/* * chombo: Hadoop Map Reduce utility * Author: Pranab Ghosh * * Licensed under the Apache License, Version 2.0 (the "License"); you * may not use this file except in compliance with the License. You may * obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or * implied. See the License for the specific language governing * permissions and limitations under the License. */ package org.chombo.mr; import java.io.IOException; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.conf.Configured; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.NullWritable; 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; import org.apache.hadoop.util.Tool; import org.apache.hadoop.util.ToolRunner; import org.chombo.util.Utility; /** * Removes duplicate records * @author pranab * */ public class DuplicateRemover extends Configured implements Tool{ @Override public int run(String[] args) throws Exception { Job job = new Job(getConf()); String jobName = "duplicate remover MR"; job.setJobName(jobName); job.setJarByClass(DuplicateRemover.class); FileInputFormat.addInputPaths(job, args[0]); FileOutputFormat.setOutputPath(job, new Path(args[1])); job.setMapperClass(DuplicateRemover.DuplicateMapper.class); job.setReducerClass(DuplicateRemover.DuplicateReducer.class); job.setMapOutputKeyClass(Text.class); job.setMapOutputValueClass(IntWritable.class); job.setOutputKeyClass(NullWritable.class); job.setOutputValueClass(Text.class); Utility.setConfiguration(job.getConfiguration()); int numReducer = job.getConfiguration().getInt("dum.num.reducer", -1); numReducer = -1 == numReducer ? job.getConfiguration().getInt("num.reducer", 1) : numReducer; job.setNumReduceTasks(numReducer); int status = job.waitForCompletion(true) ? 0 : 1; return status; } /** * @author pranab * */ public static class DuplicateMapper extends Mapper<LongWritable, Text, Text, IntWritable> { private Text keyOut = new Text(); private IntWritable valOut = new IntWritable(1); /* (non-Javadoc) * @see org.apache.hadoop.mapreduce.Mapper#setup(org.apache.hadoop.mapreduce.Mapper.Context) */ protected void setup(Context context) throws IOException, InterruptedException { Configuration config = context.getConfiguration(); } /* (non-Javadoc) * @see org.apache.hadoop.mapreduce.Mapper#map(KEYIN, VALUEIN, org.apache.hadoop.mapreduce.Mapper.Context) */ @Override protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { keyOut.set(value.toString()); context.write(keyOut, valOut); } } /** * @author pranab * */ public static class DuplicateReducer extends Reducer<Text, IntWritable, NullWritable, Text> { private String fieldDelim; private int count; private static String OUT_ALL = "all"; private static String OUT_UNIQUE = "unique"; private static String OUT_DUP = "duplicate"; private boolean dupOnly; private boolean uniqueOnly; /* (non-Javadoc) * @see org.apache.hadoop.mapreduce.Reducer#setup(org.apache.hadoop.mapreduce.Reducer.Context) */ protected void setup(Context context) throws IOException, InterruptedException { Configuration config = context.getConfiguration(); fieldDelim = config.get("field.delim", ","); String outputMode = config.get("dum.output.mode", "all"); dupOnly = outputMode.equals(OUT_DUP); uniqueOnly = outputMode.equals(OUT_UNIQUE); } /* (non-Javadoc) * @see org.apache.hadoop.mapreduce.Reducer#reduce(KEYIN, java.lang.Iterable, org.apache.hadoop.mapreduce.Reducer.Context) */ protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException { if (dupOnly || uniqueOnly) { count = 0; for(IntWritable value : values) { ++count; } if (uniqueOnly && count == 1 || dupOnly && count > 1){ context.write(NullWritable.get(), key); } } else { context.write(NullWritable.get(), key); } } } /** * @param args * @throws Exception */ public static void main(String[] args) throws Exception { int exitCode = ToolRunner.run(new DuplicateRemover(), args); System.exit(exitCode); } }