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Top10CategorySession完成

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oeljeklaus-you 7 years ago
parent 32fcafb5f0
commit 9e9e1e410d
7 changed files with 318 additions and 542 deletions
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631
.idea/workspace.xml
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25
README.md
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@ -325,7 +325,30 @@ task_param：最最重要，用来使用JSON的格式，来封装用户提交的
完成了数据调研、需求分析、技术方案设计、数据设计以后，正式进入编码实现和功能测试阶段。最后才是性能调优阶段。
## 编码以及实现思路
### 数据筛选与聚合
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;通过执行任务的参数时间(筛选范围的开始时间和结束时间)筛选出符合要求的数据。
聚合实现的思路是:根据时间筛选后的actionClick的数据，映射成为Pair<SessionId,Row>的形式，Row表示每一次点击行为。
然后根据SessionId进行分组，对于分组后的数据根据SessionId粒度进行聚合，封装有价值的数据(搜索词，点击品类等)
在SessionId粒度聚合后，查询出所有的用户，将用户映射成为Pair<Long,Row>，对于上诉两个RDD进行Join，将点击信息和用户信息封装成String的数据格式，
按照SessionId为Key，需求信息为Value返回。
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;在进行聚合后，根据执行任务的相关参数进行进一步的筛选操作，比如在根据用户性别，职业，城市，
搜索词，点击的品类id进行筛选。
### 统计各个范围内的Session和步长占比
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;实现自定义Accumulator,在自定义Accumulator中实现各个范围内的操作，这里是一个统一的操作。
在上面的根据需求进行筛选的时候，我们可以利用上述的过程进行代码重构，计算每一个Session的访问时长，在判断完符合条件后，可以利用自定义的Accumulator
进行各个范围的SessionId，还有就是各个范围的步长；通过得到每个范围的数量后，计算出来占比，然后插入到数据库。
### 随机抽取100个session
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;利用上面Session粒度的聚合代码，进行代码重构，计算出每一个Session的开始时间和结束时间。
将过滤后的RDD映射成为Pair形式，Key为Date_Hour,Value为需求信息，然后将这个Pair按照日期和时间划分，也就是
Map<String,Map<String,Long>> dateHourCount,日期作为Key，时间和数量作为Map，计算总的Session个数，然后每一天平摊100个，在根据每天的数量
计算每一个小时的个数，然后调用一个随机的函数，获得随机索引，然后再遍历过滤需求，如果找到随机索引对应的信息，那么将信息保存在一个List里面批量插入；
之后，将得到的SessionId按照join过滤后的数据，然后分区进行批量插入(这也是性能优化之一)。
### 获取热门品类Top10
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;想将按照需求过滤后的数据和按照时间过滤后的数据进行Join操作，得到完整的数据，也就是每一次点击的
行为还有用户的特征，然后获取点击、下单和支付的品类Id，注意这里需要去重，然后分别计算点击、下单和支付品类的各个Id和次数，将上一次得到的品类id和这三步
相LeftOuterJoin最后的得到一个RDD，这个RDD进行map后放入我们自定义的二次排序类，然后将数据后批量插入到数据库。
### 获取
## 用户访问Session的比较高端技术
### 自定义Accumulator

9
src/main/java/cn/edu/hust/dao/Top10CategorySessionDao.java
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@ -0,0 +1,9 @@
package cn.edu.hust.dao;
import cn.edu.hust.domain.Top10CategorySession;
import java.util.List;
public interface Top10CategorySessionDao {
void batchInsert(List<Top10CategorySession> top10CategorySessionList);
}

2
src/main/java/cn/edu/hust/dao/factory/DaoFactory.java
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@ -30,4 +30,6 @@ public class DaoFactory {
}
public static Top10CategoryDao getTop10CategoryDao(){ return new Top10CategoryDaoImpl();}
public static Top10CategorySessionDao getTop10CategorySessionDao(){ return new Top10CategorySessionDaoImpl();}
}

24
src/main/java/cn/edu/hust/dao/impl/Top10CategorySessionDaoImpl.java
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@ -0,0 +1,24 @@
package cn.edu.hust.dao.impl;
import cn.edu.hust.dao.Top10CategorySessionDao;
import cn.edu.hust.domain.Top10CategorySession;
import cn.edu.hust.jdbc.JDBCHelper;
import java.util.ArrayList;
import java.util.List;
public class Top10CategorySessionDaoImpl implements Top10CategorySessionDao
{
@Override
public void batchInsert(List<Top10CategorySession> top10CategorySessionList) {
String sql="insert into top10_category_session values(?,?,?,?)";
List<Object[]> paramList=new ArrayList<Object[]>();
for(Top10CategorySession top10CategorySession:top10CategorySessionList)
{
Object[] param=new Object[]{top10CategorySession.getTaskId(),top10CategorySession.getCategoryId(),
top10CategorySession.getSessionId(),top10CategorySession.getClickCount()};
paramList.add(param);
}
JDBCHelper.getInstance().excuteBatch(sql,paramList);
}
}

52
src/main/java/cn/edu/hust/domain/Top10CategorySession.java
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@ -0,0 +1,52 @@
package cn.edu.hust.domain;
import java.io.Serializable;
public class Top10CategorySession implements Serializable{
private Long taskId;
private Long categoryId;
private String sessionId;
private Long clickCount;
public Top10CategorySession() {
}
public void set(Long taskId, Long categoryId, String sessionId, Long clickCount) {
this.taskId = taskId;
this.categoryId = categoryId;
this.sessionId = sessionId;
this.clickCount = clickCount;
}
public Long getTaskId() {
return taskId;
}
public void setTaskId(Long taskId) {
this.taskId = taskId;
}
public Long getCategoryId() {
return categoryId;
}
public void setCategoryId(Long categoryId) {
this.categoryId = categoryId;
}
public String getSessionId() {
return sessionId;
}
public void setSessionId(String sessionId) {
this.sessionId = sessionId;
}
public Long getClickCount() {
return clickCount;
}
public void setClickCount(Long clickCount) {
this.clickCount = clickCount;
}
}

117
src/main/java/cn/edu/hust/session/UserVisitAnalyze.java
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@ -68,6 +68,8 @@ public class UserVisitAnalyze {
//在进行accumulator之前，需要aciton动作，不然会为空
JavaPairRDD<String,String> filteredSessionRDD=filterSessionAndAggrStat(sesssionAggregateInfoRDD,jsonObject,sessionAggrStatAccumulator);
//获取符合过滤条件的全信息公共RDD
JavaPairRDD<String, Row> commonFullClickInfoRDD=getFilterFullInfoRDD(filteredSessionRDD,sessionInfoPairRDD);
//session聚合统计，统计出访问时长和访问步长的各个区间所占的比例
/**
* 重构实现的思路：
@ -97,15 +99,17 @@ public class UserVisitAnalyze {
//filteredSessionRDD.count();
//计算各个session占比,并写入MySQL
calculateAndPersist(sessionAggrStatAccumulator.value(),taskId);
//
getTop10Category(taskId,filteredSessionRDD,sessionInfoPairRDD);
//获取热门品类数据Top10
List<Tuple2<CategorySortKey,String>> top10CategoryIds=getTop10Category(taskId,commonFullClickInfoRDD);
//获取热门每一个品类点击Top10session
getTop10Session(context,taskId,commonFullClickInfoRDD,top10CategoryIds);
//关闭spark上下文
context.close();
}
/**
* 用于判断是否是生产环境
* @param sc
@ -381,6 +385,23 @@ public class UserVisitAnalyze {
return filteredSessionRDD;
}
/**
*
* 获取过滤后的全信息RDD
* @param filteredSessionRDD
* @param sessionInfoPairRDD
* @return
*/
private static JavaPairRDD<String, Row> getFilterFullInfoRDD(JavaPairRDD<String, String> filteredSessionRDD, JavaPairRDD<String, Row> sessionInfoPairRDD) {
//1.获取符合条件的session范围的所有品类
return filteredSessionRDD.join(sessionInfoPairRDD).mapToPair(new PairFunction<Tuple2<String, Tuple2<String, Row>>, String, Row>() {
@Override
public Tuple2<String, Row> call(Tuple2<String, Tuple2<String, Row>> stringTuple2Tuple2) throws Exception {
return new Tuple2<String, Row>(stringTuple2Tuple2._1,stringTuple2Tuple2._2._2);
}
});
}
/**
* 随机抽取Sesison功能
* @param taskId
@ -599,22 +620,12 @@ public class UserVisitAnalyze {
/**
* 获取top热门品类
* 获取top10热门品类
* @param taskId
* @param filteredSessionRDD
* @param sessionInfoPairRDD
* @param sessionId2DetailRDD
*/
private static void getTop10Category(Long taskId,JavaPairRDD<String, String> filteredSessionRDD, JavaPairRDD<String, Row> sessionInfoPairRDD) {
//1.获取符合条件的session梵文的所有品类
JavaPairRDD<String,Row> sessionId2DetailRDD=filteredSessionRDD.join(sessionInfoPairRDD).mapToPair(new PairFunction<Tuple2<String, Tuple2<String, Row>>, String, Row>() {
@Override
public Tuple2<String, Row> call(Tuple2<String, Tuple2<String, Row>> stringTuple2Tuple2) throws Exception {
return new Tuple2<String, Row>(stringTuple2Tuple2._1,stringTuple2Tuple2._2._2);
}
});
private static List<Tuple2<CategorySortKey,String>> getTop10Category(Long taskId, JavaPairRDD<String, Row> sessionId2DetailRDD) {
//1.第一步已抽离出方法getFilterFullInfoRDD
//2。获取访问的品类id，访问过表示点击，下单，支付
JavaPairRDD<Long,Long> categoryRDD=sessionId2DetailRDD.flatMapToPair(new PairFlatMapFunction<Tuple2<String,Row>, Long, Long>() {
@Override
@ -691,8 +702,11 @@ public class UserVisitAnalyze {
}
//插入数据库
DaoFactory.getTop10CategoryDao().batchInsert(top10Categories);
return top10CategoryList;
}
/**
* 将几个品类相连接
* @param categoryRDD
@ -756,6 +770,7 @@ public class UserVisitAnalyze {
return tmpRDD;
}
//后去支付品类RDD
private static JavaPairRDD<Long,Long> getPayCategoryRDD(JavaPairRDD<String, Row> sessionId2DetailRDD) {
JavaPairRDD<String,Row> payActionRDD=sessionId2DetailRDD.filter(new Function<Tuple2<String, Row>, Boolean>() {
@Override
@ -792,6 +807,7 @@ public class UserVisitAnalyze {
return payCategoryCountRDD;
}
//获取下单品类RDD
private static JavaPairRDD<Long,Long> getOrderCategoryRDD(JavaPairRDD<String, Row> sessionId2DetailRDD) {
JavaPairRDD<String,Row> orderActionRDD=sessionId2DetailRDD.filter(new Function<Tuple2<String, Row>, Boolean>() {
@Override
@ -828,6 +844,7 @@ public class UserVisitAnalyze {
return orderCategoryCountRDD;
}
//获取点击品类RDD
private static JavaPairRDD<Long,Long> getLClickCategoryRDD(JavaPairRDD<String, Row> sessionId2DetailRDD) {
JavaPairRDD<String,Row> clickActionRDD=sessionId2DetailRDD.filter(new Function<Tuple2<String, Row>, Boolean>() {
@Override
@ -855,4 +872,70 @@ public class UserVisitAnalyze {
});
return clickCategoryCountRDD;
}
//获取每一个品类的Session Top10
private static void getTop10Session(JavaSparkContext sc, Long taskId, JavaPairRDD<String, Row> commonFullClickInfoRDD, List<Tuple2<CategorySortKey, String>> top10CategoryIds) {
List<Tuple2<Long,Long>> categoryIdList=new ArrayList<Tuple2<Long, Long>>();
for(Tuple2<CategorySortKey, String> top10CategoryId:top10CategoryIds)
{
String countInfo=top10CategoryId._2;
Long categoryId=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_CATEGORY_ID));
categoryIdList.add(new Tuple2<Long, Long>(categoryId,categoryId));
}
//生成一份RDD
JavaPairRDD<Long,Long> top10CategoryIdsRDD=sc.parallelizePairs(categoryIdList);
//按照SessionId进行分组
JavaPairRDD<String,Iterable<Row>> gourpBySessionIdRDD=commonFullClickInfoRDD.groupByKey();
//计算每一个session对品类的点击次数
JavaPairRDD<Long,String> categorySessionCountRDD=gourpBySessionIdRDD.flatMapToPair(new PairFlatMapFunction<Tuple2<String, Iterable<Row>>, Long, String>() {
@Override
public Iterable<Tuple2<Long, String>> call(Tuple2<String, Iterable<Row>> tuple2) throws Exception {
String sessionId=tuple2._1;
//保存每一个品类的单击次数
Map<Long,Long> categoryIdCount=new HashMap<Long, Long>();
for(Row row:tuple2._2)
{
if(row.get(6)!=null)
{
Long count=categoryIdCount.get(row.getLong(6));
if(count==null)
{
count=0L;
}
count++;
categoryIdCount.put(row.getLong(6),count);
}
}
List<Tuple2<Long,String>> categoryIdCountList=new ArrayList<Tuple2<Long,String>>();
for(Map.Entry<Long,Long> entry:categoryIdCount.entrySet())
{
//将数据拼接
String value=sessionId+","+entry.getValue();
categoryIdCountList.add(new Tuple2<Long,String>(entry.getKey(),value));
}
return categoryIdCountList;
}
});
//将top10的品类与上面计算的RDD相join 得到每一个热门品类的点击次数
JavaPairRDD<Long,String> top10CategorySessionCountRDD=top10CategoryIdsRDD.join(categorySessionCountRDD).mapToPair(new PairFunction<Tuple2<Long, Tuple2<Long, String>>, Long, String>() {
@Override
public Tuple2<Long, String> call(Tuple2<Long, Tuple2<Long, String>> tuple2) throws Exception {
return new Tuple2<Long,String>(tuple2._1,tuple2._2._2);
}
});
//根据品类分组
JavaPairRDD<Long,Iterable<String>> top10CategorySessionCountGroupRDD=top10CategorySessionCountRDD.groupByKey();
JavaPairRDD<Long,String> top10CategorySessionRDD=top10CategorySessionCountGroupRDD.flatMapToPair(new PairFlatMapFunction<Tuple2<Long,Iterable<String>>, Long,String>() {
@Override
public Iterable<Tuple2<Long, String>> call(Tuple2<Long, Iterable<String>> tuple2) throws Exception {
List<Top10CategorySession> top10CategorySessionList=new ArrayList<Top10CategorySession>();
return null;
}
});
}
}

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