问题描述
现在有三个文件分别代表学生的各科成绩,编程求各位同学的平均成绩。
编程思想
map函数将姓名作为key,成绩作为value输出,reduce根据key即可将三门成绩相加。
代码
1 package org.apache.hadoop.examples; 2 3 import java.io.IOException; 4 import java.util.Iterator; 5 import java.util.StringTokenizer; 6 import org.apache.hadoop.conf.Configuration; 7 import org.apache.hadoop.fs.Path; 8 import org.apache.hadoop.io.IntWritable; 9 import org.apache.hadoop.io.Text; 10 import org.apache.hadoop.mapreduce.Job; 11 import org.apache.hadoop.mapreduce.Mapper; 12 import org.apache.hadoop.mapreduce.Reducer; 13 import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; 14 import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; 15 16 public class calcGPA { 17 public calcGPA() { 18 } 19 20 public static void main(String[] args) throws Exception { 21 Configuration conf = new Configuration(); 22 23 String fileAddress = "hdfs://localhost:9000/user/hadoop/"; 24 25 //String[] otherArgs = (new GenericOptionsParser(conf, args)).getRemainingArgs(); 26 String[] otherArgs = new String[]{fileAddress+"score1.txt", fileAddress+"score2.txt", fileAddress+"score3.txt", fileAddress+"output"}; 27 if(otherArgs.length < 2) { 28 System.err.println("Usage: calcGPA <in> [<in>...] <out>"); 29 System.exit(2); 30 } 31 32 Job job = Job.getInstance(conf, "calc GPA"); 33 job.setJarByClass(calcGPA.class); 34 job.setMapperClass(calcGPA.TokenizerMapper.class); 35 job.setCombinerClass(calcGPA.IntSumReducer.class); 36 job.setReducerClass(calcGPA.IntSumReducer.class); 37 job.setOutputKeyClass(Text.class); 38 job.setOutputValueClass(IntWritable.class); 39 40 for(int i = 0; i < otherArgs.length - 1; ++i) { 41 FileInputFormat.addInputPath(job, new Path(otherArgs[i])); 42 } 43 44 FileOutputFormat.setOutputPath(job, new Path(otherArgs[otherArgs.length - 1])); 45 System.exit(job.waitForCompletion(true)?0:1); 46 } 47 48 public static class IntSumReducer extends Reducer<Text, IntWritable, Text, IntWritable> { 49 50 public IntSumReducer() { 51 } 52 53 public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException { 54 int sum = 0; 55 int count = 0; 56 57 IntWritable val; 58 for(Iterator i$ = values.iterator(); i$.hasNext(); sum += val.get(),count++) { 59 val = (IntWritable)i$.next(); 60 } 61 62 63 int average = (int)sum/count; 64 context.write(key, new IntWritable(average)); 65 } 66 } 67 68 69 public static class TokenizerMapper extends Mapper<Object, Text, Text, IntWritable> { 70 71 public TokenizerMapper() { 72 } 73 74 public void map(Object key, Text value, Context context) throws IOException, InterruptedException { 75 StringTokenizer itr = new StringTokenizer(value.toString(), " "); 76 77 while(itr.hasMoreTokens()) { 78 StringTokenizer iitr = new StringTokenizer(itr.nextToken()); 79 String name = iitr.nextToken(); 80 String score = iitr.nextToken(); 81 context.write(new Text(name), new IntWritable(Integer.parseInt(score))); 82 } 83 84 } 85 } 86 }
疑问
在写这个的时候,我遇到个问题,就是输入输出文件的默认地址,为什么是user/hadoop/,我看了一下配置文件的信息,好像也没有出现过这个地址啊,希望有人能解答一下,万分感谢。