最近在系统学习大数据知识,学了没有记录过几天又忘光了,所以把学习内容记录下来,方便以后查看
找出数据中的最大值和最小值
输入数据格式:
4568
2
6598
2222222
8899
3
7
9
1
0
56
96
564
145
231
8899
8899
输出数据格式:
编程示例:
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
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.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.util.GenericOptionsParser;
import java.io.IOException;
/**
* FileName: MaxAndMinValue
* Author: hadoop
* Email: 3165845957@qq.com
* Date: 18-10-6 下午5:24
* Description:
* 求数据的最大值和最小值
*/
public class MaxAndMinValue {
/**
* 使用Mapper将数据文件中的数据本身作为Mapper输出的key直接输出
*/
public static class MaxAndMinValueMapper extends Mapper<Object, Text, Text, LongWritable> {
private LongWritable data = new LongWritable(0);
private Text keyForReduce = new Text();
@Override
protected void map(Object key, Text value, Context context) throws IOException, InterruptedException {
data.set(Long.parseLong(value.toString()));
context.write(keyForReduce,data);
}
}
/**
* 使用Reducer将输入的key本身作为key直接输出
*/
public static class MaxAndMinValueReducer extends Reducer<Text, LongWritable, Text, LongWritable> {
private long maxValue = Long.MIN_VALUE;
private long minValue = Long.MAX_VALUE;
@Override
protected void reduce(Text key, Iterable<LongWritable> values, Context context) throws IOException, InterruptedException {
for (LongWritable item : values){
if (item.get() > maxValue){
maxValue = item.get();
}
if (item.get() < minValue){
minValue = item.get();
}
}
context.write(new Text("MaxValue"),new LongWritable(maxValue));
context.write(new Text("MinValue"),new LongWritable(minValue));
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration(); //设置MapReduce的配置
String[] otherArgs = new GenericOptionsParser(conf,args).getRemainingArgs();
if(otherArgs.length < 2){
System.out.println("Usage: MaxAndMinValue <in> [<in>...] <out>");
System.exit(2);
}
//设置作业
//Job job = new Job(conf);
Job job = Job.getInstance(conf);
job.setJarByClass(MaxAndMinValue.class);
job.setJobName("MaxAndMinValue");
//设置处理map,reduce的类
job.setMapperClass(MaxAndMinValueMapper.class);
job.setReducerClass(MaxAndMinValueReducer.class);
//设置输入输出格式的处理
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(LongWritable.class);
//设定输入输出路径
for (int i = 0; i < otherArgs.length-1;++i){
FileInputFormat.addInputPath(job,new Path(otherArgs));
}
FileOutputFormat.setOutputPath(job, new Path(otherArgs[otherArgs.length-1]));
System.exit(job.waitForCompletion(true)?0:1);
}
}
---------------------
【转载】
作者:ombey
原文:https://blog.csdn.net/someby/article/details/82953003
|
|