in opennlp-tools/src/main/java/opennlp/tools/parser/AbstractBottomUpParser.java [527:598]
public static Dictionary buildDictionary(ObjectStream<Parse> data, HeadRules rules,
TrainingParameters params) throws IOException {
int cutoff = params.getIntParameter("dict", TrainingParameters.CUTOFF_PARAM, 5);
NGramModel mdict = new NGramModel();
Parse p;
while ((p = data.read()) != null) {
p.updateHeads(rules);
Parse[] pwords = p.getTagNodes();
String[] words = new String[pwords.length];
//add all uni-grams
for (int wi = 0;wi < words.length; wi++) {
words[wi] = pwords[wi].getCoveredText();
}
mdict.add(new StringList(words), 1, 1);
//add tri-grams and bi-grams for initial sequence
Parse[] chunks = collapsePunctuation(ParserEventStream.getInitialChunks(p),
rules.getPunctuationTags());
String[] cwords = new String[chunks.length];
for (int wi = 0; wi < cwords.length; wi++) {
cwords[wi] = chunks[wi].getHead().getCoveredText();
}
mdict.add(new StringList(cwords), 2, 3);
//emulate reductions to produce additional n-grams
int ci = 0;
while (ci < chunks.length) {
// System.err.println("chunks["+ci+"]="+chunks[ci].getHead().getCoveredText()
// +" chunks.length="+chunks.length + " " + chunks[ci].getParent());
if (chunks[ci].getParent() == null) {
chunks[ci].show();
}
if (lastChild(chunks[ci], chunks[ci].getParent(),rules.getPunctuationTags())) {
//perform reduce
int reduceStart = ci;
while (reduceStart >= 0 && chunks[reduceStart].getParent() == chunks[ci].getParent()) {
reduceStart--;
}
reduceStart++;
chunks = ParserEventStream.reduceChunks(chunks,ci,chunks[ci].getParent());
ci = reduceStart;
if (chunks.length != 0) {
String[] window = new String[5];
int wi = 0;
if (ci - 2 >= 0) window[wi++] = chunks[ci - 2].getHead().getCoveredText();
if (ci - 1 >= 0) window[wi++] = chunks[ci - 1].getHead().getCoveredText();
window[wi++] = chunks[ci].getHead().getCoveredText();
if (ci + 1 < chunks.length) window[wi++] = chunks[ci + 1].getHead().getCoveredText();
if (ci + 2 < chunks.length) window[wi++] = chunks[ci + 2].getHead().getCoveredText();
if (wi < 5) {
String[] subWindow = new String[wi];
System.arraycopy(window, 0, subWindow, 0, wi);
window = subWindow;
}
if (window.length >= 3) {
mdict.add(new StringList(window), 2, 3);
}
else if (window.length == 2) {
mdict.add(new StringList(window), 2, 2);
}
}
ci = reduceStart - 1; //ci will be incremented at end of loop
}
ci++;
}
}
mdict.cutoff(cutoff, Integer.MAX_VALUE);
return mdict.toDictionary(true);
}