1
|
本文以Redis-Cluster为例子,实际使用中Redis-Sentinel和Redis Standalone也是一样的。
|
一、现有问题
由于Redis本身的一些特性(例如复制)以及使用场景,造成Redis不太适合部署在不同的机房,所以通常来看Redis集群都是在同一个机房部署的。虽然Redis集群自身已经具备了高可用的特性,即使几个Redis节点异常或者挂掉,Redis Cluster也会实现故障自动转移,对应用方来说也可以在很短时间内恢复故障。但是如果发生了机房故障(断电、断网等极端情况),如果应用方降级或者容错机制做的不好甚至业务本身不能降级,或者会丢失重要数据,或者可能瞬间会跑满应用的线程池造成服务不可用,对于一些重要的服务来说是非常致命的。
为了应对像机房故障这类情况,保证应用方在这种极端情况下,仍然可以正常服务(系统正常运行、数据正常),所以需要给出一个Redis跨机房的方案。
二、实现思路和目标:
1.思路
- 使用CacheCloud开通两个位于两个不同机房的Redis-Cluster集群(例如:兆维、北显):一个叫major,作为主Redis服务,一个叫minor,作为备用Redis服务。
- 开发定制版的客户端,利用netflix的hystrix组件能够解除依赖隔离的特性,在major出现故障时,将故障隔离,并将请求自动转发到minor,并且对于应用的主线程池没有影响。(有关hystrix的请求流程流程见下图,有关hystrix使用请参考:http://hot66hot.iteye.com/blog/2155036
2.实现目标:
- 客户端易接入,如同使用Jedis API一样。
- 真正实现跨机房的故障转移。
- 依赖隔离,也就是说即使Redis出现问题,也不会影响主线程池。
- 读取数据正常。
- 写数据尽可能一致。
- 更多的故障转移可配置参数(hystrix):例如隔离线程池大小,超时等
- 暴露相关统计数据和报表:如jmx和hystrix-dashboard
三、实施:
- 1.利用hystrix能够隔离依赖的特性,为major和minor分别放到不同的线程池中(与应用的主线程池隔离)
- 2.客户端接口和初始化方法:由于是定制化客户端,所以暂时没有通用的方法,所有的API需要自己实现。
1
2
3
4
5
6
7
|
public
interface RedisCrossRoomClient {
String set(String key, String value);
String get(String key);
}
|
初始化方法,需要传入两个初始化好的PipeLineCluster
1
|
PipeLineCluster是我们内部对于JedisCluster的扩展,这里看成JedisCluster即可。
|
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
|
public
class RedisClusterCrossRoomClientImpl implements RedisCrossRoomClient {
private Logger logger = LoggerFactory.getLogger(RedisClusterCrossRoomClientImpl.class);
/**
* 主
*/
private PipelineCluster majorPipelineCluster;
/**
* 备
*/
private PipelineCluster minorPipelineCluster;
public RedisClusterCrossRoomClientImpl(PipelineCluster majorPipelineCluster, PipelineCluster minorPipelineCluster) {
this.majorPipelineCluster = majorPipelineCluster;
this.minorPipelineCluster = minorPipelineCluster;
}
}
|
- 3.读操作方案:如下图,正常run指向到major, 异常(2.1图中所有指向getFallback)指向到minor。
例如:正常情况下都是从majorPipelineCluster读取数据,当出现非正常情况时(hystrix阀门开启、线程池拒绝、超时、异常)等情况时,走minorPipelineCluster的逻辑
基础类
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
|
public
class BaseCommand {
protected
final Logger logger = LoggerFactory.getLogger(
this.getClass());
/**
* hystrix参数,例如超时、线程池、关门策略、开门策略等等。
*/
protected
static
final String MAJOR_READ_COMMAND_KEY =
"major_read_command";
protected
static
final String MAJOR_WRITE_COMMAND_KEY =
"major_write_command";
protected
static
final String MAJOR_GROUP_KEY =
"major_redis_group";
protected
static
final String MAJOR_THREAD_POOL_KEY =
"major_redis_pool";
public
static
int majorTimeOut =
1000;
public
static
int majorThreads =
100;
/**
* hystrix参数,例如超时、线程池、关门策略、开门策略等等。
*/
protected
static
final String MINOR_READ_COMMAND_KEY =
"minor_read_command";
protected
static
final String MINOR_WRITE_COMMAND_KEY =
"minor_write_command";
protected
static
final String MINOR_GROUP_KEY =
"minor_redis_group";
protected
static
final String MINOR_THREAD_POOL_KEY =
"minor_redis_pool";
public
static
int minorTimeOut =
1000;
public
static
int minorThreads =
100;
}
|
读命令类
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
|
public
abstract
class ReadCommand<T> extends BaseCommand {
protected abstract T readMajor();
protected abstract T readMinor();
public T read() {
// 1.收集总数
RedisCrossRoomClientStatusCollector.collectCrossRoomStatus(HystrixStatCountTypeEnum.ALL);
DataComponentCommand
new DataComponentCommand
majorTimeOut, majorThreads) {
protected T run() throws Exception {
// 2.收集run总数
RedisCrossRoomClientStatusCollector.collectCrossRoomStatus(HystrixStatCountTypeEnum.RUN);
return readMajor();
}
public T getBusinessFallback() {
// 3.收集fallback总数
RedisCrossRoomClientStatusCollector.collectCrossRoomStatus(HystrixStatCountTypeEnum.FALLBACK_ALL);
RedisCrossRoomHystrixStat.counterFallBack(MAJOR_READ_COMMAND_KEY);
return
new DataComponentCommand
minorTimeOut, minorThreads) {
protected T run() throws Exception {
// 4.收集fallback-run总数
RedisCrossRoomClientStatusCollector.collectCrossRoomStatus(HystrixStatCountTypeEnum.FALLBACK_RUN);
return readMinor();
}
public T getBusinessFallback() throws RedisCrossRoomReadMinorFallbackException {
// 5.收集fallback-fallback总数
RedisCrossRoomClientStatusCollector.collectCrossRoomStatus(HystrixStatCountTypeEnum.FALLBACK_FALLBACK);
throw
new RedisCrossRoomReadMinorFallbackException(
"MinorFallbackException");
}
}.execute();
}
};
return majorCommand.execute();
}
}
|
例如get(String key)命令
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
|
public
class RedisClusterCrossRoomClientImpl implements RedisCrossRoomClient {
...
public String get(final String key) {
return
new ReadCommand
protected String readMajor() {
return majorPipelineCluster.get(key);
}
protected String readMinor() {
return minorPipelineCluster.get(key);
}
}.read();
}
...
}
|
- 4.写操作方案目标:尽可能双写,如果发生故障暂时只是做了隔离,没有做数据同步处理(未来会考虑接入MQ),目前只把写入的结果返回给应用方,应用方来维持一致性。
MultiWriteResult类,四个成员变量分别为:
序号 | 参数 | 含义 |
---|---|---|
1 | DataStatusEnum majorStatus | 主集群执行结果状态 |
2 | T majorResult | 主集群执行Redis命令结果 |
3 | DataStatusEnum minorStatus | 备用集群执行结果状态 |
4 | T minorResult | 备用集群执行Redis命令结果 |
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
|
public
abstract
class WriteCommand<T> extends BaseCommand {
protected abstract T writeMajor();
protected abstract T writeMinor();
protected abstract String getCommandParam();
public MultiWriteResult
DataComponentCommand
new DataComponentCommand
majorTimeOut, majorThreads) {
protected T run() throws Exception {
return writeMajor();
}
public T getBusinessFallback() {
logger.warn(
"major cross-room failed: {}", getCommandParam());
return
null;
}
};
DataComponentCommand
new DataComponentCommand
minorTimeOut, minorThreads) {
protected T run() throws Exception {
return writeMinor();
}
public T getBusinessFallback() {
logger.warn(
"minor cross-room failed: {}", getCommandParam());
return
null;
}
};
Future
Future
T majorResult =
null;
T minorResult =
null;
try {
majorResult = majorFuture.get();
}
catch (Exception e) {
logger.error(e.getMessage(), e);
}
try {
minorResult = minorFuture.get();
}
catch (Exception e) {
logger.error(e.getMessage(), e);
}
DataStatusEnum majorStatus = DataStatusEnum.SUCCESS;
DataStatusEnum minorStatus = DataStatusEnum.SUCCESS;
if (majorResult ==
null) {
majorStatus = DataStatusEnum.FAIL;
}
if (minorResult ==
null) {
minorStatus = DataStatusEnum.FAIL;
}
return
new MultiWriteResult
}
}
|
例如set命令
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
|
public class RedisClusterCrossRoomClientImpl implements RedisCrossRoomClient {
...
@Override
public MultiWriteResult
return new WriteCommand
@Override
protected String writeMajor() {
return majorPipelineCluster.set(key, value);
}
@Override
protected String writeMinor() {
return minorPipelineCluster.set(key, value);
}
@Override
protected String getCommandParam() {
return String.format("set key %s value %s", key, value);
}
}.write();
}
...
|
四、对外暴露的数据和报表:
(1) hystrix-dashboard报表:实时统计图。
(2) jmx相关数据:major和minor相关统计,run和fallback调用次数、异常次数。
五、测试读:
1.major服务正常,但是major的线程池确实不够用
(1) 测试代码
测试方法:major的线程池设置小一些,请求的并发量大一些,每个线程做1000次随机读并返回主线程
测试验证:每个请求都有返回结果(前提是key是存在的)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
|
/**
* 主线程池跑满:线程池size过小(major:30,minor:80,并发请求线程100)
*
*
@throws InterruptedException
*/
public void testRandomReadWithEnoughThreads() throws InterruptedException {
redisClusterCrossRoomClient.setMajorThreads(
30);
redisClusterCrossRoomClient.setMinorThreads(
80);
int threadNum =
100;
int perSize = TOTAL_SIZE / threadNum;
int totalNeedGet =
1000;
CountDownLatch countDownLatch =
new CountDownLatch(threadNum);
for (
int i =
0; i < threadNum; i++) {
int start = perSize * i +
1;
int end = perSize * (i +
1);
Thread thread =
new RandomReadThread(start, end, totalNeedGet, countDownLatch);
thread.start();
}
countDownLatch.await();
System.out.println(
"request counter: " + TOTAL_SIZE);
System.out.println(
"readSuccess counter:" + readSuccessCounter.get());
}
class RandomReadThread extends Thread {
private
int start;
private
int end;
private
int totalNeedGet;
private CountDownLatch countDownLatch;
private
long counter;
public RandomReadThread(int start, int end, int totalNeedGet, CountDownLatch countDownLatch) {
this.start = start;
this.end = end;
this.totalNeedGet = totalNeedGet;
this.countDownLatch = countDownLatch;
}
public void run() {
while (
true) {
try {
if (counter >= totalNeedGet) {
countDownLatch.countDown();
break;
}
if (counter %
100 ==
0) {
logger.info(
"{} execute {} th, total size {}", Thread.currentThread().getName(), counter,
totalNeedGet);
}
int id = start +
new Random().nextInt(end - start);
String key =
"user:" + id;
String result = redisClusterCrossRoomClient.get(key);
if (StringUtils.isBlank(result)) {
logger.warn(
"key {}, value is null", key);
}
else {
readSuccessCounter.incrementAndGet();
}
counter++;
TimeUnit.MILLISECONDS.sleep(
10);
}
catch (Exception e) {
e.printStackTrace();
}
}
}
}
|
(2) 故障转移:
major线程池偶尔吃满,将线程拒绝,并执行降级逻辑,将请求自动转移到minor。
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
|
2016-04-25 15:07:10,658 ERROR [Thread-186] impl.RedisClusterCrossRoomClientImpl: major_redis_command could not be queued for execution and failed retrieving fallback.
com.netflix.hystrix.exception.HystrixRuntimeException: major_redis_command could not be queued for execution and failed retrieving fallback.
at com.netflix.hystrix.HystrixCommand.getFallbackOrThrowException(HystrixCommand.java:1660)
at com.netflix.hystrix.HystrixCommand.subscribeWithThreadIsolation(HystrixCommand.java:1250)
at com.netflix.hystrix.HystrixCommand.access$1400(HystrixCommand.java:103)
at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:829)
at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:803)
at rx.Observable.subscribe(Observable.java:6178)
at com.netflix.hystrix.HystrixCommand$TimeoutObservable$1.call(HystrixCommand.java:1080)
at com.netflix.hystrix.HystrixCommand$TimeoutObservable$1.call(HystrixCommand.java:1007)
at rx.Observable$2.call(Observable.java:153)
at rx.Observable$2.call(Observable.java:149)
at rx.Observable$2.call(Observable.java:153)
at rx.Observable$2.call(Observable.java:149)
at rx.Observable.subscribe(Observable.java:6178)
at com.netflix.hystrix.HystrixCommand$ObservableCommand$1.call(HystrixCommand.java:936)
at com.netflix.hystrix.HystrixCommand$ObservableCommand$1.call(HystrixCommand.java:932)
at rx.Observable.subscribe(Observable.java:6178)
at rx.operators.BlockingOperatorToFuture.toFuture(BlockingOperatorToFuture.java:55)
at rx.observables.BlockingObservable.toFuture(BlockingObservable.java:430)
at com.netflix.hystrix.HystrixCommand.queue(HystrixCommand.java:477)
at com.sohu.tv.cachecloud.client.redis.crossroom.impl.RedisClusterCrossRoomClientImpl.get(RedisClusterCrossRoomClientImpl.java:136)
at com.sohu.tv.cachecloud.client.redis.crossroom.RedisClusterCrossRoomClientImplTest$RandomReadThread.run(RedisClusterCrossRoomClientImplTest.java:212)
Caused by: java.util.concurrent.RejectedExecutionException: Task java.util.concurrent.FutureTask@5a56156e rejected from java.util.concurrent.ThreadPoolExecutor@656a0adc[Running, pool size = 30, active threads = 30, queued tasks = 0, completed tasks = 410]
at java.util.concurrent.ThreadPoolExecutor$AbortPolicy.rejectedExecution(ThreadPoolExecutor.java:2048)
at java.util.concurrent.ThreadPoolExecutor.reject(ThreadPoolExecutor.java:821)
at java.util.concurrent.ThreadPoolExecutor.execute(ThreadPoolExecutor.java:1372)
at java.util.concurrent.AbstractExecutorService.submit(AbstractExecutorService.java:132)
at com.netflix.hystrix.HystrixCommand.subscribeWithThreadIsolation(HystrixCommand.java:1166)
... 19 more
|
(3) hystrix-dashbord: 部分被major线程池拒绝的线程(紫色),通过fallback转移到minor线程池中执行。
(4) 最终结果,返回非空的结果的个数等于请求个数
1
2
|
2016-04-25 15:08:43,393 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: request counter: 100000
2016-04-25 15:08:43,393 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: readSuccess counter: 100000
|
2. major服务异常,造成major的线程池不够用,或者存在大量异常,大量超时等等
(1) 测试代码:
测试方法:直接利用Redis的debug sleep seconds命令使得Redis暂时不提供服务。
测试验证:每个请求都有返回结果(前提是key是存在的)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
|
/**
* 主线程池跑满:主服务异常(用redis sleep进行模拟)
*
*
@throws InterruptedException
*/
public void testRandomReadWithMajorSleep() throws InterruptedException {
//让major下的所有节点休息10秒
Map
for (JedisPool jedisPool : jedisPoolMap.values()) {
Jedis jedis =
null;
try {
jedis = jedisPool.getResource();
jedis.debug(DebugParams.SLEEP(
10));
}
catch (Exception e) {
logger.error(e.getMessage(), e);
}
finally {
if (jedis !=
null) {
jedis.close();
}
}
}
int threadNum =
20;
int perSize = TOTAL_SIZE / threadNum;
int totalNeedGet =
1000;
CountDownLatch countDownLatch =
new CountDownLatch(threadNum);
for (
int i =
0; i < threadNum; i++) {
int start = perSize * i +
1;
int end = perSize * (i +
1);
Thread thread =
new RandomReadThread(start, end, totalNeedGet, countDownLatch);
thread.start();
}
countDownLatch.await();
logger.info(
"request counter: {}", (threadNum * totalNeedGet));
logger.info(
"readSuccess counter: {}", readSuccessCounter.get());
}
|
(2) 故障转移:
直接major线程池的阀门打开了,所有请求执行降级逻辑,将请求自动转移到minor。
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
|
2016-04-25 14:41:48,144 ERROR [Thread-13] impl.RedisClusterCrossRoomClientImpl: major_redis_command short-circuited and failed retrieving fallback.
com.netflix.hystrix.exception.HystrixRuntimeException: major_redis_command short-circuited and failed retrieving fallback.
at com.netflix.hystrix.HystrixCommand.getFallbackOrThrowException(HystrixCommand.java:1660)
at com.netflix.hystrix.HystrixCommand.getFallbackOrThrowException(HystrixCommand.java:1614)
at com.netflix.hystrix.HystrixCommand.access$1300(HystrixCommand.java:103)
at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:820)
at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:803)
at rx.Observable.subscribe(Observable.java:6178)
at com.netflix.hystrix.HystrixCommand$TimeoutObservable$1.call(HystrixCommand.java:1080)
at com.netflix.hystrix.HystrixCommand$TimeoutObservable$1.call(HystrixCommand.java:1007)
at rx.Observable$2.call(Observable.java:153)
at rx.Observable$2.call(Observable.java:149)
at rx.Observable$2.call(Observable.java:153)
at rx.Observable$2.call(Observable.java:149)
at rx.Observable.subscribe(Observable.java:6178)
at com.netflix.hystrix.HystrixCommand$ObservableCommand$1.call(HystrixCommand.java:936)
at com.netflix.hystrix.HystrixCommand$ObservableCommand$1.call(HystrixCommand.java:932)
at rx.Observable.subscribe(Observable.java:6178)
at rx.operators.BlockingOperatorToFuture.toFuture(BlockingOperatorToFuture.java:55)
at rx.observables.BlockingObservable.toFuture(BlockingObservable.java:430)
at com.netflix.hystrix.HystrixCommand.queue(HystrixCommand.java:477)
at com.sohu.tv.cachecloud.client.redis.crossroom.impl.RedisClusterCrossRoomClientImpl.get(RedisClusterCrossRoomClientImpl.java:136)
at com.sohu.tv.cachecloud.client.redis.crossroom.RedisClusterCrossRoomClientImplTest$RandomReadThread.run(RedisClusterCrossRoomClientImplTest.java:214)
2016-04-25 14:41:48,145 ERROR [Thread-25] impl.RedisClusterCrossRoomClientImpl: major_redis_command short-circuited and failed retrieving fallback.
com.netflix.hystrix.exception.HystrixRuntimeException: major_redis_command short-circuited and failed retrieving fallback.
at com.netflix.hystrix.HystrixCommand.getFallbackOrThrowException(HystrixCommand.java:1660)
at com.netflix.hystrix.HystrixCommand.getFallbackOrThrowException(HystrixCommand.java:1614)
at com.netflix.hystrix.HystrixCommand.access$1300(HystrixCommand.java:103)
at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:820)
at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:803)
at rx.Observable.subscribe(Observable.java:6178)
at com.netflix.hystrix.HystrixCommand$TimeoutObservable$1.call(HystrixCommand.java:1080)
at com.netflix.hystrix.HystrixCommand$TimeoutObservable$1.call(HystrixCommand.java:1007)
at rx.Observable$2.call(Observable.java:153)
at rx.Observable$2.call(Observable.java:149)
at rx.Observable$2.call(Observable.java:153)
at rx.Observable$2.call(Observable.java:149)
at rx.Observable.subscribe(Observable.java:6178)
at com.netflix.hystrix.HystrixCommand$ObservableCommand$1.call(HystrixCommand.java:936)
at com.netflix.hystrix.HystrixCommand$ObservableCommand$1.call(HystrixCommand.java:932)
at rx.Observable.subscribe(Observable.java:6178)
at rx.operators.BlockingOperatorToFuture.toFuture(BlockingOperatorToFuture.java:55)
at rx.observables.BlockingObservable.toFuture(BlockingObservable.java:430)
at com.netflix.hystrix.HystrixCommand.queue(HystrixCommand.java:477)
at com.sohu.tv.cachecloud.client.redis.crossroom.impl.RedisClusterCrossRoomClientImpl.get(RedisClusterCrossRoomClientImpl.java:136)
at com.sohu.tv.cachecloud.client.redis.crossroom.RedisClusterCrossRoomClientImplTest$RandomReadThread.run(RedisClusterCrossRoomClientImplTest.java:214)
|
(3) hystrix-dashboard
major的熔断器阀门已经打开,请求都转移到迁移到minor,之后major恢复,流量又回到major
(4) 最终结果:
返回非空的结果的个数等于请求个数
1
2
|
2016-04-25 15:01:21,338 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: request counter: 20000
2016-04-25 15:01:21,338 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: readSuccess counter: 20000
|
六、测试写:
1.major异常:
(1)测试代码
直接sleep major,20个线程,一共写1000次,每个线程50个key 。
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
|
public void testRandomWriteWithMajorSleep() throws InterruptedException {
// major 休息10秒
tempSleepPipelineCluster(majorPipelineCluster,
10);
int totalWrite =
1000;
int threadNum =
20;
int perSize = totalWrite / threadNum;
CountDownLatch countDownLatch =
new CountDownLatch(threadNum);
for (
int i =
0; i < threadNum; i++) {
int start = TOTAL_SIZE + perSize * i +
1;
int end = TOTAL_SIZE + perSize * (i +
1);
Thread thread =
new RandomWriteThread(start, end, countDownLatch);
thread.start();
}
countDownLatch.await();
logger.info(
"total request write: {}", totalWrite);
logger.info(
"writeFail counter: {}", writeFailCounter.get());
logger.info(
"writePartFail counter: {}", writePartFailCounter.get());
logger.info(
"writeSuccess counter: {}", writeSuccessCounter.get());
}
/**
* 随机写
*
*
@author leifu
*
@Date 2016年4月25日
*
@Time 下午3:39:13
*/
class RandomWriteThread extends Thread {
private
int start;
private
int end;
private CountDownLatch countDownLatch;
public RandomWriteThread(int start, int end, CountDownLatch countDownLatch) {
this.start = start;
this.end = end;
this.countDownLatch = countDownLatch;
}
public void run() {
for (
int id = start; id <= end; id++) {
try {
String key =
"user:" + id;
String value = String.valueOf(id);
MultiWriteResult
DataStatusEnum majorStatus = multiWriteResult.getMajorStatus();
DataStatusEnum minorStatus = multiWriteResult.getMinorStatus();
if(DataStatusEnum.SUCCESS.equals(majorStatus) && DataStatusEnum.SUCCESS.equals(minorStatus)){
writeSuccessCounter.incrementAndGet();
}
else
if(!DataStatusEnum.SUCCESS.equals(majorStatus) && !DataStatusEnum.SUCCESS.equals(minorStatus)){
writeFailCounter.incrementAndGet();
}
else {
writePartFailCounter.incrementAndGet();
}
TimeUnit.MILLISECONDS.sleep(
10);
}
catch (InterruptedException e) {
e.printStackTrace();
}
}
countDownLatch.countDown();
}
}
|
(2) 异常:major出现大量超时,major写入失败
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
|
2016-04-25 17:31:08,703 ERROR [main] crossroom.RedisClusterCrossRoomClientImplTest: java.net.SocketTimeoutException: Read timed out
redis.clients.jedis.exceptions.JedisConnectionException: java.net.SocketTimeoutException: Read timed out
at redis.clients.util.RedisInputStream.ensureFill(RedisInputStream.java:201)
at redis.clients.util.RedisInputStream.readByte(RedisInputStream.java:40)
at redis.clients.jedis.Protocol.process(Protocol.java:142)
at redis.clients.jedis.Protocol.read(Protocol.java:206)
at redis.clients.jedis.Connection.readProtocolWithCheckingBroken(Connection.java:282)
at redis.clients.jedis.Connection.getStatusCodeReply(Connection.java:208)
at redis.clients.jedis.BinaryJedis.debug(BinaryJedis.java:2974)
at com.sohu.tv.cachecloud.client.redis.crossroom.RedisClusterCrossRoomClientImplTest.tempSleepPipelineCluster(RedisClusterCrossRoomClientImplTest.java:184)
at com.sohu.tv.cachecloud.client.redis.crossroom.RedisClusterCrossRoomClientImplTest.testRandomWriteWithMajorSleep(RedisClusterCrossRoomClientImplTest.java:252)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:606)
at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:47)
at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:44)
at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:271)
at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:70)
at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:50)
at org.junit.runners.ParentRunner$3.run(ParentRunner.java:238)
at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:63)
at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:236)
at org.junit.runners.ParentRunner.access$000(ParentRunner.java:53)
at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:229)
at org.junit.internal.runners.statements.RunBefores.evaluate(RunBefores.java:26)
at org.junit.runners.ParentRunner.run(ParentRunner.java:309)
at org.eclipse.jdt.internal.junit4.runner.JUnit4TestReference.run(JUnit4TestReference.java:50)
at org.eclipse.jdt.internal.junit.runner.TestExecution.run(TestExecution.java:38)
at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.runTests(RemoteTestRunner.java:467)
at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.runTests(RemoteTestRunner.java:683)
at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.run(RemoteTestRunner.java:390)
at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.main(RemoteTestRunner.java:197)
Caused by: java.net.SocketTimeoutException: Read timed out
at java.net.SocketInputStream.socketRead0(Native Method)
at java.net.SocketInputStream.read(SocketInputStream.java:152)
at java.net.SocketInputStream.read(SocketInputStream.java:122)
at java.net.SocketInputStream.read(SocketInputStream.java:108)
at redis.clients.util.RedisInputStream.ensureFill(RedisInputStream.java:195)
... 32 more
2016-04-25 17:31:10,777 WARN [Thread-14] sources.URLConfigurationSource: No URLs will be polled as dynamic configuration sources.
2016-04-25 17:31:10,777 INFO [Thread-14] sources.URLConfigurationSource: To enable URLs as dynamic configuration sources, define System property archaius.configurationSource.additionalUrls or make config.properties available on classpath.
2016-04-25 17:31:10,779 INFO [Thread-14] config.DynamicPropertyFactory: DynamicPropertyFactory is initialized with configuration sources: com.netflix.config.ConcurrentCompositeConfiguration@224dc69c
|
(3) dashboard:
(4) 最终结果:
一共写了1000次,成功写入22次,部分成功写入了978次。
1
2
3
4
5
6
7
|
2016-04-25 17:31:12,399 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: total request write: 1000
2016-04-25 17:31:12,399 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: writeFail counter: 0
2016-04-25 17:31:12,399 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: writePartFail counter: 978
2016-04-25 17:31:12,399 INFO [main] crossroom.RedisClusterCrossRoomClientImplTest: writeSuccess counter: 22
期间打印了失败的日志:
2016-04-28 10:47:29,871 WARN [Thread-17] impl.RedisClusterCrossRoomClientImpl$1: major cross-room failed: set key user:10300 value 10300
...................................
|
七、问题和展望
- 由于是定制化客户端,目前只支持部分Redis命令API,后续需要添加
- 在出现故障时,读正常,但是双写会出现major和minor数据不一致的情况。(可以考虑利用MQ机制来解决这个问题),目前使用打印日志的形式记录。
- …………..