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Kafka工具类

import java.util.Properties

import org.apache.kafka.clients.consumer.{ConsumerConfig, ConsumerRecord}
import org.apache.kafka.common.serialization.StringDeserializer
import org.apache.spark.streaming.StreamingContext
import org.apache.spark.streaming.dstream.InputDStream
import org.apache.spark.streaming.kafka010.{ConsumerStrategies, KafkaUtils, LocationStrategies}

object MyKafkaUtil {

  //1.创建配置信息对象
  private val properties: Properties = PropertiesUtil.load("config.properties")

  //2.用于初始化链接到集群的地址
  val broker_list: String = properties.getProperty("kafka.broker.list")
  private val groupId: String = properties.getProperty("kafka.group.id")

  //3.kafka消费者配置
  val kafkaParam = Map(
    "bootstrap.servers" -> broker_list,
    "key.deserializer" -> classOf[StringDeserializer],
    "value.deserializer" -> classOf[StringDeserializer],
    //消费者组
    "group.id" -> groupId,
    //如果没有初始化偏移量或者当前的偏移量不存在任何服务器上,可以使用这个配置属性
    //可以使用这个配置,latest自动重置偏移量为最新的偏移量
    "auto.offset.reset" -> "latest",
    //如果是true,则这个消费者的偏移量会在后台自动提交,但是kafka宕机容易丢失数据
    //如果是false,会需要手动维护kafka偏移量
    "enable.auto.commit" -> (true: java.lang.Boolean)
  )

  // 创建DStream,返回接收到的输入数据
  // LocationStrategies:根据给定的主题和集群地址创建consumer
  // LocationStrategies.PreferConsistent:持续的在所有Executor之间分配分区
  // ConsumerStrategies:选择如何在Driver和Executor上创建和配置Kafka Consumer
  // ConsumerStrategies.Subscribe:订阅一系列主题
  def getKafkaStream(topic: String, ssc: StreamingContext): InputDStream[ConsumerRecord[String, String]] = {

    val dStream: InputDStream[ConsumerRecord[String, String]] = KafkaUtils.createDirectStream[String, String](
      ssc,
      LocationStrategies.PreferConsistent,
      ConsumerStrategies.Subscribe[String, String](Array(topic), kafkaParam))

    dStream
  }
}      

工具类得使用:

//1.创建执行环境
val sparkConf: SparkConf = new SparkConf().setMaster("local[*]").setAppName("AlertApp")
val ssc = new StreamingContext(sparkConf, Seconds(5))

//2.读取Kafka事件日志主题数据
val kafkaDStream: InputDStream[ConsumerRecord[String, String]] = MyKafkaUtil.getKafkaStream(GmallConstant.EVENT_TOPIC, ssc)
      

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