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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.samoa.streams;
import org.apache.samoa.core.ContentEvent;
import org.apache.samoa.core.Processor;
import org.apache.samoa.instances.Instance;
import org.apache.samoa.instances.Instances;
import org.apache.samoa.learners.InstanceContentEvent;
import org.apache.samoa.topology.Stream;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
/**
* The Class StreamSourceProcessor.
*/
public class StreamSourceProcessor implements Processor {
/** The Constant logger. */
private static final Logger logger = LoggerFactory
.getLogger(StreamSourceProcessor.class);
/**
*
*/
private static final long serialVersionUID = -204182279475432739L;
/** The stream source. */
private StreamSource streamSource;
/**
* Gets the stream source.
*
* @return the stream source
*/
public StreamSource getStreamSource() {
return streamSource;
}
/**
* Sets the stream source.
*
* @param stream
* the new stream source
*/
public void setStreamSource(InstanceStream stream) {
this.streamSource = new StreamSource(stream);
firstInstance = streamSource.nextInstance().getData();
}
/** The number instances sent. */
private long numberInstancesSent = 0;
/**
* Send instances.
*
* @param inputStream
* the input stream
* @param numberInstances
* the number instances
* @param isTraining
* the is training
*/
public void sendInstances(Stream inputStream,
int numberInstances, boolean isTraining, boolean isTesting) {
int numberSamples = 0;
while (streamSource.hasMoreInstances()
&& numberSamples < numberInstances) {
numberSamples++;
numberInstancesSent++;
InstanceContentEvent instanceContentEvent = new InstanceContentEvent(
numberInstancesSent, nextInstance(), isTraining, isTesting);
inputStream.put(instanceContentEvent);
}
InstanceContentEvent instanceContentEvent = new InstanceContentEvent(
numberInstancesSent, null, isTraining, isTesting);
instanceContentEvent.setLast(true);
inputStream.put(instanceContentEvent);
}
/**
* Send end evaluation instance.
*
* @param inputStream
* the input stream
*/
public void sendEndEvaluationInstance(Stream inputStream) {
InstanceContentEvent instanceContentEvent = new InstanceContentEvent(-1, firstInstance, false, true);
inputStream.put(instanceContentEvent);
}
/**
* Next instance.
*
* @return the instance
*/
protected Instance nextInstance() {
if (this.isInited) {
return streamSource.nextInstance().getData();
} else {
this.isInited = true;
return firstInstance;
}
}
/** The is inited. */
protected boolean isInited = false;
/** The first instance. */
protected Instance firstInstance;
// @Override
/**
* On remove.
*/
protected void onRemove() {
}
/*
* (non-Javadoc)
*
* @see samoa.core.Processor#onCreate(int)
*/
@Override
public void onCreate(int id) {
// TODO Auto-generated method stub
}
/*
* (non-Javadoc)
*
* @see samoa.core.Processor#newProcessor(samoa.core.Processor)
*/
@Override
public Processor newProcessor(Processor sourceProcessor) {
// StreamSourceProcessor newProcessor = new StreamSourceProcessor();
// StreamSourceProcessor originProcessor = (StreamSourceProcessor)
// sourceProcessor;
// if (originProcessor.getStreamSource() != null){
// newProcessor.setStreamSource(originProcessor.getStreamSource().getStream());
// }
// return newProcessor;
return null;
}
/**
* On event.
*
* @param event
* the event
* @return true, if successful
*/
@Override
public boolean process(ContentEvent event) {
return false;
}
/**
* Gets the dataset.
*
* @return the dataset
*/
public Instances getDataset() {
return firstInstance.dataset();
}
}