输入文件:
由于不识别中文,所以暂时使用姓名拼音
jiangxin 94
wangziwen 78
yangzi 83
wangkai 89
jiangxin 80
wangziwen 84
liutao 90
liutao 82
jiangxin 76
wangkai 77
wangkai 91
yangzi 86
jiangxin 88
每一行为一个学生姓名及一科成绩,如果有多门学科,则该学生存在多行数据。
编写代码:
package zmy.examples;
import java.io.IOException;
import java.util.StringTokenizer;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
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;
public class ZMY_AverageScore {
//定义log变量
public static final Log LOG =
LogFactory.getLog(FileInputFormat.class);
public static class TokenizerMapper
extends Mapper<Object, Text, Text, IntWritable>{
private Text word = new Text();
public void map(Object key, Text value, Context context
) throws IOException, InterruptedException {
StringTokenizer itr = new StringTokenizer(value.toString());
while (itr.hasMoreTokens()) {
word.set(itr.nextToken());
String ScoreOne = itr.nextToken();
int ScoreInt = Integer.parseInt(ScoreOne);
context.write(word,new IntWritable(ScoreInt));
}
}
}
public static class IntSumReducer
extends Reducer<Text,IntWritable,Text,IntWritable> {
private IntWritable result = new IntWritable();
public void reduce(Text key, Iterable<IntWritable> values,
Context context
) throws IOException, InterruptedException {
int sum = 0;
int scoreNum = 0;
for (IntWritable val : values) {
scoreNum ++;
sum += val.get();
}
int averageScore = sum/scoreNum;
result.set(averageScore);
context.write(key, result);
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
//检查运行命令
String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();
if (otherArgs.length != 2) {
System.err.println("Usage: average score <in> <out>");
System.exit(2);
}
Job job = new Job(conf, "score average");
job.setJarByClass(ZMY_AverageScore.class);
job.setMapperClass(TokenizerMapper.class);
job.setCombinerClass(IntSumReducer.class);
job.setReducerClass(IntSumReducer.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
运行结果: