Flink 之布隆过滤器去重统计UV

1、数据格式

1021615,4355712,15138396,P,1601688552,913d5742-0fd8-46db-bb26-8cf0d09d90da
2178695,12498888,2595117,P,1601688552,3d29d1e2-d514-4991-bd79-9a866a10ad97
4306505,17843562,462120,P,1601688552,2dd496f4-7615-40f5-9d9e-bd5eab113519
1316425,18085380,6039696,P,1601688552,a5aa396e-11b6-466c-af37-96ee913ec2c8
3011370,25521774,14268315,P,1601688552,77ea91fb-cd06-4f0c-b0e1-7a00c0a6bad5
3690705,1792242,14268315,P,1601688552,fa93d73d-a188-4a6b-bb80-b244292ec1e6
2088160,22210836,15160524,P,1601688552,44d63078-c8f5-4dec-8f07-e23e18dfb783
4248490,24485214,6743361,P,1601688552,60f0f358-c803-43c8-9f42-a00bd20c7ac6
4675130,4296588,12437439,P,1601688552,a5a340ca-e641-4a13-9b2b-a0036f5f0bfc
3863305,2385090,8778060,C,1601688552,a0c63225-af05-4672-9816-572d3e37b844
853280,2473944,7562313,P,1601688552,364ae140-0cef-4d7e-a7ee-db0e9e02418c
3160805,29277204,7562313,P,1601688552,61f0c48d-7289-4513-a090-8f8d221b1644
3179960,13899750,7065216,P,1601688552,057faea9-a255-421c-9e2c-853603f791f2
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1971755,7375740,15405765,P,1601688553,d97cf573-1558-43f9-97d1-8ebd67f9f293
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3075480,27775218,14093916,P,1601688553,1ea2cc3e-91fd-4bc2-9725-6c4c48a45f17
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3368630,1364820,3222762,B,1601688553,33c918a3-4edd-49f1-b3be-c7c5401996e1
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3962405,18916440,10822083,P,1601688554,5f111372-a01e-49b5-86db-8a96319d73b2
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2847315,2971974,7562313,P,1601688554,f337c595-4a5e-47ed-89c4-d8d45efef35b
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226545,10221954,8898909,P,1601688554,98473f0c-11e5-4924-9801-c79eaf920419
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3802220,12340380,12437439,P,1601688554,041875e7-8b42-438b-b593-89d5a279093c
3324480,15377490,2591325,P,1601688555,feee9e94-9a33-46c5-97bc-20fd0975e6c9
5014625,14639958,306816,C,1601688555,08b42778-28f2-4c34-a259-4388b11dc931
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3330895,2338800,462120,P,1601688555,3083b56a-398a-4397-a9af-77474bf3a59a
3556035,18948198,10595100,P,1601688555,1582343a-042f-459b-b7c6-d7b92d943f08
4317000,30413466,3796074,P,1601688555,c26257df-15e1-4be4-bf19-5b237780bc7b
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1867030,27108018,12545451,P,1601688556,d1a933c0-52b8-4a80-aca2-0107391a7584
4390440,22883622,12444159,P,1601688556,9422e66a-664b-4ba2-ba19-628144d789e2
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1256290,18847854,14268315,P,1601688619,70965b88-5100-4a07-affb-df73697181c1
3519590,1173564,13071969,P,1601688619,be8c06d1-35d6-48b6-9ccf-9bc563f1275b
1781845,1807134,6388998,P,1601688620,c0bc2e0e-9f65-41ca-a56f-40f019f1fe8b
2395230,9728988,7561131,P,1601688620,cd45fc86-eab9-4192-af0e-92dcdc594b3a
3436505,19919448,7065216,P,1601688620,4a918980-e9a8-4409-a59a-82eb33e31c07
437660,15660018,3809649,P,1601688620,f67323ac-1e3b-40a4-980a-cc89911a4709
3508820,1431102,7065216,P,1601688620,1fb00798-7120-4a12-8655-d2d0ccdb3328
2285040,25367340,4258251,P,1601688620,a41b1d42-eb41-486a-9c71-843d17f7f60b
464680,30560082,5637582,P,1601688620,f81725d0-822d-4a02-89c1-0af3937f0084
534750,28096752,3960879,P,1601688620,fed79fdc-aca1-4cd5-b8a6-2bfd6a20846c
3137895,10982742,13744737,P,1601688620,14750147-dd14-45f7-bf03-297186b0a1bc
488265,21883590,14268315,P,1601688620,44e1a4b6-14f9-45e6-b814-74eb61aa1351
1328665,8373738,1861227,P,1601688621,8a8c902f-ec11-48e3-82f5-aa69c4593846
2874375,13716534,1712205,P,1601688621,5856c11a-0a32-4d20-9a11-ac6e176c3383
3503060,3048780,11215845,P,1601688621,0f271420-8ba3-4849-a74a-ed6b84cdfcbe
1758160,25992708,9365847,C,1601688621,44f4c4a2-2f27-4a61-ae2f-81215259402b
2716625,304038,12716028,P,1601688621,894b9512-32c1-4a7f-8e35-2eba9ecbcd5d
4299690,5177856,12437439,P,1601688621,b948fa48-fe44-4bb5-a179-daca236c01b9
418500,21832380,2774124,P,1601688621,e998462d-844e-410e-ae51-42c4fe13813c
4818335,17005824,2504628,P,1601688621,c3e81ea5-b395-4a3e-bd1e-8f1619112258
4968285,8935644,9007683,P,1601688621,4f2ac49f-14ee-40e3-862f-f001a589d9c1
2916555,25208274,3088377,P,1601688622,12802a07-17fb-4e6d-8199-f44c28021ffc
780395,29494728,12544083,P,1601688622,caecaab4-b837-41d0-9651-3d73f7873284
3380055,26441154,13930050,P,1601688622,7f2f735e-d101-4b13-917d-3a80cbeb4c0a
7160,28114014,547074,B,1601688622,1f6e639c-e95e-4064-8ab6-5c1b4274bf92
1308535,29349498,1233459,P,1601688622,e757f83f-4a8c-4a0a-aa53-7b7925137b1a
185720,5606430,6394593,P,1601688622,1b86f342-0d63-4271-a818-7dcf6e33ee3a
2608445,11632428,14071263,P,1601688622,ca196d39-2322-49e3-830e-a8e9511f4184
4997150,20899662,13387077,B,1601688622,bb186138-bbec-448e-b777-cb64729066a6
4373970,9560694,7065216,C,1601688622,4a8a2247-2949-46f3-831d-ae964d6a85d8
3616115,15896922,12437439,P,1601688622,f0edfcbb-bc2e-4530-a6f5-1f899d3a83b5
438125,8407122,10822083,P,1601688622,c5438c9d-706d-4c0c-a905-25e2652045b0
4875965,18838392,7396008,P,1601688622,cfb0257f-d011-46ef-bb3f-548e2dfc9a3b
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
View Code

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
    )

  }

}

 

posted @ 2021-01-05 11:44  小白啊小白,Fighting  阅读(1405)  评论(0编辑  收藏  举报