MapReduce程序如何输出txt文件
时间: 2024-06-18 18:02:57 浏览: 102
MapReduce本地调试.txt
MapReduce程序输出txt文件的过程和普通的文件输出过程类似,只需要在Reduce函数中通过Java API将结果写入指定路径的文件即可。以下是一个简单的MapReduce程序输出txt文件的示例:
```java
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);
// 设置输出格式为TextOutputFormat,这样输出的结果会以文本的形式存储在指定路径下
job.setOutputFormatClass(TextOutputFormat.class);
// 设置输出路径为指定的txt文件所在的目录,注意这里不是txt文件本身的路径
FileOutputFormat.setOutputPath(job, new Path("hdfs://localhost:9000/output"));
// 执行MapReduce任务
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
```
在上面的示例中,我们通过`job.setOutputFormatClass(TextOutputFormat.class)`设置了输出格式为`TextOutputFormat`,并且通过`FileOutputFormat.setOutputPath(job, new Path("hdfs://localhost:9000/output"))`设置了输出路径为指定的txt文件所在的目录,注意这里不是txt文件本身的路径。最终执行该程序后,就会将结果以文本的形式存储在指定路径下。
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