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# spark-streaming-kafka-demo | ||
Demo Spark Streaming Consumer read data from kafka | ||
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Enable Kafka and create 1 topic with name "topic-1": | ||
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```bash | ||
bin/kafka-topics.sh --create --topic topic-1 --bootstrap-server localhost:9092 | ||
``` | ||
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Create _producer_: | ||
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```bash | ||
bin/kafka-console-producer.sh --topic topic-1 --bootstrap-server localhost:9092 | ||
``` | ||
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Build project to file `.jar`: | ||
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```bash | ||
mvn clean package | ||
``` | ||
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Run file `.jar` in Spark with `spark-submit`: | ||
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```bash | ||
spark-submit --class demo.sparkstreaming.StreamingConsumer target/SparkStreamingDemo-V1-jar-with-dependencies.jar | ||
``` |
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<project xmlns="http://maven.apache.org/POM/4.0.0" | ||
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
<modelVersion>4.0.0</modelVersion> | ||
<groupId>SparkStreamingDemo</groupId> | ||
<artifactId>SparkStreamingDemo</artifactId> | ||
<version>V1</version> | ||
<dependencies> | ||
<!-- https://mvnrepository.com/artifact/org.apache.kafka/kafka-clients --> | ||
<dependency> | ||
<groupId>org.apache.kafka</groupId> | ||
<artifactId>kafka-clients</artifactId> | ||
<version>2.7.0</version> | ||
</dependency> | ||
<!-- https://mvnrepository.com/artifact/org.apache.kafka/kafka --> | ||
<dependency> | ||
<groupId>org.apache.kafka</groupId> | ||
<artifactId>kafka_2.12</artifactId> | ||
<version>2.7.0</version> | ||
</dependency> | ||
<!-- https://mvnrepository.com/artifact/org.apache.spark/spark-streaming-kafka-0-10 --> | ||
<dependency> | ||
<groupId>org.apache.spark</groupId> | ||
<artifactId>spark-streaming-kafka-0-10_2.12</artifactId> | ||
<version>3.1.1</version> | ||
</dependency> | ||
<!-- https://mvnrepository.com/artifact/org.apache.spark/spark-streaming --> | ||
<dependency> | ||
<groupId>org.apache.spark</groupId> | ||
<artifactId>spark-streaming_2.12</artifactId> | ||
<version>3.1.1</version> | ||
<scope>provided</scope> | ||
</dependency> | ||
</dependencies> | ||
<build> | ||
<sourceDirectory>src</sourceDirectory> | ||
<plugins> | ||
<plugin> | ||
<artifactId>maven-compiler-plugin</artifactId> | ||
<version>3.8.1</version> | ||
<configuration> | ||
<release>11</release> | ||
</configuration> | ||
</plugin> | ||
<plugin> | ||
<groupId>org.apache.maven.plugins</groupId> | ||
<artifactId>maven-assembly-plugin</artifactId> | ||
<executions> | ||
<execution> | ||
<phase>package</phase> | ||
<goals> | ||
<goal>single</goal> | ||
</goals> | ||
<configuration> | ||
<archive> | ||
<manifest> | ||
<mainClass> | ||
demo.sparkstreaming.StreamingConsumer | ||
</mainClass> | ||
</manifest> | ||
</archive> | ||
<descriptorRefs> | ||
<descriptorRef>jar-with-dependencies</descriptorRef> | ||
</descriptorRefs> | ||
</configuration> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
</plugins> | ||
</build> | ||
</project> |
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package demo.sparkstreaming; | ||
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import java.util.Arrays; | ||
import java.util.Collection; | ||
import java.util.List; | ||
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import org.apache.kafka.clients.consumer.ConsumerRecord; | ||
import org.apache.spark.SparkConf; | ||
import org.apache.spark.api.java.function.Function; | ||
import org.apache.spark.streaming.Durations; | ||
import org.apache.spark.streaming.api.java.JavaDStream; | ||
import org.apache.spark.streaming.api.java.JavaInputDStream; | ||
import org.apache.spark.streaming.api.java.JavaStreamingContext; | ||
import org.apache.spark.streaming.kafka010.ConsumerStrategies; | ||
import org.apache.spark.streaming.kafka010.KafkaUtils; | ||
import org.apache.spark.streaming.kafka010.LocationStrategies; | ||
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import demo.sparkstreaming.properties.SSKafkaProperties; | ||
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public class StreamingConsumer { | ||
public static void main(String[] args) throws InterruptedException { | ||
SparkConf conf = new SparkConf().setMaster("local").setAppName("Spark Streaming Consumer"); | ||
JavaStreamingContext jssc = new JavaStreamingContext(conf, Durations.seconds(1)); | ||
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// Define a list of Kafka topic to subscribe | ||
Collection<String> topics = Arrays.asList("topic-1"); | ||
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// Create an input DStream which consume message from Kafka topics | ||
JavaInputDStream<ConsumerRecord<String, String>> stream; | ||
stream = KafkaUtils.createDirectStream(jssc, | ||
LocationStrategies.PreferConsistent(), | ||
ConsumerStrategies.Subscribe(topics, SSKafkaProperties.getInstance())); | ||
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JavaDStream<String> lines = stream.map((Function<ConsumerRecord<String,String>, String>) kafkaRecord -> kafkaRecord.value()); | ||
lines.cache().foreachRDD(line -> { | ||
List<String> list = line.collect(); | ||
if(line != null) { | ||
for(String l: list) { | ||
System.out.println(l); | ||
} | ||
} | ||
}); | ||
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// Start the computation | ||
jssc.start(); | ||
jssc.awaitTermination(); | ||
} | ||
} |
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package demo.sparkstreaming.properties; | ||
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import java.util.HashMap; | ||
import java.util.Map; | ||
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import org.apache.kafka.common.serialization.StringDeserializer; | ||
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public class SSKafkaProperties { | ||
/** | ||
* Define configuration kafka consumer with spark streaming | ||
* @return | ||
*/ | ||
public static Map<String, Object> getInstance() { | ||
Map<String, Object> kafkaParams = new HashMap<String, Object>(); | ||
kafkaParams.put("bootstrap.servers", "localhost:9092"); | ||
kafkaParams.put("key.deserializer", StringDeserializer.class); | ||
kafkaParams.put("value.deserializer", StringDeserializer.class); | ||
kafkaParams.put("group.id", "0"); | ||
kafkaParams.put("auto.offset.reset", "earliest"); | ||
kafkaParams.put("enable.auto.commit", false); | ||
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return kafkaParams; | ||
} | ||
} |