Calculating an Object Graph's Size on the JVM
Here's a little something I learned today. Recently, I had the task of adding an
in memory cache for an exchange rate web service to the project I'm working on.
I've used Guava's
CacheBuilder and set some random values for its maximum size
and expiry periods. And the I got wondering, what would be the amount of memory
this cache will need when full?
I had a faint idea, from Twitter, that a tool called jol (Java Object Layout) might be exactly what I needed, but I wasn't exactly sure. I investigated and, sure enough, it is a very good tool for finding not only the memory size of an object graph, but also how objects are laid out in memory on different JVMs. This later feature is useful when optimizing for CPU caches, but I've got no experience with this yet.
Back to the subject of this blog post — finding the total amount of memory for an object graph — things are actually quite simple.
First, you want to add jol as a dependency in your favourite build system. I'm using sbt here.
libraryDependencies += "org.openjdk.jol" % "jol-core" % "1.0-SNAPSHOT" % "compile"
As you may have noticed, I've declared this dependency as compile time only. We need it during interactive development, but not (yet) at runtime.
Next, fire up
sbt console and try these commands:
import org.openjdk.jol.info.GraphLayout println(GraphLayout.parseInstance("USD").toFootprint) println(GraphLayout.parseInstance("USD").toPrintable) println(GraphLayout.parseInstance("USD" -> "EUR").totalSize)
Here's the output I got when inspecting a simple tuple value.
scala> println(GraphLayout.parseInstance("USD" -> "EUR").toFootprint) scala.Tuple2 instance footprint: COUNT AVG SUM DESCRIPTION 2 24 48 [C 2 24 48 java.lang.String 1 24 24 scala.Tuple2 5 120 (total)
In the first column we have an instance count per class: two instances of type
Array[Char], two instance of type
String and one instance of type
The third column shows how much memory all the instance of a particular type occupy. The char arrays and the strings occupy 48 bytes each. The tuple takes 24 bytes. They all add up to a total memory size of 120 bytes.
The average column says what amount of memory is consumed, on average, by each instance. Why on average though? I don't have an answer to this yet, but I presume is becuse of byte alignment rules.
Another question might be why does a single
String instance occupy 24 bytes?
This is where another utility, called
ClassLayout comes in handy:
scala> println(ClassLayout.parseClass(classOf[String]).toPrintable) java.lang.String object internals: OFFSET SIZE TYPE DESCRIPTION VALUE 0 12 (object header) N/A 12 4 char String.value N/A 16 4 int String.hash N/A 20 4 int String.hash32 N/A Instance size: 24 bytes (estimated, the sample instance is not available) Space losses: 0 bytes internal + 0 bytes external = 0 bytes total
The output says precisely how the object fields will be lay out in the computer memory and how much space they take up.
The first item, the object header, contains class type information. It starts at offset 0 and takes up 12 bytes.
The second item is the first object field. In this case we have an array of chars, which is used to store the actual characters that make up the string. It starts at offset 12 and occupies 4 bytes. Similar for the subsequent two fields.
If you'd like to know more, the project's source tree contains a directory of samples demonstrating some of its features. It's a good place to learn more about jol.