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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.nyctaxi;
import java.net.URI;
import java.net.URISyntaxException;
import java.net.UnknownHostException;
import org.joda.time.Duration;
import org.apache.apex.malhar.lib.window.TriggerOption;
import org.apache.apex.malhar.lib.window.WindowOption;
import org.apache.apex.malhar.lib.window.WindowState;
import org.apache.apex.malhar.lib.window.accumulation.SumDouble;
import org.apache.apex.malhar.lib.window.impl.InMemoryWindowedKeyedStorage;
import org.apache.apex.malhar.lib.window.impl.InMemoryWindowedStorage;
import org.apache.apex.malhar.lib.window.impl.KeyedWindowedOperatorImpl;
import org.apache.commons.lang3.mutable.MutableDouble;
import org.apache.hadoop.conf.Configuration;
import com.google.common.base.Throwables;
import com.datatorrent.api.DAG;
import com.datatorrent.api.StreamingApplication;
import com.datatorrent.api.annotation.ApplicationAnnotation;
import com.datatorrent.lib.io.ConsoleOutputOperator;
import com.datatorrent.lib.io.PubSubWebSocketAppDataQuery;
import com.datatorrent.lib.io.PubSubWebSocketAppDataResult;
/**
* The DAG definition of the example that illustrates New York City taxi ride data processing.
*
* @since 3.8.0
*/
@ApplicationAnnotation(name = "NycTaxiExample")
public class Application implements StreamingApplication
{
@Override
public void populateDAG(DAG dag, Configuration conf)
{
dag.setAttribute(DAG.STREAMING_WINDOW_SIZE_MILLIS, 1000);
NycTaxiDataReader inputOperator = new NycTaxiDataReader();
inputOperator.setDirectory("/user/" + System.getProperty("user.name") + "/nyctaxidata");
inputOperator.getScanner().setFilePatternRegexp(".*\\.csv$");
dag.addOperator("NycTaxiDataReader", inputOperator);
NycTaxiCsvParser parser = dag.addOperator("NycTaxiCsvParser", new NycTaxiCsvParser());
NycTaxiZipFareExtractor extractor = dag.addOperator("NycTaxiZipFareExtractor", new NycTaxiZipFareExtractor());
KeyedWindowedOperatorImpl<String, Double, MutableDouble, Double> windowedOperator = new KeyedWindowedOperatorImpl<>();
// 5-minute windows slide by 1 minute
windowedOperator.setWindowOption(new WindowOption.TimeWindows(Duration.standardMinutes(5)).slideBy(Duration.standardMinutes(1)));
// Because we only care about the last 5 minutes, and the watermark is set at t-1 minutes, lateness horizon is set to 4 minutes.
windowedOperator.setAllowedLateness(Duration.standardMinutes(4));
windowedOperator.setAccumulation(new SumDouble());
windowedOperator.setTriggerOption(TriggerOption.AtWatermark());
windowedOperator.setDataStorage(new InMemoryWindowedKeyedStorage<String, MutableDouble>());
windowedOperator.setWindowStateStorage(new InMemoryWindowedStorage<WindowState>());
dag.addOperator("WindowedOperator", windowedOperator);
NycTaxiDataServer dataServer = dag.addOperator("NycTaxiDataServer", new NycTaxiDataServer());
ConsoleOutputOperator console = dag.addOperator("console", new ConsoleOutputOperator());
dag.addStream("input_to_parser", inputOperator.output, parser.input);
dag.addStream("parser_to_extractor", parser.output, extractor.input);
dag.addStream("extractor_to_windowed", extractor.output, windowedOperator.input);
dag.addStream("extractor_watermark", extractor.watermarkOutput, windowedOperator.controlInput);
dag.addStream("windowed_to_console", windowedOperator.output, dataServer.input, console.input);
PubSubWebSocketAppDataQuery wsQuery = new PubSubWebSocketAppDataQuery();
wsQuery.enableEmbeddedMode();
wsQuery.setTopic("nyctaxi.query");
try {
wsQuery.setUri(new URI("ws://" + java.net.InetAddress.getLocalHost().getHostName() + ":8890/pubsub"));
} catch (URISyntaxException | UnknownHostException ex) {
throw Throwables.propagate(ex);
}
dataServer.setEmbeddableQueryInfoProvider(wsQuery);
PubSubWebSocketAppDataResult wsResult = dag.addOperator("QueryResult", new PubSubWebSocketAppDataResult());
wsResult.setTopic("nyctaxi.result");
try {
wsResult.setUri(new URI("ws://" + java.net.InetAddress.getLocalHost().getHostName() + ":8890/pubsub"));
} catch (URISyntaxException | UnknownHostException ex) {
throw Throwables.propagate(ex);
}
dag.addStream("server_to_query_output", dataServer.queryResult, wsResult.input);
}
}