告警

GC日志分析

日志

2022-11-17T14:28:40.315+0800: 1956232.826: [GC (Allocation Failure) 2022-11-17T14:28:40.315+0800: 1956232.826: [ParNew:
1576103K->2817K(1769472K), 0.0241066 secs] 4197176K->2624616K(5046272K), 0.0243910 secs] [Times: user=0.04 sys=0.00, rea
l=0.03 secs]
2022-11-17T14:28:40.347+0800: 1956232.859: [GC (CMS Initial Mark) [1 CMS-initial-mark: 2621798K(3276800K)] 2648559K(5046
272K), 0.0110744 secs] [Times: user=0.01 sys=0.00, real=0.02 secs]
2022-11-17T14:28:40.359+0800: 1956232.870: [CMS-concurrent-mark-start]
2022-11-17T14:28:45.647+0800: 1956238.159: [CMS-concurrent-mark: 5.282/5.289 secs] [Times: user=1.63 sys=0.41, real=5.28secs]
2022-11-17T14:28:45.648+0800: 1956238.159: [CMS-concurrent-preclean-start]
2022-11-17T14:28:45.671+0800: 1956238.182: [CMS-concurrent-preclean: 0.023/0.023 secs] [Times: user=0.03 sys=0.00, real=
0.03 secs]
2022-11-17T14:28:45.671+0800: 1956238.182: [CMS-concurrent-abortable-preclean-start]
2022-11-17T14:28:50.526+0800: 1956243.037: [GC (Allocation Failure) 2022-11-17T14:28:50.526+0800: 1956243.037: [ParNew2022-11-17T14:28:50.548+0800: 1956243.060: [CMS-concurrent-abortable-preclean: 1.472/4.877 secs] [Times: user=2.33 sys=0.03, real=4.87 secs]
: 1575681K->33553K(1769472K), 0.0281517 secs] 4197480K->2655355K(5046272K), 0.0284249 secs] [Times: user=0.05 sys=0.01, real=0.03 secs]
2022-11-17T14:28:50.572+0800: 1956243.083: [GC (CMS Final Remark) [YG occupancy: 78279 K (1769472 K)]2022-11-17T14:28:50.572+0800: 1956243.083: [Rescan (parallel) , 0.0115711 secs]2022-11-17T14:28:50.584+0800: 1956243.095: [weak refs processing, 0.8799103 secs]2022-11-17T14:28:51.464+0800: 1956243.975: [class unloading, 3.4124151 secs]2022-11-17T14:28:54.876+0800: 1956247.387: [scrub symbol table, 0.6587619 secs]2022-11-17T14:28:55.535+0800: 1956248.046: [scrub string table, 0.0028382 secs][1 CMS-remark: 2621801K(3276800K)] 2700081K(5046272K), 4.9762131 secs] [Times: user=0.29 sys=0.13, real=4.97 secs]
2022-11-17T14:28:55.550+0800: 1956248.061: [CMS-concurrent-sweep-start]
2022-11-17T14:28:57.959+0800: 1956250.470: [CMS-concurrent-sweep: 2.396/2.409 secs] [Times: user=2.31 sys=0.27, real=2.4
1 secs]
2022-11-17T14:28:57.959+0800: 1956250.470: [CMS-concurrent-reset-start]
2022-11-17T14:28:57.970+0800: 1956250.481: [CMS-concurrent-reset: 0.011/0.011 secs] [Times: user=0.02 sys=0.00, real=0.01 secs]

CMS过程耗时分析

• 初始标记Initial-Mark：此阶段的目标就是标记 GC Root 能直接关联到的对象，或者年轻代对老年代对象的引用，速度很快，但是会停止用户线程，耗时0.02s

2022-11-17T14:28:40.347+0800: 1956232.859: [GC (CMS Initial Mark) [1 CMS-initial-mark: 2621798K(3276800K)] 2648559K(5046
272K), 0.0110744 secs] [Times: user=0.01 sys=0.00, real=0.02 secs]

• 并发标记Concurrent-mark：从上个阶段找到的 GC Roots 开始遍历整个对象图的过程，一般这个阶段耗时比较长，但是不需要停顿用户线程，那也就是说在标记的过程中对象图还在动态变化，因为用户线程还在执行。耗时5.28s

2022-11-17T14:28:40.359+0800: 1956232.870: [CMS-concurrent-mark-start]
2022-11-17T14:28:45.647+0800: 1956238.159: [CMS-concurrent-mark: 5.282/5.289 secs] [Times: user=1.63 sys=0.41, real=5.28secs]

• 并发预清理Concurrent pre clean：这也是与用户线程并发的一个阶段，前一个标记阶段中与用户线程并发执行，一些对象的引用发生了更改，每当这种情况发生，JVM 都会将变化对象的对区域（称为“卡”）标记为“脏卡”，这个阶段会将“脏卡”标记，并将它们可达的对象也标记，完成后清洁“脏卡”。耗时0.03s

2022-11-17T14:28:45.648+0800: 1956238.159: [CMS-concurrent-preclean-start]
2022-11-17T14:28:45.671+0800: 1956238.182: [CMS-concurrent-preclean: 0.023/0.023 secs] [Times: user=0.03 sys=0.00, real=
0.03 secs]

• 并发可中断的预清理Concurrent abortable pre clean：这个阶段尝试着去承担下一个阶段Final Remark阶段足够多的工作。这个阶段持续的时间依赖很多的因素，由于这个阶段是重复的做相同的事情直到发生aboart的条件（比如：重复的次数、多少量的工作、持续的时间等等）之一才会停止。此阶段最大持续时间为5秒，之所以可以持续5秒，另外一个原因也是为了期待这5秒内能够发生一次ygc，清理年轻带的引用，是的下个阶段的重新标记阶段，扫描年轻带指向老年代的引用的时间减少。耗时0.03s

2022-11-17T14:28:45.671+0800: 1956238.182: [CMS-concurrent-abortable-preclean-start]
2022-11-17T14:28:50.526+0800: 1956243.037: [GC (Allocation Failure) 2022-11-17T14:28:50.526+0800: 1956243.037: [ParNew2022-11-17T14:28:50.548+0800: 1956243.060: [CMS-concurrent-abortable-preclean: 1.472/4.877 secs] [Times: user=2.33 sys=0.03, real=4.87 secs]
: 1575681K->33553K(1769472K), 0.0281517 secs] 4197480K->2655355K(5046272K), 0.0284249 secs] [Times: user=0.05 sys=0.01, real=0.03 secs]

• 重新标记Final remark:该阶段为了修正并发标记期间，因用户程序持续运行导致的对象变化。会停止用户线程。耗时4.97s

2022-11-17T14:28:50.572+0800: 1956243.083: [GC (CMS Final Remark) [YG occupancy: 78279 K (1769472 K)]2022-11-17T14:28:50.572+0800: 1956243.083: [Rescan (parallel) , 0.0115711 secs]2022-11-17T14:28:50.584+0800: 1956243.095: [weak refs processing, 0.8799103 secs]2022-11-17T14:28:51.464+0800: 1956243.975: [class unloading, 3.4124151 secs]2022-11-17T14:28:54.876+0800: 1956247.387: [scrub symbol table, 0.6587619 secs]2022-11-17T14:28:55.535+0800: 1956248.046: [scrub string table, 0.0028382 secs][1 CMS-remark: 2621801K(3276800K)] 2700081K(5046272K), 4.9762131 secs] [Times: user=0.29 sys=0.13, real=4.97 secs]

• 并发清除Concurrent sweep：这个阶段的目的就是移除那些不用的对象，回收他们占用的空间并且为将来使用。耗时2.41s

2022-11-17T14:28:55.550+0800: 1956248.061: [CMS-concurrent-sweep-start]
2022-11-17T14:28:57.959+0800: 1956250.470: [CMS-concurrent-sweep: 2.396/2.409 secs] [Times: user=2.31 sys=0.27, real=2.4
1 secs]

• 并发重置Concurrent reset:这个阶段并发执行，重新设置CMS算法内部的数据结构，准备下一个CMS生命周期的使用。耗时0.01s

2022-11-17T14:28:57.959+0800: 1956250.470: [CMS-concurrent-reset-start]
2022-11-17T14:28:57.970+0800: 1956250.481: [CMS-concurrent-reset: 0.011/0.011 secs] [Times: user=0.02 sys=0.00, real=0.01 secs]

从日志中发现class-unloading也太久了？？

GC过程中，长暂停主要是在【重新标记】阶段，日志为

2022-11-17T14:28:50.572+0800: 1956243.083: [GC (CMS Final Remark) [YG occupancy: 78279 K (1769472 K)]2022-11-17T14:28:50.572+0800: 1956243.083: [Rescan (parallel) , 0.0115711 secs]2022-11-17T14:28:50.584+0800: 1956243.095: [weak refs processing, 0.8799103 secs]2022-11-17T14:28:51.464+0800: 1956243.975: [class unloading, 3.4124151 secs]2022-11-17T14:28:54.876+0800: 1956247.387: [scrub symbol table, 0.6587619 secs]2022-11-17T14:28:55.535+0800: 1956248.046: [scrub string table, 0.0028382 secs][1 CMS-remark: 2621801K(3276800K)] 2700081K(5046272K), 4.9762131 secs] [Times: user=0.29 sys=0.13, real=4.97 secs]

发现，class unloading耗时较久为3.412s
查资料，发现类卸载阶段产生了很多的页活动，导致把cpu时间从GC线程抢走，内存页交换没有单独的监控，只能从实例io监控看了
从上面可以看到，发生GC时，实例io确实有突增

内存页交换机制在生产环境一般是禁用的，因此优化手段是关闭内存交换机制

参考资料：

解决方案

• 关闭搜索服务的swap机制，2022-11-17日晚执行