后端服务故障排查 -- dubbo服务超时、线程池耗尽 CPU高负载

文章目录

问题现象

5-6 到 5-7,某测试环境我们的服务时常收到调用方反馈,dubbo接口超时。
查看后台的错误日志信息,以及环境监控情况。
有两个问题,一是dubbo服务通道关闭,线程池耗尽了。调用方表现为服务超时。二是CPU使用有点异常,某些时段占用很高。

dubbo线程池耗尽的异常日志

[DUBBO] An exception was thrown by a user handler while handling an exception event ([id: 0xa7e4b981, /172.16.*.*:4216 :> /172.16.*.*:20882] EXCEPTION: java.nio.channels.ClosedChannelException),
dubbo version: resourcecenter, current host: 172.16.*.* com.alibaba.dubbo.remoting.ExecutionException: class com.alibaba.dubbo.remoting.transport.dispatcher.all.AllChannelHandler error when process caught event .
at com.alibaba.dubbo.remoting.transport.dispatcher.all.AllChannelHandler.caught(AllChannelHandler.java:67) ~[resourcecenter.jar:?]
at com.alibaba.dubbo.remoting.transport.AbstractChannelHandlerDelegate.caught(AbstractChannelHandlerDelegate.java:44) ~[resourcecenter.jar:?]
at com.alibaba.dubbo.remoting.transport.AbstractChannelHandlerDelegate.caught(AbstractChannelHandlerDelegate.java:44) ~[resourcecenter.jar:?]
...
Caused by: java.util.concurrent.RejectedExecutionException: Thread pool is EXHAUSTED!
Thread Name: DubboServerHandler-172.16.*.*:20882, Pool Size: 200 (active: 185, core: 200, max: 200, largest: 200), Task: 1341173 (completed: 1340996),
Executor status:(isShutdown:false, isTerminated:false, isTerminating:false), in dubbo://172.16.*.*:20882!
at com.alibaba.dubbo.common.threadpool.support.AbortPolicyWithReport.rejectedExecution(AbortPolicyWithReport.java:53) ~[resourcecenter.jar:?]
at java.util.concurrent.ThreadPoolExecutor.reject(ThreadPoolExecutor.java:823) ~[?:1.8.0_111]
at java.util.concurrent.ThreadPoolExecutor.execute(ThreadPoolExecutor.java:1369) ~[?:1.8.0_111]
at com.alibaba.dubbo.remoting.transport.dispatcher.all.AllChannelHandler.caught(AllChannelHandler.java:65) ~[resourcecenter.jar:?]
...

cpu占用情况

2天总览

05-07, 某一个时段

问题排查

dubbo线程池耗尽排查

根据异常,网上搜索到了相同的现象以及解决方案。
解决方案:
修改dubbo provider的dispatcher策略,设置为message
<dubbo:protocol name=“dubbo” port=“8888” threads=“500” dispatcher=“message” />
dispatcher默认为all,所有的请求,均会分发给业务线程池处理。
dubbo默认的业务线程池大小是200,等待队列长度为0,
当线程池全部满了之后,后续的请求会丢弃。
但丢弃的请求也会交给业务线程池处理,
此时可能出现服务端已拒绝,但consumer一直在等待,直到超时

dubbo Provider线程池exhausted分析:https://www.jianshu.com/p/99ca76a48882
dubbo线程模型:https://www.cnblogs.com/java-zhao/p/7822766.html
dubbo的线程模型和线程池策略:http://c45c43d4.wiz03.com/share/s/34n4fk0NQkwU2orqij3DPijj0qYiG005xkpg2fH7CT2lWKq1

cpu 高负载排查

排查相关命令

top 查找耗CPU的进程
ps -ef|grep pid 查看进程信息
top -H -p pid 查看指定进程下的线程情况,找到耗cpu的进程 (当前耗cpu,以及总耗时)
jstack pid 生成指定经常的堆栈跟踪信息
tip: 第三步查看到进程下的线程信息,线程id是10进制的。需要转成16进制的。jstack里面的线程id是16进制的

排查

初步定位问题场景

观察CPU的占用情况,某一时刻,发现cpu占用有所提高,查看了一下耗费cpu的线程,这个代码对应的是商品导入业务。怀疑是该业务引起的。
观察到的时间和通过命令获取到stack的时间有1-2s差异。cpu占用的时候,是runnable状态,此时已经是waiting状态了。

验证,确认问题点

针对上述怀疑的业务审商品导入,多次执行该业务,发现进行大量数据导入的时候CPU占用飙升。
和测试同学确认了下,这两天在对该功能进行大数据量导入验证。
– 每次导入的时候,耗时也很久(1W条)
自己进行测试,导入2w条商品,CPU占用情况如下:
2019-05-08 这几个线程,单核CPU都99%左右。20319(0x4F5F) ,20320(0x4F60) ,20608(0x5080)

stack trace信息如下
线程0x4F5F的栈轨迹

"warehouse-thread-15" #4240 prio=5 os_prio=0 tid=0x00007f0e101d7800 nid=0x4f5f runnable [0x00007f0d30047000]
   java.lang.Thread.State: RUNNABLE
 at java.util.regex.Pattern$Start.match(Pattern.java:3461)
 at java.util.regex.Matcher.search(Matcher.java:1248)
 at java.util.regex.Matcher.find(Matcher.java:637)
 at java.util.regex.Matcher.replaceFirst(Matcher.java:1001)
 at java.lang.String.replaceFirst(String.java:2178)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.showSql(MybatisInterceptorUtil.java:130)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.getSql(MybatisInterceptorUtil.java:78)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.intercept(MybatisInterceptorUtil.java:54)
 at org.apache.ibatis.plugin.Plugin.invoke(Plugin.java:61)
 at com.sun.proxy.$Proxy164.query(Unknown Source)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:148)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:141)
 at sun.reflect.GeneratedMethodAccessor165.invoke(Unknown Source)
 at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
 at java.lang.reflect.Method.invoke(Method.java:498)
 at org.mybatis.spring.SqlSessionTemplate$SqlSessionInterceptor.invoke(SqlSessionTemplate.java:433)
 at com.sun.proxy.$Proxy70.selectList(Unknown Source)
 at org.mybatis.spring.SqlSessionTemplate.selectList(SqlSessionTemplate.java:230)
 at org.apache.ibatis.binding.MapperMethod.executeForMany(MapperMethod.java:137)
 at org.apache.ibatis.binding.MapperMethod.execute(MapperMethod.java:75)
 at org.apache.ibatis.binding.MapperProxy.invoke(MapperProxy.java:59)
 at com.sun.proxy.$Proxy89.selectByExample(Unknown Source)
 at sun.reflect.GeneratedMethodAccessor599.invoke(Unknown Source)
 at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
 at java.lang.reflect.Method.invoke(Method.java:498)
 at com.wwwarehouse.commons.mybatis.BaseManagerImpl.selectByExampleThrow(BaseManagerImpl.java:287)
 at com.wwwarehouse.commons.mybatis.BaseManagerImpl.selectByExample(BaseManagerImpl.java:297)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl.listByIdentifyCodes(CmIdentifyRelationManagerImpl.java:140)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl.listFirstByIdentifyCodes(CmIdentifyRelationManagerImpl.java:148)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl$$FastClassBySpringCGLIB$$eb82d39e.invoke(<generated>)
 at org.springframework.cglib.proxy.MethodProxy.invoke(MethodProxy.java:204)
 at org.springframework.aop.framework.CglibAopProxy$CglibMethodInvocation.invokeJoinpoint(CglibAopProxy.java:738)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:157)
 at org.springframework.aop.interceptor.ExposeInvocationInterceptor.invoke(ExposeInvocationInterceptor.java:92)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:179)
 at org.springframework.aop.framework.CglibAopProxy$DynamicAdvisedInterceptor.intercept(CglibAopProxy.java:673)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl$$EnhancerBySpringCGLIB$$4ccbb66b.listFirstByIdentifyCodes(<generated>)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl.getCodeRelation(GoodsServiceImpl.java:390)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl.lambda$fillUkidIfPresnetForSpu$4(GoodsServiceImpl.java:216)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl$$Lambda$79/1577360053.call(Unknown Source)
 at java.util.concurrent.FutureTask.run(FutureTask.java:266)
 at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
 at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
 at java.lang.Thread.run(Thread.java:745)

线程4F60的栈轨迹

"warehouse-thread-16" #4241 prio=5 os_prio=0 tid=0x00007f0e101d8800 nid=0x4f60 runnable [0x00007f0d30088000]
   java.lang.Thread.State: RUNNABLE
 at java.lang.StringBuffer.append(StringBuffer.java:338)
 - locked <0x0000000758ece3c0> (a java.lang.StringBuffer)
 at java.util.regex.Matcher.appendReplacement(Matcher.java:890)
 at java.util.regex.Matcher.replaceFirst(Matcher.java:1004)
 at java.lang.String.replaceFirst(String.java:2178)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.showSql(MybatisInterceptorUtil.java:130)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.getSql(MybatisInterceptorUtil.java:78)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.intercept(MybatisInterceptorUtil.java:54)
 at org.apache.ibatis.plugin.Plugin.invoke(Plugin.java:61)
 at com.sun.proxy.$Proxy164.query(Unknown Source)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:148)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:141)
 at sun.reflect.GeneratedMethodAccessor165.invoke(Unknown Source)
 at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
 at java.lang.reflect.Method.invoke(Method.java:498)
 at org.mybatis.spring.SqlSessionTemplate$SqlSessionInterceptor.invoke(SqlSessionTemplate.java:433)
 at com.sun.proxy.$Proxy70.selectList(Unknown Source)
 at org.mybatis.spring.SqlSessionTemplate.selectList(SqlSessionTemplate.java:230)
 at org.apache.ibatis.binding.MapperMethod.executeForMany(MapperMethod.java:137)
 at org.apache.ibatis.binding.MapperMethod.execute(MapperMethod.java:75)
 at org.apache.ibatis.binding.MapperProxy.invoke(MapperProxy.java:59)
 at com.sun.proxy.$Proxy89.selectByExample(Unknown Source)
 at sun.reflect.GeneratedMethodAccessor599.invoke(Unknown Source)
 at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
 at java.lang.reflect.Method.invoke(Method.java:498)
 at com.wwwarehouse.commons.mybatis.BaseManagerImpl.selectByExampleThrow(BaseManagerImpl.java:287)
 at com.wwwarehouse.commons.mybatis.BaseManagerImpl.selectByExample(BaseManagerImpl.java:297)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl.listByIdentifyCodes(CmIdentifyRelationManagerImpl.java:140)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl.listFirstByIdentifyCodes(CmIdentifyRelationManagerImpl.java:148)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl$$FastClassBySpringCGLIB$$eb82d39e.invoke(<generated>)
 at org.springframework.cglib.proxy.MethodProxy.invoke(MethodProxy.java:204)
 at org.springframework.aop.framework.CglibAopProxy$CglibMethodInvocation.invokeJoinpoint(CglibAopProxy.java:738)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:157)
 at org.springframework.aop.interceptor.ExposeInvocationInterceptor.invoke(ExposeInvocationInterceptor.java:92)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:179)
 at org.springframework.aop.framework.CglibAopProxy$DynamicAdvisedInterceptor.intercept(CglibAopProxy.java:673)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl$$EnhancerBySpringCGLIB$$4ccbb66b.listFirstByIdentifyCodes(<generated>)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl.getCodeRelation(GoodsServiceImpl.java:390)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl.lambda$fillUkidIfPresnetForSpu$3(GoodsServiceImpl.java:213)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl$$Lambda$78/959775108.call(Unknown Source)
 at java.util.concurrent.FutureTask.run(FutureTask.java:266)
 at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
 at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
 at java.lang.Thread.run(Thread.java:745)
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线程5080的栈轨迹

"warehouse-thread-37" #4398 prio=5 os_prio=0 tid=0x00007f0e1042f000 nid=0x5080 runnable [0x00007f0d232ee000]
   java.lang.Thread.State: RUNNABLE
 at java.util.regex.Pattern$BmpCharProperty.match(Pattern.java:3797)
 at java.util.regex.Pattern$Start.match(Pattern.java:3461)
 at java.util.regex.Matcher.search(Matcher.java:1248)
 at java.util.regex.Matcher.find(Matcher.java:637)
 at java.util.regex.Matcher.replaceFirst(Matcher.java:1001)
 at java.lang.String.replaceFirst(String.java:2178)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.showSql(MybatisInterceptorUtil.java:130)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.getSql(MybatisInterceptorUtil.java:78)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.intercept(MybatisInterceptorUtil.java:54)
 at org.apache.ibatis.plugin.Plugin.invoke(Plugin.java:61)
 at com.sun.proxy.$Proxy164.query(Unknown Source)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:148)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:141)
 at sun.reflect.GeneratedMethodAccessor165.invoke(Unknown Source)
 at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
 at java.lang.reflect.Method.invoke(Method.java:498)
 at org.mybatis.spring.SqlSessionTemplate$SqlSessionInterceptor.invoke(SqlSessionTemplate.java:433)
 at com.sun.proxy.$Proxy70.selectList(Unknown Source)
 at org.mybatis.spring.SqlSessionTemplate.selectList(SqlSessionTemplate.java:230)
 at org.apache.ibatis.binding.MapperMethod.executeForMany(MapperMethod.java:137)
 at org.apache.ibatis.binding.MapperMethod.execute(MapperMethod.java:75)
 at org.apache.ibatis.binding.MapperProxy.invoke(MapperProxy.java:59)
 at com.sun.proxy.$Proxy89.selectByExample(Unknown Source)
 at sun.reflect.GeneratedMethodAccessor599.invoke(Unknown Source)
 at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
 at java.lang.reflect.Method.invoke(Method.java:498)
 at com.wwwarehouse.commons.mybatis.BaseManagerImpl.selectByExampleThrow(BaseManagerImpl.java:287)
 at com.wwwarehouse.commons.mybatis.BaseManagerImpl.selectByExample(BaseManagerImpl.java:297)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl.listByIdentifyCodes(CmIdentifyRelationManagerImpl.java:140)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl.listFirstByIdentifyCodes(CmIdentifyRelationManagerImpl.java:148)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl$$FastClassBySpringCGLIB$$eb82d39e.invoke(<generated>)
 at org.springframework.cglib.proxy.MethodProxy.invoke(MethodProxy.java:204)
 at org.springframework.aop.framework.CglibAopProxy$CglibMethodInvocation.invokeJoinpoint(CglibAopProxy.java:738)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:157)
 at org.springframework.aop.interceptor.ExposeInvocationInterceptor.invoke(ExposeInvocationInterceptor.java:92)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:179)
 at org.springframework.aop.framework.CglibAopProxy$DynamicAdvisedInterceptor.intercept(CglibAopProxy.java:673)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmIdentifyRelationManagerImpl$$EnhancerBySpringCGLIB$$4ccbb66b.listFirstByIdentifyCodes(<generated>)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl.getCodeRelation(GoodsServiceImpl.java:390)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl.lambda$fillUkidIfPresnetForSpu$5(GoodsServiceImpl.java:224)
 at com.wwwarehouse.xdw.resourcecenter.service.impl.rs.goods.GoodsServiceImpl$$Lambda$80/1844666599.call(Unknown Source)
 at java.util.concurrent.FutureTask.run(FutureTask.java:266)
 at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
 at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
 at java.lang.Thread.run(Thread.java:745)
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再次抓了一次stack,另外一个耗费cpu(90%+)的线程(0x50a)

"warehouse-thread-50" #4412 prio=5 os_prio=0 tid=0x00007f0e10268000 nid=0x50a7 runnable [0x00007f0d22b91000]
   java.lang.Thread.State: RUNNABLE
 at java.util.regex.Pattern$BmpCharProperty.match(Pattern.java:3797)
 at java.util.regex.Pattern$Start.match(Pattern.java:3461)
 at java.util.regex.Matcher.search(Matcher.java:1248)
 at java.util.regex.Matcher.find(Matcher.java:637)
 at java.util.regex.Matcher.replaceFirst(Matcher.java:1001)
 at java.lang.String.replaceFirst(String.java:2178)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.showSql(MybatisInterceptorUtil.java:130)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.getSql(MybatisInterceptorUtil.java:78)
 at com.wwwarehouse.commons.mybatis.utils.MybatisInterceptorUtil.intercept(MybatisInterceptorUtil.java:54)
 at org.apache.ibatis.plugin.Plugin.invoke(Plugin.java:61)
 at com.sun.proxy.$Proxy164.query(Unknown Source)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:148)
 at org.apache.ibatis.session.defaults.DefaultSqlSession.selectList(DefaultSqlSession.java:141)
 at sun.reflect.GeneratedMethodAccessor165.invoke(Unknown Source)
 at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
 at java.lang.reflect.Method.invoke(Method.java:498)
 at org.mybatis.spring.SqlSessionTemplate$SqlSessionInterceptor.invoke(SqlSessionTemplate.java:433)
 at com.sun.proxy.$Proxy70.selectList(Unknown Source)
 at org.mybatis.spring.SqlSessionTemplate.selectList(SqlSessionTemplate.java:230)
 at org.apache.ibatis.binding.MapperMethod.executeForMany(MapperMethod.java:137)
 at org.apache.ibatis.binding.MapperMethod.execute(MapperMethod.java:75)
 at org.apache.ibatis.binding.MapperProxy.invoke(MapperProxy.java:59)
 at com.sun.proxy.$Proxy71.selectByExample(Unknown Source)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmAttributeManagerImpl.listByAttributeNames(CmAttributeManagerImpl.java:113)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmAttributeManagerImpl.saveAttributesIfAbsent(CmAttributeManagerImpl.java:229)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmAttributeManagerImpl.listUkidByNames(CmAttributeManagerImpl.java:213)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmAttributeManagerImpl$$FastClassBySpringCGLIB$$36b282d8.invoke(<generated>)
 at org.springframework.cglib.proxy.MethodProxy.invoke(MethodProxy.java:204)
 at org.springframework.aop.framework.CglibAopProxy$CglibMethodInvocation.invokeJoinpoint(CglibAopProxy.java:738)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:157)
 at org.springframework.aop.interceptor.ExposeInvocationInterceptor.invoke(ExposeInvocationInterceptor.java:92)
 at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:179)
 at org.springframework.aop.framework.CglibAopProxy$DynamicAdvisedInterceptor.intercept(CglibAopProxy.java:673)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.CmAttributeManagerImpl$$EnhancerBySpringCGLIB$$e75d1859.listUkidByNames(<generated>)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.goods.GoodsManagerImpl$SaveOrUpdate.lambda$save$5(GoodsManagerImpl.java:696)
 at com.wwwarehouse.xdw.resourcecenter.manager.impl.goods.GoodsManagerImpl$SaveOrUpdate$$Lambda$548/1831869395.call(Unknown Source)
 at java.util.concurrent.FutureTask.run(FutureTask.java:266)
 at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
 at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
 at java.lang.Thread.run(Thread.java:745)
原因分析

以上几次占轨迹,均指向MybatisInterceptorUtil.showSql这个方法里面涉及到的正则使用
这个是我们自身实现的Mybastic sql拦截,将完整的sql打印出来。
代码如下,主要逻辑是组装完整sql,将占位符替换为真正的参数输出。
商品导入业务,涉及大量通过条码or名称查找对象的,一次几w条(测试随机生成的数据,条码内容不一样),会执行大量的String.replaceFirst操作。这个是遍历、正则匹配、替换等操作,需要消耗CPU资源

public static String showSql(Configuration configuration, BoundSql boundSql) {
    Object parameterObject = boundSql.getParameterObject();
    List<ParameterMapping> parameterMappings = boundSql
            .getParameterMappings();
    String sql = boundSql.getSql().replaceAll("[\\s]+", " ");
    if (CollectionUtils.isNotEmpty(parameterMappings) && parameterObject != null) {
        TypeHandlerRegistry typeHandlerRegistry = configuration
                .getTypeHandlerRegistry();
        if (typeHandlerRegistry.hasTypeHandler(parameterObject.getClass())) {
            sql = sql.replaceFirst("\\?",
                    Matcher.quoteReplacement(getParameterValue(parameterObject)));

        } else {
            MetaObject metaObject = configuration
                    .newMetaObject(parameterObject);
            for (ParameterMapping parameterMapping : parameterMappings) {
                String propertyName = parameterMapping.getProperty();
                if (metaObject.hasGetter(propertyName)) {
                    Object obj = metaObject.getValue(propertyName);
                    sql = sql.replaceFirst("\\?", Matcher.quoteReplacement(getParameterValue(obj)));
                } else if (boundSql.hasAdditionalParameter(propertyName)) {
                    Object obj = boundSql
                            .getAdditionalParameter(propertyName);
                    sql = sql.replaceFirst("\\?", Matcher.quoteReplacement(getParameterValue(obj)));
                } else {
                    sql = sql.replaceFirst("\\?", "缺失");
                }//打印出缺失,提醒该参数缺失并防止错位
            }
        }
    }
    return sql;
}
自己本机验证了一下,根据条码找商品,加sql拦截和不加sql拦截的情况。
没有sql打印插件
参数数量: 20000, 耗时(ms):1615
参数数量: 20000, 耗时(ms):1733
有sql打印插件
参数数量: 20000, 耗时(ms):19681
参数数量: 20000, 耗时(ms):23706
有SQL打印的情况下,会长时间占用CPU资源
其他执行的一些优化点
简单遍历、计算串行化
一些纯遍历、计算的逻辑,由线程池并行改为串行。逻辑比较简单,由于线程切换开销,对单次服务响应而言,耗时估计不会缩短。总体服务的响应时间变长了。
日志输出优化
日志只输出到日志文件,关闭console输出。切面服务拦截时,控制日志输出的最大长度等
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