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package mobvista.dmp.common
import com.alibaba.fastjson.{JSON, JSONArray, JSONObject}
import com.google.gson.JsonElement
import mobvista.dmp.util.MD5Util
import mobvista.prd.datasource.util.GsonUtil
import org.apache.commons.lang3.StringUtils
import org.apache.spark.sql.{DataFrame, SparkSession}
import java.text.SimpleDateFormat
import java.util.Properties
import java.util.regex.Pattern
import scala.collection.mutable
/**
* @package: mobvista.dmp.common
* @author: wangjf
* @date: 2020/3/6
* @time: 11:42 上午
* @email: jinfeng.wang@mobvista.com
* @phone: 152-1062-7698
*/
object MobvistaConstant {
val tracking_3s_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toJsonBySplit(CONCAT_WS(';',COLLECT_SET(package_name)), platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_3s_install_daily WHERE `date` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val dsp_req_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country_code) country, toPkgJson(CONCAT_WS(',',COLLECT_SET(package_list)),platform,'@update_date') install_list,
| parseDSPExtData(COLLECT_SET(region),device_type) ext_data
| FROM dwh.etl_dsp_request_daily WHERE `date` = '@dt'
| GROUP BY device_id, device_type, platform
""".stripMargin
val dsp_req_unmatch_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country_code) country, toPkgJson(CONCAT_WS(',',COLLECT_SET(package_list)),platform,'@update_date') install_list,
| parseDSPExtData(COLLECT_SET(region),device_type) ext_data
| FROM dwh.etl_dsp_request_unmatch WHERE `dt` = '@dt' AND datetime >= '@update_date 00:00:00'
| GROUP BY device_id, device_type, platform
""".stripMargin
val adn_sdk_reuqest_sql: String =
"""
|SELECT device_id, device_type, platform, toJsonBySplit(CONCAT_WS(';',COLLECT_SET(package_name)), platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_adn_sdk_request_daily WHERE `date` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val adn_reuqest_sdk_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toJsonBySplit(CONCAT_WS(';',COLLECT_SET(package_name)), platform, '@update_date') install_list,
| parseMExtData(CONCAT_WS(',',COLLECT_SET(strategy)), CONCAT_WS(',',COLLECT_SET(region)), MAX(dev_tag)) ext_data
| FROM dwh.etl_adn_request_sdk_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val adn_reuqest_sdk_unmatch_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toJsonBySplit(CONCAT_WS(';',COLLECT_SET(package_name)), platform, '@update_date') install_list,
| parseMExtData(CONCAT_WS(',',COLLECT_SET(strategy)), CONCAT_WS(',',COLLECT_SET(region)), MAX(dev_tag)) ext_data
| FROM dwh.etl_adn_request_sdk_unmatch WHERE `dt` = '@dt' AND update_date = '@update_date' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val adn_install_sql: String =
"""
|SELECT device_id, device_type, platform, '' country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_adn_install_daily WHERE `date` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val adn_request_other_sql: String =
"""
|SELECT device_id, device_type, platform, '' country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_adn_request_other_daily WHERE `date` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val adn_sdk_sql: String =
"""
|SELECT device_id, device_type, platform, country, toJsonString(install_list, platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_adn_sdk_daily WHERE `day` = '@dt' AND check_device(device_id) AND version = @version
""".stripMargin
val mp_sql: String =
"""
|SELECT device_id, 'gaid' device_type, 'android' platform, '' country, toPkgJson(CONCAT_WS(',',COLLECT_SET(package_list)), 'android', '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_mpsdk_request_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id
""".stripMargin
val ga_sql: String =
"""
|SELECT device_id, device_type, platform, '' country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.ods_ga_install_daily WHERE `date` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val clever_sql: String =
"""
|SELECT device_id, device_type, platform, '' country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_adn_clever_daily WHERE `date` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val bytedance_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_bytedance_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val joypacios_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.joypac_sdk_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val facebook_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_facebook_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val ali_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_baichuan_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val iqiyi_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toPkgJson(CONCAT_WS(',', COLLECT_SET(package_name)),platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_iqiyi_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
""".stripMargin
val allpb_sql: String =
"""
|SELECT device_id, device_type, platform, MAX(country) country, toJsonBySplit(CONCAT_WS('#', COLLECT_SET(package_name)), platform, '@update_date') install_list, '{}' ext_data
| FROM dwh.etl_3s_postback_daily WHERE `dt` = '@dt' AND check_device(device_id)
| GROUP BY device_id, device_type, platform
|""".stripMargin
val install_list_sql: String =
"""
|SELECT device_id, device_type, platform, country, install_list
| FROM dwh.dm_install_list WHERE CONCAT(year,month,day) = '@dt' AND business = '@business' AND check_device(device_id)
|""".stripMargin
val dmp_install_list_sql: String =
"""
|SELECT device_id, device_type, platform, country, get_filter_pkg(install_list,'@expireDate') install_list, ext_data, update_date
| FROM dwh.dmp_install_list WHERE dt = '@dt' AND business = '@business' AND check_device(device_id) AND filter_pkg(install_list,'@expireDate')
|""".stripMargin
import scala.collection.JavaConversions._
import scala.collection.JavaConverters._
def get_filter_pkg(install_list: String, expireDate: String): String = {
JSON.toJSON(JSON.parse(install_list).asInstanceOf[java.util.Map[String, String]].asScala.retain((k, v) => v.compareTo(expireDate) >= 0 && StringUtils.isNotBlank(k)).toMap.asJava).toString
}
def filter_pkg(install_list: String, expireDate: String): Boolean = {
JSON.parse(install_list).asInstanceOf[java.util.Map[String, String]].asScala.retain((k, v) => v.compareTo(expireDate) >= 0 && StringUtils.isNotBlank(k)).nonEmpty
}
def parseMExtData(strategys: String, regions: String, dev_tag: Int): String = {
val ext_data = new JSONObject()
val strategySet = new mutable.HashSet[String]()
strategys.split(",").foreach(s => {
// strategySet.add(s.split(";")(0))
strategySet.add(s)
})
ext_data.put("strategy", strategySet.asJava)
val regionSet = new mutable.HashSet[String]()
regions.split(",").foreach(s => {
regionSet.add(s)
})
ext_data.put("region", regionSet.asJava)
ext_data.put("dev_tag", dev_tag)
ext_data.toJSONString
}
def parseDSPExtData(regionArray: mutable.WrappedArray[String], device_type: String): String = {
val ext_data = new JSONObject()
val regionSet = new mutable.HashSet[String]()
regionArray.foreach(regions => {
regions.replace("[", "").replace("]", "").replace("\"", "").split(",").foreach(s => {
regionSet.add(s)
})
})
ext_data.put("region", regionSet.asJava)
if (device_type.equals("gaid")) {
ext_data.put("dev_tag", 1)
} else {
ext_data.put("dev_tag", 0)
}
ext_data.toJSONString
}
def toJsonString(install_list: String, platform: String, update_date: String): String = {
val jsonArray = GsonUtil.String2JsonArray(install_list)
val json = new JSONObject()
jsonArray.foreach(element => {
val package_name = getJsonValue(element, "package_name")
val install_date = getJsonValue(element, "date")
if (StringUtils.isNotBlank(package_name)) {
json.put(package_name, install_date)
}
})
if (json.isEmpty) {
json.put(getPkgName(platform), update_date)
}
json.toJSONString
}
def toPkgJson(package_list: String, platform: String, update_date: String): String = {
val json = new JSONObject()
package_list.replace("[", "").replace("]", "").replace("\"", "").replace(";", ",")
.split(",").foreach(pkg => {
var package_name = pkg
if (platform.equals("ios") && pkg.matches("^id[0-9]+$")) {
package_name = package_name.replace("id", "")
}
if (checkPkgName(platform, package_name)) {
json.put(package_name, update_date)
}
})
if (json.isEmpty) {
json.put(getPkgName(platform), update_date)
}
json.toJSONString
}
def toJsonBySplit(package_list: String, platform: String, update_date: String): String = {
val json = new JSONObject()
package_list.split(";").foreach(pkg => {
var package_name = pkg
if (pkg.matches("^id[0-9]+$")) {
package_name = package_name.replace("id", "")
}
if (checkPkgName(platform, package_name) && (!json.containsKey(package_name) || (json.containsKey(package_name) &&
json.getString(package_name).compareTo(update_date) < 0))) {
json.put(package_name, update_date)
}
})
if (json.isEmpty) {
json.put(getPkgName(platform), update_date)
}
json.toJSONString
}
def toJsonBySplitV2(package_list: String, platform: String, update_date: String): String = {
val json = new JSONObject()
package_list.split("#").foreach(pkg => {
var package_name = pkg
if (pkg.matches("^id[0-9]+$")) {
package_name = package_name.replace("id", "")
}
if (checkPkgName(platform, package_name) && (!json.containsKey(package_name) || (json.containsKey(package_name) &&
json.getString(package_name).compareTo(update_date) < 0))) {
json.put(package_name, update_date)
}
})
if (json.isEmpty) {
json.put(getPkgName(platform), update_date)
}
json.toJSONString
}
def toJsonBySplitV1(package_list: String, platform: String, update_date: String): String = {
val json = new JSONObject()
package_list.split(";").foreach(pkg_date => {
val pkgDate = pkg_date.split("#")
var package_name = pkgDate(0)
if (pkgDate(0).matches("^id[0-9]+$")) {
package_name = package_name.replace("id", "")
}
if (checkPkgName(platform, package_name) && (!json.containsKey(package_name) || (json.containsKey(package_name) && json.getString(package_name).compareTo(pkgDate(1)) < 0))) {
json.put(package_name, pkgDate(1))
}
})
if (json.isEmpty) {
json.put(getPkgName(platform), update_date)
}
json.toJSONString
}
def getJsonValue(element: JsonElement, key: String): String = {
if (element != null && !element.isJsonNull && element.getAsJsonObject.has(key)) {
element.getAsJsonObject.get(key).getAsString
} else {
""
}
}
def getPkgName(platform: String) = {
if (platform.equals("ios")) {
"0000000000"
} else {
"com.nonepkg.nonepkg"
}
}
val countryPtn = "^([A-Z]{2,3})$"
// IDFA/GAID
val didPtn = "^[0-9a-fA-F]{8}(-[0-9a-fA-F]{4}){3}-[0-9a-fA-F]{12}$"
// 全0
val allZero = "00000000-0000-0000-0000-000000000000"
// IMEI
val imeiPtn = "^([0-9]{15,17})$"
// 14~16位连续多位相同字符,非法IMEI过滤
val imeiPtnAll = """^([0-9])\1{14,16}"""
// androidId
val andriodIdPtn = "^[a-zA-Z0-9]{16}$"
// 连续多位相同字符,非法 androidId 过滤
val andriodIdAll = "^[a-zA-Z0-9]\1{15}$"
// MD5
val md5Ptn = "^([a-fA-F0-9]{32})$"
// 连续多位相同字符,非法 IMEI MD5 过滤
val umd5Ptn = """^([0-9A-Za-z])\1{29,31}"""
// OAID
val oaidPtb = """^[0-9A-Za-z-]{16,64}$"""
def checkDeviceId(device_id: String): Boolean = {
StringUtils.isNotBlank(device_id) &&
((device_id.matches(didPtn) && !allZero.equals(device_id)) ||
(device_id.matches(imeiPtn) && !device_id.matches(imeiPtnAll)) ||
(device_id.matches(andriodIdPtn) && !device_id.matches(andriodIdAll)) ||
(device_id.matches(md5Ptn) && !device_id.matches(umd5Ptn)) ||
device_id.matches(oaidPtb) || device_id.length > 16)
}
val deviceTypeSet: mutable.Set[String] = mutable.Set("idfa", "gaid", "imei", "androidid", "sysid", "oaid",
"idfv", "ruid", "idfamd5", "gaidmd5", "imeimd5", "oaidmd5", "upid")
val iosPkgPtn = Pattern.compile("^\\d+$")
val idIosPkgPtn = Pattern.compile("^id\\d+$")
val adrPkgPtn = Pattern.compile("^(?=^.{3,255}$)[a-zA-Z0-9_][-a-zA-Z0-9_]{0,62}(\\.[a-zA-Z0-9_][-a-zA-Z0-9_]{0,62})+$")
def checkPkgName(platform: String, pkg: String) = platform match {
case "ios" =>
iosPkgPtn.matcher(pkg).matches
case "android" | "adr" =>
adrPkgPtn.matcher(pkg).matches
case _ =>
iosPkgPtn.matcher(pkg).matches || adrPkgPtn.matcher(pkg).matches
}
def String2JSONArray(str: String): JSONArray = {
val jsonArray = if (StringUtils.isNotBlank(str)) {
try {
val element = JSON.parseArray(str)
if (!element.isEmpty) {
element
} else {
new JSONArray()
}
} catch {
case _: Exception =>
new JSONArray()
}
} else {
new JSONArray()
}
jsonArray
}
def String2JSONObject(str: String): JSONObject = {
val jsonObject = if (StringUtils.isNotBlank(str)) {
try {
val element = JSON.parseObject(str)
if (!element.isEmpty) {
element
} else {
new JSONObject()
}
} catch {
case _: Exception =>
new JSONObject()
}
} else {
new JSONObject()
}
jsonObject
}
val sdf1 = new SimpleDateFormat("yyyy-MM-dd")
val sdf2 = new SimpleDateFormat("yyyyMMdd")
def createSparkSession(appName: String): SparkSession = {
SparkSession
.builder()
.appName(appName)
.config("spark.rdd.compress", "true")
.config("spark.io.compression.codec", "lz4")
.config("spark.sql.orc.filterPushdown", "true")
.config("spark.sql.warehouse.dir", "s3://mob-emr-test/spark-warehouse")
.config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
.enableHiveSupport()
.getOrCreate()
}
def jdbcConnection(spark: SparkSession, database: String, table: String, url: String, user: String, password: String): DataFrame = {
val properties = new Properties()
properties.put("driver", "com.mysql.jdbc.Driver")
properties.put("user", user)
properties.put("password", password)
properties.put("characterEncoding", "utf8")
spark.read.jdbc(url = s"${url}/${database}", table = table, properties = properties)
}
def getMd5(device_id: String): String = {
if (device_id.matches(MobvistaConstant.md5Ptn)) {
device_id
} else {
MD5Util.getMD5Str(device_id)
}
}
}