Showing posts with label jstat. Show all posts
Showing posts with label jstat. Show all posts

Saturday, April 25, 2015

My way of solving tomcat memory leaking issue

Recently, I did a mistake by accidentally commit a stupid static codes into a static method into production causing heap usage grow tremendously. Since the static method stay persisted with the object, tomcat has to restart often to free up the heap that get hold. So today, I will share my experience on how I solve it and I hope it will give you a way on how to solve this difficult problem.
First is the to end, I will summarize the sequence you need to investigate and find out the fix.

* CHECK YOUR CODE.
* learn on how to find the memory leak using google.
* one step at a time to trace until you successfully pin down the problem and fix it.

As you can read, only three general steps but for each step, I will talk more about it.
CHECK YOUR CODE.

Always check your code by reading and tests! Best if you have someone experience and you can probably send your code for inspection. Remember, 4 eyes ball and 2 brains are better than 2 eyes ball and a brain. If you are using opensource project, most probably, the library are well tested and you should just spend time to investigate your codes. It's difficult especially for new programmer, but that should not stopped you to find out the problem. If you still cannot find out the problem, then you should start to search on search engine on how people solve it.
learn on how to find the memory leak using google.
Nobody is perfect and know everything, but if you are unsure, always google away. Google keyword such as java memory leak, tomcat memory leak or even best java coding practice. Pay attention on the first 10 links return by google and then read on blogging or even stackoverflow, it will give you knowledge that you never know of. Example of tools needed include jstat, jmap, jhat, and visualvm that can give you an idea what or even where might be the problem from. Remember, reading this material is a way of growing and it take times, so please be patience at this step and make sure u spend adequate amount of time and jot down important points mentioned and so you can use it on final step.

one step at a time to trace until you successfully pin down the problem and fix it.
Final step would probably repeating step 1 and step 2 slowly to determine the root cause. If you are using versoning system, you should really find out when was the last best working codes and start to check file by file where the problem was introduced. This is a TEDIOUS and DAUNTING process but this is effective to solving the root cause.
These steps were used by myself during determine the tomcat web application memory problem. Thank you and I hope you can benefit too.

Friday, April 24, 2015

Learning java jstat

Today, we will going to learn a java tool, which is incredibly useful if you are frequent coding for java application. This java tool is a monitoring tool known as jstat and it came with jdk. So you would ask why would I need to use jstat, my app run just fine. So for a simple java application, yes, you do not need to this monitoring tool. However if you have a long running application or big java codebase application, and sometime when your java application run midway hang (pause/freeze), then you should start to look into this tool really. In this article, I'm going to show you how I use it.

But first, let understand on what is jstat.
The jstat tool displays performance statistics for an instrumented HotSpot Java virtual machine (JVM).

As you aware, object that you wrote in the code will eventually get free from heap when it is not reference. If you has a lot of objects and heap usage grow, then you can use this monitoring tool to check out wassup of the heap allocation. Okay now, let's read into the command input.
jstat [ generalOption | outputOptions vmid [interval[s|ms] [count]] ]

so pretty simple, the commands jstat followed by a few parameters. The parameters can be explain below. You can find official documentation here.

generalOption
A single general command-line option (-help or -options)

outputOptions
One or more output options, consisting of a single statOption, plus any of the -t, -h, and -J options.

vmid
Virtual machine identifier, a string indicating the target Java virtual machine (JVM). The general syntax is
[protocol:][//]lvmid[@hostname[:port]/servername]
The syntax of the vmid string largely corresponds to the syntax of a URI. The vmid can vary from a simple integer representing a local JVM to a more complex construction
specifying a communications protocol, port number, and other implementation-specific values. See Virtual Machine Identifier for details.

interval[s|ms]
Sampling interval in the specified units, seconds (s) or milliseconds (ms). Default units are milliseconds. Must be a positive integer. If specified, jstat will produce its
output at each interval.

count
Number of samples to display. Default value is infinity; that is, jstat displays statistics until the target JVM terminates or the jstat command is terminated. Must be a
positive integer.

It should be very clear to you if you are season java coder and if you don't, take a look at an example below.
[iser@localhost ~]$ jstat -gcutil 12345 1s
S0 S1 E O P YGC YGCT FGC FGCT GCT
10.08 0.00 70.70 69.22 59.49 122328 4380.327 355 43.146 4423.474
10.08 0.00 84.99 69.22 59.49 122328 4380.327 355 43.146 4423.474
0.00 15.62 0.00 69.24 59.49 122329 4380.351 355 43.146 4423.497

so jstat is instrument a local jvm with process id 12345 with an interval of 1 second and loop infinitely. There are different type of statistics can be shown and with the above example given, it show summary of garbage collection statistics. If you want to shown different types of gc statistics, you can use the command jstat -options and below is the table of summaries what these options display means.
Option 	                Displays...
class Statistics on the behavior of the class loader.
compiler Statistics of the behavior of the HotSpot Just-in-Time compiler.
gc Statistics of the behavior of the garbage collected heap.
gccapacity Statistics of the capacities of the generations and their corresponding spaces.
gccause Summary of garbage collection statistics (same as -gcutil), with the cause of the last and current (if applicable) garbage collection events.
gcnew Statistics of the behavior of the new generation.
gcnewcapacity Statistics of the sizes of the new generations and its corresponding spaces.
gcold Statistics of the behavior of the old and permanent generations.
gcoldcapacity Statistics of the sizes of the old generation.
gcpermcapacity Statistics of the sizes of the permanent generation.
gcutil Summary of garbage collection statistics.
printcompilation HotSpot compilation method statistics.

Out of all these options, probably the most frequently you will use is gcutil, gc and gccapacity. We will look at them with example. Please note that in order to protect the privacy of the user, there are some information is removed but what need to be presented in this article shall remained as is.

option gcutil

jstat-gcutil

As can be read above, the command jstat with option gcutil on a java process id 23483. The statistics are generated with an interval at 1 second. It has 10 columns and these column can be explain below.
Column 	Description
S0 Survivor space 0 utilization as a percentage of the space's current capacity.
S1 Survivor space 1 utilization as a percentage of the space's current capacity.
E Eden space utilization as a percentage of the space's current capacity.
O Old space utilization as a percentage of the space's current capacity.
P Permanent space utilization as a percentage of the space's current capacity.
YGC Number of young generation GC events.
YGCT Young generation garbage collection time.
FGC Number of full GC events.
FGCT Full garbage collection time.
GCT Total garbage collection time.

First five columns depict space utilization in term of percentage. The next five depict amount of young generation collection and its time, full garbage collection and its time and last, total garbage collection time. With this screen capture, we see that the eden space is filling up quickly and promoted to either survivor space 0 or survivor space 1. At one instance, some object survived and eventually promoted to old space and increased the usage by 0.01% to 5.24%. Note that also YGC is increased by one as a result to 256. This young generation collection time took 13 milliseconds. Similar pattern happen again later and we see that, YGC is increased by oen to 257 with another 13 milliseconds of collection time. In this output, there is no change to full collection, which is good. It is only one full collection happened but with a pause of 94millseconds! You might want to keep an eye on the E column so it dont fill up quickly and adjust hte young gen in your java app accordingly. But for a long term solution, you might want to spend some time to find out which code take a lot of resources and improve it.

option gc

jstat-gcAs can be read above, the command jstat with option gc on a java process id 28276. The statistics are generated with an interval at 1 second. It has 15 columns and these column can be explain below.
Column 	Description
S0C Current survivor space 0 capacity (KB).
S1C Current survivor space 1 capacity (KB).
S0U Survivor space 0 utilization (KB).
S1U Survivor space 1 utilization (KB).
EC Current eden space capacity (KB).
EU Eden space utilization (KB).
OC Current old space capacity (KB).
OU Old space utilization (KB).
PC Current permanent space capacity (KB).
PU Permanent space utilization (KB).
YGC Number of young generation GC Events.
YGCT Young generation garbage collection time.
FGC Number of full GC events.
FGCT Full garbage collection time.
GCT Total garbage collection time.

The statistics shown the capacity in term of kilobytes. First ten columns are pretty easy, the space capacity and its current utilization. The last five columns are the same as gcutil last five columns. Notice that when the column EU value near to the column EC value, young generation collection happened. Object promoted to survivor spaces. Notice that column OU grow gradually. This statistics almost the same with gcutil except that the statistics shown here display in term of bytes whereas gcutil statistics display in term of percentage.

option gccapacity

jstat-gccapacity

As can be read above, the command jstat with option gccapacity on a java process id 13080. The statistics are generated with an interval at 1 second. It has 16 columns and these column can be explain below.
Column 	Description
NGCMN Minimum new generation capacity (KB).
NGCMX Maximum new generation capacity (KB).
NGC Current new generation capacity (KB).
S0C Current survivor space 0 capacity (KB).
S1C Current survivor space 1 capacity (KB).
EC Current eden space capacity (KB).
OGCMN Minimum old generation capacity (KB).
OGCMX Maximum old generation capacity (KB).
OGC Current old generation capacity (KB).
OC Current old space capacity (KB).
PGCMN Minimum permanent generation capacity (KB).
PGCMX Maximum Permanent generation capacity (KB).
PGC Current Permanent generation capacity (KB).
PC Current Permanent space capacity (KB).
YGC Number of Young generation GC Events.
FGC Number of Full GC Events.

These output is similar to the output of option gc but with minimum and maximum for the individual java heap.

That's it for this article and I will leave three links for your references.

http://www.cubrid.org/blog/dev-platform/how-to-monitor-java-garbage-collection/
http://docs.oracle.com/javase/7/docs/technotes/tools/share/jstat.html
http://oracle-base.com/articles/misc/monitoring-java-garbage-collection-using-jstat.php