我对hadoop还比较陌生,在尝试运行作业时遇到classnotfoundexception,我很难理解。我使用的是这里的标准教程,下面是我的wordcount类(运行在ubuntu 16.04 hadoop 2.7.3分布式集群模式下):
import java.io.IOException;
import java.util.StringTokenizer;
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;
public class WordCount {
public static class TokenizerMapper
extends Mapper<Object, Text, Text, IntWritable>{
private final static IntWritable one = new IntWritable(1);
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());
context.write(word, one);
}
}
}
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;
for (IntWritable val : values) {
sum += val.get();
}
result.set(sum);
context.write(key, result);
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
Job job = Job.getInstance(conf, "word count");
job.setJarByClass(WordCount.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(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
为了保持组织有序,我在~/.bashrc文件中添加了几个路径:
hduser@mynode:~$ cd $HADOOP_CODE
hduser@mynode:/usr/local/hadoop/code$
这是$hadoop\u主目录下的一个目录。为了编译wordcount.java文件,我运行了:
hduser@mynode:/usr/local/hadoop$ hadoop com.sun.tools.javac.Main $HADOOP_CODE/WordCount.java
hduser@mynode:/usr/local/hadoop$ jar cf wc.jar $HADOOP_CODE/WordCount*.class
然后我试着:
hduser@mynode:/usr/local/hadoop$ hadoop jar $HADOOP_CODE/wc.jar $HADOOP_CODE/WordCount /home/hduser/input /home/hduser/output/wordcount
爆炸时出现以下错误:
Exception in thread "main" java.lang.ClassNotFoundException: /usr/local/hadoop/code/WordCount
编辑这个给了我同样的错误:
hduser@mynode:/usr/local/hadoop/code$ hadoop jar $HADOOP_CODE/wc.jar WordCount /home/hduser/input /home/hduser/output/wordcount
为了让它正常运行,我将wordcount.java文件移到了默认的hadoop($hadoop\u home)文件夹中。我也从这里和这里知道,解决方案是添加一个包到文件。
我想理解的是为什么这是解决办法。没有包名的情况下,hadoop在哪里查找指定的包,为什么我不能传递完整的路径让它正确运行?这可能是一个基本的java问题(很抱歉,我来自python世界),但是包名在编译过程中做了什么,使得我可以在没有路径名的情况下运行,但是去掉包名意味着它必须在默认目录中?我不想为我运行的每个作业都添加包名。如能解释,将不胜感激!
暂无答案!
目前还没有任何答案,快来回答吧!