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package org.deeplearning4j.text.tokenizer;
import java.util.ArrayList;
import java.util.Collection;
import java.util.List;
import org.apache.uima.analysis_engine.AnalysisEngine;
import org.apache.uima.cas.CAS;
import org.cleartk.token.type.Sentence;
import org.cleartk.token.type.Token;
import org.deeplearning4j.word2vec.tokenizer.Tokenizer;
import org.uimafit.util.JCasUtil;
/**
* Filter by part of speech tag.
* Any not valid part of speech tags
* become NONE
* @author Adam Gibson
*
*/
public class PosUimaTokenizer implements Tokenizer {
private AnalysisEngine engine;
private List tokens;
private Collection allowedPosTags;
private int index;
public PosUimaTokenizer(String tokens,AnalysisEngine engine,Collection allowedPosTags) {
this.engine = engine;
this.allowedPosTags = allowedPosTags;
this.tokens = new ArrayList();
try {
CAS cas = this.engine.newCAS();
cas.setDocumentText(tokens);
synchronized(this.engine) {
this.engine.process(cas);
for(Sentence s : JCasUtil.select(cas.getJCas(), Sentence.class)) {
for(Token t : JCasUtil.selectCovered(Token.class,s)) {
//add NONE for each invalid token
if(valid(t))
if(t.getLemma() != null)
this.tokens.add(t.getLemma());
else if(t.getStem() != null)
this.tokens.add(t.getStem());
else
this.tokens.add(t.getCoveredText());
else
this.tokens.add("NONE");
}
}
}
} catch (Exception e) {
throw new RuntimeException(e);
}
}
private boolean valid(Token token) {
String check = token.getCoveredText();
if(check.matches("<[A-Z]+>") || check.matches("[A-Z]+>"))
return false;
else if(token.getPos() != null && !this.allowedPosTags.contains(token.getPos()))
return false;
return true;
}
@Override
public boolean hasMoreTokens() {
return index < tokens.size();
}
@Override
public int countTokens() {
return tokens.size();
}
@Override
public String nextToken() {
String ret = tokens.get(index);
index++;
return ret;
}
@Override
public List getTokens() {
List tokens = new ArrayList();
while(hasMoreTokens()) {
tokens.add(nextToken());
}
return tokens;
}
}
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