Welcome!

IBM Cloud Authors: Yeshim Deniz, Elizabeth White, Pat Romanski, Liz McMillan, Carmen Gonzalez

Related Topics: IBM Cloud, Java IoT

IBM Cloud: Article

Unveiling the java.lang.Out OfMemoryError

And dissecting Java heap dumps

Simulation of a Memory Leak in a Static Variable
We can build a class with a static variable (see Listing 2c). We can build ClassVariableTest to instantiate ClassVariableExample (see Listing 2d)

Let's run ClassVariableTest with 1024 Mbytes of THE maximum Java heap size. No wonder, we got java.lang.OutOfMemoryError and a Java heap dump. We can open the Java heap dump with the IBM HeapAnalyzer, which would lead you to a leak suspect right away (see Figure 12).

This heap dump was taken from a JVM with a Java maximum heap size of 1024 Mbytes. The used heap size is 1,072,617,312 bytes (1023MBytes), which is pretty close to 1024 Mbytes. So the Java heap got almost exhausted. Let's find out which objects are using most of the Java heap.

The first class, com/ibm/jvm/ExtendedSystem, has references to other objects and the sum of the sizes of all the objects referenced from the class and its descendants is 1,070,471,976 bytes. 757 is the number of root objects.

The array of java/lang/Object is a leak suspect. 1,070,442,368 is the TotalSize. [10,256] is the Size of the object. 2,007 is the number of children. array of java/lang/Object is the name of the object. 0x101f8ed0 is the address of the object.

Let's climb up the tree. The java/util/Vector contains the array of the java/lang/Object. The class ClassVariableExample has a reference to the java/lang/Vector. With this information, we can tell the java/util/Vector came from the class ClassVariableExample.

TotalSize (TotalSize/HeapSize%) [ObjectSize] NumberOfChildObject(757) ObjectName Address
1,070,471,976 (99%) [312] 11 class com/ibm/jvm/ExtendedSystem 0x2d8d68
1,070,449,016 (99%) [312] 6 class java/lang/ClassLoader 0x2d29a8
1,070,446,664 (99%) [128] 15 sun/misc/Launcher$AppClassLoader 0x101eb7b0
1,070,443,112 (99%) [32] 1 java/util/Vector 0x102537b8
1,070,443,080 (99%) [56] 4 array of java/lang/Object 0x10253780
1,070,442,712 (99%) [312] 1 class ClassVariableExample 0x101defb0
1,070,442,400 (99%) [32] 1 java/util/Vector 0x10270d10
1,070,442,368 (99%) [10,256] 2,007 array of java/lang/Object 0x101f8ed0
800,016 (0%) [800,016] 0 long[] 0x11cefae8
800,016 (0%) [800,016] 0 long[] 0x2c831f68
...

Let's expand an array of java/lang/Object to find what are referenced from the array of java/lang/Object (see Figure 13).

We can see there are arrays of long[]. There are 2,007 entries in the array. The array of java/lang/Object is referenced from java/util/Vector because java/util/Vector is implemented with an array of java/lang/Object. java/util/Vector is referenced from the class ClassVariableExample. We found a leak suspect and class where the suspect is located.

We've accomplished our mission but it wouldn't hurt to explore the Java heap dump further. Let's find out how many long[] we have in this Java heap dump by selecting "List same type" menu from the context popup menu (see Figure 14). There are 671 of long[] in the Java heap dump and there are 2,007 objects referenced from an array of java/lang/Object. So there are other types of objects referenced from the array of java/lang/Object (see Figure 15). Let's display all the objects referenced from the array of java/lang/Object by selecting the "List children" menu from the context popup menu (see Figure 16).

We can see lots of long[] in Figure 17. If we scroll down a little, we can find float[] and int[] in Figure 18. How many of float[], int[] and long[] do we have in the Java heap dump? We can find it out by selecting "Types List" menu (see Figure 19).

Types List View provides an aggregated list of all classes and arrays sorted by size. We can see that long[], int[], and float[] are responsible for most of the Java heap space in the Java heap dump (see Table 3). We've shown that we can find memory leaks in static variables (see Figure 20). Can we also find memory leaks from instance variables and which object is responsible for it?

Simulation of Memory Leak in a Java Instance Variable
We can write an application to simulate a memory leak in an instance variable (see Listing 2e). After running InstanceVariableTest we can bring up the Java heap dump:

TotalSize (TotalSize/HeapSize%) [ObjectSize] NumberOfChildObject(502) ObjectName Address
51,202,240 (98%) [16] 1 InstanceVariableExample 0x14e2278
51,202,224 (98%) [32] 1 java/util/Vector 0x14e2288
51,202,192 (98%) [656] 96 array of [Ljava/lang/Object; 0x3db47a8
800,016 (1%) [800,016] 0 long[] 0x2300568
800,016 (1%) [800,016] 0 long[] 0x354ffa8
...

An array of the object is a leak suspect. It's referenced from java/util/Vector, which is referenced from an object, InstanceVariableExample. We can definitely find out which object is responsible for instance variables from the Java heap dump (see Figure 21).

Simulation of a Memory Leak in a Java Local Variable
We can chase down static variable and instance variable. What about local variables? Let's build an application to simulate memory leak in local variable (see Listing 3). We can run LocalVariableTest and analyze the Java heap dump.

TotalSize (TotalSize/HeapSize%) [ObjectSize] NumberOfChildObject(503) ObjectName Address
51,202,224 (98%) [32] 1 java/util/Vector 0x14b2208
51,202,192 (98%) [656] 96 array of [Ljava/lang/Object; 0x3d84728
800,016 (1%) [800,016] 0 long[] 0x22d04e8
...

We found a memory leak at the array of the Object, which is referenced from java/util/Vector. But there's no information about who created the java/util/Vector. Unfortunately we can't figure out who created the local variable from the Java heap dump alone. Do you remember HeapExhaustionSimulator that we used to simulate Java heap exhaustion? We couldn't find out who created the vector in the Java heap dump either since the vector was a local variable (see Figure 22).

What do we do if we want to find out the method that created the local variable? In the following message, we can get some clues, method name, line numbers, and file names.

Exception in thread "main" java.lang.OutOfMemoryError: Java heap space
at LocalVariableExample.init(LocalVariableExample.java:16)
at LocalVariableExample.<init>(LocalVariableExample.java:8)
at LocalVariableTest.main(LocalVariableTest.java:5)

If you have a javacore, we can take a look at the Java stack trace of the failing thread (see Figure 23).

We can find the method name (LocalVariableExample.init), line number, and file name (LocalVariableExample.java:16) from the stack trace (see Figure 24).

Simulation of Memory Leak in a Java Thread
Let's simulate one more scenario where excessive threads are created (see Listing 4). In this experiment, we are creating millions of threads.

IBM's Java virtual machine throws the following message:

JVMDG274: Dump Handler has Processed OutOfMemory.
Exception in thread "main" java.lang.OutOfMemoryError
at NativeMemoryExhaustionSimulator.main (NativeMemoryExhaustionSimulator.java:5)

There's not enough information in the message. Sun's JVM throws the following message:

java.lang.OutOfMemoryError: unable to create new native thread
Dumping heap to java_pid6790.hprof ...
Heap dump file created [45762946 bytes in 1.521 secs]

It indicates that it was unable to create a new native thread. Probably native memory exhaustion occurred due to the excessive number of thread creation. We can take a look at the line 5 in NativeMemoryExhaustionSimulator.java to see if we are creating too many threads.

Another scenario occurs when the application might make excessive use of Java finalizers, which is explained in one of my JDJ articles. [Anatomy of Java Finalizer, Volume 14 Issue 1, Java Developer's Journal 2009]

Analysis Java Heap Leak Patterns
After years of research, I have identified that there are three different basic Java heap leak patterns that are modeled inside of the IBM HeapAnalyzer so that it can detect each pattern. The IBM HeapAnalyzer can detect these different types of memory leaks and find leak suspects for you (see Figures 25 and 26).

  1. Horizontal memory leak: Many objects are referenced from same objects
  2. Vertical memory leak: Many objects are linked together
  3. Diagonal memory leak: Combination of horizontal and vertical memory leak. It's often found in tree structures

Simulation of Horizontal Memory Leak
Believe it or not, we already have seen a horizontal memory leak in HeapExhaustionSimulator (see Listing 5). Different objects are added to an ArrayList. So many objects are referenced from the same object, ArrayList. We can clearly visualize the structure from the IBM HeapAnalyzer, which was able to detect a horizontal memory leak pattern (see Figure 27).

Simulation of a Vertical Memory Leak
We can utilize a linked list to simulate a vertical memory leak. Here's what I've come up with (see Listing 6). We are adding strings to a linked list until we get java.lang.OutOfMemoryError. The IBM HeapAnalyzer was able to detect a vertical memory leak pattern and provided a leak suspect (see Figure 28).

Simulation of a Diagonal Memory Leak
We can build up finalizable objects with the following application, DiagonalMemoryLeakSimulator (see Listing 7). From the IBM HeapAnalyzer, we can recognize a diagonal memory leak pattern. We are creating objects until java.lang.OutOfMemoryError is thrown. This is a typical tree structure thanks to java.lang.ref.Finalizer. Of course, the IBM HeapAnalzyer was able to recognize adiagonal memory leak pattern and detect a leak suspect (see Figure 29).

Conclusion
We've investigated different patterns of java.lang.OutOfMemoryError, artifacts and their possible solutions. When we see a java.lang.OutOfMemoryError and find Java heap dumps; however, it's not always necessary to analyze Java heap dumps. We often find many people blindly jumping on Java heap dumps without looking into other information. I don't think we should blame them. We just need to work smarter.

We can't diagnose all kinds of problems by analyzing the Java heap dumps alone. Java heap dumps are just snapshots of Java heap at specific times. Garbage collection trace is another source of information where we can figure out what's going on with the Java heap and garbage collector.

First, we need to determine whether java.lang.OutOfMemoryError is caused by Java heap, native memory or something else from error messages. If it's caused by native memory, we need to utilize operating system memory monitoring tools provided by an operating system such as svmon on AIX operating systems or your favorite third-party tools. If java.lang.OutOfMemoryError is related to Java heap, we need to make sure that the Java heap and parts of the Java heap are configured well enough to handle a given workload by analyzing garbage collection trace. If your JVM needs a little bit more Java heap and you have extra memory, you could endow more memory to the Java Virtual Machine in order to increase heap capacity, for example, by increasing the -Xmx command-line option. If you've already reached the address space limit, you could redistribute the workload with multiple horizontal clones of the Java Virtual Machine. If you really suspect there's Java heap leak, you are more than welcome to analyze the Java heap dumps with the IBM HeapAnalyzer or any of your favorite Java heap analysis tools.

More Stories By Jinwoo Hwang

Jinwoo Hwang is a software engineer, inventor, author, and technical leader at IBM WebSphere Application Server Technical Support in Research Triangle Park, North Carolina. He joined IBM in 1995 and worked with IBM Global Learning Services, IBM Consulting Services, and software development teams prior to his current position at IBM. He is an IBM Certified Solution Developer and IBM Certified WebSphere Application Server System Administrator as well as a SUN Certified Programmer for the Java platform. He is the architect and creator of the following technologies:

Mr. Hwang is the author of the book C Programming for Novices (ISBN:9788985553643, Yonam Press, 1995) as well as the following webcasts and articles:

Mr. Hwang is the author of the following IBM technical articles:

  • VisualAge Performance Guide,1999
  • CORBA distributed object applet/servlet programming for IBM WebSphere Application Server and VisualAge for Java v2.0E ,1999
  • Java CORBA programming for VisualAge for Java ,1998
  • MVS/CICS application programming for VisualAge Generator ,1998
  • Oracle Native/ODBC application programming for VisualAge Generator ,1998
  • MVS/CICS application Web connection programming for VisualAge Generator ,1998
  • Java applet programming for VisualAge WebRunner ,1998
  • VisualAge for Java/WebRunner Server Works Java Servlet Programming Guide ,1998
  • RMI Java Applet programming for VisualAge for Java ,1998
  • Multimedia Database Java Applet Programming Guide ,1997
  • CICS ECI Java Applet programming guide for VisualAge Generator 3.0 ,1997
  • CICS ECI DB2 Application programming guide for VigualGen, 1997
  • VisualGen CICS ECI programming guide, 1997
  • VisualGen CICS DPL programming guide, 1997

Mr. Hwang holds the following patents in the U.S. / other countries:


Comments (0)

Share your thoughts on this story.

Add your comment
You must be signed in to add a comment. Sign-in | Register

In accordance with our Comment Policy, we encourage comments that are on topic, relevant and to-the-point. We will remove comments that include profanity, personal attacks, racial slurs, threats of violence, or other inappropriate material that violates our Terms and Conditions, and will block users who make repeated violations. We ask all readers to expect diversity of opinion and to treat one another with dignity and respect.


@ThingsExpo Stories
DevOps is often described as a combination of technology and culture. Without both, DevOps isn't complete. However, applying the culture to outdated technology is a recipe for disaster; as response times grow and connections between teams are delayed by technology, the culture will die. A Nutanix Enterprise Cloud has many benefits that provide the needed base for a true DevOps paradigm.
SYS-CON Events announced today that Progress, a global leader in application development, has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Enterprises today are rapidly adopting the cloud, while continuing to retain business-critical/sensitive data inside the firewall. This is creating two separate data silos – one inside the firewall and the other outside the firewall. Cloud ISVs ofte...
Existing Big Data solutions are mainly focused on the discovery and analysis of data. The solutions are scalable and highly available but tedious when swapping in and swapping out occurs in disarray and thrashing takes place. The resolution for thrashing through machine learning algorithms and support nomenclature is through simple techniques. Organizations that have been collecting large customer data are increasingly seeing the need to use the data for swapping in and out and thrashing occurs ...
SYS-CON Events announced today that Outscale, a global pure play Infrastructure as a Service provider and strategic partner of Dassault Systèmes, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Founded in 2010, Outscale simplifies infrastructure complexities and boosts the business agility of its customers. Outscale delivers a secure, reliable and industrial strength solution for its customers, which in...
SYS-CON Events announced today that DivvyCloud will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. DivvyCloud software enables organizations to achieve their cloud computing goals by simplifying and automating security, compliance and cost optimization of public and private cloud infrastructure. Using DivvyCloud, customers can leverage programmatic Bots to identify and remediate common cloud problems in rea...
Amazon started as an online bookseller 20 years ago. Since then, it has evolved into a technology juggernaut that has disrupted multiple markets and industries and touches many aspects of our lives. It is a relentless technology and business model innovator driving disruption throughout numerous ecosystems. Amazon’s AWS revenues alone are approaching $16B a year making it one of the largest IT companies in the world. With dominant offerings in Cloud, IoT, eCommerce, Big Data, AI, Digital Assis...
SYS-CON Events announced today that delaPlex will exhibit at SYS-CON's @CloudExpo, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. delaPlex pioneered Software Development as a Service (SDaaS), which provides scalable resources to build, test, and deploy software. It’s a fast and more reliable way to develop a new product or expand your in-house team.
In order to meet the rapidly changing demands of today’s customers, companies are continually forced to redefine their business strategies in order to meet these needs, stay relevant and continue to see profitable growth. IoT deployment and development is integral in this transformation, and today businesses are increasingly seeing the value of investing their resources into IoT deployments. These technologies are able increase ROI through projects such as connecting supply chains or enabling sm...
SYS-CON Events announced today that Cloudistics, an on-premises cloud computing company, has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Cloudistics delivers a complete public cloud experience with composable on-premises infrastructures to medium and large enterprises. Its software-defined technology natively converges network, storage, compute, virtualization, and management into a ...
A strange thing is happening along the way to the Internet of Things, namely far too many devices to work with and manage. It has become clear that we'll need much higher efficiency user experiences that can allow us to more easily and scalably work with the thousands of devices that will soon be in each of our lives. Enter the conversational interface revolution, combining bots we can literally talk with, gesture to, and even direct with our thoughts, with embedded artificial intelligence, whic...
New competitors, disruptive technologies, and growing expectations are pushing every business to both adopt and deliver new digital services. This ‘Digital Transformation’ demands rapid delivery and continuous iteration of new competitive services via multiple channels, which in turn demands new service delivery techniques – including DevOps. In this power panel at @DevOpsSummit 20th Cloud Expo, moderated by DevOps Conference Co-Chair Andi Mann, panelists will examine how DevOps helps to meet th...
Every successful software product evolves from an idea to an enterprise system. Notably, the same way is passed by the product owner's company. In his session at 20th Cloud Expo, Oleg Lola, CEO of MobiDev, will provide a generalized overview of the evolution of a software product, the product owner, the needs that arise at various stages of this process, and the value brought by a software development partner to the product owner as a response to these needs.
SYS-CON Events announced today that A&I Solutions has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Founded in 1999, A&I Solutions is a leading information technology (IT) software and services provider focusing on best-in-class enterprise solutions. By partnering with industry leaders in technology, A&I assures customers high performance levels across all IT environments including: mai...
SYS-CON Events announced today that Tappest will exhibit MooseFS at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. MooseFS is a breakthrough concept in the storage industry. It allows you to secure stored data with either duplication or erasure coding using any server. The newest – 4.0 version of the software enables users to maintain the redundancy level with even 50% less hard drive space required. The software func...
Most technology leaders, contemporary and from the hardware era, are reshaping their businesses to do software in the hope of capturing value in IoT. Although IoT is relatively new in the market, it has already gone through many promotional terms such as IoE, IoX, SDX, Edge/Fog, Mist Compute, etc. Ultimately, irrespective of the name, it is about deriving value from independent software assets participating in an ecosystem as one comprehensive solution.
SYS-CON Events announced today that EARP will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. "We are a software house, so we perfectly understand challenges that other software houses face in their projects. We can augment a team, that will work with the same standards and processes as our partners' internal teams. Our teams will deliver the same quality within the required time and budget just as our partn...
SYS-CON Events announced today that delaPlex will exhibit at SYS-CON's @ThingsExpo, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. delaPlex pioneered Software Development as a Service (SDaaS), which provides scalable resources to build, test, and deploy software. It’s a fast and more reliable way to develop a new product or expand your in-house team.
In his keynote at @ThingsExpo, Chris Matthieu, Director of IoT Engineering at Citrix and co-founder and CTO of Octoblu, focused on building an IoT platform and company. He provided a behind-the-scenes look at Octoblu’s platform, business, and pivots along the way (including the Citrix acquisition of Octoblu).
SYS-CON Events announced today that Outscale will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Outscale's technology makes an automated and adaptable Cloud available to businesses, supporting them in the most complex IT projects while controlling their operational aspects. You boost your IT infrastructure's reactivity, with request responses that only take a few seconds.
SYS-CON Events announced today that Systena America will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Systena Group has been in business for various software development and verification in Japan, US, ASEAN, and China by utilizing the knowledge we gained from all types of device development for various industries including smartphones (Android/iOS), wireless communication, security technology and IoT serv...