private static LongSet stringToSet(CharSequence values) {
LongSet result = new LongSet();
for (String valueString : DelimitedDataUtils.decode(values, ',')) {
result.add(Long.parseLong(valueString));
}
return result;
}
/**
* CSV output contains one recommendation per line, and each line is of the form {@code
* itemID,strength}, like {@code "ABC",0.53}. Strength is an opaque indicator of the relative
* quality of the recommendation.
*/
final void output(ServletResponse response, Iterable<IDValue> items) throws IOException {
Writer writer = response.getWriter();
for (IDValue item : items) {
writer.write(DelimitedDataUtils.encode(item.getID(), Float.toString(item.getValue())));
writer.write('\n');
}
}
private static String setToString(LongFloatMap map) {
LongPrimitiveIterator it = map.keySetIterator();
Collection<String> keyStrings = Lists.newArrayListWithCapacity(map.size());
while (it.hasNext()) {
keyStrings.add(Long.toString(it.nextLong()));
}
return DelimitedDataUtils.encode(',', keyStrings);
}
@Override
public void process(Pair<Long, Iterable<NumericIDValue>> input, Emitter<String> emitter) {
StringLongMapping mapping = idMapping.getIDMapping();
Iterable<NumericIDValue> recs = TopN.selectTopN(input.second().iterator(), numRecs);
String userID = mapping.toString(input.first());
for (NumericIDValue rec : recs) {
emitter.emit(
DelimitedDataUtils.encode(
',', userID, mapping.toString(rec.getID()), Float.toString(rec.getValue())));
}
}
@Override
protected void doPost(HttpServletRequest request, HttpServletResponse response)
throws IOException {
RDFGenerationManager generationManager = getGenerationManager();
Generation generation = generationManager.getCurrentGeneration();
if (generation == null) {
response.sendError(HttpServletResponse.SC_SERVICE_UNAVAILABLE);
return;
}
InboundSettings inboundSettings = getInboundSettings();
TreeBasedClassifier forest = generation.getForest();
Map<Integer, BiMap<String, Integer>> columnToCategoryNameToIDMapping =
generation.getColumnToCategoryNameToIDMapping();
int totalColumns = getTotalColumns();
for (CharSequence line : CharStreams.readLines(request.getReader())) {
generationManager.append(line);
String[] tokens = DelimitedDataUtils.decode(line);
if (tokens.length != totalColumns) {
response.sendError(HttpServletResponse.SC_BAD_REQUEST, "Wrong column count");
return;
}
Feature target = null;
Feature[] features = new Feature[totalColumns]; // Too big by 1 but makes math easier
try {
for (int col = 0; col < features.length; col++) {
if (col == inboundSettings.getTargetColumn()) {
target = buildFeature(col, tokens[col], columnToCategoryNameToIDMapping);
features[col] = IgnoredFeature.INSTANCE;
} else {
features[col] = buildFeature(col, tokens[col], columnToCategoryNameToIDMapping);
}
}
} catch (IllegalArgumentException iae) {
response.sendError(HttpServletResponse.SC_BAD_REQUEST, "Bad input line");
return;
}
Preconditions.checkNotNull(target);
Example example = new Example(target, features);
forest.update(example);
}
}
@Override
protected void doPost(HttpServletRequest request, HttpServletResponse response)
throws IOException {
KMeansGenerationManager generationManager = getGenerationManager();
Generation generation = generationManager.getCurrentGeneration();
if (generation == null) {
response.sendError(HttpServletResponse.SC_SERVICE_UNAVAILABLE);
return;
}
for (CharSequence line : CharStreams.readLines(request.getReader())) {
generationManager.append(line);
RealVector vec = generation.toVector(DelimitedDataUtils.decode(line));
if (vec == null) {
response.sendError(HttpServletResponse.SC_BAD_REQUEST, "Wrong column count");
return;
}
// TODO update the centers, along the lines of Meyerson et al.
}
}