Hadoop MapReduce开发--平均值

测试数据:

china.txt

张三    78
李四    89
王五    96
赵六    67

english.txt

张三    80
李四    82
王五    84
赵六    86

math.txt

张三    88
李四    99
王五    66
赵六    77

mapper代码:

import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;

import java.io.IOException;

public class AvgMapper extends Mapper<LongWritable, Text, Text, IntWritable> {
    @Override
    protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
        String line = value.toString();
        if (line.trim().length() > 0) {
            String[] arr = line.split("\t");
            if (arr.length == 2) {
                context.write(new Text(arr[0]), new IntWritable(Integer.valueOf(arr[1])));
            }
        }
    }
}

reducer代码:

import org.apache.hadoop.io.DoubleWritable;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;

import java.io.IOException;

public class AvgReducer extends Reducer<Text, IntWritable, Text, DoubleWritable> {
    @Override
    protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
        int sum = 0;
        for(IntWritable val : values) {
            sum += val.get();
        }
        context.write(key, new DoubleWritable(Double.valueOf(String.format("%.2f", sum / 3.0))));
    }
}

main代码:

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.DoubleWritable;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

import java.io.IOException;

/**
 * 该案例对输入数据进行平均值处理。
 */
public class JobMain {
    public static void main(String[] args) throws IOException, ClassNotFoundException, InterruptedException {
        if(args.length != 2) {
            System.err.println("Usage: MaxTemperature<input path> <output path>");
            System.exit(-1);
        }

        Configuration conf = new Configuration();
        Job job = Job.getInstance(conf, "avg job");
        job.setJarByClass(Job.class);

        job.setMapperClass(AvgMapper.class);
        job.setMapOutputKeyClass(Text.class);
        job.setMapOutputValueClass(IntWritable.class);

        job.setReducerClass(AvgReducer.class);
        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(DoubleWritable.class);

        FileInputFormat.addInputPath(job, new Path(args[0]));

        Path outDirPath = new Path(args[1]);
        FileSystem fs = FileSystem.get(conf);
        if (fs.exists(outDirPath)) {
            fs.delete(outDirPath, true);
        }
        FileOutputFormat.setOutputPath(job, outDirPath);

        System.exit(job.waitForCompletion(true) ? 0 : 1);
    }
}

结果:

张三    82.0
李四    90.0
王五    82.0
赵六    76.67

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转载自blog.csdn.net/fengzhif0001/article/details/86299775