/*
* visitante: Web analytic using Hadoop Map Reduce
* 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, softwarSessionSummarizere
* 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.visitante.basic;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
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.TextLong;
import org.chombo.util.Tuple;
import org.chombo.util.Utility;
import org.visitante.basic.SessionExtractor.SessionIdGroupComprator;
import org.visitante.basic.SessionExtractor.SessionIdPartitioner;
/**
* Outputs session, userIID, num of pages, timespent, last page, flow navigation status
* @author pranab
*
*/
public class SessionSummarizer extends Configured implements Tool {
@Override
public int run(String[] args) throws Exception {
Job job = new Job(getConf());
String jobName = "web log session summarizer MR";
job.setJobName(jobName);
job.setJarByClass(SessionSummarizer.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
Utility.setConfiguration(job.getConfiguration(), "visitante");
job.setMapperClass(SessionExtractor.SessionMapper.class);
job.setReducerClass(SessionSummarizer.SessionReducer.class);
job.setMapOutputKeyClass(TextLong.class);
job.setMapOutputValueClass(Tuple.class);
job.setOutputKeyClass(NullWritable.class);
job.setOutputValueClass(Text.class);
job.setGroupingComparatorClass(SessionIdGroupComprator.class);
job.setPartitionerClass(SessionIdPartitioner.class);
job.setNumReduceTasks(job.getConfiguration().getInt("num.reducer", 1));
int status = job.waitForCompletion(true) ? 0 : 1;
return status;
}
public static class SessionReducer extends Reducer<TextLong, Tuple, NullWritable, Text> {
private Text outVal = new Text();
private String fieldDelim;
private String sessionID;
private String userID;
private List<String> pages = new ArrayList<String>();
private String[] flow;
private int flowStat;
private String lastPage;
private long timeStart;
private long timeEnd;
private long timeSpent;
private String referrer;
private StringBuilder stBld = new StringBuilder();
private static final int FLOW_NOT_ENTERED = 0;
private static final int FLOW_ENTERED = 1;
private static final int FLOW_COMPLETED = 2;
protected void setup(Context context) throws IOException, InterruptedException {
fieldDelim = context.getConfiguration().get("field.delim.out", "[]");
flow = context.getConfiguration().get("ses.flow.sequence").split(",");
}
protected void reduce(TextLong key, Iterable<Tuple> values, Context context)
throws IOException, InterruptedException {
sessionID = key.getFirst().toString();
boolean first = true;
pages.clear();
stBld.delete(0, stBld.length());
for (Tuple val : values) {
if (first) {
userID = val.getString(0);
timeStart = val.getLong(2);
referrer = val.getString(4);
first = false;
} else {
timeEnd = val.getLong(2);
}
pages.add(val.getString(1));
}
lastPage = pages.get(pages.size()-1);
checkFlowStatus();
timeSpent = pages.size() > 1 ? (timeEnd - timeStart) / 1000 : 0;
stBld.append(sessionID).append(fieldDelim).append(userID).append(fieldDelim).append(pages.size()).
append(fieldDelim).append(timeStart).append(fieldDelim).append(timeSpent).append(fieldDelim).
append(lastPage).append(fieldDelim).append(flowStat).append(fieldDelim).append(referrer);
//outVal.set(sessionID + fieldDelim + userID + fieldDelim + pages.size() + fieldDelim + timeStart + fieldDelim + timeSpent +
// fieldDelim + lastPage + fieldDelim + flowStat + fieldDelim + referrer );
outVal.set(stBld.toString());
context.write(NullWritable.get(),outVal);
}
private void checkFlowStatus() {
int j = 0;
flowStat = FLOW_NOT_ENTERED;
boolean matched = false;
for (int i = 0; i < flow.length; ++i) {
while ( j < pages.size()) {
matched = false;
if (pages.get(j).startsWith(flow[i])) {
flowStat = i == flow.length - 1 ? FLOW_COMPLETED : FLOW_ENTERED;
matched = true;
}
++j;
if (matched) {
break;
}
}
}
}
}
public static void main(String[] args) throws Exception {
int exitCode = ToolRunner.run(new SessionSummarizer(), args);
System.exit(exitCode);
}
}