Flink 之实时UV(用户浏览次数)统计
1、数据格式
![](https://images.cnblogs.com/OutliningIndicators/ContractedBlock.gif)
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 1012740,10601868,14454321,P,1601688552,dfac5866-f644-4cb5-a303-e941fb331f77 4709790,10601868,14454321,P,1601688552,2616b10f-3982-4563-a30c-5386dd44d71e 1943885,27927534,9196935,P,1601688552,739e2c30-de78-40bc-8ff7-206236fe44ef 2749790,12243684,14268315,P,1601688553,be8cf067-af50-41f6-bd19-2a7527fdd48b 2769040,7773702,9744216,C,1601688553,64e91e2b-c094-48b8-80ec-c3a763f74fe7 3063645,14408430,4726866,P,1601688553,69da0542-4ef8-4b32-b39b-693932a8b304 3519700,19247652,9507885,P,1601688553,27656bb6-3fc0-4dbd-9e6e-4269cd16e28e 401905,758484,3843513,P,1601688553,7fa3da17-f439-4ad6-a35b-be5568f11831 3237730,20099274,11007132,P,1601688553,63e573b1-824a-44a4-80dd-f3d50eb21c4d 86385,3627336,12208500,P,1601688553,8917ecac-4994-4920-b3cc-8810f4540ec6 4889120,7330692,13074882,P,1601688553,b328b632-1353-4ca4-97e0-c777b68fa9a0 2717705,16799250,14268315,P,1601688553,a50df882-cd3e-4bb1-b93f-c417134cf15e 494310,7317342,14404278,P,1601688553,b7636070-4089-40b4-9476-6734fc3a5f60 1971755,7375740,15405765,P,1601688553,d97cf573-1558-43f9-97d1-8ebd67f9f293 883660,19070922,4702911,P,1601688553,acaadee7-3155-4ffa-a278-7b54847dcc90 3075480,27775218,14093916,P,1601688553,1ea2cc3e-91fd-4bc2-9725-6c4c48a45f17 1634950,1018566,2948778,P,1601688553,52a8944d-b80e-4b43-9bd7-5b011490843a 3368630,1364820,3222762,B,1601688553,33c918a3-4edd-49f1-b3be-c7c5401996e1 4310270,22352286,10195701,P,1601688553,6e6f3f8f-d3a5-40ab-a683-561d2d1aa4cb 752325,15722982,522717,P,1601688553,232259aa-6973-4c55-b31e-4e18c310bd7b 974460,27560130,2597757,P,1601688553,4167db51-0f40-455c-842a-5c8d59e383d1 619400,15115764,4295430,P,1601688553,d8b487b8-4970-4f77-98b6-dc8a48e129f6 331315,22007634,7320345,P,1601688554,1e21bf73-63aa-41fc-ae45-1af12697746c 4272110,16003878,10385469,B,1601688554,e41da439-5018-48e1-b5bf-cdc4d681b7b8 4337550,12208218,12490977,P,1601688554,1e63edfb-7403-42ae-9656-2f6d468e129c 2517125,7704690,7087110,P,1601688554,1b5e8dc0-9b2c-4124-8d49-ad8ddee5a011 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4537330,24665214,14071263,P,1601688554,d047cfbe-77fa-42e7-bb07-970bc0f0588c 4342515,9022452,7065216,P,1601688554,7d7bfd86-3fdb-46f0-9d62-a90e09fe1da5 2847315,2971974,7562313,P,1601688554,f337c595-4a5e-47ed-89c4-d8d45efef35b 877150,29474796,6912888,C,1601688554,a9beef25-a20e-4858-bf07-e90ecb1db0f2 226545,10221954,8898909,P,1601688554,98473f0c-11e5-4924-9801-c79eaf920419 3395310,23848704,9007683,P,1601688554,3ce7f0f6-fe1a-48bd-b177-6b2e98b93e36 4355915,9995232,7396008,P,1601688554,f267885a-5fd7-41b5-8cf6-53a6c2f4bc61 417880,23289858,12437439,C,1601688554,ba417f1a-e297-4501-9298-7c4c582d4bbc 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 1182550,11012472,12544083,P,1601688555,27ecf8a1-e2a5-4603-9d95-182ac5b64974 3330895,2338800,462120,P,1601688555,3083b56a-398a-4397-a9af-77474bf3a59a 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3018755,23110566,7396008,P,1601688557,6b3365ab-8cf0-4bac-a4c1-32a269c1523f 1930875,12622068,10632759,P,1601688558,91337688-0335-4b1c-9bc9-82d7ba976a5a 3251905,25470414,7674732,P,1601688558,3746cdd0-db2f-48c6-a26d-7447b5ad612d 2727055,17690532,13019166,P,1601688558,c99c0249-1460-4214-a86f-4cc5c2d4b13f 4439125,19507830,9013929,P,1601688558,9a12a5e4-81db-451b-85b7-6106d733bbcd 5068810,488442,3242355,P,1601688558,c969bd41-882e-49cd-a4d4-7bf4ee85b88f 616320,30529176,3060261,P,1601688558,2a33a271-ec4b-4d1a-b2b3-6df9d037d401 372810,26737416,3243111,P,1601688558,491d7d46-389e-401c-8216-49b4cefcfb1e 4740815,8378640,3649851,P,1601688558,4cbdaad1-1054-4452-9471-a113f6893e31 2794440,12675198,3088377,P,1601688558,006336f7-350b-4f8e-81f3-57c678d6824a 2409040,17902668,2651880,P,1601688558,c9dbd9c3-bf20-471a-81f2-15b161343615 4048205,14926128,10822083,P,1601688558,afe2f532-032b-4466-b6f6-174e874fd501 5047985,8953980,9007683,P,1601688558,1ce9ad41-2f0d-426d-9789-d4fd10372308 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2、处理类
package service /** * @program: demo * @description: ${description} * @author: yang * @create: 2020-12-30 14:31 */ import java.lang import java.sql.Timestamp import org.apache.flink.streaming.api.TimeCharacteristic import org.apache.flink.streaming.api.functions.AssignerWithPeriodicWatermarks import org.apache.flink.streaming.api.scala._ import org.apache.flink.streaming.api.scala.function.AllWindowFunction import org.apache.flink.streaming.api.watermark.Watermark import org.apache.flink.streaming.api.windowing.time.Time import org.apache.flink.streaming.api.windowing.windows.TimeWindow import org.apache.flink.util.Collector import utils.Utils //用户行为对象 case class UserBehavior( userId:Long, productId:Long, categoryId:Long, behavior:String, timeStamp:Long, sessionId:String) object UVCount { def main(args: Array[String]): Unit = { //获取执行环境 val env = StreamExecutionEnvironment.getExecutionEnvironment //设置参数 env.setStreamTimeCharacteristic(TimeCharacteristic.EventTime) env.setParallelism(1) env.readTextFile(Utils.userBehaviorLogPath) //读取数据 .map(Utils.string2UserBehavior(_)) //解析数据 .assignTimestampsAndWatermarks(new EventTimeExtractor) //添加水位 .filter(_.behavior == "P") //过滤用户行为 .timeWindowAll(Time.hours(1)) //滚动的窗口 .apply(new UvCountByWindow) //统计UV .print() env.execute("uv count....") } } class UvCountByWindow() extends AllWindowFunction[UserBehavior,Tuple2[String,Long],TimeWindow]{ override def apply(window: TimeWindow, values: Iterable[UserBehavior], out: Collector[Tuple2[String,Long]]): Unit = { //定一个SET集合,天然的实现去重的效果 var userIdSet = Set[Long]() for(user <- values){ userIdSet += user.userId } //如果我们想要看有多少UV,那么我们直接看这个集合的大小就行了。 out.collect(Tuple2(new Timestamp(window.getEnd).toString,userIdSet.size)) } } /** * 指定时间字段 * 指定延迟时间 */ class EventTimeExtractor extends AssignerWithPeriodicWatermarks[UserBehavior]{ var currentMaxEventTime = 0L; val maxOutOfOrderness = 10;//10 000 override def getCurrentWatermark: Watermark = { new Watermark((currentMaxEventTime - maxOutOfOrderness) * 1000) } override def extractTimestamp(userBehavior: UserBehavior, l: Long): Long = { val timeStamp = userBehavior.timeStamp * 1000 currentMaxEventTime = Math.max(timeStamp,currentMaxEventTime) timeStamp } }
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 ) } }
3、Utils工具类
[3,Utils gōngjù lèi]
3, Utils tool class
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