@Override
protected void doPost() throws IOException {
String instanceGenerationPrefix =
Namespaces.getInstanceGenerationPrefix(getInstanceDir(), getGenerationID());
String outputPathKey = instanceGenerationPrefix + "trees/";
Store store = Store.get();
PMML joinedForest = null;
for (String treePrefix : store.list(outputPathKey, true)) {
File treeTempFile = File.createTempFile("model-", ".pmml.gz");
treeTempFile.deleteOnExit();
store.download(treePrefix, treeTempFile);
PMML pmml;
InputStream in = IOUtils.openMaybeDecompressing(treeTempFile);
try {
pmml = IOUtil.unmarshal(in);
} catch (SAXException e) {
throw new IOException(e);
} catch (JAXBException e) {
throw new IOException(e);
} finally {
in.close();
}
IOUtils.delete(treeTempFile);
if (joinedForest == null) {
joinedForest = pmml;
} else {
MiningModel existingModel = (MiningModel) joinedForest.getModels().get(0);
MiningModel nextModel = (MiningModel) pmml.getModels().get(0);
existingModel
.getSegmentation()
.getSegments()
.addAll(nextModel.getSegmentation().getSegments());
}
}
File tempJoinedForestFile = File.createTempFile("model-", ".pmml.gz");
tempJoinedForestFile.deleteOnExit();
OutputStream out = IOUtils.buildGZIPOutputStream(new FileOutputStream(tempJoinedForestFile));
try {
IOUtil.marshal(joinedForest, out);
} catch (JAXBException e) {
throw new IOException(e);
} finally {
out.close();
}
store.upload(instanceGenerationPrefix + "model.pmml.gz", tempJoinedForestFile, false);
IOUtils.delete(tempJoinedForestFile);
}
@Override
protected void loadRecentModel(long mostRecentModelGeneration) throws IOException {
if (mostRecentModelGeneration <= modelGeneration) {
return;
}
if (modelGeneration == NO_GENERATION) {
log.info("Most recent generation {} is the first available one", mostRecentModelGeneration);
} else {
log.info(
"Most recent generation {} is newer than current {}",
mostRecentModelGeneration,
modelGeneration);
}
File modelPMMLFile = File.createTempFile("model-", ".pmml.gz");
modelPMMLFile.deleteOnExit();
IOUtils.delete(modelPMMLFile);
Config config = ConfigUtils.getDefaultConfig();
String instanceDir = config.getString("model.instance-dir");
String generationPrefix =
Namespaces.getInstanceGenerationPrefix(instanceDir, mostRecentModelGeneration);
String modelPMMLKey = generationPrefix + "model.pmml.gz";
Store.get().download(modelPMMLKey, modelPMMLFile);
log.info("Loading model description from {}", modelPMMLKey);
Pair<DecisionForest, Map<Integer, BiMap<String, Integer>>> forestAndCatalog =
DecisionForestPMML.read(modelPMMLFile);
IOUtils.delete(modelPMMLFile);
log.info("Loaded model description");
modelGeneration = mostRecentModelGeneration;
currentModel = new Generation(forestAndCatalog.getFirst(), forestAndCatalog.getSecond());
}
private static void loadIDMapping(
String generationPrefix,
ALSModelDescription modelDescription,
final Generation generation,
Collection<Future<Object>> futures,
ExecutorService executor)
throws IOException {
String idMappingPrefix = generationPrefix + modelDescription.getIDMappingPath();
for (final String prefix : Store.get().list(idMappingPrefix, true)) {
futures.add(
executor.submit(
new Callable<Object>() {
@Override
public Void call() throws IOException {
for (CharSequence line : new FileLineIterable(Store.get().readFrom(prefix))) {
String[] columns = DelimitedDataUtils.decode(line, ',');
long numericID = Long.parseLong(columns[0]);
String id = columns[1];
Lock writeLock = generation.getKnownItemLock().writeLock();
StringLongMapping idMapping = generation.getIDMapping();
writeLock.lock();
try {
idMapping.addMapping(id, numericID);
} finally {
writeLock.unlock();
}
}
return null;
}
}));
}
}
private static LongSet loadXOrY(
String generationPrefix,
ALSModelDescription modelDescription,
boolean isX,
Generation generation,
Collection<Future<Object>> futures,
ExecutorService executor)
throws IOException {
String xOrYPrefix =
generationPrefix + (isX ? modelDescription.getXPath() : modelDescription.getYPath());
final LongSet loadedIDs = new LongSet();
final Lock writeLock =
isX ? generation.getXLock().writeLock() : generation.getYLock().writeLock();
final LongObjectMap<float[]> xOrYMatrix = isX ? generation.getX() : generation.getY();
for (final String xOrYFilePrefix : Store.get().list(xOrYPrefix, true)) {
futures.add(
executor.submit(
new Callable<Object>() {
@Override
public Void call() throws IOException {
for (String line : new FileLineIterable(Store.get().readFrom(xOrYFilePrefix))) {
int tab = line.indexOf('\t');
Preconditions.checkArgument(
tab >= 0, "Bad input line in %s: %s", xOrYFilePrefix, line);
long id = Long.parseLong(line.substring(0, tab));
float[] elements = DataUtils.readFeatureVector(line.substring(tab + 1));
writeLock.lock();
try {
xOrYMatrix.put(id, elements);
loadedIDs.add(id);
} finally {
writeLock.unlock();
}
}
log.info("Loaded feature vectors from {}", xOrYFilePrefix);
return null;
}
}));
}
return loadedIDs;
}
private static LongSet loadKnownItemIDs(
String generationPrefix,
ALSModelDescription modelDescription,
final Generation generation,
Collection<Future<Object>> futures,
ExecutorService executor)
throws IOException {
final LongSet loadedIDs = new LongSet();
String knownItemsPrefix = generationPrefix + modelDescription.getKnownItemsPath();
for (final String knownItemFilePrefix : Store.get().list(knownItemsPrefix, true)) {
futures.add(
executor.submit(
new Callable<Object>() {
@Override
public Void call() throws IOException {
for (String line :
new FileLineIterable(Store.get().readFrom(knownItemFilePrefix))) {
int tab = line.indexOf('\t');
Preconditions.checkArgument(
tab >= 0, "Bad input line in %s: %s", knownItemFilePrefix, line);
long userID = Long.parseLong(line.substring(0, tab));
LongSet itemIDs = stringToSet(line.substring(tab + 1));
Lock writeLock = generation.getKnownItemLock().writeLock();
LongObjectMap<LongSet> knownItems = generation.getKnownItemIDs();
writeLock.lock();
try {
knownItems.put(userID, itemIDs);
loadedIDs.add(userID);
} finally {
writeLock.unlock();
}
}
log.info("Loaded known items from {}", knownItemFilePrefix);
return null;
}
}));
}
return loadedIDs;
}
@Override
protected void runSteps() throws IOException {
String instanceDir = getInstanceDir();
int generationID = getGenerationID();
String generationPrefix = Namespaces.getInstanceGenerationPrefix(instanceDir, generationID);
int lastGenerationID = getLastGenerationID();
File currentInputDir = Files.createTempDir();
currentInputDir.deleteOnExit();
File tempOutDir = Files.createTempDir();
tempOutDir.deleteOnExit();
try {
Store store = Store.get();
store.downloadDirectory(generationPrefix + "inbound/", currentInputDir);
if (lastGenerationID >= 0) {
store.downloadDirectory(
Namespaces.getInstanceGenerationPrefix(instanceDir, lastGenerationID) + "input/",
currentInputDir);
}
List<Example> examples = new ArrayList<>();
Map<Integer, BiMap<String, Integer>> columnToCategoryNameToIDMapping = new HashMap<>();
new ReadInputs(currentInputDir, examples, columnToCategoryNameToIDMapping).call();
DecisionForest forest = DecisionForest.fromExamplesWithDefault(examples);
DecisionForestPMML.write(
new File(tempOutDir, "model.pmml.gz"), forest, columnToCategoryNameToIDMapping);
store.uploadDirectory(generationPrefix + "input/", currentInputDir, false);
store.uploadDirectory(generationPrefix, tempOutDir, false);
} finally {
IOUtils.deleteRecursively(currentInputDir);
IOUtils.deleteRecursively(tempOutDir);
}
}
void loadModel(int generationID, Generation currentGeneration) throws IOException {
File modelPMMLFile = File.createTempFile("oryx-model", ".pmml.gz");
modelPMMLFile.deleteOnExit();
IOUtils.delete(modelPMMLFile);
String generationPrefix = Namespaces.getInstanceGenerationPrefix(instanceDir, generationID);
String modelPMMLKey = generationPrefix + "model.pmml.gz";
Store.get().download(modelPMMLKey, modelPMMLFile);
log.info("Loading model description from {}", modelPMMLKey);
ALSModelDescription modelDescription = ALSModelDescription.read(modelPMMLFile);
IOUtils.delete(modelPMMLFile);
Collection<Future<Object>> futures = new ArrayList<>();
// Limit this fairly sharply to 2 so as to not saturate the network link
ExecutorService executor = ExecutorUtils.buildExecutor("LoadModel", 2);
LongSet loadedUserIDs;
LongSet loadedItemIDs;
LongSet loadedUserIDsForKnownItems;
try {
loadedUserIDs =
loadXOrY(generationPrefix, modelDescription, true, currentGeneration, futures, executor);
loadedItemIDs =
loadXOrY(generationPrefix, modelDescription, false, currentGeneration, futures, executor);
if (currentGeneration.getKnownItemIDs() == null) {
loadedUserIDsForKnownItems = null;
} else {
loadedUserIDsForKnownItems =
loadKnownItemIDs(
generationPrefix, modelDescription, currentGeneration, futures, executor);
}
loadIDMapping(generationPrefix, modelDescription, currentGeneration, futures, executor);
ExecutorUtils.getResults(futures);
log.info("Finished all load tasks");
} finally {
ExecutorUtils.shutdownNowAndAwait(executor);
}
log.info("Pruning old entries...");
synchronized (lockForRecent) {
removeNotUpdated(
currentGeneration.getX().keySetIterator(),
loadedUserIDs,
recentlyActiveUsers,
currentGeneration.getXLock().writeLock());
removeNotUpdated(
currentGeneration.getY().keySetIterator(),
loadedItemIDs,
recentlyActiveItems,
currentGeneration.getYLock().writeLock());
if (loadedUserIDsForKnownItems != null && currentGeneration.getKnownItemIDs() != null) {
removeNotUpdated(
currentGeneration.getKnownItemIDs().keySetIterator(),
loadedUserIDsForKnownItems,
recentlyActiveUsers,
currentGeneration.getKnownItemLock().writeLock());
}
this.recentlyActiveItems.clear();
this.recentlyActiveUsers.clear();
}
log.info("Recomputing generation state...");
currentGeneration.recomputeState();
log.info(
"All model elements loaded, {} users and {} items",
currentGeneration.getNumUsers(),
currentGeneration.getNumItems());
}