kafka环境搭建与实战(2)kafka API实战
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2022-06-16 15:30:15
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kafka环境搭建与实战(1)安装kafka http://zilongzilong.iteye.com/blog/2267913 kafka环境搭建与实战(2)kafka API实战 http://zilongzilong.iteye.com/blog/2267924
1.maven项目中添加依赖
<!-- kafka --> <dependency> <groupId>org.apache.kafka</groupId> <artifactId>kafka-clients</artifactId> <version>0.9.0.0</version> </dependency>
2.spring集成kafka
与spring集成spring-kafka.xml
<?xml version="1.0" encoding="UTF-8"?> <beans xmlns="http://www.springframework.org/schema/beans" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:beans="http://www.springframework.org/schema/beans" xsi:schemaLocation=" http://www.springframework.org/schema/beans http://www.springframework.org/schema/beans/spring-beans.xsd"> <bean id="testProducer" class="org.apache.kafka.clients.producer.KafkaProducer" scope="prototype"> <constructor-arg type="java.util.Properties"> <props> <prop key="bootstrap.servers">kafka0:9092,kafka1:9092,kafka2</prop> <prop key="acks">all</prop> <prop key="retries">0</prop> <prop key="batch.size">16384</prop> <prop key="linger.ms">1</prop> <prop key="buffer.memory">33554432</prop> <prop key="key.serializer">org.apache.kafka.common.serialization.StringSerializer</prop> <prop key="value.serializer">org.apache.kafka.common.serialization.StringSerializer</prop> <prop key="partitioner.class">com.***.kafka.Partitioner.RandomPartitioner</prop> </props> </constructor-arg> </bean> <bean id="group1Consumer" class="org.apache.kafka.clients.consumer.KafkaConsumer" scope="prototype"> <constructor-arg type="java.util.Properties"> <props> <prop key="bootstrap.servers">kafka0:9092,kafka1:9092,kafka2:9092</prop> <prop key="group.id">group1</prop> <prop key="enable.auto.commit">true</prop> <prop key="auto.commit.interval.ms">1000</prop> <prop key="session.timeout.ms">30000</prop> <prop key="key.deserializer">org.apache.kafka.common.serialization.StringDeserializer</prop> <prop key="value.deserializer">org.apache.kafka.common.serialization.StringDeserializer</prop> </props> </constructor-arg> </bean> <bean id="group2Consumer" class="org.apache.kafka.clients.consumer.KafkaConsumer" scope="prototype"> <constructor-arg type="java.util.Properties"> <props> <prop key="bootstrap.servers">kafka0:9092,kafka1:9092,kafka2:9092</prop> <prop key="group.id">group2</prop> <prop key="enable.auto.commit">true</prop> <prop key="auto.commit.interval.ms">1000</prop> <prop key="session.timeout.ms">30000</prop> <prop key="key.deserializer">org.apache.kafka.common.serialization.StringDeserializer</prop> <prop key="value.deserializer">org.apache.kafka.common.serialization.StringDeserializer</prop> </props> </constructor-arg> </bean> </beans>
3.producer使用
自己的partion策略类
public class RandomPartitioner implements Partitioner { @Override public void configure(Map<String, ?> configs) { } @Override public int partition(String topic, Object key, byte[] keyBytes, Object value, byte[] valueBytes, Cluster cluster) { Random random = new Random(); List<PartitionInfo> partitions = cluster.partitionsForTopic(topic); int numPartitions = partitions.size(); if (numPartitions > 0) { return Math.abs(random.nextInt()) % numPartitions; } else { return 0; } } @Override public void close() { } }
public class ProducerUtil { private static Producer<String, String> producer = SpringContextHolder.getBean("testProducer"); public static void produce(String message) { producer.send(new ProducerRecord<String, String>("test",message)); } }
4.consumer使用
public class KafkaServletContextListener implements ServletContextListener { @Override public void contextInitialized(ServletContextEvent sce) { ExecutorService executor = Executors.newFixedThreadPool(2); executor.execute(new Runnable() { @Override public void run() { KafkaConsumer<String, String> consumer = SpringContextHolder.getBean("group1Consumer"); consumer.subscribe(Arrays.asList("test")); while (true) { ConsumerRecords<String, String> records = consumer.poll(100); for (ConsumerRecord<String, String> record : records) { record.key(); record.offset(); record.partition(); record.topic(); record.value(); //TODO } } } }); executor.execute(new Runnable() { @Override public void run() { KafkaConsumer<String, String> consumer = SpringContextHolder.getBean("group2Consumer"); consumer.subscribe(Arrays.asList("test")); while (true) { ConsumerRecords<String, String> records = consumer.poll(100); for (ConsumerRecord<String, String> record : records) { record.key(); record.offset(); record.partition(); record.topic(); record.value(); //TODO } } } }); } @Override public void contextDestroyed(ServletContextEvent sce) { } }
在web.xml中添加listener
<listener> <listener-class>com.***.web.listener.KafkaServletContextListener</listener-class> </listener>
5.kafka中遇到的错误
5.1 消费者在消费消息的时候,一直报如下错误:
ILLEGAL_GENERATION occurred while committing offsets for group
在网上找到一篇文章http://comments.gmane.org/gmane.comp.apache.kafka.user/10708,但是按照这个调整了auto.commit.interval.ms和session.timeout.ms,但是还是无济于事。
最后的根本解决办法是,优化消费者的处理逻辑,因为我在消费这种用到了jredis,jredis中对于exist、get时间复杂度为o(1),而smembers方法时间复杂度为o(N),我做的是一是优化代码,二是尽量优先用jredis中对于exist、get方法,然后部署上去,问题经观察,没有出现了。
总之,解决办法是优化消费者代码,减少耗时,让消费者能及时反馈消费状态给zookeeper