我想逐行比较两个文本文件,以查找它们是否相等。如何使用hadoop map reduce编程呢?
static int i=0;
public void map(LongWritable key, String value, OutputCollector<String,IntWritable> output, Reporter reporter) throws IOException {
String line = value.toString();
i++; //used as a line number
output.collect(line, new IntWritable(i));
}
我尝试用行号映射每一行。但是我如何减少它并与另一个文件进行比较?
答案 0 :(得分:3)
比较两个文本文件相当于在map reduce编程中连接两个文件。对于连接两个文本文件,您必须使用两个具有相同键的映射器。在您的情况下,您可以使用键作为行偏移量和值作为行。 MultipleInputs()方法用于使用多个映射器和多个文本文件。
请在下面找到使用JAVA比较map-reduce编程中两个文本文件的详细程序。
该程序的参数是文件1,文件2和输出文件
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
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.MultipleInputs;
import org.apache.hadoop.mapreduce.lib.input.TextInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
public class CompareTwoFiles {
public static class Map extends
Mapper<LongWritable, Text, LongWritable, Text> {
@Override
public void map(LongWritable key, Text value, Context context)
throws IOException, InterruptedException {
context.write(key, value);
}
}
public static class Map2 extends
Mapper<LongWritable, Text, LongWritable, Text> {
@Override
public void map(LongWritable key, Text value, Context context)
throws IOException, InterruptedException {
context.write(key, value);
}
}
public static class Reduce extends
Reducer<LongWritable, Text, LongWritable, Text> {
@Override
public void reduce(LongWritable key, Iterable<Text> values,
Context context) throws IOException, InterruptedException {
String[] lines = new String[2];
int i = 0;
for (Text text : values) {
lines[i] = text.toString();
i++;
}
if (lines[0].equals(lines[1])) {
context.write(key, new Text("same"));
} else {
context.write(key,
new Text(lines[0] + " vs " + lines[1]));
}
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
conf.set("fs.default.name", "hdfs://localhost:8020");
Job job = new Job(conf);
job.setJarByClass(CompareTwoFiles.class);
job.setJobName("Compare Two Files and Identify the Difference");
FileOutputFormat.setOutputPath(job, new Path(args[2]));
job.setReducerClass(Reduce.class);
job.setOutputKeyClass(LongWritable.class);
job.setOutputValueClass(Text.class);
MultipleInputs.addInputPath(job, new Path(args[0]),
TextInputFormat.class, Map.class);
MultipleInputs.addInputPath(job, new Path(args[1]),
TextInputFormat.class, Map2.class);
job.waitForCompletion(true);
}
}