0cec3d03d02f43e168238 for epoch 18
2062:M 26 Nov 10:35:15.599 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
2062:M 26 Nov 10:36:11.080 * FAIL message received from 792a356d3cd1474b8f1374aba1e5ceced1c6868d about b6073bedf256d45e1dce97cd9242bb4789d52343
2062:M 26 Nov 10:36:22.250 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
(10) 10.10.78.53:6396(从)
19527:S 26 Nov 10:35:10.944 * FAIL message received from b95759d39b6714544917e4aefa383b4de80f871c about b6073bedf256d45e1dce97cd9242bb4789d52343
19527:S 26 Nov 10:35:15.615 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: master without slots is reachable again.
19527:S 26 Nov 10:36:11.117 * FAIL message received from 792a356d3cd1474b8f1374aba1e5ceced1c6868d about b6073bedf256d45e1dce97cd9242bb4789d52343
19527:S 26 Nov 10:36:22.287 * Clear FAIL state for node b6073bedf256d45e1dce97cd9242bb4789d52343: slave is reachable again.
四、原因查找
redis节点被认为失败,可能有如下原因:
1. 机器本身问题:负载过高,网络阻塞,cpu过高等等。
通过tsar命令,查询机器当时各个指标,未发现有什么问题:
Time ---cpu-- ---mem-- ---tcp-- -----traffic---- --sda--- --sdb--- --sdc--- --sdd--- --sde--- --sdf--- --sdg--- --sdh--- --sdi--- --sdj--- --sdk--- --sdl--- --sdm--- ---load-
Time util util retran bytin bytout util util util util util util util util util util util util util load1
26/11/15-10:20 4.07 67.89 0.00 1.7M 1.7M 0.05 0.00 1.75 0.00 8.07 0.00 0.00 0.00 0.00 0.00 0.38 0.25 0.00 1.77
26/11/15-10:25 4.11 67.89 0.00 1.7M 1.6M 0.01 0.00 1.95 0.00 7.45 0.00 0.00 0.00 0.00 0.00 3.47 0.27 0.00 0.94
26/11/15-10:30 4.37 67.89 0.00 1.7M 1.7M 0.18 0.00 2.00 0.00 7.79 0.00 0.00 0.00 0.00 0.00 5.31 0.15 0.00 0.94
26/11/15-10:35 4.86 68.38 0.00 1.8M 1.7M 0.47 0.00 2.40 0.00 7.99 0.00 0.00 0.00 0.00 0.00 3.06 0.15 0.00 1.22
26/11/15-10:40 7.29 67.66 0.00 2.9M 1.6M 1.55 0.00 2.92 0.00 8.46 0.00 0.00 0.00 0.00 0.00 0.87 0.11 0.00 1.14
26/11/15-10:45 4.08 67.68 0.00 1.2M 1.6M 0.09 0.00 0.34 0.00 9.12 0.00 0.00 0.00 0.00 0.00 0.25 1.35 0.00 0.46
2. cluster-node-timeout: 这个我们设置的是15秒,一直未发现问题,从别人的分享看,这个数字已经足够了。
3. 被判断失败的redis本身的问题:阻塞操作(比较常见的有: aof阻塞、慢查询):从redis的日志看没有发生aof阻塞的情况,但是从慢查询的日志中,发现了如下,瞬间就明白了,许多慢查询,redis的单线程什么都堵住了。
五、注意:
本文的日志时间做过纠正,实际有些机器没有做时间同步,造成日志实际对不上,不利排查,而且在分布式系统中,时间的一致性通常非常重要,所以这个要注意。
参考文献:
-
Random and small clusterdown(github redis)
- redis集群定时clusterdown分析
- 大小: 204.6 KB
- 大小: 102.5 KB
- 大小: 287.2 KB
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在这个场景中,我们关注的是Redis的集群搭建,涉及到的文件是"redis-3.0.0.tar"和"redis-3.0.0.gem"。这两个文件分别对应Redis服务本身和通过Ruby来创建Redis集群的工具。 首先,`redis-3.0.0.tar`是一个源代码...
**Redis-Shake 3.0.0:阿里云Redis数据同步工具详解** Redis-Shake是阿里云Redis&MongoDB团队开发的一款开源工具,专门用于在不同的Redis实例之间进行数据迁移和同步。它提供了高效且灵活的数据迁移解决方案,帮助...
**Redis 全面检查工具:redis-full-check** Redis 是一款高性能的键值存储系统,广泛应用于缓存、数据库和消息中间件等场景。在实际应用中,为了确保 Redis 的稳定性和数据一致性,需要定期对 Redis 实例进行健康...
这个名为"Redis-x64-5.0.14.1"的压缩包是Redis针对Windows操作系统的64位版本,版本号为5.0.14.1。在Windows上运行Redis可能与Linux环境有所不同,但仍然提供了相同的核心功能。 1. **Redis的特性**: - **内存...
其中包含:redis-5.0.3.tar.gz + redis-5.0.4.tar.gz + redis-5.0.5.tar.gz 以及。。。 一个redis的下载地址,各版本可选。 以及…… 可以思考下收藏这个网站,见压缩包。
本次提供的版本是Redis的稳定版——Redis-x64-5.0.14.1,针对64位操作系统设计。在深入探讨Redis之前,我们先了解下Redis的基本特性。 1. **数据类型**: Redis支持五大数据类型:字符串(String)、哈希(Hash)、列表...
《Redis-Py-Cluster:Python中的Redis集群库详解》 Redis-Py-Cluster是一个Python库,专门用于在Python环境中操作Redis分布式集群。该库为开发者提供了便捷的方式与Redis集群进行交互,支持各种数据结构,如字符串...
"Redis++使用说明,windows下编译Redis-Plus-Plus" 在这篇文章中,我们将详细介绍如何在Windows平台下编译Redis++,包括编译hiredis.lib和Win32_Interop.lib静态库文件的过程,然后安装Cmake并编译Redis++,最后...
1: 下载redis-5.0.4.tar.gz 2: 解压源码并进入目录 tar zxvf redis-5.0.4.tar.gz cd redis-5.0.4 3: 不用configure 4: 直接make (如果是32位机器 make 32bit) 查看linux机器是32位还是64位的方法:file /bin/...
redis-5.0.14/src/redis-cli --cluster create 192.168.129.98:7000 192.168.129.99:7003 192.168.129.99:7002 192.168.129.126:7005 192.168.129.126:7004 192.168.129.98:7001 --cluster-replicas
《深入理解Tomcat-Redis-Session-Manager:在Tomcat7和Tomcat8中的应用》 在现代Web应用程序开发中,session管理是一个至关重要的环节,它涉及到用户会话的持久化和跨请求的数据共享。传统的session管理方式在高...
在这个压缩包中,包含了两个不同版本的Redis软件:redis-3.2.12.tar.gz和redis-3.3.3.gem。 `redis-3.2.12.tar.gz`是Redis的源代码包,版本为3.2.12。这个版本的安全性相对较高,不容易被扫描出安全问题。解压此...
在Windows系统中,Redis-x64-5.0.14.1是Redis的一个版本,专为64位操作系统设计。这个压缩包文件包含了在Windows环境下运行Redis所需的所有组件。 首先,我们来深入了解Redis的核心特性: 1. **键值存储**:Redis...
Redis-x64-3.0.504.zip和Redis-x64-3.2.100.msi是两个不同版本的Redis安装文件,分别对应Redis的3.0.504和3.2.10版本。这两个版本之间的主要区别在于功能增强、性能优化和修复了已知的问题。例如,从3.0到3.2,Redis...
解压这个文件后,你可以找到Redis服务器的所有组件,包括`redis-server.exe`(主服务进程)、`redis-cli.exe`(命令行客户端)、`redis-benchmark.exe`(性能测试工具)和`redis-check-dump.exe`等实用工具。...