Merge branch 'master' of http://git.wanmeizhensuo.com/ML/ffm-baseline

eda/feededa/src/main/scala/com/gmei/GmeiConfig.scala

@@ -37,7 +37,7 @@ object GmeiConfig extends Serializable {
     sparkConf.set("spark.debug.maxToStringFields", "130")
     sparkConf.set("spark.sql.broadcastTimeout",  "6000")
 
-    if (!sparkConf.contains("spark.master")) {
+    if (!sparkConf.contains("""spark.master""")) {
       sparkConf.setMaster("local[3]")
     }
 

eda/feededa/src/main/scala/com/gmei/strategy_other.scala

@@ -332,3 +332,493 @@ object diary_exposure {
 
 }
 
+
+
+
+package com.gmei
+
+import java.io.Serializable
+
+import com.gmei.WeafareStat.{defaultParams, parser}
+import org.apache.spark.sql.{SaveMode, TiContext}
+import org.apache.log4j.{Level, Logger}
+import scopt.OptionParser
+import com.gmei.lib.AbstractParams
+
+object Recommendation_strategy_all {
+
+  Logger.getLogger("org.apache.spark").setLevel(Level.WARN)
+  Logger.getLogger("org.apache.eclipse.jetty.server").setLevel(Level.OFF)
+
+  case class Params(env: String = "dev",
+                    date: String = "2018-08-01"
+                   ) extends AbstractParams[Params] with Serializable
+
+  val defaultParams = Params()
+
+  val parser = new OptionParser[Params]("Feed_EDA") {
+    head("WeafareStat")
+    opt[String]("env")
+      .text(s"the databases environment you used")
+      .action((x, c) => c.copy(env = x))
+    opt[String] ("date")
+      .text(s"the date you used")
+      .action((x,c) => c.copy(date = x))
+    note(
+      """
+        |For example, the following command runs this app on a tidb dataset:
+        |
+        | spark-submit --class com.gmei.WeafareStat ./target/scala-2.11/feededa-assembly-0.1.jar \
+      """.stripMargin +
+        s"|   --env ${defaultParams.env}"
+    )
+  }
+
+  def main(args: Array[String]): Unit = {
+    parser.parse(args, defaultParams).map { param =>
+      GmeiConfig.setup(param.env)
+      val spark_env = GmeiConfig.getSparkSession()
+      val sc = spark_env._2
+
+      val ti = new TiContext(sc)
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "diary_video")
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "data_feed_click")
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "blacklist")
+      ti.tidbMapTable(dbName = "jerry_test", tableName = "bl_device_list")
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "data_feed_exposure")
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "merge_queue_table")
+
+
+      //      val stat_date = GmeiConfig.getMinusNDate(1)
+      val stat_date = param.date
+      //println(param.date)
+      val partition_date = stat_date.replace("-","")
+      val decive_id_oldUser = sc.sql(
+        s"""
+           |select distinct(device_id) as device_id
+           |from online.ml_device_day_active_status
+           |where active_type = '4'
+           |and first_channel_source_type not in ('yqxiu1','yqxiu2','yqxiu3','yqxiu4','yqxiu5','mxyc1','mxyc2','mxyc3'
+           |        ,'wanpu','jinshan','jx','maimai','zhuoyi','huatian','suopingjingling','mocha','mizhe','meika','lamabang'
+           |        ,'js-az1','js-az2','js-az3','js-az4','js-az5','jfq-az1','jfq-az2','jfq-az3','jfq-az4','jfq-az5','toufang1'
+           |        ,'toufang2','toufang3','toufang4','toufang5','toufang6','TF-toufang1','TF-toufang2','TF-toufang3','TF-toufang4'
+           |        ,'TF-toufang5','tf-toufang1','tf-toufang2','tf-toufang3','tf-toufang4','tf-toufang5','benzhan','promotion_aso100'
+           |        ,'promotion_qianka','promotion_xiaoyu','promotion_dianru','promotion_malioaso','promotion_malioaso-shequ'
+           |        ,'promotion_shike','promotion_julang_jl03')
+           |and partition_date ='${partition_date}'
+         """.stripMargin
+      )
+      decive_id_oldUser.createOrReplaceTempView("device_id_old")
+
+
+      val clk_count_oldUser_Contrast = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as clk_count_oldUser_Contrast
+           |from data_feed_click jd inner join device_id_old
+           |on jd.device_id = device_id_old.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id regexp'1$$'
+           |and jd.device_id not in (select device_id from bl_device_list)
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val imp_count_oldUser_Contrast = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as imp_count_oldUser_Contrast
+           |from data_feed_exposure je inner join device_id_old
+           |on je.device_id = device_id_old.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id regexp'1$$'
+           |and je.device_id not in (select device_id from bl_device_list)
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val clk_count_oldUser_all = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as clk_count_oldUser_all
+           |from data_feed_click jd inner join device_id_old
+           |on jd.device_id = device_id_old.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id not in (select device_id from bl_device_list)
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val imp_count_oldUser_all = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as imp_count_oldUser_all
+           |from data_feed_exposure je inner join device_id_old
+           |on je.device_id = device_id_old.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id not in (select device_id from bl_device_list)
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      //获取策略命中用户device_id
+      val device_id_cover = sc.sql(
+        s"""
+           |select distinct(device_id) as device_id
+           |from merge_queue_table
+         """.stripMargin
+      )
+      device_id_cover.createOrReplaceTempView("device_id_cover_older")
+
+
+      val clk_count_oldUser_Cover = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as clk_count_oldUser_Cover
+           |from data_feed_click jd inner join device_id_cover_older
+           |on jd.device_id = device_id_cover_older.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id not in (select device_id from bl_device_list)
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val imp_count_oldUser_Cover = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as imp_count_oldUser_Cover
+           |from data_feed_exposure je inner join device_id_cover_older
+           |on je.device_id = device_id_cover_older.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id not in (select device_id from bl_device_list)
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+      //策略覆盖用户数device_num_cover
+      val device_num_cover = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date,count(distinct(device_id)) as device_num_cover
+           |from merge_queue_table
+         """.stripMargin
+      )
+
+      //尾号1活跃用户数device_num_1_hit
+      val device_num_1_hit = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(distinct(je.device_id)) as device_num_1_hit
+           |from data_feed_exposure je inner join device_id_old
+           |on je.device_id = device_id_old.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id regexp'1$$'
+           |and je.device_id not in (select device_id from bl_device_list)
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      //策略命中用户数device_num_hit
+      val device_num_hit = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(distinct(je.device_id)) as device_num_hit
+           |from data_feed_exposure je inner join device_id_cover_older
+           |on je.device_id = device_id_cover_older.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id not in (select device_id from bl_device_list)
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+      val result1 = clk_count_oldUser_Contrast.join(imp_count_oldUser_Contrast,"stat_date")
+        .join(clk_count_oldUser_all,"stat_date")
+        .join(imp_count_oldUser_all,"stat_date")
+        .join(clk_count_oldUser_Cover,"stat_date")
+        .join(imp_count_oldUser_Cover,"stat_date")
+        .join(device_num_cover,"stat_date")
+        .join(device_num_1_hit,"stat_date")
+        .join(device_num_hit,"stat_date")
+      result1.show()
+
+      //      GmeiConfig.writeToJDBCTable(result1, "Recommendation_strategy_temp", SaveMode.Append)
+
+
+      //device_id尾号1有点击用户日记本点击数
+      val clk_active_1 = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(jd.cid_id) as clk_active_1
+           |from data_feed_click jd inner join device_id_old
+           |on jd.device_id = device_id_old.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id regexp'1$$'
+           |and jd.device_id not in (select device_id from bl_device_list)
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      //device_id尾号1有点击用户日记本曝光数
+      val imp_active_1 = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(je.cid_id) as imp_active_1
+           |from data_feed_exposure je inner join device_id_old
+           |on je.device_id = device_id_old.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id in (select distinct(device_id) from data_feed_click where device_id regexp '1$$' and stat_date = '${stat_date}')
+           |and je.device_id not in (select device_id from bl_device_list)
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      //device_id尾号1点击日记本用户数
+      val clk_diary_device = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(distinct(jd.device_id)) as clk_diary_device
+           |from data_feed_click jd inner join device_id_old
+           |on jd.device_id = device_id_old.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id regexp'1$$'
+           |and jd.device_id not in (select device_id from bl_device_list)
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+            """.stripMargin
+      )
+
+      //所有有点击用户日记本点击数
+      val clk_active_all = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(jd.cid_id) as clk_active_all
+           |from data_feed_click jd inner join device_id_old
+           |on jd.device_id = device_id_old.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id not in (select device_id from bl_device_list)
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+          """.stripMargin
+      )
+
+      //所有有点击用户日记本曝光数
+      val imp_active_all = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(je.cid_id) as imp_active_all
+           |from data_feed_exposure je inner join device_id_old
+           |on je.device_id = device_id_old.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id in (select distinct(device_id) from data_feed_click where stat_date = '${stat_date}')
+           |and je.device_id not in (select device_id from bl_device_list)
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+          """.stripMargin
+      )
+
+      //策略命中用户点击日记本用户数
+      val clk_diary_device_cover = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date,count(distinct(device_id)) as clk_diary_device_cover
+           |from merge_queue_table
+           |where device_id in (select distinct(device_id) from data_feed_click where stat_date = '${stat_date}')
+          """.stripMargin
+      )
+
+      //策略命中用户总数
+      val device_all_cover = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date,count(distinct(device_id)) as device_all_cover
+           |from merge_queue_table
+          """.stripMargin
+      )
+
+      val result2 = clk_active_1.join(imp_active_1,"stat_date")
+        .join(clk_active_all,"stat_date")
+        .join(imp_active_all,"stat_date")
+        .join(clk_diary_device,"stat_date")
+        .join(clk_diary_device_cover,"stat_date")
+        .join(device_all_cover,"stat_date")
+      result2.show()
+
+      //      GmeiConfig.writeToJDBCTable(result2, "strategy_other", SaveMode.Append)
+
+
+      //统计新用户点击率
+      val devicee_id_newUser = sc.sql(
+        s"""
+           |select distinct(device_id) as device_id
+           |from online.ml_device_day_active_status
+           |where active_type != '4'
+           |and first_channel_source_type not in ('yqxiu1','yqxiu2','yqxiu3','yqxiu4','yqxiu5','mxyc1','mxyc2','mxyc3'
+           |        ,'wanpu','jinshan','jx','maimai','zhuoyi','huatian','suopingjingling','mocha','mizhe','meika','lamabang'
+           |        ,'js-az1','js-az2','js-az3','js-az4','js-az5','jfq-az1','jfq-az2','jfq-az3','jfq-az4','jfq-az5','toufang1'
+           |        ,'toufang2','toufang3','toufang4','toufang5','toufang6','TF-toufang1','TF-toufang2','TF-toufang3','TF-toufang4'
+           |        ,'TF-toufang5','tf-toufang1','tf-toufang2','tf-toufang3','tf-toufang4','tf-toufang5','benzhan','promotion_aso100'
+           |        ,'promotion_qianka','promotion_xiaoyu','promotion_dianru','promotion_malioaso','promotion_malioaso-shequ'
+           |        ,'promotion_shike','promotion_julang_jl03')
+           |and partition_date ='${partition_date}'
+         """.stripMargin
+      )
+      devicee_id_newUser.show()
+      devicee_id_newUser.createOrReplaceTempView("device_id_new")
+
+      val clk_count_newUser_Contrast = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as clk_count_newUser_Contrast
+           |from data_feed_click jd inner join device_id_new
+           |on jd.device_id = device_id_new.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id regexp'1$$'
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val imp_count_newUser_Contrast = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as imp_count_newUser_Contrast
+           |from data_feed_exposure je inner join device_id_new
+           |on je.device_id = device_id_new.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id regexp'1$$'
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val clk_count_newUser_all = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as clk_count_newUser_all
+           |from data_feed_click jd inner join device_id_new
+           |on jd.device_id = device_id_new.device_id
+           |where  (jd.cid_type = 'diary' or jd.cid_type = 'diary_video')
+           |and jd.device_id not in (select device_id from blacklist)
+           |and jd.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val imp_count_newUser_all = sc.sql(
+        s"""
+           |select '${stat_date}' as stat_date, count(cid_id) as imp_count_newUser_all
+           |from data_feed_exposure je inner join device_id_new
+           |on je.device_id = device_id_new.device_id
+           |where je.cid_type = 'diary'
+           |and je.device_id not in (select device_id from blacklist)
+           |and je.stat_date ='${stat_date}'
+         """.stripMargin
+      )
+
+      val result3 = clk_count_newUser_Contrast.join(imp_count_newUser_Contrast,"stat_date")
+        .join(clk_count_newUser_all,"stat_date")
+        .join(imp_count_newUser_all,"stat_date")
+      result3.show()
+
+      //      GmeiConfig.writeToJDBCTable(result3, "Recommendation_strategy_newUser", SaveMode.Append)
+
+    }
+
+
+  }
+
+}
+
+
+//以下内容统计信息熵基尼系数
+object Gini_coefficient {
+
+  Logger.getLogger("org.apache.spark").setLevel(Level.WARN)
+  Logger.getLogger("org.apache.eclipse.jetty.server").setLevel(Level.OFF)
+
+  case class Params(env: String = "dev",
+                    date: String = "2018-08-01"
+                   ) extends AbstractParams[Params] with Serializable
+
+  val defaultParams = Params()
+
+  val parser = new OptionParser[Params]("Feed_EDA") {
+    head("Gini_coefficient")
+    opt[String]("env")
+      .text(s"the databases environment you used")
+      .action((x, c) => c.copy(env = x))
+    opt[String] ("date")
+      .text(s"the date you used")
+      .action((x,c) => c.copy(date = x))
+    note(
+      """
+        |For example, the following command runs this app on a tidb dataset:
+        |
+        | spark-submit --class com.gmei.WeafareStat ./target/scala-2.11/feededa-assembly-0.1.jar \
+      """.stripMargin +
+        s"|   --env ${defaultParams.env}"
+    )
+  }
+
+  def main(args: Array[String]): Unit = {
+    parser.parse(args, defaultParams).map { param =>
+      GmeiConfig.setup(param.env)
+      val spark_env = GmeiConfig.getSparkSession()
+      val sc = spark_env._2
+
+      val ti = new TiContext(sc)
+      ti.tidbMapTable(dbName = "eagle", tableName = "src_mimas_prod_api_diary")
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "data_feed_click")
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "blacklist")
+      ti.tidbMapTable(dbName = "jerry_prod", tableName = "data_feed_exposure")
+
+
+      import sc.implicits._
+      val stat_date = GmeiConfig.getMinusNDate(1)
+      //println(param.date)
+      val partition_date = stat_date.replace("-","")
+
+      //获取3.5星及以上日记本id
+      val diary_id = sc.sql(
+        s"""
+           |select id as diary_id
+           |from src_mimas_prod_api_diary
+           |where content_level >=3.5
+           |and doctor_id is not null
+         """.stripMargin
+      )
+      diary_id.createOrReplaceTempView("temp1")
+      //机构id
+      val agency_id = sc.sql(
+        s"""
+           |SELECT DISTINCT(cl_id) as device_id
+           |FROM online.ml_hospital_spam_pv_day
+           |WHERE partition_date >= '20180402'
+           |AND partition_date <= '20181203'
+           |AND pv_ratio >= 0.95
+           |UNION ALL
+           |SELECT DISTINCT(cl_id) as device_id
+           |FROM online.ml_hospital_spam_pv_month
+           |WHERE partition_date >= '20171101'
+           |AND partition_date <= '20181203'
+           |AND pv_ratio >= 0.95
+         """.stripMargin
+      )
+      agency_id.createOrReplaceTempView("agency_id")
+      //统计次数
+      val diary_clk_num = sc.sql(
+        s"""
+           |select temp1.diary_id as diary_id,count(ov.cl_id) as diary_clk_num
+           |from online.tl_hdfs_maidian_view ov left join temp1
+           |on params["business_id"]= temp1.diary_id
+           |where ov.action="page_view"
+           |and ov.params["page_name"]="diary_detail"
+           |and temp1.diary_id is not null
+           |and (ov.params["out"]-ov.params["in"])<7200
+           |and ov.partition_date ='${partition_date}'
+           |and ov.cl_id not in (select device_id from blacklist)
+           |group by temp1.diary_id
+         """.stripMargin
+      )
+      GmeiConfig.writeToJDBCTable(diary_clk_num, "Gini_coefficient", SaveMode.Overwrite)
+
+    }
+
+
+  }
+
+}
+
+
+
+
+
+

eda/feededa/src/main/scala/com/gmei/testt.scala

@@ -7,7 +7,7 @@ import org.apache.spark.sql.{SaveMode, TiContext}
 import org.apache.log4j.{Level, Logger}
 import scopt.OptionParser
 import com.gmei.lib.AbstractParams
-import com.gmei.GmeiConfig.{writeToJDBCTable,getMinusNDate}
+import com.gmei.GmeiConfig.{getMinusNDate, writeToJDBCTable}
 
 object testt {
 

eda/gray_stat/.gitignore

+venv/