OOM(OutOfMemoryError) 问题归根结底三点缘由:html
解决思路,换成Java服务分析,三个缘由也能够解读为:java
所以,针对解决思路,快速定位OOM问题的三板斧是:apache
以正式线上的tomcat为例,tomcat运行5个ssm架构的java项目,启动时须要60秒左右,运行一段时间偶尔会有OOM出现,如今逐一排查:tomcat
(1) 确认是否是内存自己就分配太小服务器
在服务器(8核16G)上输入 top 查看 java启动时内存变化状况,顺便找到java的进程ID : 10397网络
而后, 输入:jmap -heap 10397,观察堆、新生代、老年代的内存使用状况,发现大概都用了一半,能够肯定,不是内存分配太小问题。架构
wen@S189919:/opt/tomcat8$ jmap -heap 1246 Attaching to process ID 1246, please wait... Debugger attached successfully. Server compiler detected. JVM version is 24.65-b04 using thread-local object allocation. Parallel GC with 8 thread(s) Heap Configuration: MinHeapFreeRatio = 0 MaxHeapFreeRatio = 100 MaxHeapSize = 4208984064 (4014.0MB) NewSize = 1310720 (1.25MB) MaxNewSize = 17592186044415 MB OldSize = 5439488 (5.1875MB) NewRatio = 2 SurvivorRatio = 8 PermSize = 21757952 (20.75MB) MaxPermSize = 85983232 (82.0MB) G1HeapRegionSize = 0 (0.0MB) Heap Usage: PS Young Generation Eden Space: capacity = 1172307968 (1118.0MB) used = 679248008 (647.781379699707MB) free = 493059960 (470.21862030029297MB) 57.94108941857845% used From Space: capacity = 85983232 (82.0MB) used = 0 (0.0MB) free = 85983232 (82.0MB) 0.0% used To Space: capacity = 115343360 (110.0MB) used = 0 (0.0MB) free = 115343360 (110.0MB) 0.0% used PS Old Generation capacity = 259522560 (247.5MB) used = 147065016 (140.25212860107422MB) free = 112457544 (107.24787139892578MB) 56.667526707504734% used PS Perm Generation capacity = 63963136 (61.0MB) used = 32219528 (30.72693634033203MB) free = 31743608 (30.27306365966797MB) 50.37202678742956% used 16612 interned Strings occupying 2080416 bytes.
(2) 找到最耗内存的对象dom
jmap -histo:live 1246| moressh
输入命令后,会以表格的形式显示存活对象的信息,并按照所占内存大小排序:socket
实例数
所占内存大小
类名
经过观察,虽然我不知道 [B 是什么类,可是最大也只有72M,对内存来讲简直没有知觉。
若是发现某类对象占用内存很大(例如几个G),极可能是类对象建立太多,且一直未释放。例如:
申请完资源后,未调用close()或dispose()释放资源
消费者消费速度慢(或中止消费了),而生产者不断往队列中投递任务,致使队列中任务累积过多
wen@S189919:/opt/tomcat8$ jmap -histo:live 1246 | more num #instances #bytes class name ---------------------------------------------- 1: 79073 72095344 [B 2: 103049 13630576 [C 3: 57516 8155328 <constMethodKlass> 4: 57516 7373456 <methodKlass> 5: 5413 6128216 <constantPoolKlass> 6: 5413 3861128 <instanceKlassKlass> 7: 4455 3264960 <constantPoolCacheKlass> 8: 101128 2427072 java.lang.String 9: 46704 1868160 java.lang.ref.Finalizer 10: 5314 1486584 [Ljava.util.HashMap$Entry; 11: 22264 1419160 [Ljava.lang.Object; 12: 17286 1382880 java.lang.reflect.Method 13: 20810 1165360 java.util.zip.ZipFile$ZipFileInputStream 14: 20389 1141784 java.util.zip.ZipFile$ZipFileInflaterInputStream 15: 34592 1106944 java.util.HashMap$Entry 16: 1963 1075048 <methodDataKlass> 17: 1762 943992 [I 18: 22136 708352 java.util.concurrent.ConcurrentHashMap$HashEntry 19: 5866 704008 java.lang.Class 20: 14549 581960 java.util.LinkedHashMap$Entry 21: 21158 507792 java.util.ArrayList 22: 7742 453448 [S 23: 8839 450464 [[I 24: 7362 412272 java.util.LinkedHashMap 25: 3735 328416 [Ljava.util.concurrent.ConcurrentHashMap$HashEntry; 26: 14544 322536 [Ljava.lang.Class; 27: 7350 294000 com.sun.org.apache.xerces.internal.dom.DeferredTextImpl 28: 2973 273488 [Ljava.util.WeakHashMap$Entry; 29: 6660 266400 com.sun.org.apache.xerces.internal.dom.DeferredAttrImpl 30: 5394 258912 java.util.HashMap 31: 6441 257640 javax.servlet.jsp.tagext.TagAttributeInfo 32: 436 237184 <objArrayKlassKlass> 33: 14200 227200 java.lang.Object 34: 2783 222640 sun.net.www.protocol.jar.URLJarFile 35: 3914 219184 com.sun.org.apache.xerces.internal.dom.DeferredElementImpl 36: 6016 192512 java.util.concurrent.locks.ReentrantLock$NonfairSync 37: 4328 173120 java.lang.ref.SoftReference 38: 2970 166320 java.util.WeakHashMap 39: 3200 153184 [Ljava.lang.String; 40: 3735 149400 java.util.concurrent.ConcurrentHashMap$Segment
(3) 确认是不是资源耗尽
经过查看 sshd 进程,得出句柄详情和线程数
/proc/${PID}/fd
/proc/${PID}/task
最终的结果句柄数和线程数8和4,更不可能引起内存溢出
root@S189919:/home/wen# ps -aux | grep sshd Warning: bad ps syntax, perhaps a bogus '-'? See http://procps.sf.net/faq.html root 749 0.0 0.0 50036 2928 ? Ss 19:01 0:00 /usr/sbin/sshd -D root 1321 0.0 0.0 73440 3608 ? Ss 19:15 0:00 sshd: wen [priv] wen 1464 0.0 0.0 73440 1528 ? S 19:15 0:00 sshd: wen@pts/0 root 1585 0.0 0.0 9388 940 pts/0 S+ 19:20 0:00 grep --color=auto sshd root@S189919:/home/wen# ll /proc/749/fd total 0 dr-x------ 2 root root 0 Sep 4 19:01 ./ dr-xr-xr-x 8 root root 0 Sep 4 19:01 ../ lrwx------ 1 root root 64 Sep 4 19:01 0 -> /dev/null lrwx------ 1 root root 64 Sep 4 19:01 1 -> /dev/null lrwx------ 1 root root 64 Sep 4 19:01 2 -> /dev/null lr-x------ 1 root root 64 Sep 4 19:01 3 -> socket:[7330] lrwx------ 1 root root 64 Sep 4 19:21 4 -> socket:[7332] root@S189919:/home/wen# ll /proc/749/task total 0 dr-xr-xr-x 3 root root 0 Sep 4 19:21 ./ dr-xr-xr-x 8 root root 0 Sep 4 19:01 ../ dr-xr-xr-x 6 root root 0 Sep 4 19:21 749/ root@S189919:/home/wen# ll /proc/749/fd | wc -l 8 root@S189919:/home/wen# ll /proc/749/task | wc -l
(4) 合并相同的 jar 包
最后,想来想去,颇有多是项目启动时加载太多第三方jar包,因而,将5个ssm的jar包合并,覆盖掉相同的,放在tomcat的shared lib目录:修改 ${ TOMCAT_HOME }/conf/catalina.properties文件中shared.loader= ${catalina.base}/shared/lib,${catalina.base}/shared/lib/*.jar 也能够将公用的jar所有放置${ TOMCAT_HOME }/lib包下1启动tomcat,加载完用了37秒,希望能解决OOM问题,今后再也不被领导说。