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akka-kryo-serialization's Introduction

akka-kryo-serialization - kryo-based serializers for Scala and Akka

This library provides custom Kryo-based serializers for Scala and Akka. It can be used for more efficient akka actor's remoting.

It can also be used for a general purpose and very efficient Kryo-based serialization of such Scala types like Option, Tuple, Enumeration and most of Scala's collection types.

Features

  • It is more efficient than Java serialization - both in size and speed
  • Does not require any additional build steps like compiling proto files, when using protobuf serialization
  • Almost any Scala and Java class can be serialized using it without any additional configuration or code changes
  • Efficient serialization of such Scala types like Option, Tuple, Enumeration, most of Scala's collection types
  • Greatly improves performance of Akka's remoting
  • Apache 2.0 license

How to use this library in your project

To use this serializer, you need to do two things:

  • Include a dependency on this library into your project:

    libraryDependencies += "com.github.romix.akka" % "akka-kryo-serialization" % "0.3.2"

  • Add some new elements to your Akka configuration file, e.g. application.conf

Which Maven repository contains this library?

You can find the JARs on Sonatype Maven repository.

Please use the following fragment in your pom.xml:

To use the official release of akka-kryo-serialization, please use the following snippet in your pom.xml

    <repository>
        <snapshots>
            <enabled>false</enabled>
        </snapshots>
        <id>central</id>
        <name>Maven Central Repository</name>
        <url>http://repo1.maven.org/maven2</url>
    </repository>
    
    <dependency>
        <groupId>com.github.romix.akka</groupId>
        <artifactId>akka-kryo-serialization_2.10</artifactId>
        <version>0.3.1</version>
    </dependency>

If you want to test the latest snapshot of this library, please use the following snippet in your pom.xml

    <repository>
       <id>sonatype-snapshots</id>
       <name>sonatype snapshots repo</name>
       <url>https://oss.sonatype.org/content/repositories/snapshots</url>
    </repository>
    
    <dependency>
       <groupId>com.github.romix.akka</groupId>
       <artifactId>akka-kryo-serialization_2.10</artifactId>
        <version>0.4.0-SNAPSHOT</version>
    </dependency>

For your SBT project files, you can use the following coordinates:

"com.github.romix.akka" %% "akka-kryo-serialization" % "0.3.2"

How do I build this library on my own?

If you wish to build the library on your own, you need to check out the project from Github and do sbt compile publish-local

If you wish to use it within an OSGi environment, you can add OSGi headers to the build by executing: sbt osgi-bundle publish-local

Note that the OSGi build uses the sbt-osgi plugin, which may not be available from Maven Central or the Typesafe repo, so it may require a local build as well. sbt-osgi can be found at https://github.com/sbt/sbt-osgi.

Configuration of akka-kryo-serialization

The following options are available for configuring this serializer:

  • You need to add a following line to the list of your Akka extensions: extensions = ["com.romix.akka.serialization.kryo.KryoSerializationExtension$"]

  • You need to add a new kryo section to the akka.actor part of configuration

    kryo  {  
    	# Possibles values for type are: graph or nograph  
    	# graph supports serialization of object graphs with shared nodes  
    	# and cyclic references, but this comes at the expense of a small overhead  
    	# nograph does not support object grpahs with shared nodes, but is usually faster   
    	type = "graph"  
    	
    	  
    	# Possible values for idstrategy are:  
    	# default, explicit, incremental  
    	#  
    	# default - slowest and produces bigger serialized representation. Contains fully-  
    	# qualified class names (FQCNs) for each class. Note that selecting this strategy 
    	# does not work in version 0.3.2, but is available on master and from 0.3.3 onward.
    	#  
    	# explicit - fast and produces compact serialized representation. Requires that all  
    	# classes that will be serialized are pre-registered using the "mappings" and "classes"
    	# sections. To guarantee that both sender and receiver use the same numeric ids for the same  
    	# classes it is advised to provide exactly the same entries in the "mappings" section   
    	#  
    	# incremental - fast and produces compact serialized representation. Support optional  
    	# pre-registering of classes using the "mappings" and "classes" sections. If class is  
    	# not pre-registered, it will be registered dynamically by picking a next available id  
    	# To guarantee that both sender and receiver use the same numeric ids for the same   
    	# classes it is advised to pre-register them using at least the "classes" section   
    	  
    	idstrategy = "incremental"  
    	  
    	# Define a default size for serializer pool
    	# Try to define the size to be at least as big as the max possible number
    	# of threads that may be used for serialization, i.e. max number
    	# of threads allowed for the scheduler
    	serializer-pool-size = 16
    	
    	# Define a default size for byte buffers used during serialization   
    	buffer-size = 4096  
    
    	# The serialization byte buffers are doubled as needed until they exceed max-buffer-size and an exception is thrown. Can be -1 for no maximum.
    	max-buffer-size = -1
    
    	# If set, akka uses manifests to put a class name
    	# of the top-level object into each message
    	use-manifests = false
    	
    	# Enable transparent compression of serialized messages
    	# accepted values are: off | lz4 | deflate
    	compression = off
    	
    	# Log implicitly registered classes. Useful, if you want to know all classes
    	# which are serialized. You can then use this information in the mappings and/or 
    	# classes sections
    	implicit-registration-logging = false 
    	  
    	# If enabled, Kryo logs a lot of information about serialization process.
    	# Useful for debugging and lowl-level tweaking
    	kryo-trace = false 
    	  
    	# If proviced, Kryo uses the class specified by a fully qualified class name
    	# to perform a custom initialization of Kryo instances in addition to what
    	# is done automatically based on the config file.
    	kryo-custom-serializer-init = "CustomKryoSerializerInitFQCN"
    	  
    	# Define mappings from a fully qualified class name to a numeric id.  
    	# Smaller ids lead to smaller sizes of serialized representations.  
    	#  
    	# This section is mandatory for idstartegy=explciit  
    	# This section is optional  for idstartegy=incremental  
    	# This section is ignored   for idstartegy=default  
    	#   
    	# The smallest possible id should start at 20 (or even higher), because
    	# ids below it are used by Kryo internally e.g. for built-in Java and 
    	# Scala types   
    	mappings {  
    		"package1.name1.className1" = 20,  
    		"package2.name2.className2" = 21  
    	}  
    	  
    	# Define a set of fully qualified class names for   
    	# classes to be used for serialization.
    	# The ids for those classes will be assigned automatically,
    	# but respecting the order of declaration in this section  
    	#  
    	# This section is optional  for idstartegy=incremental  
    	# This section is ignored   for idstartegy=default  
    	# This section is optional  for idstartegy=explicit  
    	classes = [  
    		"package3.name3.className3",  
    		"package4.name4.className4"  
    	]  
    }
    
  • You should declare in the Akka serializers section a new kind of serializer:

    serializers {  
    	java = "akka.serialization.JavaSerializer"  
    	# Define kryo serializer   
    	kryo = "com.romix.akka.serialization.kryo.KryoSerializer"  
    }    
    
  • As usual, you should declare in the Akka serialization-bindings section which classes should use kryo serialization. One thing to keep in mind is that classes that you register in this section are supposed to be TOP-LEVEL classes that you wish to serialize. I.e. this is a class of object that you send over the wire. It should not be a class that is used internally by a top-level class. The reason for it: Akka sees only an object of a top-level class to be sent. It picks a matching serializer for this top-level class, e.g. a default Java serializer, and then it serializes the whole object graph with this object as a root using this Java serializer.

How do you create mappings or classes sections with proper content?

One of the easiest ways to understand which classes you need to register in those sections is to leave both sections first empty and then set implicit-registration-logging = true

As a result, you'll eventually see log messages about implicit registration of some classes. By default, they will receive some random default ids. Once you see the names of implicitly registered classes, you can copy them into your mappings or classes sections and assign an id of your choice to each of those classes.

You may need to repeat the process several times until you see no further log messages about implicitly registered classes.

Another useful trick is to provide your own custom initializer for Kryo (see below) and inside it you register classes of a few objects that are typically used by your application, for example:

			kryo.register(myObj1.getClass);
			kryo.register(myObj2.getClass);

Obviously, you can also explicitly assign IDs to your classes in the initializer, if you wish:

			kryo.register(myObj3.getClass, 123);

If you use this library as an alternative serialization method when sending messages between actors, it is extremely important that the order of class registration and the assigned class IDs are the same for senders and for receivers!

How to create a custom initializer for Kryo

Sometimes you need to customize Kryo beyond what is possible by means of the configuration parameters in the config file. Typically, you may want to register very specific serializers for certain classes or tweak some settings of the Kryo instance. This is possible by providing the following optional parameter in the config file: kryo-custom-serializer-init = "CustomKryoSerializerInitFQCN"

Where CustomKryoSerializerInitFQCN is a fully qualified class name of your custom serializer class. And custom serializer class can be just any class with a default no-arg constructor and a method called customize, which takes one parameter of type Kryo and has a void return type, i.e.

		public void customize(Kryo kryo); // for Java
		def customize(kryo:Kryo):Unit // for Scala

An example of such a custom Kryo serializer initialization class could be something like this:

			class KryoInit {
				def customize(kryo: Kryo): Unit  = {
					kryo.register(classOf[DateTime], new JodaDateTimeSerializer)
					kryo.setReferences(false)
				}
			}

Usage as a general purpose Scala serialization library

Simply add this library to your classpath. It does not have any external dependencies besides Kryo. All serializers for Scala classes can be found in the package com.romix.scala.serialization.kryo

If you want to use any of those serializers in your code, add some of the following lines to your code as required:

			// Serialization of Scala enumerations
			kryo.addDefaultSerializer(classOf[scala.Enumeration#Value], classOf[EnumerationSerializer])
			kryo.register(Class.forName("scala.Enumeration$Val"))
			kryo.register(classOf[scala.Enumeration#Value])

			// Serialization of Scala maps like Trees, etc
			kryo.addDefaultSerializer(classOf[scala.collection.Map[_,_]], classOf[ScalaMapSerializer])
			kryo.addDefaultSerializer(classOf[scala.collection.generic.MapFactory[scala.collection.Map]], classOf[ScalaMapSerializer])

			// Serialization of Scala sets
			kryo.addDefaultSerializer(classOf[scala.collection.Set[_]], classOf[ScalaSetSerializer])
			kryo.addDefaultSerializer(classOf[scala.collection.generic.SetFactory[scala.collection.Set]], classOf[ScalaSetSerializer])

			// Serialization of all Traversable Scala collections like Lists, Vectors, etc
			kryo.addDefaultSerializer(classOf[scala.collection.Traversable[_]], classOf[ScalaCollectionSerializer])

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