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package mobvista.dmp.datasource.taobao
import java.net.URI
import java.security.MessageDigest
import mobvista.dmp.common.CommonSparkJob
import mobvista.dmp.format.TextMultipleOutputFormat
import org.apache.commons.cli.Options
import org.apache.commons.lang.StringUtils
import org.apache.hadoop.fs.{FileSystem, Path}
import org.apache.hadoop.io.Text
import org.apache.spark.broadcast.Broadcast
import org.apache.spark.sql.{Row, SaveMode, SparkSession}
import scala.collection.mutable.ArrayBuffer
class EtlAliActivitionPostBackDaily extends CommonSparkJob with Serializable {
override protected def buildOptions(): Options = {
val options = new Options
options.addOption("output", true, "[must] output")
options.addOption("iosoutput", true, "[must] iosoutput")
options.addOption("oaidoutput", true, "[must] oaidoutput")
options.addOption("coalesce", true, "[must] coalesce")
options.addOption("update_date", true, "[must] update_date")
options.addOption("today", true, "[must] today")
options.addOption("dt_taobao_postback_day", true, "[must] dt_taobao_postback_day")
options.addOption("dt_dash_rec15day", true, "[must] dt_dash_rec15day")
options.addOption("syn_to_3s", true, "[must] syn_to_3s")
options.addOption("syn_3s_day", true, "[must] syn_3s_day")
options
}
def buildRes(channelIds: Broadcast[Map[String, String]], syn_3s_day: String, sys_to_3s: String, row: Row): Array[Tuple2[Text, Text]] = {
val buffer = new ArrayBuffer[Tuple2[Text, Text]]()
var device_id = row.getAs[String]("device_id")
val device_type = row.getAs[String]("device_type")
val filename = row.getAs[String]("filename") // 判断拉新 拉活，以及安装包序列
var outputpath = ""
// filename 举例
// val filename = "s3://mob-emr-test/adn/sync_srv/2021/05/27/1103/result_cuhuo_303907.20210527__0764c0f3bcb04a839c5b14d31715e93f.txt.gz"
// val filename = "s3://mob-emr-test/adn/sync_srv/2021/05/27/511/result_cuhuo_260935.20210527__40688f0306024a67aa5fe01796aef252.txt.gz"
if (filename.contains("result_cuhuo") || filename.contains("result_acc")) { // 原有的拉活 新增的acc类型
var seqNoPre = ""
val oaidNubers = Array("1105","473","490","495","498","500","501","504","506","507","510","648","654","781","784")
// 如果是oaid类型数据
if ( !oaidNubers.indexOf(filename.split("/")(8)).equals(-1) ) {
seqNoPre = filename.split("_")(3).substring(0,6) + "_oaid"
} else {
seqNoPre = filename.split("_")(3).substring(0,6)
}
// if(filename.contains("result_acc") ){
// if(filename.contains("ios")){
// seqNoPre=filename.substring(115,121)
// }else if(filename.contains("oaid")){
// seqNoPre=filename.substring(116,122) + "_oaid"
// }else{
// seqNoPre=filename.substring(111,117)
// }
// }else{
// if(filename.contains("ios")){
// seqNoPre=filename.substring(117,123)
// }else if(filename.contains("oaid")){
// seqNoPre=filename.substring(118,124) + "_oaid"
// }else{
// seqNoPre=filename.substring(113,119)
// }
// }
var seqNo = "0"
if (channelIds.value.contains(seqNoPre)) {
seqNo = channelIds.value.get(seqNoPre).get
}
if (device_type == "imei") {
device_id = hashMD5(device_id)
outputpath = s"${syn_3s_day}_H_${seqNo}_imeimd5"
} else if (device_type == "oaid") {
device_id = hashMD5(device_id)
outputpath = s"${syn_3s_day}_H_${seqNo}_oaidmd5"
} else if (device_type == "idfa") {
device_id = hashMD5(device_id)
outputpath = s"${syn_3s_day}_H_${seqNo}_idfamd5"
} else {
outputpath = s"${syn_3s_day}_H_${seqNo}_${device_type}"
}
} else { //拉新
if (device_type == "imei") {
device_id = hashMD5(device_id)
outputpath = s"${syn_3s_day}_X_imeimd5"
} else if (device_type == "oaid") {
device_id = hashMD5(device_id)
outputpath = s"${syn_3s_day}_X_oaidmd5"
}
else if (device_type == "idfa") {
device_id = hashMD5(device_id)
outputpath = s"${syn_3s_day}_X_idfamd5"
} else {
outputpath = s"${syn_3s_day}_X_${device_type}"
}
}
if (StringUtils.isNotBlank(outputpath)) {
buffer += Tuple2(new Text(s"${outputpath}, "), new Text(device_id))
}
buffer.toArray
}
def hashMD5(content: String): String = {
val md5 = MessageDigest.getInstance("MD5")
val encoded = md5.digest((content).getBytes)
encoded.map("%02x".format(_)).mkString
}
override protected def run(args: Array[String]): Int = {
val commandLine = commParser.parse(options, args)
if (!checkMustOption(commandLine)) {
printUsage(options)
return -1
} else printOptions(commandLine)
val output = commandLine.getOptionValue("output")
val iosoutput = commandLine.getOptionValue("iosoutput")
val oaidoutput = commandLine.getOptionValue("oaidoutput")
val coalesce = commandLine.getOptionValue("coalesce")
val update_date = commandLine.getOptionValue("update_date")
val today = commandLine.getOptionValue("today")
val dt_taobao_postback_day = commandLine.getOptionValue("dt_taobao_postback_day")
val dt_dash_rec15day = commandLine.getOptionValue("dt_dash_rec15day")
val syn_to_3s = commandLine.getOptionValue("syn_to_3s")
val syn_3s_day = commandLine.getOptionValue("syn_3s_day")
val spark = SparkSession.builder()
.appName("EtlAliActivitionPostBackDaily")
.config("spark.rdd.compress", "true")
.config("spark.io.compression.codec", "snappy")
.config("spark.sql.orc.filterPushdown", "true")
.config("spark.sql.warehouse.dir", "s3://mob-emr-test/spark-warehouse")
.config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
.enableHiveSupport()
.getOrCreate()
FileSystem.get(new URI(s"s3://mob-emr-test"), spark.sparkContext.hadoopConfiguration).delete(new Path(output), true)
FileSystem.get(new URI(s"s3://mob-emr-test"), spark.sparkContext.hadoopConfiguration).delete(new Path(syn_to_3s), true)
FileSystem.get(new URI(s"s3://mob-emr-test"), spark.sparkContext.hadoopConfiguration).delete(new Path(iosoutput), true)
FileSystem.get(new URI(s"s3://mob-emr-test"), spark.sparkContext.hadoopConfiguration).delete(new Path(oaidoutput), true)
val sc = spark.sparkContext
try {
val channel_ids_map = Map("149655" -> "0",
"149647" -> "1",
"149649" -> "2",
"149650" -> "3",
"149652" -> "4",
"149654" -> "5",
"149656" -> "6",
"172393" -> "7",
"184147" -> "8",
"184287" -> "10",
"184289" -> "11",
"188844" -> "12",
"149653" -> "13",
"219343" -> "14",
"219809" -> "15",
"204543" -> "16",
"227229" -> "17",
"227229_oaid" -> "20",
"204543_oaid" -> "21",
"241357" -> "33",
"241357_oaid" -> "34",
"249582" -> "44",
"249582_oaid" -> "45",
"252594" -> "46",
"252594_oaid" -> "47",
"251827" -> "48",
"251827_oaid" -> "49",
"254029" -> "50",
"254029_oaid" -> "51",
"256294" -> "52",
"256294_oaid" -> "53",
"254944" -> "54",
"254944_oaid" -> "55",
"257904" -> "56",
"257904_oaid" -> "57",
"254343" -> "58",
"254343_oaid" -> "59",
"260935" -> "60",
"260935_oaid" -> "61",
"260951" -> "62",
"260951_oaid" -> "63",
"261865" -> "64",
"261865_oaid" -> "65",
"159702" -> "66",
"159702_oaid" -> "67",
"303907" -> "70",
"303907_oaid" -> "71")
// H_68、H_69为新增UC拉活的oaidmd5类型伪包名com.uc.foractivation.4b5a58（由于uc拉活对接方策略更改，此包以前是imeimd5的拉活包，现在变为了oaidmd5的）、com.uc.foractivation.aff149，分别对应UC_4_HASH_OAID 、 UC_5_HASH_OAID
val channelIds = sc.broadcast(channel_ids_map)
// 自增id 所属设备类别
// imei 1103 479 483 485 487 488 491 493 494 497 499 502 508 514 515 577 580 647 653 776 777 782 783
// idfa 1104 480 481 482 484 486 489 492 496 503 505 509 511 512 513 578 646 652 778 779 780 785
// oaid 1105 473 490 495 498 500 501 504 506 507 510 648 654 781 784
//今天要推送的数据 1425793208|2020-05-06,1486121050|2020-05-16,1474992087|2020-05-10,1475887491|2020-04-25,1480638758|2020-05-15,1488312219|2020-05-10
val sql1 =
s"""
|select
|case when t1.device_type ='imei' then t1.device_id when t1.device_type ='imeimd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'imeimd5' else t1.device_type end as device_type,
|'android' platform,
|case when t2.dev_id is null then 'com.taobao.notforactivation' else concat('com.taobao.taobao,com.taobao.foractivation,',t2.package_name) end as packagename,
|'CN' country,
|'ali_activation' ali_type
|from
|( select device_id_md5,device_id,device_type,'android' platform,'CN' country
| from dwh.ali_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 full outer join
|( select X.dev_id,concat_ws(',', collect_set(X.channel_id)) package_name
|from (select dev_id,case when input_file_name() like '%result_cuhuo%' then concat('com.taobao.foractivation.',substr(split( input_file_name(), '/')[9],14,6)) when input_file_name() like '%result_acc%' then concat('com.taobao.foractivation.',substr(split( input_file_name(), '/')[9],12,6)) end as channel_id
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and (input_file_name() like '%result_cuhuo%' or input_file_name() like '%result_acc%') and split( input_file_name(), '/')[8] in ('1103','479','483','485','487','488','491','493','494','497','499','502','508','514','515','577','580','647','653','776','777','782','783') ) X
|group by X.dev_id ) t2
|on(t1.device_id_md5 = t2.dev_id)
|union
|select
|case when t1.device_type ='imei' then t1.device_id when t1.device_type ='imeimd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'imeimd5' else t1.device_type end as device_type,
|'android' platform,
|case when t2.dev_id is null then 'com.taobao.notforacquisition' else 'com.taobao.foracquisition' end as packagename,
|'CN' country,
|'ali_acquisition' ali_type
|from
|( select device_id_md5,device_id,device_type,'android' platform,'CN' country
| from dwh.ali_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 full outer join
|(select dev_id
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and input_file_name() like '%result_laxin%' and split( input_file_name(), '/')[8] in ('1103','479','483','485','487','488','491','493','494','497','499','502','508','514','515','577','580','647','653','776','777','782','783')
|group by dev_id) t2
|on(t1.device_id_md5 = t2.dev_id)
""".stripMargin
spark.sql(sql1).coalesce(coalesce.toInt)
.write
.mode(SaveMode.Overwrite)
.option("orc.compress", "zlib")
.option("mapreduce.fileoutputcommitter.marksuccessfuljobs", false)
.orc(output)
val sql2 =
s"""
|select
|case when t1.device_type ='idfa' then t1.device_id when t1.device_type ='idfamd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'idfamd5' else t1.device_type end as device_type,
|'ios' platform,
|case when t2.dev_id is null then '202005250004' else concat('387682726,202005250003,',t2.package_name) end as packagename,
|'CN' country,
|'ali_activation' ali_type
|from
|( select device_id_md5,device_id,device_type,'ios' platform,'CN' country
| from dwh.ali_ios_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 full outer join
|( select X.dev_id,concat_ws(',', collect_set(X.channel_id)) package_name
|from (select dev_id,case when input_file_name() like '%result_cuhuo%' then concat('202005',substr(split( input_file_name(), '/')[9],14,6)) when input_file_name() like '%result_acc%' then concat('202005',substr(split( input_file_name(), '/')[9],12,6)) end as channel_id
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and (input_file_name() like '%result_cuhuo%' or input_file_name() like '%result_acc%') and split( input_file_name(), '/')[8] in ('1104','480','481','482','484','486','489','492','496','503','505','509','511','512','513','578','646','652','778','779','780','785') ) X
|group by X.dev_id ) t2
|on(t1.device_id_md5 = t2.dev_id)
|union
|select
|case when t1.device_type ='idfa' then t1.device_id when t1.device_type ='idfamd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'idfamd5' else t1.device_type end as device_type,
|'ios' platform,
|case when t2.dev_id is null then '202005250001' else '202005250000' end as packagename,
|'CN' country,
|'ali_acquisition' ali_type
|from
|( select device_id_md5,device_id,device_type,'ios' platform,'CN' country
| from dwh.ali_ios_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 full outer join
|(select dev_id
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and input_file_name() like '%result_laxin%' and split( input_file_name(), '/')[8] in ('1104','480','481','482','484','486','489','492','496','503','505','509','511','512','513','578','646','652','778','779','780','785')
|group by dev_id) t2
|on(t1.device_id_md5 = t2.dev_id)
""".stripMargin
spark.sql(sql2).coalesce(coalesce.toInt)
.write
.mode(SaveMode.Overwrite)
.option("orc.compress", "zlib")
.option("mapreduce.fileoutputcommitter.marksuccessfuljobs", false)
.orc(iosoutput)
/* val sql2 =
s"""
| select case when device_type ='imei' then device_id when device_type ='imeimd5' then device_id_md5 end as device_id,
| device_type,
| 'android' platform,
| 'CN' country,
|'' age,
|'' gender,
|'' tags,
|'${update_date}' first_req_day,
|'${update_date}' last_req_day
| from dwh.ali_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
""".stripMargin
spark.sql(sql2).coalesce(coalesce.toInt)
.write
.mode(SaveMode.Overwrite)
.option("orc.compress", "zlib")
.option("mapreduce.fileoutputcommitter.marksuccessfuljobs", false)
.orc(dmpuserinfo)*/
val sql3 =
s"""
|select
|case when t1.device_type ='oaid' then t1.device_id when t1.device_type ='oaidmd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'oaidmd5' else t1.device_type end as device_type,
|'android' platform,
|case when t2.dev_id is null then 'com.taobao.notforactivation' else concat('com.taobao.taobao,com.taobao.foractivation,',t2.package_name) end as packagename,
|'CN' country,
|'ali_activation' ali_type
|from
|( select device_id_md5,device_id,device_type,'android' platform,'CN' country
| from dwh.ali_oaid_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 full outer join
|( select X.dev_id,concat_ws(',', collect_set(X.channel_id)) package_name
|from (select dev_id,case when input_file_name() like '%result_cuhuo%' then concat('com.taobao.foractivation.',substr(split( input_file_name(), '/')[9],14,6),'_oaid') when input_file_name() like '%result_acc%' then concat('com.taobao.foractivation.',substr(split( input_file_name(), '/')[9],12,6),'_oaid') end as channel_id
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and (input_file_name() like '%result_cuhuo%' or input_file_name() like '%result_acc%') and split( input_file_name(), '/')[8] in ('1105','473','490','495','498','500','501','504','506','507','510','648','654','781','784') ) X
|group by X.dev_id ) t2
|on(t1.device_id_md5 = t2.dev_id)
|union
|select
|case when t1.device_type ='oaid' then t1.device_id when t1.device_type ='oaidmd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'oaidmd5' else t1.device_type end as device_type,
|'android' platform,
|case when t2.dev_id is null then 'com.taobao.notforacquisition' else 'com.taobao.foracquisition' end as packagename,
|'CN' country,
|'ali_acquisition' ali_type
|from
|( select device_id_md5,device_id,device_type,'android' platform,'CN' country
| from dwh.ali_oaid_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 full outer join
|(select dev_id
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and input_file_name() like '%result_laxin%' and split( input_file_name(), '/')[8] in ('1105','473','490','495','498','500','501','504','506','507','510','648','654','781','784')
|group by dev_id) t2
|on(t1.device_id_md5 = t2.dev_id)
""".stripMargin
spark.sql(sql3).coalesce(coalesce.toInt)
.write
.mode(SaveMode.Overwrite)
.option("orc.compress", "zlib")
.option("mapreduce.fileoutputcommitter.marksuccessfuljobs", false)
.orc(oaidoutput)
var sql4 =
s"""
|select
|case when t1.device_type ='imei' then t1.device_id when t1.device_type ='imeimd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'imeimd5' else t1.device_type end as device_type,
|t2.filename
|from
|( select device_id_md5,device_id,device_type
| from dwh.ali_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 right join
|(select dev_id,input_file_name() filename
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and split( input_file_name(), '/')[8] in ('1103','479','483','485','487','488','491','493','494','497','499','502','508','514','515','577','580','647','653','776','777','782','783')
|group by dev_id,input_file_name()) t2
|on(t1.device_id_md5 = t2.dev_id)
|union
|select
|case when t1.device_type ='idfa' then t1.device_id when t1.device_type ='idfamd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'idfamd5' else t1.device_type end as device_type,
|t2.filename
|from
|( select device_id_md5,device_id,device_type
| from dwh.ali_ios_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 right join
|(select dev_id,input_file_name() filename
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and split( input_file_name(), '/')[8] in ('1104','480','481','482','484','486','489','492','496','503','505','509','511','512','513','578','646','652','778','779','780','785')
|group by dev_id,input_file_name()) t2
|on(t1.device_id_md5 = t2.dev_id)
|union
|select
|case when t1.device_type ='oaid' then t1.device_id when t1.device_type ='oaidmd5' then t1.device_id_md5 when t2.dev_id is not null then t2.dev_id end as device_id,
|case when t1.device_type is null then 'oaidmd5' else t1.device_type end as device_type,
|t2.filename
|from
|( select device_id_md5,device_id,device_type
| from dwh.ali_oaid_user_activation_rec15days
| where dt='${today}' and update_date >= '${dt_dash_rec15day}'
|) t1 right join
|(select dev_id,input_file_name() filename
|from dwh.ali_taobao_postback_activation_daily
|where dt ='${dt_taobao_postback_day}' and split( input_file_name(), '/')[8] in ('1105','473','490','495','498','500','501','504','506','507','510','648','654','781','784')
|group by dev_id,input_file_name()) t2
|on(t1.device_id_md5 = t2.dev_id)
""".stripMargin
spark.sql(sql4).rdd.flatMap(buildRes(channelIds, syn_3s_day, syn_to_3s, _)).coalesce(100)
.saveAsNewAPIHadoopFile(s"${syn_to_3s}", classOf[Text], classOf[Text], classOf[TextMultipleOutputFormat], spark.sparkContext.hadoopConfiguration)
} finally {
spark.stop()
}
0
}
}
object EtlAliActivitionPostBackDaily {
def main(args: Array[String]): Unit = {
new EtlAliActivitionPostBackDaily().run(args)
}
}