blob: 1db9cf468cb3b6a06b4a1bb18c552ce3bbb3e635 [file] [log] [blame]
/**
* 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.distributeddistinct;
import java.io.Serializable;
import org.apache.apex.malhar.lib.algo.UniqueValueCount;
import org.apache.apex.malhar.lib.algo.UniqueValueCount.InternalCountOutput;
import org.apache.apex.malhar.lib.codec.KryoSerializableStreamCodec;
import org.apache.apex.malhar.lib.io.ConsoleOutputOperator;
import org.apache.hadoop.conf.Configuration;
import com.datatorrent.api.Context;
import com.datatorrent.api.DAG;
import com.datatorrent.api.DefaultOutputPort;
import com.datatorrent.api.StreamingApplication;
import com.datatorrent.api.annotation.ApplicationAnnotation;
/**
* This application demonstrates the UniqueValueCount operator. It uses an input operator which generates random key
* value pairs and emits them to the UniqueValueCount operator which keeps track of the unique values per window. It
* then emits the values to the StatefulUniqueCount which uses a combination of a cache and database to keep track of
* the overall unique values and outputs the resulting unique value count to the ConsoleOutputOperator.
*
* @since 1.0.4
*/
@ApplicationAnnotation(name = "StatefulDistinctCount")
public class StatefulApplication implements StreamingApplication
{
@SuppressWarnings("unchecked")
@Override
public void populateDAG(DAG dag, Configuration conf)
{
RandomKeyValGenerator randGen = dag.addOperator("RandomGenerator", new RandomKeyValGenerator());
UniqueValueCount<Integer> valCount = dag.addOperator("UniqueCounter", new UniqueValueCount<Integer>());
ConsoleOutputOperator consOut = dag.addOperator("Console", new ConsoleOutputOperator());
IntegerUniqueValueCountAppender uniqueUnifier = dag.addOperator("StatefulUniqueCounter", new IntegerUniqueValueCountAppender());
dag.getOperatorMeta("StatefulUniqueCounter").getMeta(uniqueUnifier.input).getAttributes().put(Context.PortContext.STREAM_CODEC, new KeyBasedStreamCodec());
@SuppressWarnings("rawtypes")
DefaultOutputPort valOut = valCount.output;
@SuppressWarnings("rawtypes")
DefaultOutputPort uniqueOut = uniqueUnifier.output;
dag.addStream("Events", randGen.outport, valCount.input);
dag.addStream("Unified", valOut, uniqueUnifier.input);
dag.addStream("Result", uniqueOut, consOut.input);
}
public static class KeyBasedStreamCodec extends KryoSerializableStreamCodec<InternalCountOutput<Integer>> implements Serializable
{
@Override
public int getPartition(InternalCountOutput<Integer> t)
{
return t.getKey().hashCode();
}
private static final long serialVersionUID = 201407231527L;
}
}