public double singleSearch(int docNum)
throws IOException, InstantiationException, IllegalAccessException {
IndexReader reader = DirectoryReader.open(FSDirectory.open(new File(indexPath)));
// -----------
String query = reader.document(docNum).getValues("hash")[0];
CEDD ceddQuery = new CEDD();
ceddQuery.setByteArrayRepresentation(
reader.document(docNum).getField(DocumentBuilder.FIELD_NAME_CEDD).binaryValue().bytes,
reader.document(docNum).getField(DocumentBuilder.FIELD_NAME_CEDD).binaryValue().offset,
reader.document(docNum).getField(DocumentBuilder.FIELD_NAME_CEDD).binaryValue().length);
// -----------
HashSet<String> gold = new HashSet<String>(numImagesEval);
ImageSearcher cis = ImageSearcherFactory.createCEDDImageSearcher(100);
ImageSearchHits hits = cis.search(reader.document(docNum), reader);
for (int i = 0; i < 10; i++) {
gold.add(hits.doc(i).getValues(DocumentBuilder.FIELD_NAME_IDENTIFIER)[0]);
}
// ------------
IndexSearcher searcher = new IndexSearcher(reader);
searcher.setSimilarity(
new SimilarityBase() {
@Override
protected float score(BasicStats basicStats, float freq, float v2) {
return 1;
}
@Override
public String toString() {
return null;
}
});
TopDocs topDocs = searcher.search(createQuery(query), 500);
topDocs = rerank(topDocs, ceddQuery, reader);
// System.out.println("topDocs.scoreDocs.length = " + topDocs.scoreDocs.length);
double numMatches = 0;
for (int i = 0; i < topDocs.scoreDocs.length; i++) {
ScoreDoc scoreDoc = topDocs.scoreDocs[i];
// System.out.print(scoreDoc.score + ": ");
String file =
reader.document(scoreDoc.doc).getValues(DocumentBuilder.FIELD_NAME_IDENTIFIER)[0];
// System.out.println(file.substring(file.lastIndexOf('/') + 1) +
// (gold.contains(file)?" x":" o"));
if (gold.contains(file)) numMatches++;
}
return numMatches;
}
public void testLsaFilter() throws IOException {
// index images
// indexFiles();
// search
System.out.println("---< searching >-------------------------");
IndexReader reader = IndexReader.open(FSDirectory.open(new File(indexPath)));
Document document = reader.document(0);
ImageSearcher searcher = ImageSearcherFactory.createCEDDImageSearcher(100);
ImageSearchHits hits = searcher.search(document, reader);
// rerank
System.out.println("---< filtering >-------------------------");
LsaFilter filter = new LsaFilter(CEDD.class, DocumentBuilder.FIELD_NAME_CEDD);
hits = filter.filter(hits, document);
// output
FileUtils.saveImageResultsToHtml(
"filtertest", hits, document.getField(DocumentBuilder.FIELD_NAME_IDENTIFIER).stringValue());
}
public void testPerformance() throws IOException {
MetricSpacesInvertedListIndexing mes = MetricSpacesInvertedListIndexing.getDefaultInstance();
int numSearches = 10;
IndexReader reader = mes.getIndexReader(indexPath);
System.out.println(reader.maxDoc() + " documents");
TopDocs docs;
long ms = System.currentTimeMillis();
for (int i = 0; i < numSearches; i++) {
docs = mes.search(reader.document(i), indexPath);
}
ms = System.currentTimeMillis() - ms;
System.out.println("ms = " + ms);
ImageSearcher ceddSearcher = ImageSearcherFactory.createCEDDImageSearcher(100);
ms = System.currentTimeMillis();
for (int i = 0; i < numSearches; i++) {
ceddSearcher.search(reader.document(i), reader);
}
ms = System.currentTimeMillis() - ms;
System.out.println("ms = " + ms);
}