Flink 之布隆过滤器去重统计UV
1、数据格式
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340435,8011260,14018421,P,1601688622,470dcf33-23d3-41e1-9b34-2f07957aace8 2008025,9874758,305577,P,1601688622,45ed9502-a407-4991-9187-950b33189c38 1214865,19108962,1067112,P,1601688622,3f607e02-ec53-40cd-899d-3901d7a0e394 3402965,3143472,3178995,C,1601688622,3242288d-2279-4ec9-94fe-4329a2dfdddf 2199130,17952924,12544083,P,1601688622,890f68fc-84f8-46fb-ad4b-67b935150eae 3172585,23850972,6394593,C,1601688622,5ea3ad00-b200-492f-a265-0086ae1265d6 839815,11722812,2948778,C,1601688622,43d56e03-970c-4a2b-8b17-9924aed3730c
2、处理类
package service /** * @program: demo * @description: ${description} * @author: yang * @create: 2020-12-30 14:30 */ import java.sql.Timestamp import org.apache.flink.streaming.api.TimeCharacteristic import org.apache.flink.streaming.api.scala._ import org.apache.flink.streaming.api.scala.function.ProcessWindowFunction import org.apache.flink.streaming.api.windowing.time.Time import org.apache.flink.streaming.api.windowing.triggers.{Trigger, TriggerResult} import org.apache.flink.streaming.api.windowing.windows.TimeWindow import org.apache.flink.util.Collector import redis.clients.jedis.Jedis import utils.Utils /** * redis-server.exe redis.windows.conf * * redis-cli.exe -h 127.0.0.1 -p 6379 * * keys * * * HGETALL runoobkey * * flushall * */ object UvByBloom { def main(args: Array[String]): Unit = { val env = StreamExecutionEnvironment.getExecutionEnvironment env.setStreamTimeCharacteristic(TimeCharacteristic.EventTime) env.setParallelism(1) // 读取数据 env.readTextFile(Utils.userBehaviorLogPath) .map(Utils.string2UserBehavior(_)) //解析数据 .assignTimestampsAndWatermarks(new EventTimeExtractor) //添加水位 .filter(_.behavior == "P") // 只统计pv操作 .map(data => ("key", data.userId)) //把数据变为key,value结构 .keyBy(_._1) //按照key进行分组(注意:如果数据量特别大,添加一个随机的前缀进行处理) .timeWindow(Time.hours(1)) //窗口是1小时 .trigger(new MyTrigger()) //每来来一条数据都会更新一下结果 .process(new UvCountWithBloom()) .print() env.execute("UvByBloom") } } // 自定义窗口触发器 class MyTrigger() extends Trigger[(String, Long), TimeWindow] { override def onEventTime(time: Long, window: TimeWindow, ctx: Trigger.TriggerContext): TriggerResult = TriggerResult.CONTINUE override def onProcessingTime(time: Long, window: TimeWindow, ctx: Trigger.TriggerContext): TriggerResult = TriggerResult.CONTINUE override def clear(window: TimeWindow, ctx: Trigger.TriggerContext): Unit = {} override def onElement(element: (String, Long), timestamp: Long, window: TimeWindow, ctx: Trigger.TriggerContext): TriggerResult = { // 每来一条数据,就直接触发窗口操作,并清空所有窗口状态 TriggerResult.FIRE_AND_PURGE } } // 定义一个布隆过滤器 class Bloom(size: Long) extends Serializable { //布隆过滤器的默认大小是32M //32 * 1024 * 1024 * 8 //2^5 2^10 2^10 * 2^3 //1后面28个0 private val cap = if (size > 0) size else 1 << 28 //定义hash函数的结果,当做位图的offset def hash(value: String, seed: Int): Long = { var result = 0L for( i <- 0 until value.length ){ //各种方法去实现都行 result += result * seed + value.charAt(i) } //他们之间进行&运算结果一定在位图之间 result & ( cap - 1 ) //0后面28个1 } } class UvCountWithBloom() extends ProcessWindowFunction[(String, Long), Tuple2[String,Long], String, TimeWindow]{ // 定义redis连接 lazy val jedis = new Jedis("localhost", 6379) //32 * 1024 * 1024 * 8 //5 + 10 + 10 + 3 lazy val bloom = new Bloom(1<<28) override def process(key: String, context: Context, elements: Iterable[(String, Long)], out: Collector[Tuple2[String,Long]]): Unit = { // 位图的存储方式,key是windowEnd,value是bitmap //val storeKey = context.window.getEnd.toString val storeKey =new Timestamp(context.window.getEnd).toString var count = 0L // 把每个窗口的uv count值也存入名为count的redis表, // 存放内容为(windowEnd -> uvCount),所以要先从redis中读取 if( jedis.hget("count", storeKey) != null ){ //UV取出来 count = jedis.hget("count", storeKey).toLong } // 用布隆过滤器判断当前用户是否已经存在 val userId = elements.last._2.toString val offset = bloom.hash(userId, 61) // 定义一个标识位,判断reids位图中有没有这一位 val isExist = jedis.getbit(storeKey, offset) if(!isExist){ // 如果不存在,位图对应位置1,count + 1 jedis.setbit(storeKey, offset, true) jedis.hset("count", storeKey, (count + 1).toString) out.collect( Tuple2[String,Long](new Timestamp(context.window.getEnd).toString, count + 1) ) } else { out.collect( Tuple2[String,Long](new Timestamp(context.window.getEnd).toString, count) ) } } }
3、Utils工具类
package utils /** * @program: demo * @description: ${description} * @author: yang * @create: 2020-12-30 14:26 */ import java.text.SimpleDateFormat import service.{AdClickEvent, ApacheLogEvent, UserBehavior} object Utils { //时间日志路径 val eventLogPath = "E:\\java\\demo\\src\\main\\resources\\file\\data2.log" //广告点击日志路径 val adClickLogPath = "E:\\java\\demo\\src\\main\\resources\\file\\data3.csv" //用户行为数据日志路径 val userBehaviorLogPath="E:\\java\\demo\\src\\main\\resources\\file\\data1.csv" /** * 根据字符串把数据转换成为日志服务数据对象 * @param line * @return */ def string2ApacheLogEvent(line:String):ApacheLogEvent={ val fields = line.split(" ") val dateFormat = new SimpleDateFormat("dd/MM/yyyy:HH:mm:ss") val timeStamp = dateFormat.parse(fields(3).trim).getTime ApacheLogEvent(fields(0).trim,fields(1).trim,timeStamp, fields(5).trim,fields(6).trim) } /** * 根据字符串生成广告点击日志对象 * @param line * @return */ def string2ClickEvent(line:String):AdClickEvent={ val dataArray = line.split(",") AdClickEvent(dataArray(0).trim.toLong, dataArray(1).trim.toLong, dataArray(2).trim, dataArray(3).trim, dataArray(4).trim.toLong) } /** * 根据字符串,把数据转换成为用户行为对象 * @param line * @return */ def string2UserBehavior(line:String):UserBehavior={ val fields = line.split(",") UserBehavior(fields(0).trim.toLong, fields(1).trim.toLong, fields(2).trim.toLong, fields(3).trim, fields(4).trim.toLong, fields(5).trim ) } }
本文来自博客园,作者:小白啊小白,Fighting,转载请注明原文链接:https://www.cnblogs.com/ywjfx/p/14234907.html