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A lightweight NLP framework.
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/*
* Copyright © 2013-2022 Metreeca srl
*
* Licensed 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 com.metreeca.text.tokenizers;
import com.metreeca.text.Chunk;
import com.metreeca.text.Token;
import opennlp.tools.tokenize.TokenizerME;
import opennlp.tools.tokenize.TokenizerModel;
import java.io.*;
import java.net.URL;
import java.util.HashMap;
import java.util.Map;
import java.util.function.Function;
import java.util.stream.Stream;
import static java.util.Collections.synchronizedMap;
import static java.util.stream.Collectors.toList;
public final class OpenTokenizer implements Function {
private static final Map models=synchronizedMap(new HashMap<>());
////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
private final TokenizerModel model;
public OpenTokenizer(final URL model) {
if ( model == null ) {
throw new NullPointerException("null model URL");
}
this.model=models.computeIfAbsent(model.toExternalForm(), url -> {
try ( final InputStream input=model.openStream() ) {
return new TokenizerModel(input);
} catch ( final IOException e ) {
throw new UncheckedIOException(e);
}
});
}
////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
@Override public Chunk apply(final Token token) {
if ( token == null ) {
throw new NullPointerException("null token");
}
return new Chunk(Stream
.of(new TokenizerME(model).tokenizePos(token.text()))
.map(span -> token.clip(span.getStart(), span.getEnd()))
.collect(toList())
);
}
}
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