Esempio n. 1
0
 public IList<Object> getList() {
   //        if (list == null) {
   list = hazelcast.getList(namespace);
   //        }
   return list;
 }
  public BaseHazelCastStateTracker(String connectionString, String type, int stateTrackerPort)
      throws Exception {
    log.info(
        "Setting up hazelcast with type "
            + type
            + " connection string "
            + connectionString
            + " and port "
            + stateTrackerPort);

    if (type.equals("master") && !PortTaken.portTaken(stateTrackerPort)) {
      // sets up a proper connection string for reference wrt external actors needing a reference
      if (connectionString.equals("master")) {
        String host = InetAddress.getLocalHost().getHostName();
        this.connectionString = host + ":" + stateTrackerPort;
      }

      this.hazelCastPort = stateTrackerPort;
      config = hazelcast();

      h = Hazelcast.newHazelcastInstance(config);
      h.getCluster()
          .addMembershipListener(
              new MembershipListener() {

                @Override
                public void memberAdded(MembershipEvent membershipEvent) {
                  log.info("Member added " + membershipEvent.toString());
                }

                @Override
                public void memberRemoved(MembershipEvent membershipEvent) {
                  log.info("Member removed " + membershipEvent.toString());
                }

                @Override
                public void memberAttributeChanged(MemberAttributeEvent memberAttributeEvent) {
                  log.info("Member changed " + memberAttributeEvent.toString());
                }
              });
    } else if (type.equals("master") && PortTaken.portTaken(stateTrackerPort))
      throw new IllegalStateException(
          "Specified type was master and the port specified was taken, please specify a different port");
    else {

      setConnectionString(connectionString);
      log.info("Connecting to hazelcast on " + connectionString);
      ClientConfig client = new ClientConfig();
      client.getNetworkConfig().addAddress(connectionString);
      h = HazelcastClient.newHazelcastClient(client);
    }

    this.type = type;

    jobs = h.getList(JOBS);
    workers = h.getList(WORKERS);

    // we can make the assumption workers isn't empty because
    // the master node by default comes with a applyTransformToDestination of workers
    if (!this.type.equals("master")) {
      while (workers.isEmpty()) {
        log.warn("Waiting for data sync...");
        Thread.sleep(1000);
      }

      log.info("Workers is " + workers.size());
    }

    begunTraining = h.getAtomicReference(BEGUN);
    miniBatchSize = h.getAtomicReference(INPUT_SPLIT);
    workerEnabled = h.getMap(WORKER_ENABLED);
    replicate = h.getList(REPLICATE_WEIGHTS);
    topics = h.getList(TOPICS);
    updates = h.getList(UPDATES);
    heartbeat = h.getMap(HEART_BEAT);
    master = h.getAtomicReference(RESULT);
    isPretrain = h.getAtomicReference(IS_PRETRAIN);
    numTimesPretrain = h.getAtomicReference(NUM_TIMES_RUN_PRETRAIN);
    numTimesPretrainRan = h.getAtomicReference(NUM_TIMES_PRETRAIN_RAN);
    done = h.getAtomicReference(DONE);
    validationEpochs = h.getAtomicReference(VALIDATION_EPOCHS);
    improvementThreshold = h.getAtomicReference(IMPROVEMENT_THRESHOLD);
    bestLoss = h.getAtomicReference(BEST_LOSS);
    earlyStop = h.getAtomicReference(EARLY_STOP);
    patience = h.getAtomicReference(PATIENCE);
    patienceIncrease = h.getAtomicReference(PATIENCE_INCREASE);
    numBatches = h.getAtomicReference(NUM_BATCHES_SO_FAR_RAN);

    // applyTransformToDestination defaults only when master, otherwise, overrides previous values
    if (type.equals("master")) {
      begunTraining.set(false);
      saver = createUpdateSaver();
      numTimesPretrainRan.set(0);
      numTimesPretrain.set(1);
      isPretrain.set(true);
      done.set(false);
      resource = new StateTrackerDropWizardResource(this);
      bestLoss.set(Double.POSITIVE_INFINITY);
      earlyStop.set(true);
      patience.set(40.0);
      patienceIncrease.set(2.0);
      improvementThreshold.set(0.995);
      validationEpochs.set((int) Math.min(10, patience() / 2));
      numBatches.set(0);
    }
  }