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Combines Apache OpenNLP and Apache Tika and provides facilities for automatically deriving sentiment from text.
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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 opennlp.tools.sentiment;
import java.io.File;
import java.io.IOException;
import java.net.URL;
import java.util.Map;
import java.util.Properties;
import opennlp.tools.ml.BeamSearch;
import opennlp.tools.ml.model.MaxentModel;
import opennlp.tools.ml.model.SequenceClassificationModel;
import opennlp.tools.util.InvalidFormatException;
import opennlp.tools.util.model.BaseModel;
/**
* Class for the basis of the Sentiment Analysis model.
*/
public class SentimentModel extends BaseModel {
private static final String COMPONENT_NAME = "SentimentME";
private static final String SENTIMENT_MODEL_ENTRY_NAME = "sentiment.model";
/**
* Initializes the Sentiment Analysis model.
*
* @param languageCode
* the code for the language of the text, e.g. "en"
* @param sentimentModel
* a MaxEnt sentiment model
* @param manifestInfoEntries
* additional information in the manifest
* @param factory
* a Sentiment Analysis factory
*/
public SentimentModel(String languageCode, MaxentModel sentimentModel,
Map manifestInfoEntries, SentimentFactory factory) {
super(COMPONENT_NAME, languageCode, manifestInfoEntries, factory);
artifactMap.put(SENTIMENT_MODEL_ENTRY_NAME, sentimentModel);
checkArtifactMap();
}
/**
* Initializes the Sentiment Analysis model.
*
* @param modelURL
* the URL to a file required for the model
*/
public SentimentModel(URL modelURL)
throws IOException, InvalidFormatException {
super(COMPONENT_NAME, modelURL);
}
/**
* Initializes the Sentiment Analysis model.
*
* @param file
* the file required for the model
*/
public SentimentModel(File file) throws InvalidFormatException, IOException {
super(COMPONENT_NAME, file);
}
/**
* Return the model
*
* @return the model
*/
@Deprecated
public SequenceClassificationModel getSentimentModel() {
Properties manifest = (Properties) artifactMap.get(MANIFEST_ENTRY);
String beamSizeString = manifest
.getProperty(BeamSearch.BEAM_SIZE_PARAMETER);
int beamSize = SentimentME.DEFAULT_BEAM_SIZE;
if (beamSizeString != null) {
beamSize = Integer.parseInt(beamSizeString);
}
return new BeamSearch<>(beamSize,
(MaxentModel) artifactMap.get(SENTIMENT_MODEL_ENTRY_NAME));
}
/**
* Returns the sentiment factory
*
* @return the sentiment factory for the model
*/
public SentimentFactory getFactory() {
return (SentimentFactory) this.toolFactory;
}
/**
* Returns the MaxEntropy model
*
* @return the MaxEnt model
*/
public MaxentModel getMaxentModel() {
return (MaxentModel) artifactMap.get(SENTIMENT_MODEL_ENTRY_NAME);
}
}
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