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Added spark streaming custom receiver for pulsar #296
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# Spark Streaming Pulsar Receiver | ||
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<!-- TOC depthFrom:2 depthTo:3 withLinks:1 updateOnSave:1 orderedList:0 --> | ||
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- [Introduction](#introduction) | ||
- [Using Spark Streaming Pulsar Receiver](#using-spark-streaming-pulsar-receiver) | ||
- [Example](#example) | ||
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<!-- /TOC --> | ||
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## Introduction | ||
Spark Streaming Pulsar Receiver is a custom receiver which enables Apache Spark Streaming to receive data from Pulsar. | ||
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An application can receive RDD format data via Spark Streaming Pulsar Receiver and can process it variously. | ||
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## Using Spark Streaming Pulsar Receiver | ||
Include dependency for Spark Streaming Pulsar Receiver: | ||
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```xml | ||
<dependency> | ||
<groupId>com.yahoo.pulsar</groupId> | ||
<artifactId>pulsar-spark</artifactId> | ||
<version>${pulsar.version}</version> | ||
</dependency> | ||
``` | ||
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Pass an instance of SparkStreamingPulsarReceiver to receiverStream method in JavaStreamingContext: | ||
```java | ||
SparkConf conf = new SparkConf().setMaster("local[*]").setAppName("pulsar-spark"); | ||
JavaStreamingContext jssc = new JavaStreamingContext(conf, Durations.seconds(5)); | ||
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ClientConfiguration clientConf = new ClientConfiguration(); | ||
ConsumerConfiguration consConf = new ConsumerConfiguration(); | ||
String url = "pulsar://localhost:6650/"; | ||
String topic = "persistent://sample/standalone/ns1/topic1"; | ||
String subs = "sub1"; | ||
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JavaReceiverInputDStream<byte[]> msgs = jssc | ||
.receiverStream(new SparkStreamingPulsarReceiver(clientConf, consConf, url, topic, subs)); | ||
``` | ||
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## Example | ||
You can find a complete example [here](../pulsar-spark/src/test/java/com/yahoo/pulsar/spark/example/SparkStreamingPulsarReceiverExample.java). | ||
In this example, the number of messages which contain "Pulsar" string in received messages is counted. |
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# Spark Streaming Pulsar Receiver | ||
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<!-- TOC depthFrom:2 depthTo:3 withLinks:1 updateOnSave:1 orderedList:0 --> | ||
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- [概要](#概要) | ||
- [Spark Streaming Pulsar Receiverの利用](#spark-streaming-pulsar-receiverの利用) | ||
- [実装例](#実装例) | ||
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<!-- /TOC --> | ||
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## 概要 | ||
Spark Streaming Pulsar ReceiverはApache Spark StreamingがPulsarからデータを受け取るためのCustom Receiverです。 | ||
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アプリケーションはSpark Streaming Pulsar Receiverを通してRDD形式のデータを受け取り、様々な処理を行うことができます。 | ||
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## Spark Streaming Pulsar Receiverの利用 | ||
Spark Streaming Pulsar Receiverの依存をincludeします: | ||
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```xml | ||
<dependency> | ||
<groupId>com.yahoo.pulsar</groupId> | ||
<artifactId>pulsar-spark</artifactId> | ||
<version>${pulsar.version}</version> | ||
</dependency> | ||
``` | ||
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JavaStreamingContextのreceiverStreamメソッドにSparkStreamingPulsarReceiverのインスタンスを渡します: | ||
```java | ||
SparkConf conf = new SparkConf().setMaster("local[*]").setAppName("pulsar-spark"); | ||
JavaStreamingContext jssc = new JavaStreamingContext(conf, Durations.seconds(5)); | ||
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ClientConfiguration clientConf = new ClientConfiguration(); | ||
ConsumerConfiguration consConf = new ConsumerConfiguration(); | ||
String url = "pulsar://localhost:6650/"; | ||
String topic = "persistent://sample/standalone/ns1/topic1"; | ||
String subs = "sub1"; | ||
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JavaReceiverInputDStream<byte[]> msgs = jssc | ||
.receiverStream(new SparkStreamingPulsarReceiver(clientConf, consConf, url, topic, subs)); | ||
``` | ||
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## 実装例 | ||
完全な実装の例は[SparkStreamingPulsarReceiver.java](../../../pulsar-spark/src/test/java/com/yahoo/pulsar/spark/example/SparkStreamingPulsarReceiverExample.java)を参照してください。 | ||
この例では、受け取ったメッセージのうち"Pulsar"という文字列が含まれるものがいくつあるかを数えます。 |
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<!-- | ||
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Copyright 2016 Yahoo Inc. | ||
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Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
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http://www.apache.org/licenses/LICENSE-2.0 | ||
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Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. | ||
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--> | ||
<project | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd" | ||
xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"> | ||
<modelVersion>4.0.0</modelVersion> | ||
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<parent> | ||
<groupId>com.yahoo.pulsar</groupId> | ||
<artifactId>pulsar</artifactId> | ||
<version>1.17-SNAPSHOT</version> | ||
<relativePath>..</relativePath> | ||
</parent> | ||
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<artifactId>pulsar-spark</artifactId> | ||
<name>Spark Streaming Pulsar Receivers</name> | ||
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<dependencies> | ||
<dependency> | ||
<groupId>${project.groupId}</groupId> | ||
<artifactId>pulsar-broker</artifactId> | ||
<version>${project.version}</version> | ||
<scope>test</scope> | ||
</dependency> | ||
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<dependency> | ||
<groupId>${project.groupId}</groupId> | ||
<artifactId>pulsar-broker</artifactId> | ||
<version>${project.version}</version> | ||
<scope>test</scope> | ||
<type>test-jar</type> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.mockito</groupId> | ||
<artifactId>mockito-core</artifactId> | ||
<scope>test</scope> | ||
</dependency> | ||
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<dependency> | ||
<groupId>${project.groupId}</groupId> | ||
<artifactId>managed-ledger</artifactId> | ||
<version>${project.version}</version> | ||
<scope>test</scope> | ||
<type>test-jar</type> | ||
</dependency> | ||
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<dependency> | ||
<groupId>${project.groupId}</groupId> | ||
<artifactId>pulsar-client</artifactId> | ||
<version>${project.version}</version> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.slf4j</groupId> | ||
<artifactId>slf4j-api</artifactId> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.apache.spark</groupId> | ||
<artifactId>spark-streaming_2.10</artifactId> | ||
</dependency> | ||
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<dependency> | ||
<groupId>com.google.guava</groupId> | ||
<artifactId>guava</artifactId> | ||
</dependency> | ||
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</dependencies> | ||
<build> | ||
<plugins> | ||
<plugin> | ||
<groupId>org.apache.maven.plugins</groupId> | ||
<artifactId>maven-shade-plugin</artifactId> | ||
<executions> | ||
<execution> | ||
<phase>package</phase> | ||
<goals> | ||
<goal>shade</goal> | ||
</goals> | ||
<configuration> | ||
<createDependencyReducedPom>true</createDependencyReducedPom> | ||
<promoteTransitiveDependencies>ture</promoteTransitiveDependencies> | ||
<artifactSet> | ||
<includes> | ||
<include>com.google.guava:guava</include> | ||
<include>io.netty:netty-codec-http</include> | ||
<include>io.netty:netty-transport-native-epoll</include> | ||
<include>io.netty:netty</include> | ||
<include>io.netty:netty-all</include> | ||
</includes> | ||
</artifactSet> | ||
<relocations> | ||
<relocation> | ||
<pattern>com.google</pattern> | ||
<shadedPattern>com.yahoo.pulsar.shade.com.google</shadedPattern> | ||
</relocation> | ||
<relocation> | ||
<pattern>io.netty</pattern> | ||
<shadedPattern>com.yahoo.pulsar.shade.io.netty</shadedPattern> | ||
</relocation> | ||
</relocations> | ||
</configuration> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
</plugins> | ||
</build> | ||
</project> |
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/** | ||
* Copyright 2016 Yahoo Inc. | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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package com.yahoo.pulsar.spark; | ||
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import org.apache.spark.storage.StorageLevel; | ||
import org.apache.spark.streaming.receiver.Receiver; | ||
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import com.yahoo.pulsar.client.api.ClientConfiguration; | ||
import com.yahoo.pulsar.client.api.Consumer; | ||
import com.yahoo.pulsar.client.api.ConsumerConfiguration; | ||
import com.yahoo.pulsar.client.api.Message; | ||
import com.yahoo.pulsar.client.api.MessageListener; | ||
import com.yahoo.pulsar.client.api.PulsarClient; | ||
import com.yahoo.pulsar.client.api.PulsarClientException; | ||
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import org.slf4j.Logger; | ||
import org.slf4j.LoggerFactory; | ||
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import java.util.concurrent.TimeUnit; | ||
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public class SparkStreamingPulsarReceiver extends Receiver<byte[]> { | ||
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private ClientConfiguration clientConfiguration; | ||
private ConsumerConfiguration consumerConfiguration; | ||
private PulsarClient pulsarClient; | ||
private String url; | ||
private String topic; | ||
private String subscription; | ||
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public SparkStreamingPulsarReceiver(ClientConfiguration clientConfiguration, | ||
ConsumerConfiguration consumerConfiguration, String url, String topic, String subscription) { | ||
this(StorageLevel.MEMORY_AND_DISK_2(), clientConfiguration, consumerConfiguration, url, topic, subscription); | ||
} | ||
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public SparkStreamingPulsarReceiver(StorageLevel storageLevel, ClientConfiguration clientConfiguration, | ||
ConsumerConfiguration consumerConfiguration, String url, String topic, String subscription) { | ||
super(storageLevel); | ||
this.clientConfiguration = clientConfiguration; | ||
this.url = url; | ||
this.topic = topic; | ||
this.subscription = subscription; | ||
if (consumerConfiguration.getAckTimeoutMillis() == 0) { | ||
consumerConfiguration.setAckTimeout(60, TimeUnit.SECONDS); | ||
} | ||
consumerConfiguration.setMessageListener((consumer, msg) -> { | ||
try { | ||
store(msg.getData()); | ||
consumer.acknowledgeAsync(msg); | ||
} catch (Exception e) { | ||
log.error("Failed to store a message : {}", e.getMessage()); | ||
} | ||
}); | ||
this.consumerConfiguration = consumerConfiguration; | ||
} | ||
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public void onStart() { | ||
try { | ||
pulsarClient = PulsarClient.create(url, clientConfiguration); | ||
pulsarClient.subscribe(topic, subscription, consumerConfiguration); | ||
} catch (PulsarClientException e) { | ||
log.error("Failed to start subscription : {}", e.getMessage()); | ||
restart("Restart a consumer"); | ||
} | ||
} | ||
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public void onStop() { | ||
try { | ||
if (pulsarClient != null) { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. is this transition valid? onStart -> onStop -> onStart? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. onStart and onStop are called only once. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. ok. the reason i asked is that it's now a bit asymmetric after you made the change i suggested to onStart(): onStop() invalidates the invariants that onStart() relies upon. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Sorry, I confirmed that when |
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pulsarClient.close(); | ||
} | ||
} catch (PulsarClientException e) { | ||
log.error("Failed to close client : {}", e.getMessage()); | ||
} | ||
} | ||
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private static final Logger log = LoggerFactory.getLogger(SparkStreamingPulsarReceiver.class); | ||
} | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. We should also update documentation . There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. OK. I'll make it. |
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Wouldn't be possible to just propagate the exception at this point?
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PulsarClientException is so a checked exception that it has to be caught here.
If we try to propagate like following, onStart() cannot be overrode.