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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 org.apache.apex.examples.twitter;
import org.apache.apex.malhar.contrib.twitter.TwitterSampleInput;
import org.apache.apex.malhar.lib.algo.UniqueCounter;
import org.apache.hadoop.conf.Configuration;
import com.datatorrent.api.DAG;
import com.datatorrent.api.DAG.Locality;
import com.datatorrent.api.StreamingApplication;
import com.datatorrent.api.annotation.ApplicationAnnotation;
/**
* Twitter Example Application: <br>
* This example application samples random public status from twitter, send to Hashtag
* extractor. <br>
* Top 10 Hashtag(s) mentioned in tweets in last 5 mins are displayed on every
* window count (500ms).<br>
* <br>
*
* Real Time Calculation :<br>
* This application calculates top 10 Hashtag mentioned in tweets in last 5
* minutes across a 1% random tweet sampling on a rolling window basis.<br>
* <br>
* Before running this application, you need to have a <a href="https://dev.twitter.com/apps">Twitter API account</a>
* and configure the authentication. For launch from CLI, those go into ~/.dt/dt-site.xml:
* <pre>
* {@code
* <?xml version="1.0" encoding="UTF-8"?>
* <?xml-stylesheet type="text/xsl" href="configuration.xsl"?>
* <configuration>
*
* <property> <name>dt.operator.TweetSampler.prop.consumerKey</name>
* <value>TBD</value> </property>
*
* <property> <name>dt.operator.TweetSampler.prop.consumerSecret</name>
* <value>TBD</value> </property>
*
* <property> <name>dt.operator.TweetSampler.prop.accessToken</name>
* <value>TBD</value> </property>
*
* <property> <name>dt.operator.TweetSampler.prop.accessTokenSecret</name>
* <value>TBD</value> </property>
* </configuration>
* }
* </pre>
* Custom Attributes: <br>
* <b>topCounts operator : <b>
* <ul>
* <li>Top Count : 10, number of top unique Hashtag to be reported.</li>
* <li>Sliding window count : 600, report over last 5 min (600 * .5 / 60 mins)</li>
* <li>window slide value : 1</li>
* </ul>
* <p>
* Running Java Test or Main app in IDE:
*
* <pre>
* LocalMode.runApp(new Application(), 600000); // 10 min run
* </pre>
*
* Run Success : <br>
* For successful deployment and run, user should see similar output on console as below:
*
* <pre>
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* topHashtags: {"string": "{\"gameinsight\":\"12\",\"android\":\"8\",\"WotaJKT48alay\":\"12\",\"TernyataJKT48CyberItuForoumSampah\":\"8\",\"NHL15Subban\":\"30\",\"JKT48CYBERKeracunanCUKRIK\":\"8\",\"verifydjzoodel\":\"59\",\"androidgames\":\"9\",\"مع_الله\":\"10\",\"Jct48cyberTAIBABI\":\"10\"}"}
* 2013-06-17 14:38:55,201 [main] INFO stram.StramLocalCluster run - Application finished.
* 2013-06-17 14:38:55,201 [container-2] INFO stram.StramChild processHeartbeatResponse - Received shutdown request
* </pre>
*
* Scaling Options : <br>
* User can scale application by setting intial partition size > 1 on count
* unique operator. <br>
* <br>
*
* Application DAG : <br>
* <img src="doc-files/Application.gif" width=600px > <br>
* <br>
*
* Streaming Window Size : 500ms(default) <br>
* Operator Details : <br>
* <ul>
* <li><b>The twitterFeed operator : </b> This operator samples random public
* statues from twitter and emits to application. <br>
* Class : com.datatorrent.examples.twitter.TwitterSampleInput <br>
* StateFull : No, window count 1 <br>
* </li>
* <li><b>The HashtagExtractor operator : </b> This operator extracts Hashtag from
* random sampled statues from twitter. <br>
* Class : {@link TwitterStatusHashtagExtractor} <br>
* StateFull : No, window count 1 <br>
* </li>
* <li><b>The uniqueCounter operator : </b> This operator aggregates count for each
* Hashtag extracted from random samples. <br>
* Class : {@link org.apache.apex.malhar.lib.algo.UniqueCounter} <br>
* StateFull : No, window count 1 <br>
* </li>
* <li><b> The topCounts operator : </b> This operator caluculates top Hashtag in last 1
* min sliding window count 1. <br>
* Class : org.apache.apex.malhar.lib.algo.WindowedTopCounter <br>
* StateFull : Yes, sliding window count 120 (1 min) <br>
* </li>
* <li><b>The operator Console: </b> This operator just outputs the input tuples
* to the console (or stdout). <br>
* </li>
* </ul>
*
* @since 1.0.2
*/
@ApplicationAnnotation(name = TwitterTrendingHashtagsApplication.APP_NAME)
public class TwitterTrendingHashtagsApplication implements StreamingApplication
{
public static final String SNAPSHOT_SCHEMA = "twitterHashTagDataSchema.json";
public static final String CONVERSION_SCHEMA = "twitterHashTagConverterSchema.json";
public static final String APP_NAME = "TwitterTrendingExample";
public static final String PROP_USE_APPDATA = "dt.application." + APP_NAME + ".useAppData";
private final Locality locality = null;
@Override
public void populateDAG(DAG dag, Configuration conf)
{
// Setup the operator to get the data from twitter sample stream injected into the system.
TwitterSampleInput twitterFeed = new TwitterSampleInput();
twitterFeed = dag.addOperator("TweetSampler", twitterFeed);
// Setup a node to count the unique Hashtags within a window.
UniqueCounter<String> uniqueCounter = dag.addOperator("UniqueHashtagCounter", new UniqueCounter<String>());
// Get the aggregated Hashtag counts and count them over last 5 mins.
WindowedTopCounter<String> topCounts = dag.addOperator("TopCounter", new WindowedTopCounter<String>());
topCounts.setTopCount(10);
topCounts.setSlidingWindowWidth(600);
topCounts.setDagWindowWidth(1);
dag.addStream("TwittedHashtags", twitterFeed.hashtag, uniqueCounter.data).setLocality(locality);
// Count unique Hashtags
dag.addStream("UniqueHashtagCounts", uniqueCounter.count, topCounts.input);
TwitterTopCounterApplication.consoleOutput(dag, "topHashtags", topCounts.output, SNAPSHOT_SCHEMA, "hashtag");
}
}