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package mobvista.dmp.datasource.adn_request_sdk
import mobvista.dmp.common.CommonSparkJob
import mobvista.dmp.datasource.adn.mapreduce.GetDevIdUtil
import mobvista.dmp.util.{DateUtil, MRUtils}
import org.apache.commons.cli.{BasicParser, Options}
import org.apache.commons.lang3.StringUtils
import org.apache.hadoop.fs.{FileSystem, Path}
import org.apache.spark.sql.functions._
import org.apache.spark.sql.types.{IntegerType, StringType, StructField, StructType}
import org.apache.spark.sql.{Row, SaveMode, SparkSession}
import java.net.URI
import scala.collection.mutable
import scala.collection.mutable.ArrayBuffer
/**
* @package: mobvista.dmp.datasource.adn_sdk
* @author: wangjf
* @date: 2020/4/2
* @time: 8:34 下午
* @email: jinfeng.wang@mobvista.com
* @phone: 152-1062-7698
*/
class AdnRequestSdkEtlDaily extends CommonSparkJob with java.io.Serializable {
def commandOptions(): Options = {
val options = new Options()
options.addOption("date", true, "date")
options.addOption("output", true, "output")
options.addOption("coalesce", true, "coalesce")
options.addOption("appIdMapping", true, "appIdMapping")
options.addOption("manualAppIdMapping", true, "manualAppIdMapping")
options
}
override protected def run(args: Array[String]): Int = {
val parser = new BasicParser()
val options = commandOptions()
val commandLine = parser.parse(options, args)
val date = commandLine.getOptionValue("date")
val output = commandLine.getOptionValue("output")
val coalesce = Integer.parseInt(commandLine.getOptionValue("coalesce"))
val appIdMapping = commandLine.getOptionValue("appIdMapping")
val manualAppIdMapping = commandLine.getOptionValue("manualAppIdMapping")
val spark = SparkSession
.builder()
.appName(s"AdnRequestSdkEtlDaily.$date")
.config("spark.rdd.compress", "true")
.config("spark.shuffle.compress", "true")
.config("spark.sql.orc.filterPushdown", "true")
.config("spark.io.compression.codec", "lz4")
.config("spark.io.compression.lz4.blockSize", "64k")
.config("spark.sql.warehouse.dir", "s3://mob-emr-test/spark-warehouse")
.config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
.enableHiveSupport()
.getOrCreate()
val sc = spark.sparkContext
try {
FileSystem.get(new URI(s"s3://mob-emr-test"), sc.hadoopConfiguration).delete(new Path(output), true)
val bmap = sc.broadcast(sc.textFile(appIdMapping).union(sc.textFile(manualAppIdMapping)).map(_.split(",")).filter(r => {
StringUtils.isNotBlank(r(1)) && !"null".equals(r(1))
}).map(r => {
(r(0), r(1))
}).collectAsMap())
val sql =
s"""
|SELECT gaid, idfa, imei, androidid, extsysid, platform, appid, devicemodel, devicebrand, countrycode, strategy, oaid, idfv, ruid, osversion, rg
| FROM dwh.etl_adn_org_request_daily_hours
| WHERE CONCAT(yt,mt,dt) = '$date'
|""".stripMargin
val rdd = spark.sql(sql).coalesce(coalesce.toInt).rdd.map(row => {
val linesArr = new ArrayBuffer[Row]()
val gaid = row.getAs[String]("gaid")
val idfa = row.getAs[String]("idfa")
val imei = row.getAs[String]("imei")
val androidId = row.getAs[String]("androidid")
val extSysid = row.getAs[String]("extsysid")
val platform = row.getAs[String]("platform").toLowerCase
val appId = row.getAs[String]("appid")
val model = row.getAs[String]("devicemodel")
val brand = row.getAs[String]("devicebrand")
val country = row.getAs[String]("countrycode").toUpperCase
val strategy = row.getAs[String]("strategy")
val oaid = row.getAs[String]("oaid")
val idfv = row.getAs[String]("idfv")
val ruid = row.getAs[String]("ruid")
val osVersion = row.getAs[String]("osversion")
val region = row.getAs[String]("rg")
var flag = true
if (StringUtils.isNotBlank(idfa) && idfa.matches(mobvista.dmp.common.MobvistaConstant.didPtn) && !idfa.matches(mobvista.dmp.common.MobvistaConstant.allZero) && "ios".equals(platform)) {
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(idfa, "idfa", platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
if (StringUtils.isNotBlank(gaid) && gaid.matches(mobvista.dmp.common.MobvistaConstant.didPtn) && !gaid.matches(mobvista.dmp.common.MobvistaConstant.allZero) && "android".equals(platform)) {
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(gaid, "gaid", platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
if (StringUtils.isNotBlank(imei) && imei.matches(mobvista.dmp.common.MobvistaConstant.imeiPtn) && "android".equals(platform)) {
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(imei, "imei", platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
if (StringUtils.isNotBlank(androidId) && androidId.matches(mobvista.dmp.common.MobvistaConstant.andriodIdPtn) && "android".equals(platform)) {
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(androidId, "androidId", platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
// 新增自有Id
val sysIdType = GetDevIdUtil.getExtSysId(extSysid)
if (StringUtils.isNotBlank(sysIdType)) {
val idType = MRUtils.SPLITTER.split(sysIdType, -1)
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(idType(0), idType(1), platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
if (StringUtils.isNotBlank(oaid) && oaid.matches(mobvista.dmp.common.MobvistaConstant.didPtn) && !oaid.matches(mobvista.dmp.common.MobvistaConstant.allZero)) {
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(oaid, "oaid", platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
if (StringUtils.isNotBlank(idfv) && idfv.matches(mobvista.dmp.common.MobvistaConstant.didPtn) && !idfv.matches(mobvista.dmp.common.MobvistaConstant.allZero) && "ios".equals(platform)) {
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(idfv, "idfv", platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
if (StringUtils.isNotBlank(ruid) && ruid.length > 16 && "ios".equals(platform)) {
var dev_tag = 0
if (flag) {
dev_tag = 1
flag = false
}
linesArr += Row(ruid, "ruid", platform, appId, model, brand, osVersion, country, strategy, region, dev_tag)
}
linesArr
}).flatMap(l => l)
val getPkgName = udf((app_id: String) => {
bmap.value.getOrElse(app_id, "")
})
val filterSet = udf((strategyArray: mutable.WrappedArray[String]) => {
val strategySet = new mutable.HashSet[String]()
strategyArray.foreach(strategy => {
if (StringUtils.isNotBlank(strategy)) {
strategySet.add(strategy.split(";")(0))
}
})
strategySet.mkString(",")
})
val update_date = DateUtil.format(DateUtil.parse(date, "yyyyMMdd"), "yyyy-MM-dd")
spark.createDataFrame(rdd, schema).groupBy("device_id", "device_type", "platform", "app_id")
.agg(
getPkgName(col("app_id")).alias("package_name"),
lit(update_date).alias("update_date"),
max("model").alias("model"),
max("brand").alias("brand"),
max("os_version").alias("os_version"),
max("country").alias("country"),
filterSet(collect_set("strategy")).alias("strategy"),
concat_ws(",", collect_set("region")).alias("region"),
max("dev_tag").alias("dev_tag")
).write
.mode(SaveMode.Overwrite)
.option("orc.compress", "zlib")
.orc(output)
} finally {
if (spark != null) {
spark.stop()
}
}
0
}
val schema: StructType = StructType(Array(
StructField("device_id", StringType),
StructField("device_type", StringType),
StructField("platform", StringType),
StructField("app_id", StringType),
StructField("model", StringType),
StructField("brand", StringType),
StructField("os_version", StringType),
StructField("country", StringType),
StructField("strategy", StringType),
StructField("region", StringType),
StructField("dev_tag", IntegerType)))
}
object AdnRequestSdkEtlDaily {
def main(args: Array[String]): Unit = {
new AdnRequestSdkEtlDaily().run(args)
}
}