public static DocVector[] getCosineSimilarityMatrix(List<String> fileSentences)
throws IOException {
RAMDirectory ramDir = new RAMDirectory();
FileReader fr = new FileReader(new File("lib/stoplists/en.txt"));
// Set<String> stopWords = new HashSet<String>(FileUtils.readLines(new File("stop-words.txt")));
Analyzer analyzer = new StopAnalyzer(Version.LUCENE_36, fr);
// Index the full text of both documents
// IndexWriter writer = new IndexWriter(ramDir, new StandardAnalyzer(Version.LUCENE_36), true,
// IndexWriter.MaxFieldLength.UNLIMITED);
IndexWriter writer =
new IndexWriter(ramDir, new IndexWriterConfig(Version.LUCENE_36, analyzer));
for (String s : fileSentences) {
Document doc1 = new Document();
StringReader d1reader = new StringReader(s);
doc1.add(new Field("contents", d1reader, TermVector.YES));
writer.addDocument(doc1);
}
// writer.commit();
writer.close();
DocVector[] docs = new DocVector[fileSentences.size()];
// Build a term vector for each document
IndexReader RAMreader = IndexReader.open(ramDir);
Map<String, Integer> terms = new HashMap<String, Integer>();
TermEnum termEnum = RAMreader.terms(new Term("contents"));
// System.out.println(RAMreader.numDocs());
int pos = 0;
while (termEnum.next()) {
Term term = termEnum.term();
if (!"contents".equals(term.field())) break;
terms.put(term.text(), pos++);
}
// System.out.println("Num terms:"+terms.size());
for (int i = 0; i < fileSentences.size(); i++) {
TermFreqVector[] tfvs = RAMreader.getTermFreqVectors(i);
docs[i] = new DocVector(terms);
if (tfvs == null) continue;
for (TermFreqVector tfv : tfvs) {
String[] termTexts = tfv.getTerms();
int[] termFreqs = tfv.getTermFrequencies();
for (int j = 0; j < termTexts.length; j++) {
double idfValue = getIDF(RAMreader, termTexts[j]);
double tfIdfValue = termFreqs[j] * idfValue;
docs[i].setEntry(termTexts[j], tfIdfValue);
}
}
docs[i].normalize();
}
RAMreader.close();
ramDir.close();
// ramDir.close();
// System.out.println(RAMreader.numDocs());
// System.out.println("Similarity:" + calcCosineSimilarity(docs[5], docs[19]));
return docs;
}
/** @see LuceneIndexReader#getTermFreqVectors(int) */
public TermFreqVector[] getTermFreqVectors(int docNumber) throws IOException {
return indexReader.getTermFreqVectors(docNumber);
}
