Wednesday, October 3, 2007

More Threads FTW

So the two threads version of the WideFinder in my last post is pretty practical, but it doesn't solve the theoretical problem of scaling to many cores/CPUs. It doesn't take too much to rejig it so it uses multiple worker threads. I decided to change it to use Futures instead of manually joining on the thread, and that is a bit nicer. I also introduced multiple file reading threads, so you can pass in a list of files separated by your system's path separator. The only slightly tricky thing is the use of a countdown latch to let us know when all the reading threads are finished. The maps returned by the workers must be combined to give use the final result. With the amount of work done for each line multiple worker threads don't help, but that could easily change if you were doing something more complex.


public class WideFinderManyThreads {
public static void main(String[] args) throws IOException, InterruptedException, ExecutionException {
int batchSize = Integer.parseInt(args[1]);
int numThreads = Integer.parseInt(args[2]);
final BlockingQueue<List<String>> queue = new ArrayBlockingQueue<List<String>>(100);
ExecutorService exec = Executors.newCachedThreadPool();

List<Future<Map<String, Integer>>> counters = new ArrayList<Future<Map<String, Integer>>>();
Pattern p = Pattern.compile("GET /ongoing/When/\\d\\d\\dx/(\\d\\d\\d\\d/\\d\\d/\\d\\d/[^ .]+) ");

String [] files = args[0].split(File.pathSeparator);
CountDownLatch latch = new CountDownLatch(files.length);

for (int i = 0; i < numThreads; i++) {
counters.add(exec.submit(new LineCounter(p, queue)));
}

for (String filename : files) {
exec.execute(new LineReader(queue,
new BufferedReader(new InputStreamReader(new FileInputStream(filename), "US-ASCII")),
latch, batchSize));
}

latch.await();
for (int i = 0; i < numThreads; i++) {
queue.put(LineCounter.FINISHED);
}

Map<String, Integer> combined = new HashMap<String, Integer>();
for (Future<Map<String, Integer>> future : counters) {
combine(combined, future.get());
}
exec.shutdown();

List<Entry<String, Integer>> results = new ArrayList<Map.Entry<String, Integer>>(combined.entrySet());
Collections.sort(results, new Comparator<Entry<String, Integer>>() {
public int compare(Entry<String, Integer> o1, Entry<String, Integer> o2) {
return o2.getValue().compareTo(o1.getValue());
}
});

for(int i = 0; i < 10; i++) {
System.out.println(results.get(i));
}
}

private static void combine(Map<String, Integer> combined, Map<String, Integer> section)
{
Set<Entry<String, Integer>> name = section.entrySet();
for (Entry<String,Integer> entry : name) {
Integer currentCount = combined.get(entry.getKey());
combined.put(entry.getKey(), (currentCount == null ? entry.getValue() : (currentCount + entry.getValue())));
}
}

static class LineReader implements Runnable {
private final BlockingQueue<List<String>> queue;
private final BufferedReader reader;
private final CountDownLatch latch;
private final int batchSize;

public LineReader(final BlockingQueue<List<String>> queue, final BufferedReader reader, final CountDownLatch latch, int batchSize)
{
this.queue = queue;
this.reader = reader;
this.latch = latch;
this.batchSize = batchSize;
}

public void run()
{
String line = null;
List<String> batch = new ArrayList<String>(batchSize);
try {
while ((line = reader.readLine()) != null) {
batch.add(line);
if (batch.size() == batchSize) {
queue.put(batch);
batch = new ArrayList<String>(batchSize);
}
}
queue.put(batch);
}
catch (Exception e) {
e.printStackTrace();
}
finally {
try {
reader.close();
}
catch (IOException e) {
e.printStackTrace();
}
latch.countDown();
}
}
}

static class LineCounter implements Callable<Map<String, Integer>> {
public static final List<String> FINISHED = new ArrayList<String>();
private final BlockingQueue<List<String>> queue;
private final Pattern pattern;
private final Map<String, Integer> counts = new HashMap<String, Integer>();

LineCounter(Pattern pattern, BlockingQueue<List<String>> queue) {
this.pattern = pattern;
this.queue = queue;
}

public Map<String, Integer> call() {
List<String> lines = null;
try {
while ((lines = queue.take()) != FINISHED) {
for (String line : lines) {
Matcher m = pattern.matcher(line);
if (m.find()) {
String key = m.group();
Integer currentCount = counts.get(key);
counts.put(key, (currentCount == null ? 1 : (currentCount + 1)));
}
}
}
}
catch (InterruptedException e) {
Thread.currentThread().interrupt();
}

return counts;
}
}
}


One thing I found was passing multiple files in, even when they were on the same disk, did result in a speedup. For example 1 file with 1m lines took about 2.5 seconds, and 2 files with 1m lines each and 3 processing threads took about 3.4 seconds. That is not bad at all. I had read about what some of the Erlang guys were doing with reading one file in parallel in multiple processes. I thought it was unlikely to give much of an advantage, but I am rethinking that now. I may have a look at implementing that in Java.

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