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80 lines (65 loc) · 2.7 KB
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package edu.okstate.cs.EHL.EnhancedMetaDataGenerator;
import java.io.IOException;
import java.util.StringTokenizer;
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.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
public class FrequencyPatterns {
public static class FPatternsMapper extends Mapper <Object, Text, Text, IntWritable> {
private final static IntWritable one =new IntWritable(1);
public void map(Object key, Text value, Context context) throws IOException,InterruptedException {
Text pattern = new Text();
Text newPattern=new Text();
String textValue =value.toString();
StringTokenizer tokenizer=new StringTokenizer(textValue); //input file is tokenized into words
while(tokenizer.hasMoreTokens())
{
pattern.set(tokenizer.nextToken());
String token = pattern.toString();
if(token.matches(".*[^A-Za-z0-9']")) //regular expression to find the special character in data.
{
token = token.substring(token.length()-1);
newPattern.set(token);
context.write(newPattern, one); //key value pair is formed with key as special character and value as 1.
}
}
}
}
public static class FPatternsReducer extends Reducer < Text, IntWritable, Text, IntWritable> {
int max=0;
public void reduce( Text key,Iterable<IntWritable> values, Context context) throws IOException,InterruptedException {
int patternCount;
patternCount =0;
for(IntWritable value : values) //number of times the special character is found in data.
{
patternCount += value.get();
}
if(max<patternCount) //to find the special character which has occured maximum times.
{
max = patternCount;
context.write(key, new IntWritable(max));
}
}
}
public static void main(String[] args) throws Exception
{
Configuration conf=new Configuration();
conf.set("mapred.textoutputformat.separator", "+"); //default separator changed to '+'
Job job=Job.getInstance(conf, "BigDataTestFile");
job.setJarByClass(FrequencyPatterns.class);
job.setMapperClass(FPatternsMapper.class);
job.setCombinerClass(FPatternsReducer.class);
job.setReducerClass(FPatternsReducer.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);
}
}