All Downloads are FREE. Search and download functionalities are using the official Maven repository.

opennlp.tools.namefind.BilouCodec Maven / Gradle / Ivy

The newest version!
/*
 * 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.namefind;

import java.util.ArrayList;
import java.util.Arrays;
import java.util.HashSet;
import java.util.List;
import java.util.Set;

import opennlp.tools.util.SequenceCodec;
import opennlp.tools.util.SequenceValidator;
import opennlp.tools.util.Span;

/**
 * The default {@link SequenceCodec} implementation according to the {@code BILOU} scheme.
 * 
    *
  • B: 'beginning' of a NE
  • *
  • I: 'inside', the word is inside a NE
  • *
  • L: 'last', the last (I) word inside a NE
  • *
  • O: 'outside', the word is a regular word outside a NE
  • *
  • U: 'unit', any standalone token following words outside of NE
  • *
* * See paper by Roth D. and Ratinov L. (2009): * * Design Challenges and Misconceptions in Named Entity Recognition. * * @see SequenceCodec * @see BioCodec */ public class BilouCodec implements SequenceCodec { public static final String START = "start"; public static final String CONTINUE = "cont"; public static final String LAST = "last"; public static final String UNIT = "unit"; public static final String OTHER = "other"; @Override public Span[] decode(List c) { int start = -1; int end = -1; List spans = new ArrayList<>(c.size()); for (int li = 0; li < c.size(); li++) { String chunkTag = c.get(li); if (chunkTag.endsWith(BilouCodec.START)) { start = li; end = li + 1; } else if (chunkTag.endsWith(BilouCodec.CONTINUE)) { end = li + 1; } else if (chunkTag.endsWith(LAST)) { if (start != -1) { spans.add(new Span(start, end + 1, BioCodec.extractNameType(c.get(li - 1)))); start = -1; end = -1; } } else if (chunkTag.endsWith(UNIT)) { spans.add(new Span(li, li + 1, BioCodec.extractNameType(c.get(li)))); } } return spans.toArray(new Span[0]); } @Override public String[] encode(Span[] names, int length) { String[] outcomes = new String[length]; Arrays.fill(outcomes, BilouCodec.OTHER); for (Span name : names) { if (name.length() > 1) { if (name.getType() == null) { outcomes[name.getStart()] = DEFAULT_PREFIX + BilouCodec.START; } else { outcomes[name.getStart()] = name.getType() + "-" + BilouCodec.START; } // now iterate from begin + 1 till end for (int i = name.getStart() + 1; i < name.getEnd() - 1; i++) { if (name.getType() == null) { outcomes[i] = DEFAULT_PREFIX + BilouCodec.CONTINUE; } else { outcomes[i] = name.getType() + "-" + BilouCodec.CONTINUE; } } if (name.getType() == null) { outcomes[name.getEnd() - 1] = DEFAULT_PREFIX + BilouCodec.LAST; } else { outcomes[name.getEnd() - 1] = name.getType() + "-" + BilouCodec.LAST; } } else { if (name.getType() == null) { outcomes[name.getEnd() - 1] = DEFAULT_PREFIX + BilouCodec.UNIT; } else { outcomes[name.getEnd() - 1] = name.getType() + "-" + BilouCodec.UNIT; } } } return outcomes; } @Override public SequenceValidator createSequenceValidator() { return new BilouNameFinderSequenceValidator(); } /** * {@code * B requires CL or L, * C requires BL, * L requires B, * O requires any valid combo/unit, * U requires none. * } * * @param outcomes All potential model outcomes check. * * @return {@code true}, if model outcomes are compatible, {@code false} otherwise. */ @Override public boolean areOutcomesCompatible(String[] outcomes) { Set start = new HashSet<>(); Set cont = new HashSet<>(); Set last = new HashSet<>(); Set unit = new HashSet<>(); for (String outcome : outcomes) { if (outcome.endsWith(BilouCodec.START)) { start.add(outcome.substring(0, outcome.length() - BilouCodec.START.length())); } else if (outcome.endsWith(BilouCodec.CONTINUE)) { cont.add(outcome.substring(0, outcome.length() - BilouCodec.CONTINUE.length())); } else if (outcome.endsWith(BilouCodec.LAST)) { last.add(outcome.substring(0, outcome.length() - BilouCodec.LAST.length())); } else if (outcome.endsWith(BilouCodec.UNIT)) { unit.add(outcome.substring(0, outcome.length() - BilouCodec.UNIT.length())); } else if (!outcome.equals(BilouCodec.OTHER)) { return false; } } if (start.isEmpty() && unit.isEmpty()) { return false; } else { // Start, must have matching Last for (String startPrefix : start) { if (!last.contains(startPrefix)) { return false; } } // Cont, must have matching Start and Last for (String contPrefix : cont) { if (!start.contains(contPrefix) && !last.contains(contPrefix)) { return false; } } // Last, must have matching Start for (String lastPrefix : last) { if (!start.contains(lastPrefix)) { return false; } } } return true; } }




© 2015 - 2025 Weber Informatics LLC | Privacy Policy