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持久化SessionDetail完成

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oeljeklaus-you 8 years ago
parent c2e142d595
commit 417f32101a
6 changed files with 334 additions and 168 deletions
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403
.idea/workspace.xml
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@ -2,9 +2,11 @@
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7
src/main/java/cn/edu/hust/dao/SessionDetailDao.java
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@ -0,0 +1,7 @@
package cn.edu.hust.dao;
import cn.edu.hust.domain.SessionDetail;
public interface SessionDetailDao {
void insert(SessionDetail sessionDetail);
}

8
src/main/java/cn/edu/hust/dao/factory/DaoFactory.java
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@ -1,11 +1,14 @@
package cn.edu.hust.dao.factory;
import cn.edu.hust.dao.SessionAggrStatDao;
import cn.edu.hust.dao.SessionDetailDao;
import cn.edu.hust.dao.SessionRandomExtractDao;
import cn.edu.hust.dao.TaskDao;
import cn.edu.hust.dao.impl.SessionAggrStatDaoImpl;
import cn.edu.hust.dao.impl.SessionDetailDaoImpl;
import cn.edu.hust.dao.impl.SessionRandomExtractDaoImpl;
import cn.edu.hust.dao.impl.TaskDaoImpl;
import cn.edu.hust.domain.SessionDetail;
import cn.edu.hust.domain.SessionRandomExtract;
public class DaoFactory {
@ -26,4 +29,9 @@ public class DaoFactory {
public static SessionRandomExtractDao getSessionRandomExtractDao(){
return new SessionRandomExtractDaoImpl();
}
public static SessionDetailDao getSessionDetailDao()
{
return new SessionDetailDaoImpl();
}
}

17
src/main/java/cn/edu/hust/dao/impl/SessionDetailDaoImpl.java
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@ -0,0 +1,17 @@
package cn.edu.hust.dao.impl;
import cn.edu.hust.dao.SessionDetailDao;
import cn.edu.hust.domain.SessionDetail;
import cn.edu.hust.jdbc.JDBCHelper;
public class SessionDetailDaoImpl implements SessionDetailDao{
@Override
public void insert(SessionDetail sessionDetail) {
String sql="insert into session_detail values(?,?,?,?,?,?,?,?,?,?,?,?)";
Object[] object=new Object[]{sessionDetail.getTaskId(),sessionDetail.getUserId(),
sessionDetail.getSessinId(),sessionDetail.getPageid(),sessionDetail.getActionTime(),
sessionDetail.getSearchKeyWord(),sessionDetail.getClickCategoryId(),sessionDetail.getClickProductId()
,sessionDetail.getOrderCategoryIds(),sessionDetail.getOrderProductIds(),sessionDetail.getPayCategoryIds(),sessionDetail.getPayProductIds()};
JDBCHelper.getInstance().excuteUpdate(sql,object);
}
}

2
src/main/java/cn/edu/hust/domain/SessionDetail.java
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@ -19,7 +19,7 @@ public class SessionDetail implements Serializable{
public SessionDetail() {
}
public SessionDetail(Long taskId, Long userId, String sessinId, Long pageid, String actionTime, String searchKeyWord, Long clickCategoryId, Long clickProductId, String orderCategoryIds, String orderProductIds, String payCategoryIds, String payProductIds) {
public void set(Long taskId, Long userId, String sessinId, Long pageid, String actionTime, String searchKeyWord, Long clickCategoryId, Long clickProductId, String orderCategoryIds, String orderProductIds, String payCategoryIds, String payProductIds) {
this.taskId = taskId;
this.userId = userId;
this.sessinId = sessinId;

65
src/main/java/cn/edu/hust/session/UserVisitAnalyze.java
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@ -2,31 +2,27 @@ package cn.edu.hust.session;
import cn.edu.hust.conf.ConfigurationManager;
import cn.edu.hust.constant.Constants;
import cn.edu.hust.dao.SessionDetailDao;
import cn.edu.hust.dao.TaskDao;
import cn.edu.hust.dao.factory.DaoFactory;
import cn.edu.hust.domain.SessionAggrStat;
import cn.edu.hust.domain.SessionDetail;
import cn.edu.hust.domain.SessionRandomExtract;
import cn.edu.hust.domain.Task;
import cn.edu.hust.mockData.MockData;
import cn.edu.hust.util.*;
import com.alibaba.fastjson.JSONObject;
import org.apache.spark.Accumulator;
import org.apache.spark.AccumulatorParam;
import org.apache.spark.SparkConf;
import org.apache.spark.SparkContext;
import org.apache.spark.api.java.JavaPairRDD;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.FlatMapFunction;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.api.java.function.PairFlatMapFunction;
import org.apache.spark.api.java.function.PairFunction;
import org.apache.spark.api.java.function.*;
import org.apache.spark.sql.DataFrame;
import org.apache.spark.sql.Row;
import org.apache.spark.sql.SQLContext;
import org.apache.spark.sql.catalyst.expressions.Rand;
import org.apache.spark.sql.hive.HiveContext;
import org.joda.time.DateTime;
import scala.Tuple2;
import java.util.*;
@ -63,6 +59,8 @@ public class UserVisitAnalyze {
//获取指定范围内的Sesssion
JavaRDD<Row> sessionRangeDate=getActionRDD(sc,jsonObject);
//这里增加一个新的方法，主要是映射
JavaPairRDD<String,Row> sessionInfoPairRDD=getSessonInfoPairRDD(sessionRangeDate);
//按照Sesson进行聚合
JavaPairRDD<String,String> sesssionAggregateInfoRDD=aggregateBySessionId(sc,sessionRangeDate);
@ -98,7 +96,7 @@ public class UserVisitAnalyze {
/**
* 使用CountByKey算子实现随机抽取功能
*/
randomExtractSession(taskId,filteredSessionRDD);
randomExtractSession(taskId,filteredSessionRDD,sessionInfoPairRDD);
//计算各个session占比,并写入MySQL
calculateAndPersist(sessionAggrStatAccumulator.value(),taskId);
//关闭spark上下文
@ -147,6 +145,26 @@ public class UserVisitAnalyze {
return df.javaRDD();
}
/**
* 将数据进行映射成为Pair，键为SessionId，Value为Row
* @param sessionRangeDate
* @return
*/
private static JavaPairRDD<String,Row> getSessonInfoPairRDD(JavaRDD<Row> sessionRangeDate) {
return sessionRangeDate.mapToPair(new PairFunction<Row, String, Row>() {
@Override
public Tuple2<String, Row> call(Row row) throws Exception {
return new Tuple2<String, Row>(row.getString(2),row);
}
});
}
/**
* session粒度的聚合
* @param sc
* @param sessionRangeDate
* @return
*/
private static JavaPairRDD<String,String> aggregateBySessionId(SQLContext sc, JavaRDD<Row> sessionRangeDate) {
/**
* 先将数据映射成map格式
@ -366,8 +384,9 @@ public class UserVisitAnalyze {
* 随机抽取Sesison功能
* @param taskId
* @param filteredSessionRDD
* @param sessionInfoPairRDD
*/
private static void randomExtractSession(final Long taskId, JavaPairRDD<String, String> filteredSessionRDD) {
private static void randomExtractSession(final Long taskId, JavaPairRDD<String, String> filteredSessionRDD, JavaPairRDD<String, Row> sessionInfoPairRDD) {
//1.先将过滤Seesion进行映射，映射成为Time,Info的数据格式
final JavaPairRDD<String,String> mapDataRDD=filteredSessionRDD.mapToPair(new PairFunction<Tuple2<String, String>, String, String>() {
@Override
@ -495,7 +514,33 @@ public class UserVisitAnalyze {
});
//3. 获取session的明细数据保存到数据库
JavaPairRDD<String,Tuple2<String,Row>> sessionDetailRDD= sessionIds.join(sessionInfoPairRDD);
final SessionDetailDao sessionDetailDao=DaoFactory.getSessionDetailDao();
sessionDetailRDD.foreachPartition(new VoidFunction<Iterator<Tuple2<String, Tuple2<String, Row>>>>() {
@Override
public void call(Iterator<Tuple2<String, Tuple2<String, Row>>> tuple2Iterator) throws Exception {
while(tuple2Iterator.hasNext())
{
Tuple2<String, Tuple2<String, Row>> tuple2=tuple2Iterator.next();
Row row=tuple2._2._2;
String sessionId=tuple2._1;
Long userId=row.getLong(1);
Long pageId=row.getLong(3);
String actionTime=row.getString(4);
String searchKeyWard=row.getString(5);
Long clickCategoryId=row.getLong(6);
Long clickProducetId=row.getLong(7);
String orderCategoryId=row.getString(8);
String orderProducetId=row.getString(9);
String payCategoryId=row.getString(10);
String payProducetId=row.getString(11);
SessionDetail sessionDetail=new SessionDetail();
sessionDetail.set(taskId,userId,sessionId,pageId,actionTime,searchKeyWard,clickCategoryId,clickProducetId,orderCategoryId,orderProducetId,payCategoryId,payProducetId);
sessionDetailDao.insert(sessionDetail);
}
}
});
}
//计算各个范围的占比，并持久化到数据库

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