023_数量类型练习——Hadoop MapReduce手机流量统计
1) 分析业务需求:用户使用手机上网,存在流量的消耗。流量包括两部分:其一是上行流量(发送消息流量),其二是下行流量(接收消息的流量)。每种流量在网络传输过程中,有两种形式说明:包的大小,流量的大小。使用手机上网,以手机号为唯一标识符,进行记录。有记录,包括很多信息,需要的信息字段。
aaarticlea/png;base64,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" alt="" width="430" height="235" />
实际需要的字段:
手机号码、上行数据包数、下行数据包数、上行总流量、下行总流量。
2) 自定义数据类型(五个字段)
DataWritable implement WritableComparable接口。
package org.dragon.hadoop.mapreduce.app; import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException; import org.apache.hadoop.io.Writable; /**
*
* @author ZhuXY
* @time 2016-3-10 下午3:49:55
*
*/
public class DataWritable implements Writable { // telsphone // upload
private int upPackNum;
private int upPayLoad; // download
private int downPackNum;
private int downPayLoad; public DataWritable() { } public void set(int upPackNum, int upPayLoad, int downPackNum,
int downPayload) {
this.upPackNum = upPackNum;
this.upPayLoad = upPayLoad;
this.downPackNum = downPackNum;
this.downPayLoad = downPayload; } public int getUpPackNum() {
return upPackNum;
} public int getUpPayLoas() {
return upPayLoad;
} public int getDownPackNum() {
return downPackNum;
} public int getDownPayload() {
return downPayLoad;
} @Override
public void write(DataOutput out) throws IOException {
out.writeInt(upPackNum);
out.writeInt(upPayLoad);
out.writeInt(downPackNum);
out.writeInt(downPayLoad);
} /**
* 讀出的順序要和寫入的順序相同
*/
@Override
public void readFields(DataInput in) throws IOException {
// TODO Auto-generated method stub
this.upPackNum = in.readInt();
this.upPayLoad = in.readInt();
this.downPackNum = in.readInt();
this.downPayLoad = in.readInt();
} @Override
public String toString() {
return upPackNum + "\t" + upPayLoad + "\t" + downPackNum + "\t"
+ downPayLoad;
} @Override
public int hashCode() {
final int prime = 31;
int result = 1;
result = prime * result + downPackNum;
result = prime * result + downPayLoad;
result = prime * result + upPackNum;
result = prime * result + upPayLoad;
return result;
} @Override
public boolean equals(Object obj) {
if (this == obj)
return true;
if (obj == null)
return false;
if (getClass() != obj.getClass())
return false;
DataWritable other = (DataWritable) obj;
if (downPackNum != other.downPackNum)
return false;
if (downPayLoad != other.downPayLoad)
return false;
if (upPackNum != other.upPackNum)
return false;
if (upPayLoad != other.upPayLoad)
return false;
return true;
} }
DataWritable Code
3) 分析MapReduce写法,哪些业务逻辑在Map阶段执行,哪些业务逻辑在reduce阶段执行。
Map阶段:从文件中获取数据,抽取出需要的五个字段,输出的Key为手机号码,输出的Value为数据量的类型DataWritable对象。
Reduce阶段:将相同手机号码的Value中的数据流量进行相加,得出手机流量的总数(数据包和数据流量)。输出到文件中,以制表符分开。
package org.dragon.hadoop.mapreduce.app.topk; import java.io.IOException;
import java.util.Iterator;
import java.util.TreeMap;
import java.util.TreeSet; import javax.security.auth.callback.LanguageCallback; import org.apache.hadoop.classification.InterfaceAudience.Private;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.Mapper.Context;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.dragon.hadoop.mapreduce.app.topk.TopKMapReduceV3.TopKReducer; import com.sun.jersey.core.header.LanguageTag; import sun.reflect.LangReflectAccess; /**
*
* @author ZhuXY
* @time 2016-3-13 下午12:57:26
*
*/ /**
* 统计 & TopKey
*
* 数据格式: 语言类别 歌曲名称 收藏次数 播放次数 歌手名称 需求: 统计前十首播放次数最多的歌曲名称和次数。
*
* 思想:在Mapper中输出:key---歌曲类型+歌曲名称
* value---播放次数
* Reducer中:key----封装成TopKWritable对象
* value---nullwritable
* reduce方法中进行集合存储,然后删除多余的
*
*/
public class TopKMapReduceV4 {
private static final int KEY = 4; // Mapper class
public static class TopKMapper extends
Mapper<LongWritable, Text, Text, LongWritable> { @Override
protected void cleanup(Context context) throws IOException,
InterruptedException {
super.cleanup(context);
} @Override
protected void map(LongWritable key, Text value, Context context)
throws IOException, InterruptedException {
//文件的输入类型为TextInputFormat,默认到map中的为<Longwritable,Text>
String lineValue = value.toString(); if (null == lineValue) {
return;
} //split
String[] splitValue = lineValue.split("\t"); if (splitValue != null && splitValue.length == 5) {
String languageType = splitValue[0];
String songName = splitValue[1];
Long playNum = Long.parseLong(splitValue[3]); context.write(new Text(languageType + "\t" + songName),
new LongWritable(playNum));
}
} @Override
protected void setup(Context context) throws IOException,
InterruptedException {
// TODO Auto-generated method stub
super.setup(context);
}
} // Reducer class
public static class TopKReducer extends
Reducer<Text, LongWritable, TopKWritable, NullWritable> { //此集合的排序规则即为TopKWritable中comparaTo的排序规则
TreeSet<TopKWritable> treeSet=new TreeSet<TopKWritable>(); @Override
protected void setup(Context context)
throws IOException, InterruptedException {
// TODO Auto-generated method stub
super.setup(context);
} @Override
protected void reduce(Text key, Iterable<LongWritable> values,
Context context) throws IOException, InterruptedException { Long palyNum=(long) 0;
if (key==null) {
return;
} //get key
String[] keyArr=key.toString().split("\t");
String languageType=keyArr[0];
String songName=keyArr[1]; //sum
for(LongWritable value:values){
palyNum+=value.get();
} //歌曲类型、歌曲名称、歌曲播放次数封装成TopKWritable对象,保存在treeSet集合中,此集合自动排序
treeSet.add(new TopKWritable(
languageType,songName,palyNum
)); if (treeSet.size()>KEY) {
treeSet.remove(treeSet.last());//remove the current small longNum
}
} @Override
protected void cleanup(Context context)
throws IOException, InterruptedException {
for (TopKWritable topKWritable : treeSet) {
context.write(topKWritable,NullWritable.get());
}
} }
// Driver Code
public int run(String[] args) throws IOException, ClassNotFoundException, InterruptedException {
// get conf
Configuration conf=new Configuration(); // create job
Job job =new Job(conf, TopKMapReduceV4.class.getSimpleName());//Job name // set job
job.setJarByClass(TopKMapReduceV4.class); // 1)set inputPath
FileInputFormat.addInputPath(job, new Path(args[0])); // 2)set map
job.setMapperClass(TopKMapper.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(LongWritable.class); // 3)set outputPath
FileOutputFormat.setOutputPath(job, new Path(args[1])); // 4)set reduce
job.setReducerClass(TopKReducer.class);
job.setOutputKeyClass(TopKWritable.class);
job.setOutputValueClass(NullWritable.class); // submit job
boolean isSuccess=job.waitForCompletion(true); //return status
return isSuccess?0:1;
} public static void main(String[] args) throws IOException, InterruptedException, Exception { args=new String[]{
"hdfs://hadoop-master.dragon.org:9000/wc/wcinput/",
"hdfs://hadoop-master.dragon.org:9000/wc/wcoutput"
};
int status =new TopKMapReduceV4().run(args);
System.exit(status);
}
}
View Mapper、Reducer、Driver Code
实际的业务中,原始数据存储在文件或者关系型数据库中,需要进行多次的数据的清理和筛选,符合我们需要的数据,将不合格的数据全部进行过滤,
Sqoop 框架,将关系型数据和Hbase、Hive以及HDFS中导入导出数据。
针对实际的负责的实际业务,都需要自己编写代码进行数据的清洗。
023_数量类型练习——Hadoop MapReduce手机流量统计的更多相关文章
- Hadoop Mapreduce 案例 wordcount+统计手机流量使用情况
mapreduce设计思想 概念:它是一个分布式并行计算的应用框架它提供相应简单的api模型,我们只需按照这些模型规则编写程序,即可实现"分布式并行计算"的功能. 案例一:word ...
- MapReduce的手机流量统计的案例
程序:(另外一个关于单词计数的总结:http://www.cnblogs.com/DreamDrive/p/5492572.html) import java.io.IOException; impo ...
- Hadoop_17_MapRduce_案例2_实现用户手机流量统计(ReduceTask并行度控制)
需求:1.统计每一个用户(手机号)所耗费的总上行流量.下行流量,总流量 1.数据如下:保存为.dat文件(因为以\t切分数据,文件格式必须合适) 1363157985066 13726230503 0 ...
- Mapreduce的序列化和流量统计程序开发
一.Hadoop数据序列化的数据类型 Java数据类型 => Hadoop数据类型 int IntWritable float FloatWritable long LongWritable d ...
- Hadoop MapReduce编程 API入门系列之网页流量版本1(二十一)
不多说,直接上代码. 对流量原始日志进行流量统计,将不同省份的用户统计结果输出到不同文件. 代码 package zhouls.bigdata.myMapReduce.areapartition; i ...
- 第2节 mapreduce深入学习:8、手机流量汇总求和
第2节 mapreduce深入学习:8.手机流量汇总求和 例子:MapReduce综合练习之上网流量统计. 数据格式参见资料夹 需求一:统计求和 统计每个手机号的上行流量总和,下行流量总和,上行总流量 ...
- Hadoop MapReduce编程 API入门系列之网页流量版本1(二十二)
不多说,直接上代码. 对流量原始日志进行流量统计,将不同省份的用户统计结果输出到不同文件. 代码 package zhouls.bigdata.myMapReduce.flowsum; import ...
- MapReduce 经典案例手机流量排序的分析
在进行流量排序之前,先要明白排序是发生在map阶段,排序之后(排序结束后map阶段才会显示100%完成)才会到reduce阶段(事实上reduce也会排序),.此外排序之前要已经完成了手机流量的统计工 ...
- 基于MapReduce的手机流量统计分析
1,代码 package mr; import java.io.IOException; import org.apache.commons.lang.StringUtils; import org. ...
随机推荐
- eclipse 建立maven项目 显示红叉的解决方法
1.建立好之后就会发现项目有红叉. 这时发现查查在main处,打开项目>属性>Java Build Path>source,发现里边有红叉(如下图),这是由于我们的src/main下 ...
- EOJ Problem #3249 状态压缩+循环周期+反向递推
限量供应 Time limit per test: 4.0 seconds Time limit all tests: 4.0 seconds Memory limit: 256 megabytes ...
- OpenCV中Kinect的使用(1)
图像处理中一般为了更好的获取外部信息都会使用到Kinect,其优势在于除了传统的RGB摄像头之外,还拥有一个获取深度信息的3D深度感应器,因此可以获得外界物体的3维信息实现物体的跟踪.手势识别等各项功 ...
- Spring MVC文本域
以下示例显示如何在使用Spring Web MVC框架的表单中使用文本域(TextArea).首先使用Eclipse IDE来创建一个WEB工程,并按照以下步骤使用Spring Web Framewo ...
- JavaScript 对大小写敏感。
JavaScript 对大小写是敏感的. 当编写 JavaScript 语句时,请留意是否关闭大小写切换键. 函数 getElementById 与 getElementbyID 是不同的. 同样,变 ...
- github+hexo+node.js搭建个人博客基本过程及遇到的问题
一,所需工具 1,github账号+Gitclient+配置SSH key 2,安装node.js. 3,安装Hexo. 当中,github pages是我们用来部署我们本地的博客到github上的. ...
- hdu 3394(点双连通)
题目链接:http://acm.hdu.edu.cn/showproblem.php?pid=3394 思路:题目的意思是要求无向图中的冲突边和不需要边的条数,如果一个块中有多个环,则该块中的每条边都 ...
- 转载:DenseNet算法详解
原文连接:http://blog.csdn.net/u014380165/article/details/75142664 参考连接:http://blog.csdn.net/u012938704/a ...
- 转载:tar 解压缩命令~
转载自:http://blog.csdn.net/dunyanan1/article/details/38869059tar -c: 建立压缩档案-x:解压-t:查看内容-r:向压缩归档文件末尾追加文 ...
- CentOS7环境下在/离线安装GCC与GCC-C++
前几天在准备CentOS7下的编译环境,在线安装GCC和GCC-C++非常简单,只要机器是联网的在Terminal窗口中按顺序分别输入 yum install gcc yum install gcc- ...