Created
January 5, 2017 00:14
-
-
Save xdralex/845bcf8f06ab0cfcf9785d9f95450b88 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
package kstreams_demo | |
import java.lang.{Integer => JInt} | |
import java.util.Properties | |
import kstreams_demo.converters._ | |
import org.apache.kafka.clients.consumer.{ConsumerConfig, ConsumerRecord} | |
import org.apache.kafka.common.serialization.Serdes | |
import org.apache.kafka.streams.kstream._ | |
import org.apache.kafka.streams.kstream.internals.TimeWindow | |
import org.apache.kafka.streams.processor.TimestampExtractor | |
import org.apache.kafka.streams.{KafkaStreams, StreamsConfig} | |
import org.joda.time.{DateTime, DateTimeZone} | |
import scala.collection.JavaConverters._ | |
/* | |
[Environment] | |
bin/zookeeper-server-start.sh config/zookeeper.properties | |
bin/kafka-server-start.sh config/server.properties | |
[Setup] | |
bin/kafka-topics.sh --create --topic TimeInputTopic --zookeeper localhost:2181/kafka --partitions 1 --replication-factor 1 | |
[Run] | |
bin/kafka-console-producer.sh --broker-list localhost:9092 --topic TimeInputTopic --property parse.key=true --property key.separator=, | |
*/ | |
object TimeDemo | |
{ | |
def parse(s: String): (DateTime, JInt) = { | |
s.split(" ").filter(_.nonEmpty).toSeq match { | |
case Seq(a, b) => (DateTime.parse(a), b.toInt) | |
} | |
} | |
class DemoTimestampExtractor extends TimestampExtractor | |
{ | |
override def extract(record: ConsumerRecord[AnyRef, AnyRef]): Long = { | |
parse(record.value().asInstanceOf[String])._1.getMillis | |
} | |
} | |
def main(args: Array[String]): Unit = { | |
val builder = new KStreamBuilder | |
val config = new Properties() | |
config.putAll(Map( | |
StreamsConfig.APPLICATION_ID_CONFIG -> "time-demo10", | |
StreamsConfig.BOOTSTRAP_SERVERS_CONFIG -> "localhost:9092", | |
StreamsConfig.ZOOKEEPER_CONNECT_CONFIG -> "localhost:2181/kafka", | |
StreamsConfig.KEY_SERDE_CLASS_CONFIG -> Serdes.String.getClass.getName, | |
StreamsConfig.VALUE_SERDE_CLASS_CONFIG -> Serdes.String.getClass.getName, | |
StreamsConfig.TIMESTAMP_EXTRACTOR_CLASS_CONFIG -> classOf[DemoTimestampExtractor], | |
ConsumerConfig.AUTO_OFFSET_RESET_CONFIG -> "latest" | |
).asJava) | |
val input: KStream[String, String] = builder.stream(Serdes.String(), Serdes.String(), "TimeInputTopic") | |
input.foreach((k: String, v: String) => println(s"Input: $k - $v")) | |
val window: Windows[TimeWindow] = TimeWindows.of(60000).advanceBy(60000).until(30000) | |
val aggregated: KTable[Windowed[String], JInt] = input | |
.mapValues((v: String) => parse(v)._2) | |
.groupByKey(Serdes.String(), Serdes.Integer()) | |
.reduce((a: JInt, b: JInt) => (a + b).asInstanceOf[JInt], window, "TimeStore1") | |
aggregated.foreach { | |
(w: Windowed[String], s: JInt) => | |
val start = new DateTime(w.window().start(), DateTimeZone.UTC) | |
val end = new DateTime(w.window().end(), DateTimeZone.UTC) | |
println(s"Aggregated: $start..$end - ${w.key()} - $s") | |
} | |
val streams = new KafkaStreams(builder, config) | |
streams.start() | |
Runtime.getRuntime.addShutdownHook(new Thread(new Runnable { | |
override def run(): Unit = streams.close() | |
})) | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment