com.daleway.training.hadoop.pagerank.PageRankComplete.java Source code

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Here is the source code for com.daleway.training.hadoop.pagerank.PageRankComplete.java

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/**
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you 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 com.daleway.training.hadoop.pagerank;

import java.io.IOException;
import java.text.DecimalFormat;
import java.util.ArrayList;
import java.util.List;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
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.GenericOptionsParser;

public class PageRankComplete {

    public static class PageRankMapper extends Mapper<Object, Text, Text, Text> {

        public void map(Object key, Text value, Context context) throws IOException, InterruptedException {

            String[] t = value.toString().split("\t");
            String[] adjlist = t[1].split(",");
            double pr = Double.parseDouble(t[2]) / adjlist.length;
            context.write(new Text(t[0]), new Text(t[1] + "\t" + t[2]));

            for (int i = 0; i < adjlist.length; i++) {
                if (!adjlist[i].equals("")) {
                    context.write(new Text(adjlist[i]), new Text("" + pr));
                }

            }
        }
    }

    public static class PageRankReducer extends Reducer<Text, Text, Text, Text> {

        public void reduce(Text key, Iterable<Text> values, Context context)
                throws IOException, InterruptedException {

            double s = 0.0;
            String t[] = null;
            Text graph = new Text();
            for (Text text : values) {
                t = text.toString().split("\t");
                if (t.length == 2) {
                    graph.set(t[0]);
                } else {
                    try {
                        s += Double.parseDouble(text.toString());
                    } catch (NumberFormatException e) {
                    }
                }
            }
            double dnMass = Double.parseDouble(context.getConfiguration().get("dangling.node.mass"));
            //double pr = 0.85*1/75879 + 0.15*(dnMass/75879 + s);
            double pr = 0.15 * 1 / 75879 + 0.85 * (dnMass / 75879 + s);
            context.write(key, new Text(graph.toString() + "\t" + new DecimalFormat("#.00000000").format(pr)));
        }
    }

    public static Job createJob(Configuration conf, String inputPath, String outputPath) throws IOException {
        Job job = new Job(conf, "pair wise count");
        job.setJarByClass(PageRankComplete.class);
        job.setMapperClass(PageRankMapper.class);
        //job.setCombinerClass(IntSumReducer.class);
        job.setReducerClass(PageRankReducer.class);
        job.setMapOutputKeyClass(Text.class);
        job.setMapOutputValueClass(Text.class);
        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(Text.class);
        FileInputFormat.addInputPath(job, new Path(inputPath));
        FileOutputFormat.setOutputPath(job, new Path(outputPath));
        return job;

    }

    public static void main(String[] args) throws Exception {
        Configuration conf = new Configuration();
        String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();
        if (otherArgs.length != 2) {
            System.err.println("Usage: pairwise <in> <out>");
            System.exit(2);
        }
        System.exit(createJob(conf, otherArgs[0], otherArgs[1]).waitForCompletion(true) ? 0 : 1);
    }
}