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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.finders;
import com.metreeca.text.Chunk;
import com.metreeca.text.Token;
import opennlp.tools.namefind.NameFinderME;
import opennlp.tools.namefind.TokenNameFinderModel;
import java.io.*;
import java.net.URL;
import java.util.*;
import java.util.function.Function;
import java.util.stream.Stream;
import static java.util.Collections.synchronizedMap;
public final class OpenFinder implements Function> {
private static final Map models=synchronizedMap(new HashMap<>());
////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
private final TokenNameFinderModel model;
public OpenFinder(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 TokenNameFinderModel(input);
} catch ( final IOException e ) {
throw new UncheckedIOException(e);
}
});
}
////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
@Override public Stream apply(final Chunk chunk) {
if ( chunk == null ) {
throw new NullPointerException("null chunk");
}
final List tokens=chunk.tokens();
return Arrays
.stream(new NameFinderME(model)
.find(tokens.stream().map(Token::text).toArray(String[]::new)) // !!! verbatim?
)
.map(span -> new Chunk(tokens.subList(span.getStart(), span.getEnd()))
.type(span.getType().toUpperCase(Locale.ROOT))
.weight(span.getProb())
);
}
}
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