eu.dicodeproject.analysis.twitter.SchemaUpdaterMapper Maven / Gradle / Ivy
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The examples module provides glue code implementation for extracting common phrases, key word distributions and more from tweets stored on HDFS/HBase. It builds on Mahout for more sophisticated analysis.
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/**
* Copyright (C) 2010, 2011 Neofonie GmbH
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of 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 eu.dicodeproject.analysis.twitter;
import java.io.IOException;
import java.text.DateFormat;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.NavigableMap;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hbase.client.HTableInterface;
import org.apache.hadoop.hbase.client.HTablePool;
import org.apache.hadoop.hbase.client.Put;
import org.apache.hadoop.hbase.client.Result;
import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
import org.apache.hadoop.hbase.mapreduce.TableMapper;
import org.apache.hadoop.hbase.util.Bytes;
import org.apache.hadoop.io.NullWritable;
import eu.dicodeproject.analysis.hbase.TweetCols;
/**
*
*/
public class SchemaUpdaterMapper extends TableMapper {
/** Column names. */
private static final byte[] OLD_CREATION_DATE = Bytes.toBytes("creationDate");
private static final byte[] OLD_FROM = Bytes.toBytes("from");
private static final byte[] OLD_FROM_ID = Bytes.toBytes("fromId");
private static final byte[] OLD_GEO = Bytes.toBytes("geo");
private static final byte[] OLD_IMAGE_URL = Bytes.toBytes("imageUrl");
private static final byte[] OLD_LANG = Bytes.toBytes("lang");
private static final byte[] OLD_SOURCE = Bytes.toBytes("source");
private static final byte[] OLD_TEXT = Bytes.toBytes("text");
private static final byte[] OLD_TO = Bytes.toBytes("to");
private byte[] sourceTextFamily;
private byte[] sourceMetaFamily;
private byte[] table;
private byte[] family;
private final DateFormat dateFormat = new SimpleDateFormat("EEE, dd MMM yyyy HH:mm:ss +SSS");
private HTablePool hTablePool;
/*
* (non-Javadoc)
*
* @see org.apache.hadoop.mapreduce.Mapper#map(java.lang.Object,
* java.lang.Object, org.apache.hadoop.mapreduce.Mapper.Context)
*/
@Override
public void map(ImmutableBytesWritable key, Result tweet, Context context) throws IOException, InterruptedException {
Put put = new Put(key.get());
NavigableMap> tweetMap = tweet.getNoVersionMap();
NavigableMap textMap = tweetMap.get(this.sourceTextFamily);
addToPut(put, TweetCols.TEXT.bytes(), textMap.get(OLD_TEXT));
addToPut(put, TweetCols.FROM_ID.bytes(), textMap.get(OLD_FROM_ID));
NavigableMap metaMap = tweetMap.get(this.sourceMetaFamily);
addToPut(put, TweetCols.FROM.bytes(), metaMap.get(OLD_FROM));
addToPut(put, TweetCols.SOURCE.bytes(), metaMap.get(OLD_SOURCE));
addToPut(put, TweetCols.TO.bytes(), metaMap.get(OLD_TO));
addToPut(put, TweetCols.GEO.bytes(), metaMap.get(OLD_GEO));
addToPut(put, TweetCols.IMAGE_URL.bytes(), metaMap.get(OLD_IMAGE_URL));
addToPut(put, TweetCols.LANG.bytes(), metaMap.get(OLD_LANG));
try {
// unfortunately we have to parse the date..
String creationDate = Bytes.toString(metaMap.get(OLD_CREATION_DATE));
byte[] creationDateUnix = Bytes.toBytes(dateFormat.parse(creationDate).getTime());
addToPut(put, TweetCols.CREATION_DATE.bytes(), creationDateUnix);
} catch (ParseException e) {
context.getCounter("SchemaUpdaterMapper", "ParseException").increment(1l);
}
HTableInterface table = this.hTablePool.getTable(this.table);
table.put(put);
this.hTablePool.putTable(table);
}
private void addToPut(Put put, byte[] col, byte[] value) {
if (value != null && value.length > 0) {
put.add(this.family, col, value);
}
}
/*
* (non-Javadoc)
*
* @see
* org.apache.hadoop.mapreduce.Mapper#setup(org.apache.hadoop.mapreduce.Mapper
* .Context)
*/
@Override
public void setup(Context context) throws IOException, InterruptedException {
Configuration cfg = context.getConfiguration();
this.sourceTextFamily = cfg.get("sourceTextFamily").getBytes();
this.sourceMetaFamily = cfg.get("sourceMetaFamily").getBytes();
this.table = cfg.get("table").getBytes();
this.family = cfg.get("family").getBytes();
this.hTablePool = new HTablePool(cfg, 10);
super.setup(context);
}
}
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