How can i reduce lag in kafka consumer/producer
I am looking for improvement in scala kafka code. For reduce lag, what should i do in consumer & producer.
This is the code I got from someone.
I know this code is not a difficult code. But I have never seen scala code before, and I am just beginning to learn about kafka. So I have a hard time finding the problem.
import java.util.Properties
import org.apache.kafka.clients.producer.{KafkaProducer, ProducerRecord}
import scala.util.Try
class KafkaMessenger(val servers: String, val sender: String) {
val props = new Properties()
props.put("bootstrap.servers", servers)
props.put("key.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("value.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("producer.type", "async")
val producer = new KafkaProducer[String, String](props)
def send(topic: String, message: Any): Try[Unit] = Try {
producer.send(new ProducerRecord(topic, message.toString))
}
def close(): Unit = producer.close()
}
object KafkaMessenger {
def apply(host: String, topic: String, sender: String, message: String): Unit = {
val messenger = new KafkaMessenger(host, sender)
messenger.send(topic, message)
messenger.close()
}
}
and this is consumer code.
import java.util.Properties
import java.util.concurrent.Executors
import com.satreci.g2gs.common.impl.utils.KafkaMessageTypes._
import kafka.admin.AdminUtils
import kafka.consumer._
import kafka.utils.ZkUtils
import org.I0Itec.zkclient.{ZkClient, ZkConnection}
import org.slf4j.LoggerFactory
import scala.language.postfixOps
class KafkaListener(val zookeeper: String,
val groupId: String,
val topic: String,
val handleMessage: ByteArrayMessage => Unit,
val workJson: String = ""
) extends AutoCloseable {
private lazy val logger = LoggerFactory.getLogger(this.getClass)
val config: ConsumerConfig = createConsumerConfig(zookeeper, groupId)
val consumer: ConsumerConnector = Consumer.create(config)
val sessionTimeoutMs: Int = 10 * 1000
val connectionTimeoutMs: Int = 8 * 1000
val zkClient: ZkClient = ZkUtils.createZkClient(zookeeper, sessionTimeoutMs, connectionTimeoutMs)
val zkUtils = new ZkUtils(zkClient, new ZkConnection(zookeeper), false)
def createConsumerConfig(zookeeper: String, groupId: String): ConsumerConfig = {
val props = new Properties()
props.put("zookeeper.connect", zookeeper)
props.put("group.id", groupId)
props.put("auto.offset.reset", "smallest")
props.put("zookeeper.session.timeout.ms", "5000")
props.put("zookeeper.sync.time.ms", "200")
props.put("auto.commit.interval.ms", "1000")
props.put("partition.assignment.strategy", "roundrobin")
new ConsumerConfig(props)
}
def run(threadCount: Int = 1): Unit = {
val streams = consumer.createMessageStreamsByFilter(Whitelist(topic), threadCount)
if (!AdminUtils.topicExists(zkUtils, topic)) {
AdminUtils.createTopic(zkUtils, topic, 1, 1)
}
val executor = Executors.newFixedThreadPool(threadCount)
for (stream <- streams) {
executor.submit(new MessageConsumer(stream))
}
logger.debug(s"KafkaListener start with ${threadCount}thread (topic=$topic)")
}
override def close(): Unit = {
consumer.shutdown()
logger.debug(s"$topic Listener close")
}
class MessageConsumer(val stream: MessageStream) extends Runnable {
override def run(): Unit = {
val it = stream.iterator()
while (it.hasNext()) {
val message = it.next().message()
if (workJson == "") {
handleMessage(message)
}
else {
val strMessage = new String(message)
val newMessage = s"$strMessage/#/$workJson"
val outMessage = newMessage.toCharArray.map(c => c.toByte)
handleMessage(outMessage)
}
}
}
}
}
Specifically, I want to modify the structure that creates KafkaProduce objects whenever I send a message. There seems to be many other improvements to reduce lag.
scala apache-kafka kafka-consumer-api kafka-producer-api
add a comment |
I am looking for improvement in scala kafka code. For reduce lag, what should i do in consumer & producer.
This is the code I got from someone.
I know this code is not a difficult code. But I have never seen scala code before, and I am just beginning to learn about kafka. So I have a hard time finding the problem.
import java.util.Properties
import org.apache.kafka.clients.producer.{KafkaProducer, ProducerRecord}
import scala.util.Try
class KafkaMessenger(val servers: String, val sender: String) {
val props = new Properties()
props.put("bootstrap.servers", servers)
props.put("key.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("value.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("producer.type", "async")
val producer = new KafkaProducer[String, String](props)
def send(topic: String, message: Any): Try[Unit] = Try {
producer.send(new ProducerRecord(topic, message.toString))
}
def close(): Unit = producer.close()
}
object KafkaMessenger {
def apply(host: String, topic: String, sender: String, message: String): Unit = {
val messenger = new KafkaMessenger(host, sender)
messenger.send(topic, message)
messenger.close()
}
}
and this is consumer code.
import java.util.Properties
import java.util.concurrent.Executors
import com.satreci.g2gs.common.impl.utils.KafkaMessageTypes._
import kafka.admin.AdminUtils
import kafka.consumer._
import kafka.utils.ZkUtils
import org.I0Itec.zkclient.{ZkClient, ZkConnection}
import org.slf4j.LoggerFactory
import scala.language.postfixOps
class KafkaListener(val zookeeper: String,
val groupId: String,
val topic: String,
val handleMessage: ByteArrayMessage => Unit,
val workJson: String = ""
) extends AutoCloseable {
private lazy val logger = LoggerFactory.getLogger(this.getClass)
val config: ConsumerConfig = createConsumerConfig(zookeeper, groupId)
val consumer: ConsumerConnector = Consumer.create(config)
val sessionTimeoutMs: Int = 10 * 1000
val connectionTimeoutMs: Int = 8 * 1000
val zkClient: ZkClient = ZkUtils.createZkClient(zookeeper, sessionTimeoutMs, connectionTimeoutMs)
val zkUtils = new ZkUtils(zkClient, new ZkConnection(zookeeper), false)
def createConsumerConfig(zookeeper: String, groupId: String): ConsumerConfig = {
val props = new Properties()
props.put("zookeeper.connect", zookeeper)
props.put("group.id", groupId)
props.put("auto.offset.reset", "smallest")
props.put("zookeeper.session.timeout.ms", "5000")
props.put("zookeeper.sync.time.ms", "200")
props.put("auto.commit.interval.ms", "1000")
props.put("partition.assignment.strategy", "roundrobin")
new ConsumerConfig(props)
}
def run(threadCount: Int = 1): Unit = {
val streams = consumer.createMessageStreamsByFilter(Whitelist(topic), threadCount)
if (!AdminUtils.topicExists(zkUtils, topic)) {
AdminUtils.createTopic(zkUtils, topic, 1, 1)
}
val executor = Executors.newFixedThreadPool(threadCount)
for (stream <- streams) {
executor.submit(new MessageConsumer(stream))
}
logger.debug(s"KafkaListener start with ${threadCount}thread (topic=$topic)")
}
override def close(): Unit = {
consumer.shutdown()
logger.debug(s"$topic Listener close")
}
class MessageConsumer(val stream: MessageStream) extends Runnable {
override def run(): Unit = {
val it = stream.iterator()
while (it.hasNext()) {
val message = it.next().message()
if (workJson == "") {
handleMessage(message)
}
else {
val strMessage = new String(message)
val newMessage = s"$strMessage/#/$workJson"
val outMessage = newMessage.toCharArray.map(c => c.toByte)
handleMessage(outMessage)
}
}
}
}
}
Specifically, I want to modify the structure that creates KafkaProduce objects whenever I send a message. There seems to be many other improvements to reduce lag.
scala apache-kafka kafka-consumer-api kafka-producer-api
add a comment |
I am looking for improvement in scala kafka code. For reduce lag, what should i do in consumer & producer.
This is the code I got from someone.
I know this code is not a difficult code. But I have never seen scala code before, and I am just beginning to learn about kafka. So I have a hard time finding the problem.
import java.util.Properties
import org.apache.kafka.clients.producer.{KafkaProducer, ProducerRecord}
import scala.util.Try
class KafkaMessenger(val servers: String, val sender: String) {
val props = new Properties()
props.put("bootstrap.servers", servers)
props.put("key.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("value.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("producer.type", "async")
val producer = new KafkaProducer[String, String](props)
def send(topic: String, message: Any): Try[Unit] = Try {
producer.send(new ProducerRecord(topic, message.toString))
}
def close(): Unit = producer.close()
}
object KafkaMessenger {
def apply(host: String, topic: String, sender: String, message: String): Unit = {
val messenger = new KafkaMessenger(host, sender)
messenger.send(topic, message)
messenger.close()
}
}
and this is consumer code.
import java.util.Properties
import java.util.concurrent.Executors
import com.satreci.g2gs.common.impl.utils.KafkaMessageTypes._
import kafka.admin.AdminUtils
import kafka.consumer._
import kafka.utils.ZkUtils
import org.I0Itec.zkclient.{ZkClient, ZkConnection}
import org.slf4j.LoggerFactory
import scala.language.postfixOps
class KafkaListener(val zookeeper: String,
val groupId: String,
val topic: String,
val handleMessage: ByteArrayMessage => Unit,
val workJson: String = ""
) extends AutoCloseable {
private lazy val logger = LoggerFactory.getLogger(this.getClass)
val config: ConsumerConfig = createConsumerConfig(zookeeper, groupId)
val consumer: ConsumerConnector = Consumer.create(config)
val sessionTimeoutMs: Int = 10 * 1000
val connectionTimeoutMs: Int = 8 * 1000
val zkClient: ZkClient = ZkUtils.createZkClient(zookeeper, sessionTimeoutMs, connectionTimeoutMs)
val zkUtils = new ZkUtils(zkClient, new ZkConnection(zookeeper), false)
def createConsumerConfig(zookeeper: String, groupId: String): ConsumerConfig = {
val props = new Properties()
props.put("zookeeper.connect", zookeeper)
props.put("group.id", groupId)
props.put("auto.offset.reset", "smallest")
props.put("zookeeper.session.timeout.ms", "5000")
props.put("zookeeper.sync.time.ms", "200")
props.put("auto.commit.interval.ms", "1000")
props.put("partition.assignment.strategy", "roundrobin")
new ConsumerConfig(props)
}
def run(threadCount: Int = 1): Unit = {
val streams = consumer.createMessageStreamsByFilter(Whitelist(topic), threadCount)
if (!AdminUtils.topicExists(zkUtils, topic)) {
AdminUtils.createTopic(zkUtils, topic, 1, 1)
}
val executor = Executors.newFixedThreadPool(threadCount)
for (stream <- streams) {
executor.submit(new MessageConsumer(stream))
}
logger.debug(s"KafkaListener start with ${threadCount}thread (topic=$topic)")
}
override def close(): Unit = {
consumer.shutdown()
logger.debug(s"$topic Listener close")
}
class MessageConsumer(val stream: MessageStream) extends Runnable {
override def run(): Unit = {
val it = stream.iterator()
while (it.hasNext()) {
val message = it.next().message()
if (workJson == "") {
handleMessage(message)
}
else {
val strMessage = new String(message)
val newMessage = s"$strMessage/#/$workJson"
val outMessage = newMessage.toCharArray.map(c => c.toByte)
handleMessage(outMessage)
}
}
}
}
}
Specifically, I want to modify the structure that creates KafkaProduce objects whenever I send a message. There seems to be many other improvements to reduce lag.
scala apache-kafka kafka-consumer-api kafka-producer-api
I am looking for improvement in scala kafka code. For reduce lag, what should i do in consumer & producer.
This is the code I got from someone.
I know this code is not a difficult code. But I have never seen scala code before, and I am just beginning to learn about kafka. So I have a hard time finding the problem.
import java.util.Properties
import org.apache.kafka.clients.producer.{KafkaProducer, ProducerRecord}
import scala.util.Try
class KafkaMessenger(val servers: String, val sender: String) {
val props = new Properties()
props.put("bootstrap.servers", servers)
props.put("key.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("value.serializer", "org.apache.kafka.common.serialization.StringSerializer")
props.put("producer.type", "async")
val producer = new KafkaProducer[String, String](props)
def send(topic: String, message: Any): Try[Unit] = Try {
producer.send(new ProducerRecord(topic, message.toString))
}
def close(): Unit = producer.close()
}
object KafkaMessenger {
def apply(host: String, topic: String, sender: String, message: String): Unit = {
val messenger = new KafkaMessenger(host, sender)
messenger.send(topic, message)
messenger.close()
}
}
and this is consumer code.
import java.util.Properties
import java.util.concurrent.Executors
import com.satreci.g2gs.common.impl.utils.KafkaMessageTypes._
import kafka.admin.AdminUtils
import kafka.consumer._
import kafka.utils.ZkUtils
import org.I0Itec.zkclient.{ZkClient, ZkConnection}
import org.slf4j.LoggerFactory
import scala.language.postfixOps
class KafkaListener(val zookeeper: String,
val groupId: String,
val topic: String,
val handleMessage: ByteArrayMessage => Unit,
val workJson: String = ""
) extends AutoCloseable {
private lazy val logger = LoggerFactory.getLogger(this.getClass)
val config: ConsumerConfig = createConsumerConfig(zookeeper, groupId)
val consumer: ConsumerConnector = Consumer.create(config)
val sessionTimeoutMs: Int = 10 * 1000
val connectionTimeoutMs: Int = 8 * 1000
val zkClient: ZkClient = ZkUtils.createZkClient(zookeeper, sessionTimeoutMs, connectionTimeoutMs)
val zkUtils = new ZkUtils(zkClient, new ZkConnection(zookeeper), false)
def createConsumerConfig(zookeeper: String, groupId: String): ConsumerConfig = {
val props = new Properties()
props.put("zookeeper.connect", zookeeper)
props.put("group.id", groupId)
props.put("auto.offset.reset", "smallest")
props.put("zookeeper.session.timeout.ms", "5000")
props.put("zookeeper.sync.time.ms", "200")
props.put("auto.commit.interval.ms", "1000")
props.put("partition.assignment.strategy", "roundrobin")
new ConsumerConfig(props)
}
def run(threadCount: Int = 1): Unit = {
val streams = consumer.createMessageStreamsByFilter(Whitelist(topic), threadCount)
if (!AdminUtils.topicExists(zkUtils, topic)) {
AdminUtils.createTopic(zkUtils, topic, 1, 1)
}
val executor = Executors.newFixedThreadPool(threadCount)
for (stream <- streams) {
executor.submit(new MessageConsumer(stream))
}
logger.debug(s"KafkaListener start with ${threadCount}thread (topic=$topic)")
}
override def close(): Unit = {
consumer.shutdown()
logger.debug(s"$topic Listener close")
}
class MessageConsumer(val stream: MessageStream) extends Runnable {
override def run(): Unit = {
val it = stream.iterator()
while (it.hasNext()) {
val message = it.next().message()
if (workJson == "") {
handleMessage(message)
}
else {
val strMessage = new String(message)
val newMessage = s"$strMessage/#/$workJson"
val outMessage = newMessage.toCharArray.map(c => c.toByte)
handleMessage(outMessage)
}
}
}
}
}
Specifically, I want to modify the structure that creates KafkaProduce objects whenever I send a message. There seems to be many other improvements to reduce lag.
scala apache-kafka kafka-consumer-api kafka-producer-api
scala apache-kafka kafka-consumer-api kafka-producer-api
edited Nov 21 at 14:43
cricket_007
79k1142109
79k1142109
asked Nov 21 at 4:57
조현욱
51
51
add a comment |
add a comment |
1 Answer
1
active
oldest
votes
Increase the number of consumer(KafkaListener) instances with same group id.
It will increase the consumption rate. Eventually your lag between producer write & consumer will get minimized.
This assumes there's more than one partition to consume from
– cricket_007
Nov 21 at 14:41
Thanks to your answer. I'll consider it.
– 조현욱
Nov 22 at 1:14
add a comment |
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1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
Increase the number of consumer(KafkaListener) instances with same group id.
It will increase the consumption rate. Eventually your lag between producer write & consumer will get minimized.
This assumes there's more than one partition to consume from
– cricket_007
Nov 21 at 14:41
Thanks to your answer. I'll consider it.
– 조현욱
Nov 22 at 1:14
add a comment |
Increase the number of consumer(KafkaListener) instances with same group id.
It will increase the consumption rate. Eventually your lag between producer write & consumer will get minimized.
This assumes there's more than one partition to consume from
– cricket_007
Nov 21 at 14:41
Thanks to your answer. I'll consider it.
– 조현욱
Nov 22 at 1:14
add a comment |
Increase the number of consumer(KafkaListener) instances with same group id.
It will increase the consumption rate. Eventually your lag between producer write & consumer will get minimized.
Increase the number of consumer(KafkaListener) instances with same group id.
It will increase the consumption rate. Eventually your lag between producer write & consumer will get minimized.
answered Nov 21 at 6:15
Swapnil Chougule
507
507
This assumes there's more than one partition to consume from
– cricket_007
Nov 21 at 14:41
Thanks to your answer. I'll consider it.
– 조현욱
Nov 22 at 1:14
add a comment |
This assumes there's more than one partition to consume from
– cricket_007
Nov 21 at 14:41
Thanks to your answer. I'll consider it.
– 조현욱
Nov 22 at 1:14
This assumes there's more than one partition to consume from
– cricket_007
Nov 21 at 14:41
This assumes there's more than one partition to consume from
– cricket_007
Nov 21 at 14:41
Thanks to your answer. I'll consider it.
– 조현욱
Nov 22 at 1:14
Thanks to your answer. I'll consider it.
– 조현욱
Nov 22 at 1:14
add a comment |
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