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| <li class="toctree-l3"><a href="#register-a-class-before-serialization">Register a class before serialization.</a></li> |
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| <p>Gearpump has a built-in serialization framework with a shaded Kryo version, which allows you to customize how a specific message type can be serialized. </p> |
| <h4 id="register-a-class-before-serialization">Register a class before serialization.</h4> |
| <p>Note, to use built-in kryo serialization framework, Gearpump requires all classes to be registered explicitly before using, no matter you want to use a custom serializer or not. If not using custom serializer, Gearpump will use default com.esotericsoftware.kryo.serializers.FieldSerializer to serialize the class. </p> |
| <p>To register a class, you need to change the configuration file gear.conf(or application.conf if you want it only take effect for single application).</p> |
| <pre class="codehilite"><code class="language-json">gearpump { |
| serializers { |
| ## We will use default FieldSerializer to serialize this class type |
| "org.apache.gearpump.UserMessage" = "" |
| |
| ## we will use custom serializer to serialize this class type |
| "org.apache.gearpump.UserMessage2" = "org.apache.gearpump.UserMessageSerializer" |
| } |
| }</code></pre> |
| |
| |
| <h4 id="how-to-define-a-custom-serializer-for-built-in-kryo-serialization-framework">How to define a custom serializer for built-in kryo serialization framework</h4> |
| <p>When you decide that you want to define a custom serializer, you can do this in two ways.</p> |
| <p>Please note that Gearpump shaded the original Kryo dependency. The package name <code>com.esotericsoftware</code> was relocated to <code>org.apache.gearpump.esotericsoftware</code>. So in the following customization, you should import corresponding shaded classes, the example code will show that part.</p> |
| <p>In general you should use the shaded version of a library whenever possible in order to avoid binary incompatibilities, eg don't use:</p> |
| <pre class="codehilite"><code class="language-scala">import com.google.common.io.Files</code></pre> |
| |
| |
| <p>but rather</p> |
| <pre class="codehilite"><code class="language-scala">import org.apache.gearpump.google.common.io.Files</code></pre> |
| |
| |
| <h5 id="system-level-serializer">System Level Serializer</h5> |
| <p>If the serializer is widely used, you can define a global serializer which is available to all applications(or worker or master) in the system.</p> |
| <h6 id="step1-you-first-need-to-develop-a-java-library-which-contains-the-custom-serializer-class-here-is-an-example">Step1: you first need to develop a java library which contains the custom serializer class. here is an example:</h6> |
| <pre class="codehilite"><code class="language-scala">package org.apache.gearpump |
| |
| import org.apache.gearpump.esotericsoftware.kryo.{Kryo, Serializer} |
| import org.apache.gearpump.esotericsoftware.kryo.io.{Input, Output} |
| |
| class UserMessage(longField: Long, intField: Int) |
| |
| class UserMessageSerializer extends Serializer[UserMessage] { |
| override def write(kryo: Kryo, output: Output, obj: UserMessage) = { |
| output.writeLong(obj.longField) |
| output.writeInt(obj.intField) |
| } |
| |
| override def read(kryo: Kryo, input: Input, typ: Class[UserMessage]): UserMessage = { |
| val longField = input.readLong() |
| val intField = input.readInt() |
| new UserMessage(longField, intField) |
| } |
| }</code></pre> |
| |
| |
| <h6 id="step2-distribute-the-libraries">Step2: Distribute the libraries</h6> |
| <p>Distribute the jar file to lib/ folder of every Gearpump installation in the cluster.</p> |
| <h6 id="step3-change-gearconf-on-every-machine-of-the-cluster">Step3: change gear.conf on every machine of the cluster:</h6> |
| <pre class="codehilite"><code class="language-json">gearpump { |
| serializers { |
| "org.apache.gearpump.UserMessage" = "org.apache.gearpump.UserMessageSerializer" |
| } |
| }</code></pre> |
| |
| |
| <h6 id="all-set">All set!</h6> |
| <h5 id="define-application-level-custom-serializer">Define Application level custom serializer</h5> |
| <p>If all you want is to define an application level serializer, which is only visible to current application AppMaster and Executors(including tasks), you can follow a different approach.</p> |
| <h6 id="step1-define-your-custom-serializer-class">Step1: Define your custom Serializer class</h6> |
| <p>You should include the Serializer class in your application jar. Here is an example to define a custom serializer:</p> |
| <pre class="codehilite"><code class="language-scala">package org.apache.gearpump |
| |
| import org.apache.gearpump.esotericsoftware.kryo.{Kryo, Serializer} |
| import org.apache.gearpump.esotericsoftware.kryo.io.{Input, Output} |
| |
| class UserMessage(longField: Long, intField: Int) |
| |
| class UserMessageSerializer extends Serializer[UserMessage] { |
| override def write(kryo: Kryo, output: Output, obj: UserMessage) = { |
| output.writeLong(obj.longField) |
| output.writeInt(obj.intField) |
| } |
| |
| override def read(kryo: Kryo, input: Input, typ: Class[UserMessage]): UserMessage = { |
| val longField = input.readLong() |
| val intField = input.readInt() |
| new UserMessage(longField, intField) |
| } |
| }</code></pre> |
| |
| |
| <h6 id="step2-put-a-applicationconf-in-your-classpath-on-client-machine-where-you-submit-the-application">Step2: Put a application.conf in your classpath on Client machine where you submit the application,</h6> |
| <pre class="codehilite"><code class="language-json">### content of application.conf |
| gearpump { |
| serializers { |
| "org.apache.gearpump.UserMessage" = "org.apache.gearpump.UserMessageSerializer" |
| } |
| }</code></pre> |
| |
| |
| <h6 id="step3-all-set">Step3: All set!</h6> |
| <h4 id="advanced-choose-another-serialization-framework">Advanced: Choose another serialization framework</h4> |
| <p>Note: This is only for advanced user which require deep customization of Gearpump platform.</p> |
| <p>There are other serialization framework besides Kryo, like Protobuf. If user don't want to use the built-in kryo serialization framework, he can customize a new serialization framework. </p> |
| <p>basically, user need to define in gear.conf(or application.conf for single application's scope) file like this:</p> |
| <pre class="codehilite"><code class="language-bash">gearpump.serialization-framework = "org.apache.gearpump.serializer.CustomSerializationFramework"</code></pre> |
| |
| |
| <p>Please find an example in gearpump storm module, search "StormSerializationFramework" in source code.</p> |
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