问题
I have a java application running on Java 8 inside a docker container. The process starts a Jetty 9 server and a web application is being deployed. The following JVM options are passed: -Xms768m -Xmx768m
.
Recently I noticed that the process consumes a lot of memory:
$ ps aux 1
USER PID %CPU %MEM VSZ RSS TTY STAT START TIME COMMAND
app 1 0.1 48.9 5268992 2989492 ? Ssl Sep23 4:47 java -server ...
$ pmap -x 1
Address Kbytes RSS Dirty Mode Mapping
...
total kB 5280504 2994384 2980776
$ jcmd 1 VM.native_memory summary
1:
Native Memory Tracking:
Total: reserved=1378791KB, committed=1049931KB
- Java Heap (reserved=786432KB, committed=786432KB)
(mmap: reserved=786432KB, committed=786432KB)
- Class (reserved=220113KB, committed=101073KB)
(classes #17246)
(malloc=7121KB #25927)
(mmap: reserved=212992KB, committed=93952KB)
- Thread (reserved=47684KB, committed=47684KB)
(thread #47)
(stack: reserved=47288KB, committed=47288KB)
(malloc=150KB #236)
(arena=246KB #92)
- Code (reserved=257980KB, committed=48160KB)
(malloc=8380KB #11150)
(mmap: reserved=249600KB, committed=39780KB)
- GC (reserved=34513KB, committed=34513KB)
(malloc=5777KB #280)
(mmap: reserved=28736KB, committed=28736KB)
- Compiler (reserved=276KB, committed=276KB)
(malloc=146KB #398)
(arena=131KB #3)
- Internal (reserved=8247KB, committed=8247KB)
(malloc=8215KB #20172)
(mmap: reserved=32KB, committed=32KB)
- Symbol (reserved=19338KB, committed=19338KB)
(malloc=16805KB #184025)
(arena=2533KB #1)
- Native Memory Tracking (reserved=4019KB, committed=4019KB)
(malloc=186KB #2933)
(tracking overhead=3833KB)
- Arena Chunk (reserved=187KB, committed=187KB)
(malloc=187KB)
As you can see there is a huge difference between the RSS (2,8GB) and what is actually being shown by VM native memory statistics (1.0GB commited, 1.3GB reserved).
Why there is such huge difference? I understand that RSS also shows the memory allocation for shared libraries but after analysis of pmap
verbose output I realized that it is not the shared libraries issue but rather memory is consumed by somehing whas is called [ anon ] structure. Why JVM allocated so much anonymous memory blocks?
I was searching and found out the following topic: Why does a JVM report more committed memory than the linux process resident set size? However the case described there is different, because less memory usage is shown by RSS than by JVM stats. I have opposite situation and can't figure out the reason.
回答1:
I was facing similar issue with one of our Apache Spark job where we were submitting our application as a fat jar, After analyzing thread dumps we figured that Hibernate is the culprit, we used to load hibernate classes on startup of the application which was actually using java.util.zip.Inflater.inflateBytes
to read hibernate class files , this was overshooting our native resident memory usage by almost 1.5 gb , here is a bug raised in hibernate for this issue
https://hibernate.atlassian.net/browse/HHH-10938?attachmentOrder=desc , the patch suggested in the comments worked for us, Hope this helps.
回答2:
After deep analysis according to the following article: https://gdstechnology.blog.gov.uk/2015/12/11/using-jemalloc-to-get-to-the-bottom-of-a-memory-leak/ we found out that the problem is related to memory allocation by java.util.zip.Inflater.
Still need to find out what calls java.util.zip.Inflater.inflateBytes and look for possible solutions.
回答3:
NMT only tracks parts of the memory managed by the JVM, it does not track memory used by native 3rd-party libraries or memory mapped/direct byte buffers.
来源:https://stackoverflow.com/questions/39684464/java-process-memory-usage-jcmd-vs-pmap