public void writeLocalFeatures(Instance instance, BufferedWriter writer) throws IOException { boolean useGlobalFeatures = params.getUseGlobalFeatures(); params.setUseGlobalFeatures(false); for (int i = 0; i < instance.size(); i++) { SparseFeatureVector localFv = calculateFeature( instance, instance.getGoldLabel(), i, instance.getSequence().get(i).getNegativeClassLabel()); localFv.compact(); LabelUnit label = instance.getGoldLabel().getLabel(i); writer.append(label.toString()); Map<Integer, Double> fvMap = new TreeMap<Integer, Double>(); for (VectorEntry entry : localFv.getFeatureVectors().get(0).getSv()) { fvMap.put(entry.index(), entry.get()); } for (Entry<Integer, Double> fvEntry : fvMap.entrySet()) { writer.append(" "); writer.append(String.valueOf(fvEntry.getKey())); writer.append(":"); writer.append(String.valueOf(fvEntry.getValue())); } writer.append("\n"); } writer.flush(); params.setUseGlobalFeatures(useGlobalFeatures); }
@Override public SparseFeatureVector calculateFeature( Instance instance, Label y, int lastIndex, int target, LabelUnit candidateLabelUnit, boolean local) { // TODO cache strings SparseFeatureVector fv = new SparseFeatureVector(params); if (instance.getSequence().get(target) instanceof Word) { Word word = (Word) instance.getSequence().get(target); String candidateLabel = ((WordLabelUnit) candidateLabelUnit).getLabel(); assert word.getWord().getCache() != null : word.getWord().getId() + ":" + word.getWord().getRealBase(); fv.add(word.getWord().getCache().getNodeFeatures(), candidateLabel); if (params.getUseGlobalFeatures() && !local) { SparseFeatureVector globalFv = calcWordGlobalFeatures( word, instance, y, lastIndex, (WordLabelUnit) candidateLabelUnit); assert params.getAverageNumWords() > 0.; globalFv.scale(params.getGlobalWeight()); fv.add(globalFv, "GLOBAL"); } } else { assert instance.getSequence().get(target) instanceof Pair; Pair pair = (Pair) instance.getSequence().get(target); PairLabelUnit candidatePairLabelUnit = (PairLabelUnit) candidateLabelUnit; Node w1 = pair.getW1().getWord(); Node w2 = pair.getW2().getWord(); fv.add( w1.getCache().getFullPathFeatures(w2), candidatePairLabelUnit.getLabel().concat("PATH")); if (params.getUseGlobalFeatures() && !local) { SparseFeatureVector globalFv = calcPairGlobalFeatures(pair, instance, y, lastIndex, candidatePairLabelUnit); assert params.getAverageNumWords() > 0.; globalFv.scale(params.getGlobalWeight()); fv.add(globalFv, "GLOBAL"); } } assert fv.size() > 0; return fv; }
protected SparseFeatureVector calcPairGlobalFeatures( Pair pair, Instance instance, Label y, int lastIndex, PairLabelUnit candidateLabelUnit) { SparseFeatureVector globalFv = new SparseFeatureVector(params); if (candidateLabelUnit.isNegative()) { return globalFv; } SparseFeatureVector parallelFv = new SparseFeatureVector(params); StringSparseVector counterFv = new StringSparseVector(params); StringSparseVector wordPairFv = new StringSparseVector(params); String candidateLabel = candidateLabelUnit.getLabel(); Word w1 = pair.getW1(); Word w2 = pair.getW2(); JointInstance jInstance = (JointInstance) instance; int w1Index = jInstance.getWord(w1.getId()); int w2Index = jInstance.getWord(w2.getId()); String w1Base = w1.getWord().getRealBase(); String w1POS = w1.getWord().getPOS(); String w2Base = w2.getWord().getRealBase(); String w2POS = w2.getWord().getPOS(); for (int i = 0; i <= lastIndex; i++) { if (y.getLabel(i).isNegative()) continue; if (y.getLabel(i) instanceof PairLabelUnit) { if (!params.getUseGlobalRelationFeatures()) continue; PairLabelUnit adjLabelUnit = (PairLabelUnit) y.getLabel(i); String adjLabel = adjLabelUnit.getLabel(); Pair adjPair = (Pair) instance.getSequence().get(i); Word adjW1 = adjPair.getW1(); Word adjW2 = adjPair.getW2(); if (adjW1.getId() == w1.getId()) { if (adjW2.getId() < w2.getId()) { addSecondOrderInfoToFV(counterFv, candidateLabel, w1Base, w1POS, adjLabel, "PARA-E1"); addParallelInfoToFV( parallelFv, w1Base, w1POS, adjW2.getWord(), adjLabel, w2.getWord(), candidateLabel, "PARA-E1"); int triangleIndex = jInstance.getWordPair(adjW2.getId(), w2.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, adjLabel, w1Base, w1POS, candidateLabel, w2Base, w2POS, thirdLabelUnit.getLabel(), adjW2.getWord().getRealBase(), adjW2.getWord().getPOS()); } } } else { addSecondOrderInfoToFV(counterFv, adjLabel, w1Base, w1POS, candidateLabel, "PARA-E1"); addParallelInfoToFV( parallelFv, w1Base, w1POS, w2.getWord(), candidateLabel, adjW2.getWord(), adjLabel, "PARA-E1"); int triangleIndex = jInstance.getWordPair(w2.getId(), adjW2.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, candidateLabel, w1Base, w1POS, adjLabel, adjW2.getWord().getRealBase(), adjW2.getWord().getPOS(), thirdLabelUnit.getLabel(), w2Base, w2POS); } } } } else if (adjW2.getId() == w1.getId()) { if (adjW1.getId() < w2.getId()) { addParallelInfoToFV( parallelFv, w1Base, w1POS, adjW1.getWord(), adjLabel, w2.getWord(), candidateLabel, "SEQ"); int triangleIndex = jInstance.getWordPair(adjW1.getId(), w2.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, adjLabel, w1Base, w1POS, candidateLabel, w2Base, w2POS, thirdLabelUnit.getLabel(), adjW1.getWord().getRealBase(), adjW1.getWord().getPOS()); } } } else { addParallelInfoToFV( parallelFv, w1Base, w1POS, w2.getWord(), adjLabel, adjW1.getWord(), candidateLabel, "RSEQ"); int triangleIndex = jInstance.getWordPair(w2.getId(), adjW1.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, candidateLabel, w1Base, w1POS, adjLabel, adjW1.getWord().getRealBase(), adjW1.getWord().getPOS(), thirdLabelUnit.getLabel(), w2Base, w2POS); } } } addSecondOrderInfoToFV(counterFv, candidateLabel, w1Base, w1POS, adjLabel, "SEQ"); } else if (adjW2.getId() == w2.getId()) { if (adjW1.getId() < w1.getId()) { addParallelInfoToFV( parallelFv, w2Base, w2POS, adjW1.getWord(), adjLabel, w1.getWord(), candidateLabel, "PARA-E2"); addSecondOrderInfoToFV(counterFv, candidateLabel, w2Base, w2POS, adjLabel, "PARA-E2"); int triangleIndex = jInstance.getWordPair(adjW1.getId(), w1.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, adjLabel, w2Base, w2POS, candidateLabel, w1Base, w1POS, thirdLabelUnit.getLabel(), adjW1.getWord().getRealBase(), adjW1.getWord().getPOS()); } } } else { addParallelInfoToFV( parallelFv, w2Base, w2POS, w1.getWord(), candidateLabel, adjW1.getWord(), adjLabel, "PARA-E2"); addSecondOrderInfoToFV(counterFv, adjLabel, w2Base, w2POS, candidateLabel, "PARA-E2"); int triangleIndex = jInstance.getWordPair(w1.getId(), adjW1.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, candidateLabel, w2Base, w2POS, adjLabel, adjW1.getWord().getRealBase(), adjW1.getWord().getPOS(), thirdLabelUnit.getLabel(), w1Base, w1POS); } } } } else if (adjW1.getId() == w2.getId()) { if (w1.getId() < adjW2.getId()) { addParallelInfoToFV( parallelFv, w2Base, w2POS, w1.getWord(), candidateLabel, adjW2.getWord(), adjLabel, "SEQ"); int triangleIndex = jInstance.getWordPair(w1.getId(), adjW2.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, candidateLabel, w2Base, w2POS, adjLabel, adjW2.getWord().getRealBase(), adjW2.getWord().getPOS(), thirdLabelUnit.getLabel(), w1Base, w1POS); } } } else { addParallelInfoToFV( parallelFv, w2Base, w2POS, adjW2.getWord(), candidateLabel, w1.getWord(), adjLabel, "RSEQ"); int triangleIndex = jInstance.getWordPair(adjW2.getId(), w1.getId()); if (triangleIndex <= lastIndex) { PairLabelUnit thirdLabelUnit = ((PairLabelUnit) y.getLabel(triangleIndex)); if (!thirdLabelUnit.isNegative()) { addTriangleToFV( counterFv, adjLabel, w2Base, w2POS, candidateLabel, w1Base, w1POS, thirdLabelUnit.getLabel(), adjW2.getWord().getRealBase(), adjW2.getWord().getPOS()); } } } addSecondOrderInfoToFV(counterFv, adjLabel, w2Base, w2POS, candidateLabel, "SEQ"); } else { if (adjW1.getId() < w1.getId() && w1.getId() < adjW2.getId() && adjW2.getId() < w2.getId()) { counterFv.add("PROJ".concat(adjLabel).concat(candidateLabel), 1.); } else if (w1.getId() < adjW1.getId() && adjW1.getId() < w2.getId() && w2.getId() < adjW2.getId()) { counterFv.add("PROJ".concat(candidateLabel).concat(adjLabel), 1.); } } } else { if (w1Index == i) { assert y.getLabel(i) instanceof WordLabelUnit; String w1Label = ((WordLabelUnit) y.getLabel(i)).getLabel(); wordPairFv.add(w1Label.concat(candidateLabel), 1.); wordPairFv.add(w1Label.concat(w1Base).concat(candidateLabel), 1.); } if (w2Index == i) { assert y.getLabel(i) instanceof WordLabelUnit; String w2Label = ((WordLabelUnit) y.getLabel(i)).getLabel(); wordPairFv.add(candidateLabel.concat(w2Label), 1.); wordPairFv.add(candidateLabel.concat(w2Base).concat(w2Label), 1.); } } } if (params.getUseFullFeatures()) { int w1Idx = ((JointInstance) instance).getWord(pair.getW1().getId()); int w2Idx = ((JointInstance) instance).getWord(pair.getW2().getId()); if (w1Idx <= lastIndex && w2Idx <= lastIndex) { // w-rel-w String w1Label = ((WordLabelUnit) y.getLabel(w1Idx)).getLabel(); String w2Label = ((WordLabelUnit) y.getLabel(w2Idx)).getLabel(); wordPairFv.add(w1Label.concat(candidateLabel).concat(w2Label), 1.); wordPairFv.add( w1Label.concat(w1Base).concat(candidateLabel).concat(w2Label).concat(w2Base), 1.); List<Word> e1Words = getEntityWords(pair.getW1(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w1Idx)); String e1String = "", e2String = "", w1LabelType = "", w2LabelType = ""; if (e1Words.size() != 0) { e1String = entityString(e1Words); w1LabelType = ((WordLabelUnit) y.getLabel(w1Idx)).getType(); wordPairFv.add(w1LabelType.concat(candidateLabel), 1.); wordPairFv.add(w1LabelType.concat(e1String).concat(candidateLabel), 1.); } List<Word> e2Words = getEntityWords(pair.getW2(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w2Idx)); if (e2Words.size() != 0) { e2String = entityString(e2Words); w2LabelType = ((WordLabelUnit) y.getLabel(w2Idx)).getType(); wordPairFv.add(candidateLabel.concat(w2LabelType), 1.); wordPairFv.add(candidateLabel.concat(w2LabelType).concat(e2String), 1.); } // ent-rel-ent if (e1Words.size() != 0 && e2Words.size() != 0) { wordPairFv.add(w1LabelType.concat(candidateLabel).concat(w2LabelType), 1.); wordPairFv.add( w1LabelType .concat(e1String) .concat(candidateLabel) .concat(w2LabelType) .concat(e2String), 1.); } } } globalFv.add(parallelFv, "PARA"); globalFv.add(counterFv, "COUNT"); globalFv.add(wordPairFv, "WORDPAIR"); globalFv.scale(params.getRelWeight()); return globalFv; }
protected SparseFeatureVector calcWordGlobalFeatures( Word word, Instance instance, Label y, int lastIndex, WordLabelUnit candidateLabelUnit) { SparseFeatureVector globalFv = new SparseFeatureVector(params); StringSparseVector wordPairFv = new StringSparseVector(params); StringSparseVector wordFv = new StringSparseVector(params); String candidateLabel = candidateLabelUnit.getLabel(); String wBase = word.getWord().getRealBase(); String wPOS = word.getWord().getPOS(); int[] contextWords = new int[4]; Arrays.fill(contextWords, -1); for (int i = 0; i <= lastIndex; i++) { if (y.getLabel(i) instanceof PairLabelUnit) { if (y.getLabel(i).isNegative()) continue; if (candidateLabelUnit.isNegative()) { continue; } Pair pair = (Pair) instance.getSequence().get(i); if (pair.getW1().getId() == word.getId()) { String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel(); wordPairFv.add(candidateLabel.concat(pairLabel), 1.); wordPairFv.add(candidateLabel.concat(wBase).concat(pairLabel), 1.); if (params.getUseFullFeatures()) { // w-rel-w int w2Idx = ((JointInstance) instance).getWord(pair.getW2().getId()); if (w2Idx <= lastIndex) { String w2Base = pair.getW2().getWord().getRealBase(); String w2Label = ((WordLabelUnit) y.getLabel(w2Idx)).getLabel(); wordPairFv.add(candidateLabel.concat(pairLabel).concat(w2Label), 1.); wordPairFv.add( candidateLabel.concat(wBase).concat(pairLabel).concat(w2Label).concat(w2Base), 1.); } } } else if (pair.getW2().getId() == word.getId()) { String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel(); wordPairFv.add(pairLabel.concat(candidateLabel), 1.); wordPairFv.add(pairLabel.concat(wBase).concat(candidateLabel), 1.); if (params.getUseFullFeatures()) { // w-rel-w int w1Idx = ((JointInstance) instance).getWord(pair.getW1().getId()); if (w1Idx <= lastIndex) { String w1Base = pair.getW1().getWord().getRealBase(); String w1Label = ((WordLabelUnit) y.getLabel(w1Idx)).getLabel(); wordPairFv.add(w1Label.concat(pairLabel).concat(candidateLabel), 1.); wordPairFv.add( w1Base.concat(w1Label).concat(pairLabel).concat(candidateLabel).concat(wBase), 1.); } } } } else { assert y.getLabel(i) instanceof WordLabelUnit; if (!params.getUseGlobalEntityFeatures()) continue; Word w2 = (Word) instance.getSequence().get(i); if (w2.getId() == word.getId() - 2) { contextWords[0] = i; } if (w2.getId() == word.getId() - 1) { String wordLabel = ((WordLabelUnit) y.getLabel(i)).getLabel(); contextWords[1] = i; addBigramToFV( wordFv, wordLabel, w2.getWord().getRealBase(), w2.getWord().getPOS(), candidateLabel, wBase, wPOS); } else if (word.getId() == w2.getId() - 1) { String wordLabel = ((WordLabelUnit) y.getLabel(i)).getLabel(); contextWords[2] = i; addBigramToFV( wordFv, candidateLabel, wBase, wPOS, wordLabel, w2.getWord().getRealBase(), w2.getWord().getPOS()); } else if (word.getId() == w2.getId() - 2) { contextWords[3] = i; } } } List<Word> entityWords = getEntityWords(word, instance, y, lastIndex, candidateLabelUnit); if (entityWords.size() > 0) { if (params.getUseFullFeatures()) { String entString = entityString(entityWords); String candidateLabelType = candidateLabelUnit.getType(); wordFv.add(candidateLabelType.concat(entString), 1.); Word lastWord = entityWords.get(entityWords.size() - 1); for (int i = 0; i <= lastIndex; i++) { if (y.getLabel(i) instanceof PairLabelUnit) { if (y.getLabel(i).isNegative()) continue; Pair pair = (Pair) instance.getSequence().get(i); if (pair.getW1().getId() == lastWord.getId()) { String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel(); wordPairFv.add(candidateLabelType.concat(pairLabel), 1.); wordPairFv.add(candidateLabelType.concat(entString).concat(pairLabel), 1.); // ent-rel-ent int w2Idx = ((JointInstance) instance).getWord(pair.getW2().getId()); if (w2Idx <= lastIndex) { List<Word> e2Words = getEntityWords( pair.getW2(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w2Idx)); if (e2Words.size() > 0) { String e2String = entityString(e2Words); String w2LabelType = ((WordLabelUnit) y.getLabel(w2Idx)).getType(); wordPairFv.add(candidateLabelType.concat(pairLabel).concat(w2LabelType), 1.); wordPairFv.add( candidateLabelType .concat(entString) .concat(pairLabel) .concat(w2LabelType) .concat(e2String), 1.); } } } else if (pair.getW2().getId() == lastWord.getId()) { String pairLabel = ((PairLabelUnit) y.getLabel(i)).getLabel(); wordPairFv.add(pairLabel.concat(candidateLabelType), 1.); wordPairFv.add(pairLabel.concat(candidateLabelType).concat(entString), 1.); // ent-rel-ent int w1Idx = ((JointInstance) instance).getWord(pair.getW1().getId()); if (w1Idx <= lastIndex) { List<Word> e1Words = getEntityWords( pair.getW1(), instance, y, lastIndex, (WordLabelUnit) y.getLabel(w1Idx)); if (e1Words.size() > 0) { String e1String = entityString(e1Words); String w1LabelType = ((WordLabelUnit) y.getLabel(w1Idx)).getType(); wordPairFv.add(w1LabelType.concat(pairLabel).concat(candidateLabelType), 1.); wordPairFv.add( w1LabelType .concat(e1String) .concat(pairLabel) .concat(candidateLabelType) .concat(entString), 1.); } } } } } } } if (contextWords[0] >= 0 && contextWords[1] >= 0) { Word w0 = (Word) instance.getSequence().get(contextWords[0]); String l0 = ((WordLabelUnit) y.getLabel(contextWords[0])).getLabel(); Word w1 = (Word) instance.getSequence().get(contextWords[1]); String l1 = ((WordLabelUnit) y.getLabel(contextWords[1])).getLabel(); addTrigramToFV( wordFv, l0, w0.getWord().getRealBase(), w0.getWord().getPOS(), l1, w1.getWord().getRealBase(), w1.getWord().getPOS(), candidateLabel, wBase, wPOS); } if (contextWords[1] >= 0 && contextWords[2] >= 0) { Word w1 = (Word) instance.getSequence().get(contextWords[1]); String l1 = ((WordLabelUnit) y.getLabel(contextWords[1])).getLabel(); Word w2 = (Word) instance.getSequence().get(contextWords[2]); String l2 = ((WordLabelUnit) y.getLabel(contextWords[2])).getLabel(); addTrigramToFV( wordFv, l1, w1.getWord().getRealBase(), w1.getWord().getPOS(), candidateLabel, wBase, wPOS, l2, w2.getWord().getRealBase(), w2.getWord().getPOS()); } if (contextWords[2] >= 0 && contextWords[3] >= 0) { Word w2 = (Word) instance.getSequence().get(contextWords[2]); String l2 = ((WordLabelUnit) y.getLabel(contextWords[2])).getLabel(); Word w3 = (Word) instance.getSequence().get(contextWords[3]); String l3 = ((WordLabelUnit) y.getLabel(contextWords[3])).getLabel(); addTrigramToFV( wordFv, candidateLabel, wBase, wPOS, l2, w2.getWord().getRealBase(), w2.getWord().getPOS(), l3, w3.getWord().getRealBase(), w3.getWord().getPOS()); } globalFv.add(wordFv, "WORD"); wordPairFv.mult(params.getRelWeight()); globalFv.add(wordPairFv, "WORDPAIR"); return globalFv; }