最近应用在测试中出现Out Of Memory的问题, 通过jmap查看,发现JVM heap全用满了。
有很多工具可以查看JVM堆的信息, 收费的比如JProfiler, YourKit,免费的如Oracle JDK自带的visualvm, jhat和Eclipse MAT。
这个应用安装在一台AWS上,没有图形界面, 内存也比较小,想通过VNC远程桌面启动visualvm或者MAT不可能,通过jhat分析dump出来的snapshot(大约4.3G)也很慢,半天没有分析完毕,这种办法也放弃。
最后通过MAT的命令行工具分析了dump出来的snapshot,查找到OOM的元凶。
1 使用MAT命令行工具
首先通过jstat或者jmap查看heap信息,比如通过jmap查看:
JVM version is 25.31-b07 using thread-local object allocation. Parallel GC with 4 thread(s) Heap Configuration: MinHeapFreeRatio = 0 MaxHeapFreeRatio = 100 MaxHeapSize = 4294967296 (4096.0MB) NewSize = 1431306240 (1365.0MB) MaxNewSize = 1431306240 (1365.0MB) OldSize = 2863661056 (2731.0MB) NewRatio = 2 SurvivorRatio = 8 MetaspaceSize = 21807104 (20.796875MB) CompressedClassSpaceSize = 1073741824 (1024.0MB) MaxMetaspaceSize = 17592186044415 MB G1HeapRegionSize = 0 (0.0MB) Heap Usage: PS Young Generation Eden Space: capacity = 482344960 (460.0MB) used = 468288384 (446.5946044921875MB) free = 14056576 (13.4053955078125MB) 97.08578358525816% used From Space: capacity = 278921216 (266.0MB) used = 0 (0.0MB) free = 278921216 (266.0MB) 0.0% used To Space: capacity = 477102080 (455.0MB) used = 0 (0.0MB) free = 477102080 (455.0MB) 0.0% used PS Old Generation capacity = 2863661056 (2731.0MB) used = 2863365080 (2730.7177352905273MB) free = 295976 (0.28226470947265625MB) 99.98966441927965% used 12340 interned Strings occupying 1051736 bytes.
最多的类的实例:
num #instances #bytes class name ---------------------------------------------- 1: 21606534 1530253752 [C 2: 21606239 518549736 java.lang.String 3: 19198980 460775520 scala.collection.immutable.ListSet$Node 4: 4568546 109645104 scala.collection.immutable.HashSet$HashSetCollision1 5: 103739 63212992 [B 6: 1487034 53464560 [Lscala.collection.immutable.HashSet; 7: 1487034 35688816 scala.collection.immutable.HashSet$HashTrieSet 8: 1350368 32408832 scala.collection.immutable.$colon$colon 9: 1090897 26181528 scala.collection.immutable.HashSet$HashSet1 10: 200035 17603080 akka.actor.ActorCell 11: 100536 8042880 java.lang.reflect.Constructor 12: 500026 8000416 scala.runtime.ObjectRef
从分析来看猜测是akka actor mailbox里面的字符串消息太多了。
既然没有办法图形化启动visualvm和MAT,那么就使用MAT文件夹下的ParseHeapDump.sh
, 特别适合分析大堆的信息。
首先你需要修改MemoryAnalyzer.ini中的Xmx值,确保有充足的硬盘空间(至少dump文件的两倍)。
然后运行
./ParseHeapDump.sh heap.bin org.eclipse.mat.api:suspects org.eclipse.mat.api:overview org.eclipse.mat.api:top_components
会得到suspects, overview和top_components三个视图的信息。
可以看到akka.dispatch.Dispatcher$$anon$1
一个实例占用了2.4GB的内存,这就是罪魁祸首。这其实是akka dispatcher的mailbox中的java.util.concurrent.ConcurrentLinkedQueue,每个Node占用了81M的内存,
消息体太大了。
2 编写程序得到所需信息
你也可以引用MAT的类,得到heap dump中的信息, 因为MAT使用Eclipse RCP框架, 基于osgi架构,使用起来不太方便,所以你可以别人抽取出来的MAT库,如https://bitbucket.org/joebowbeer/andromat
,
然后实现一个命令行程序,比如下面的例子就是输出所有的字符串的值:
package com.colobu.mat; import org.eclipse.mat.SnapshotException; import org.eclipse.mat.parser.model.PrimitiveArrayImpl; import org.eclipse.mat.snapshot.ISnapshot; import org.eclipse.mat.parser.internal.SnapshotFactory; import org.eclipse.mat.snapshot.model.IClass; import org.eclipse.mat.snapshot.model.IObject; import org.eclipse.mat.util.ConsoleProgressListener; import org.eclipse.mat.util.IProgressListener; import java.io.File; import java.io.IOException; import java.util.Collection; import java.util.HashMap; public class Main { public static void main(String[] args) throws SnapshotException, IOException { String arg = args[args.length - 1]; String fileName = arg; IProgressListener listener = new ConsoleProgressListener(System.out); SnapshotFactory sf = new SnapshotFactory(); ISnapshot snapshot = sf.openSnapshot(new File(fileName), new HashMap<String, String>(), listener); System.out.println(snapshot.getSnapshotInfo()); System.out.println(); String[] classNames = {"java.lang.String"}; for (String name : classNames) { Collection<IClass> classes = snapshot.getClassesByName(name, false); if (classes == null || classes.isEmpty()) { System.out.println(String.format("Cannot find class %s in heap dump", name)); continue; } assert classes.size() == 1; IClass clazz = classes.iterator().next(); int[] objIds = clazz.getObjectIds(); long minRetainedSize = snapshot.getMinRetainedSize(objIds, listener); System.out.println(String.format("%s instances = %d, retained size >= %d", clazz.getName(), objIds.length, minRetainedSize)); for (int i = 0; i < objIds.length; i++) { IObject str = snapshot.getObject(objIds[i]); String address = Long.toHexString(snapshot.mapIdToAddress(objIds[i])); PrimitiveArrayImpl chars = (PrimitiveArrayImpl) str.resolveValue("value"); String value = new String((char[]) chars.getValueArray()); System.out.println(String.format("id=%d, address=%s, value=%s", objIds[i], address, value)); } } } }
基本上使用ParseHeapDump.sh
已经得到了我所需要的结果,优化akka actor消息的内容解决了我的问题。
3 参考文档
- https://wiki.eclipse.org/MemoryAnalyzer/Extending_Memory_Analyzer
- http://javaforu.blogspot.jp/2013/11/analyzing-large-java-heap-dumps-when.html
- http://dr-brenschede.de/bheapsampler/
- http://www.techpaste.com/2015/07/how-to-analyse-large-heap-dumps/
- http://stackoverflow.com/questions/15977723/analyse-a-hprof-memory-dump-file-from-command-line-programmically
- http://wangjunyan.github.io/2014/12/02/export-android-bitmap-from-dump-file/