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热门商品Top10功能完成

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oeljeklaus-you 7 years ago
parent 7031035301
commit 32fcafb5f0
9 changed files with 544 additions and 287 deletions
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606
.idea/workspace.xml
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2
src/main/java/cn/edu/hust/dao/SessionAggrStatDao.java
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@ -3,7 +3,9 @@ package cn.edu.hust.dao;
import cn.edu.hust.domain.SessionAggrStat; import cn.edu.hust.domain.SessionAggrStat;
import java.io.Serializable; import java.io.Serializable;
import java.util.List;
public interface SessionAggrStatDao extends Serializable{ public interface SessionAggrStatDao extends Serializable{
void insert(SessionAggrStat sessionAggrStat); void insert(SessionAggrStat sessionAggrStat);
void batchInsert(List<SessionAggrStat> sessionAggrStatList);
} }

10
src/main/java/cn/edu/hust/dao/Top10CategoryDao.java
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@ -0,0 +1,10 @@
package cn.edu.hust.dao;
import cn.edu.hust.domain.Top10Category;
import java.util.List;
public interface Top10CategoryDao {
void insert(Top10Category top10Category);
void batchInsert(List<Top10Category> top10CategoryList);
}

12
src/main/java/cn/edu/hust/dao/factory/DaoFactory.java
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@ -1,13 +1,7 @@
package cn.edu.hust.dao.factory; package cn.edu.hust.dao.factory;
import cn.edu.hust.dao.SessionAggrStatDao; import cn.edu.hust.dao.*;
import cn.edu.hust.dao.SessionDetailDao; import cn.edu.hust.dao.impl.*;
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.SessionDetail;
import cn.edu.hust.domain.SessionRandomExtract; import cn.edu.hust.domain.SessionRandomExtract;
@ -34,4 +28,6 @@ public class DaoFactory {
{ {
return new SessionDetailDaoImpl(); return new SessionDetailDaoImpl();
} }
public static Top10CategoryDao getTop10CategoryDao(){ return new Top10CategoryDaoImpl();}
} }

22
src/main/java/cn/edu/hust/dao/impl/SessionAggrStatDaoImpl.java
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@ -4,6 +4,9 @@ import cn.edu.hust.dao.SessionAggrStatDao;
import cn.edu.hust.domain.SessionAggrStat; import cn.edu.hust.domain.SessionAggrStat;
import cn.edu.hust.jdbc.JDBCHelper; import cn.edu.hust.jdbc.JDBCHelper;
import java.util.ArrayList;
import java.util.List;
public class SessionAggrStatDaoImpl implements SessionAggrStatDao{ public class SessionAggrStatDaoImpl implements SessionAggrStatDao{
@Override @Override
public void insert(SessionAggrStat sessionAggrStat) { public void insert(SessionAggrStat sessionAggrStat) {
@ -18,4 +21,23 @@ public class SessionAggrStatDaoImpl implements SessionAggrStatDao{
sessionAggrStat.getStep_Length_30_60()}; sessionAggrStat.getStep_Length_30_60()};
JDBCHelper.getInstance().excuteUpdate(sql,params); JDBCHelper.getInstance().excuteUpdate(sql,params);
} }
@Override
public void batchInsert(List<SessionAggrStat> sessionAggrStatList) {
String sql="insert into session_aggr_stat values(?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?)";
List<Object[]> paramList=new ArrayList<Object[]>();
for (SessionAggrStat sessionAggrStat:sessionAggrStatList)
{
Object[] params={sessionAggrStat.getTaskId(),sessionAggrStat.getSessionCount(),sessionAggrStat.getVisit_Length_1s_3s(),
sessionAggrStat.getVisit_Length_4s_6s(),sessionAggrStat.getVisit_Length_7s_9s(),
sessionAggrStat.getVisit_Length_10s_30s(),sessionAggrStat.getVisit_Length_30s_60s(),
sessionAggrStat.getVisit_Length_1m_3m(),sessionAggrStat.getVisit_Length_3m_10m()
,sessionAggrStat.getVisit_Length_10m_30m(),sessionAggrStat.getVisit_Length_30m(),
sessionAggrStat.getStep_Length_1_3(),sessionAggrStat.getStep_Length_4_6(),sessionAggrStat.getStep_Length_7_9(),
sessionAggrStat.getStep_Length_7_9(),sessionAggrStat.getStep_Length_10_30(),
sessionAggrStat.getStep_Length_30_60()};
paramList.add(params);
}
JDBCHelper.getInstance().excuteBatch(sql,paramList);
}
} }

36
src/main/java/cn/edu/hust/dao/impl/Top10CategoryDaoImpl.java
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@ -0,0 +1,36 @@
package cn.edu.hust.dao.impl;
import cn.edu.hust.dao.Top10CategoryDao;
import cn.edu.hust.domain.Top10Category;
import cn.edu.hust.jdbc.JDBCHelper;
import java.util.ArrayList;
import java.util.List;
public class Top10CategoryDaoImpl implements Top10CategoryDao {
@Override
public void insert(Top10Category top10Category) {
String sql="insert into top10_category values(?,?,?,?,?)";
Object[] params=new Object[]{
top10Category.getTaskId(),top10Category.getCategoryId(),top10Category.getCategoryId(),
top10Category.getClickCount(),top10Category.getOrderCount(),top10Category.getPayCount()
};
JDBCHelper.getInstance().excuteUpdate(sql,params);
}
@Override
public void batchInsert(List<Top10Category> top10CategoryList) {
String sql="insert into top10_category values(?,?,?,?,?)";
List<Object[]> paramList=new ArrayList<Object[]>();
for (Top10Category top10Category:top10CategoryList)
{
Object[] params=new Object[]{
top10Category.getTaskId(),top10Category.getCategoryId(),
top10Category.getClickCount(),top10Category.getOrderCount(),top10Category.getPayCount()
};
paramList.add(params);
}
JDBCHelper.getInstance().excuteBatch(sql,paramList);
}
}

61
src/main/java/cn/edu/hust/domain/Top10Category.java
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@ -0,0 +1,61 @@
package cn.edu.hust.domain;
public class Top10Category {
private Long taskId;
private Long categoryId;
private Long clickCount;
private Long orderCount;
private Long payCount;
public Top10Category() {
}
public void set(Long taskId, Long categoryId, Long clickCount, Long orderCount, Long payCount) {
this.taskId = taskId;
this.categoryId = categoryId;
this.clickCount = clickCount;
this.orderCount = orderCount;
this.payCount = payCount;
}
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 Long getClickCount() {
return clickCount;
}
public void setClickCount(Long clickCount) {
this.clickCount = clickCount;
}
public Long getOrderCount() {
return orderCount;
}
public void setOrderCount(Long orderCount) {
this.orderCount = orderCount;
}
public Long getPayCount() {
return payCount;
}
public void setPayCount(Long payCount) {
this.payCount = payCount;
}
}

9
src/main/java/cn/edu/hust/session/CategorySortKey.java
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@ -1,8 +1,9 @@
package cn.edu.hust.session; package cn.edu.hust.session;
import scala.math.Ordered; import scala.math.Ordered;
public class CategorySortKey implements Ordered<CategorySortKey> { public class CategorySortKey implements Ordered<CategorySortKey>, java.io.Serializable {
private Long clickCount; private Long clickCount;
private Long orderCount; private Long orderCount;
@ -109,4 +110,10 @@ public class CategorySortKey implements Ordered<CategorySortKey> {
public void setPayCount(Long payCount) { public void setPayCount(Long payCount) {
this.payCount = payCount; this.payCount = payCount;
} }
public void set(Long clickCount, Long orderCount, Long payCount) {
this.clickCount = clickCount;
this.orderCount = orderCount;
this.payCount = payCount;
}
} }

55
src/main/java/cn/edu/hust/session/UserVisitAnalyze.java
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@ -4,10 +4,7 @@ import cn.edu.hust.conf.ConfigurationManager;
import cn.edu.hust.constant.Constants; import cn.edu.hust.constant.Constants;
import cn.edu.hust.dao.TaskDao; import cn.edu.hust.dao.TaskDao;
import cn.edu.hust.dao.factory.DaoFactory; import cn.edu.hust.dao.factory.DaoFactory;
import cn.edu.hust.domain.SessionAggrStat; import cn.edu.hust.domain.*;
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.mockData.MockData;
import cn.edu.hust.util.*; import cn.edu.hust.util.*;
import com.alibaba.fastjson.JSONObject; import com.alibaba.fastjson.JSONObject;
@ -102,7 +99,7 @@ public class UserVisitAnalyze {
calculateAndPersist(sessionAggrStatAccumulator.value(),taskId); calculateAndPersist(sessionAggrStatAccumulator.value(),taskId);
// //
getTop10Category(filteredSessionRDD,sessionInfoPairRDD); getTop10Category(taskId,filteredSessionRDD,sessionInfoPairRDD);
//关闭spark上下文 //关闭spark上下文
context.close(); context.close();
} }
@ -594,17 +591,20 @@ public class UserVisitAnalyze {
visit_Length_7s_9s_ratio,visit_Length_10s_30s_ratio,visit_Length_30s_60s_ratio, visit_Length_7s_9s_ratio,visit_Length_10s_30s_ratio,visit_Length_30s_60s_ratio,
visit_Length_1m_3m_ratio,visit_Length_3m_10m_ratio,visit_Length_10m_30m_ratio,visit_Length_30m_ratio visit_Length_1m_3m_ratio,visit_Length_3m_10m_ratio,visit_Length_10m_30m_ratio,visit_Length_30m_ratio
,step_Length_1_3_ratio,step_Length_4_6_ratio,step_Length_7_9_ratio,step_Length_7_9_ratio,step_Length_30_60_ratio,step_Length_60_ratio); ,step_Length_1_3_ratio,step_Length_4_6_ratio,step_Length_7_9_ratio,step_Length_7_9_ratio,step_Length_30_60_ratio,step_Length_60_ratio);
List<SessionAggrStat> sessionAggrStatList=new ArrayList<SessionAggrStat>();
sessionAggrStatList.add(sessionAggrStat);
// 插入数据库 // 插入数据库
DaoFactory.getSessionAggrStatDao().insert(sessionAggrStat); DaoFactory.getSessionAggrStatDao().batchInsert(sessionAggrStatList);
} }
/** /**
* 获取top热门品类 * 获取top热门品类
* @param taskId
* @param filteredSessionRDD * @param filteredSessionRDD
* @param sessionInfoPairRDD * @param sessionInfoPairRDD
*/ */
private static void getTop10Category(JavaPairRDD<String, String> filteredSessionRDD, JavaPairRDD<String, Row> sessionInfoPairRDD) { 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 //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>() { JavaPairRDD<String,Row> sessionId2DetailRDD=filteredSessionRDD.join(sessionInfoPairRDD).mapToPair(new PairFunction<Tuple2<String, Tuple2<String, Row>>, String, Row>() {
@Override @Override
@ -626,21 +626,27 @@ public class UserVisitAnalyze {
if(clickCategoryId!=null) if(clickCategoryId!=null)
visitCategoryList.add(new Tuple2<Long, Long>(clickCategoryId,clickCategoryId)); visitCategoryList.add(new Tuple2<Long, Long>(clickCategoryId,clickCategoryId));
if(row.get(8)!=null){
String[] orderCategoryIdsSplited=row.getString(8).split(","); String[] orderCategoryIdsSplited=row.getString(8).split(",");
for (String orderCategoryId: for (String orderCategoryId:
orderCategoryIdsSplited) { orderCategoryIdsSplited) {
visitCategoryList.add(new Tuple2<Long, Long>(Long.valueOf(orderCategoryId),Long.valueOf(orderCategoryId))); visitCategoryList.add(new Tuple2<Long, Long>(Long.valueOf(orderCategoryId),Long.valueOf(orderCategoryId)));
} }
}
if(row.get(10)!=null){
String[] payCategoryIdsSplited=row.getString(10).split(","); String[] payCategoryIdsSplited=row.getString(10).split(",");
for (String payCategoryId: for (String payCategoryId:
payCategoryIdsSplited) { payCategoryIdsSplited) {
visitCategoryList.add(new Tuple2<Long, Long>(Long.valueOf(payCategoryId),Long.valueOf(payCategoryId))); visitCategoryList.add(new Tuple2<Long, Long>(Long.valueOf(payCategoryId),Long.valueOf(payCategoryId)));
} }
}
return visitCategoryList; return visitCategoryList;
} }
}); });
//需要去重
categoryRDD=categoryRDD.distinct();
//3。计算各个品类的点击，下单和支付次数 //3。计算各个品类的点击，下单和支付次数
// 3.1 计算点击品类的数量 // 3.1 计算点击品类的数量
JavaPairRDD<Long,Long> clickCategoryRDD = getLClickCategoryRDD(sessionId2DetailRDD); JavaPairRDD<Long,Long> clickCategoryRDD = getLClickCategoryRDD(sessionId2DetailRDD);
@ -655,8 +661,36 @@ public class UserVisitAnalyze {
JavaPairRDD<Long,String> categoryCountRDD=joinCategoryAndData(categoryRDD,clickCategoryRDD,orderCategoryRDD,payCategoryRDD); JavaPairRDD<Long,String> categoryCountRDD=joinCategoryAndData(categoryRDD,clickCategoryRDD,orderCategoryRDD,payCategoryRDD);
//5.自定义二次排序的key //5.自定义二次排序的key
JavaPairRDD<CategorySortKey,String> sortKeyCountRDD=categoryCountRDD.mapToPair(new PairFunction<Tuple2<Long, String>, CategorySortKey, String>() {
@Override
public Tuple2<CategorySortKey, String> call(Tuple2<Long, String> longStringTuple2) throws Exception {
String countInfo=longStringTuple2._2;
Long clickCount=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_CLICK_CATEGORY));
Long orderCount=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_ORDER_CATEGORY));
Long payCount=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_ORDER_CATEGORY));
CategorySortKey key=new CategorySortKey();
key.set(clickCount,orderCount,payCount);
return new Tuple2<CategorySortKey, String>(key,countInfo);
}
});
JavaPairRDD<CategorySortKey,String> sortedCategoryRDD=sortKeyCountRDD.sortByKey(false);
//取出前10个，写入数据库
List<Tuple2<CategorySortKey,String>> top10CategoryList=sortedCategoryRDD.take(10);
List<Top10Category> top10Categories=new ArrayList<Top10Category>();
for(Tuple2<CategorySortKey,String> tuple2:top10CategoryList)
{
String countInfo=tuple2._2;
Long categoryId=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_CATEGORY_ID));
Long clickCount=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_CLICK_CATEGORY));
Long orderCount=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_ORDER_CATEGORY));
Long payCount=Long.valueOf(StringUtils.getFieldFromConcatString(countInfo,"\\|",Constants.FIELD_ORDER_CATEGORY));
Top10Category top10Category=new Top10Category();
top10Category.set(taskId,categoryId,clickCount,orderCount,payCount);
top10Categories.add(top10Category);
}
//插入数据库
DaoFactory.getTop10CategoryDao().batchInsert(top10Categories);
} }
/** /**
@ -681,7 +715,7 @@ public class UserVisitAnalyze {
clickCount=clickIOptional.get(); clickCount=clickIOptional.get();
} }
String value=Constants.FIELD_CATEGORY_ID+"="+categoryId+"|"+Constants.FIELD_CLICK_CATEGORYIDS+"="+clickCount; String value=Constants.FIELD_CATEGORY_ID+"="+categoryId+"|"+Constants.FIELD_CLICK_CATEGORY+"="+clickCount;
return new Tuple2<Long, String>(categoryId,value); return new Tuple2<Long, String>(categoryId,value);
} }
}); });
@ -799,8 +833,7 @@ public class UserVisitAnalyze {
@Override @Override
public Boolean call(Tuple2<String, Row> stringRowTuple2) throws Exception { public Boolean call(Tuple2<String, Row> stringRowTuple2) throws Exception {
Row row=stringRowTuple2._2; Row row=stringRowTuple2._2;
Long categoryId=row.getLong(6); if(row.get(6)==null) return false;
if(categoryId==null) return false;
return true; return true;
} }
}); });

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