/*
* 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.FSDataInputStream;
import org.apache.hadoop.fs.FileSystem;
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.Reducer.Context;
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.RichAttribute;
import org.chombo.util.RichAttributeSchema;
import org.chombo.util.Utility;
import org.codehaus.jackson.map.ObjectMapper;
/**
* @author pranab
*
*/
public class Histogram extends Configured implements Tool {
@Override
public int run(String[] args) throws Exception {
Job job = new Job(getConf());
String jobName = "Histogram MR";
job.setJobName(jobName);
job.setJarByClass(Histogram.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
job.setMapperClass(Histogram.HistogramMapper.class);
job.setReducerClass(Histogram.HistogramReducer.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("his.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;
}
public static class HistogramMapper extends Mapper<LongWritable, Text, Text, IntWritable> {
private Text outKey = new Text();
private IntWritable outVal = new IntWritable(1);
private String fieldDelim;
private String fieldDelimRegex;
private RichAttributeSchema schema;
private IntWritable one = new IntWritable(1);
private int bucket;
protected void setup(Context context) throws IOException, InterruptedException {
Configuration conf = context.getConfiguration();
fieldDelim = conf.get("field.delim", "[]");
fieldDelimRegex = conf.get("field.delim.regex", "\\[\\]");
String filePath = conf.get("histogram.schema.file.path");
FileSystem dfs = FileSystem.get(conf);
Path src = new Path(filePath);
FSDataInputStream fs = dfs.open(src);
ObjectMapper mapper = new ObjectMapper();
schema = mapper.readValue(fs, RichAttributeSchema.class);
}
@Override
protected void map(LongWritable key, Text value, Context context)
throws IOException, InterruptedException {
String[] items = value.toString().split(fieldDelimRegex, -1);
for (RichAttribute field : schema.getFields()) {
if (field.isCategorical()){
outKey.set("" + field.getOrdinal() +fieldDelim + items[field.getOrdinal()]);
} else if (field.isInteger()) {
bucket = Integer.parseInt(items[field.getOrdinal()]) / field.getBucketWidth();
outKey.set("" + field.getOrdinal() +fieldDelim + bucket);
} else if (field.isDouble()) {
bucket = ((int)Double.parseDouble(items[field.getOrdinal()])) / field.getBucketWidth();
outKey.set("" + field.getOrdinal() +fieldDelim + bucket);
}
context.write(outKey, outVal);
}
}
}
public static class HistogramReducer extends Reducer<Text, IntWritable, NullWritable, Text> {
private Text valueOut = new Text();
private int sum;
private String fieldDelim ;
protected void setup(Context context) throws IOException, InterruptedException {
Configuration conf = context.getConfiguration();
fieldDelim = conf.get("field.delim", "[]");
}
protected void reduce(Text key, Iterable<IntWritable> values, Context context)
throws IOException, InterruptedException {
sum = 0;
for (IntWritable value : values){
sum += value.get();
}
valueOut.set(key.toString() + fieldDelim + sum);
context.write(NullWritable.get(), valueOut);
}
}
/**
* @param args
*/
public static void main(String[] args) throws Exception {
int exitCode = ToolRunner.run(new Histogram(), args);
System.exit(exitCode);
}
}