Examples with SocketReaderMeta org.pentaho.di.trans.steps.socketreader.SocketReaderMeta used on opensource projects

Example 1 with SocketReaderMeta

use of org.pentaho.di.trans.steps.socketreader.SocketReaderMeta in project pentaho-kettle by pentaho.

the class TransSplitter method splitOriginalTransformation.

public void splitOriginalTransformation() throws KettleException {
    clear();
    // Mixing clusters is not supported at the moment
    // Perform some basic checks on the cluster configuration.
    // 
    findUsedOriginalSteps();
    checkClusterConfiguration();
    generateSlavePartitionSchemas();
    try {
        SlaveServer masterSlaveServer = getMasterServer();
        masterTransMeta = getOriginalCopy(false, null, null);
        ClusterSchema clusterSchema = originalTransformation.findFirstUsedClusterSchema();
        List<SlaveServer> slaveServers = clusterSchema.getSlaveServers();
        int nrSlavesNodes = clusterSchema.findNrSlaves();
        boolean encrypt = false;
        byte[] transformationKey = null;
        PublicKey pubK = null;
        if (encrypt) {
            KeyPair pair = CertificateGenEncryptUtil.generateKeyPair();
            pubK = pair.getPublic();
            PrivateKey privK = pair.getPrivate();
            Key key1 = CertificateGenEncryptUtil.generateSingleKey();
            try {
                transformationKey = CertificateGenEncryptUtil.encodeKeyForTransmission(privK, key1);
            } catch (InvalidKeyException ex) {
                masterTransMeta.getLogChannel().logError("Invalid key was used for encoding", ex);
            } catch (IllegalBlockSizeException ex) {
                masterTransMeta.getLogChannel().logError("Error happenned during key encoding", ex);
            } catch (Exception ex) {
                masterTransMeta.getLogChannel().logError("Error happenned during encryption initialization", ex);
            }
        }
        for (int r = 0; r < referenceSteps.length; r++) {
            StepMeta referenceStep = referenceSteps[r];
            List<StepMeta> prevSteps = originalTransformation.findPreviousSteps(referenceStep);
            int nrPreviousSteps = prevSteps.size();
            for (int p = 0; p < nrPreviousSteps; p++) {
                StepMeta previousStep = prevSteps.get(p);
                if (!referenceStep.isClustered()) {
                    if (!previousStep.isClustered()) {
                        // No clustering involved here: just add the reference step to the master
                        // 
                        StepMeta target = masterTransMeta.findStep(referenceStep.getName());
                        if (target == null) {
                            target = (StepMeta) referenceStep.clone();
                            masterTransMeta.addStep(target);
                        }
                        StepMeta source = masterTransMeta.findStep(previousStep.getName());
                        if (source == null) {
                            source = (StepMeta) previousStep.clone();
                            masterTransMeta.addStep(source);
                        }
                        // Add a hop too...
                        // 
                        TransHopMeta masterHop = new TransHopMeta(source, target);
                        masterTransMeta.addTransHop(masterHop);
                    } else {
                        // reference step is NOT clustered
                        // Previous step is clustered
                        // --> We read from the slave server using socket readers.
                        // We need a reader for each slave server in the cluster
                        // 
                        // Also add the reference step to the master. (cloned)
                        // 
                        StepMeta masterStep = masterTransMeta.findStep(referenceStep.getName());
                        if (masterStep == null) {
                            masterStep = (StepMeta) referenceStep.clone();
                            masterStep.setLocation(masterStep.getLocation().x, masterStep.getLocation().y);
                            masterTransMeta.addStep(masterStep);
                        }
                        Queue<Integer> masterStepCopyNumbers = new LinkedList<Integer>();
                        for (int i = 0; i < masterStep.getCopies(); i++) {
                            masterStepCopyNumbers.add(i);
                        }
                        // 
                        for (int slaveNr = 0; slaveNr < slaveServers.size(); slaveNr++) {
                            SlaveServer sourceSlaveServer = slaveServers.get(slaveNr);
                            if (!sourceSlaveServer.isMaster()) {
                                // MASTER: add remote input steps to the master step. That way it can receive data over sockets.
                                // 
                                // SLAVE : add remote output steps to the previous step
                                // 
                                TransMeta slave = getSlaveTransformation(clusterSchema, sourceSlaveServer);
                                // See if we can add a link to the previous using the Remote Steps concept.
                                // 
                                StepMeta slaveStep = slave.findStep(previousStep.getName());
                                if (slaveStep == null) {
                                    slaveStep = addSlaveCopy(slave, previousStep, sourceSlaveServer);
                                }
                                // Make sure the data finds its way back to the master.
                                // 
                                // Verify the partitioning for this slave step.
                                // It's running in 1 or more copies depending on the number of partitions
                                // Get the number of target partitions...
                                // 
                                StepPartitioningMeta previousStepPartitioningMeta = previousStep.getStepPartitioningMeta();
                                PartitionSchema previousPartitionSchema = previousStepPartitioningMeta.getPartitionSchema();
                                int nrOfSourceCopies = determineNrOfStepCopies(sourceSlaveServer, previousStep);
                                // 
                                if (masterStep.getCopies() != 1 && masterStep.getCopies() != nrOfSourceCopies) {
                                    // this case might be handled correctly later
                                    String message = BaseMessages.getString(PKG, "TransSplitter.Clustering.CopyNumberStep", nrSlavesNodes, previousStep.getName(), masterStep.getName());
                                    throw new KettleException(message);
                                }
                                // 
                                for (int sourceCopyNr = 0; sourceCopyNr < nrOfSourceCopies; sourceCopyNr++) {
                                    // The masterStepCopy number is increasing for each remote copy on each slave.
                                    // This makes the master distribute to each copy of the slave properly.
                                    // There is a check above to make sure that the master has either 1 copy or the same as slave*copies
                                    Integer masterStepCopyNr = masterStepCopyNumbers.poll();
                                    if (masterStepCopyNr == null) {
                                        masterStepCopyNr = 0;
                                    }
                                    // We open a port on the various slave servers...
                                    // So the source is the slave server, the target the master.
                                    // 
                                    int port = getPort(clusterSchema, sourceSlaveServer, slaveStep.getName(), sourceCopyNr, masterSlaveServer, masterStep.getName(), masterStepCopyNr);
                                    RemoteStep remoteMasterStep = new RemoteStep(sourceSlaveServer.getHostname(), masterSlaveServer.getHostname(), Integer.toString(port), slaveStep.getName(), sourceCopyNr, masterStep.getName(), masterStepCopyNr, sourceSlaveServer.getName(), masterSlaveServer.getName(), socketsBufferSize, compressingSocketStreams, originalTransformation.getStepFields(previousStep));
                                    remoteMasterStep.setEncryptingStreams(encrypt);
                                    remoteMasterStep.setKey(transformationKey);
                                    masterStep.getRemoteInputSteps().add(remoteMasterStep);
                                    RemoteStep remoteSlaveStep = new RemoteStep(sourceSlaveServer.getHostname(), masterSlaveServer.getHostname(), Integer.toString(port), slaveStep.getName(), sourceCopyNr, masterStep.getName(), masterStepCopyNr, sourceSlaveServer.getName(), masterSlaveServer.getName(), socketsBufferSize, compressingSocketStreams, originalTransformation.getStepFields(previousStep));
                                    remoteSlaveStep.setEncryptingStreams(encrypt);
                                    remoteSlaveStep.setKey(transformationKey);
                                    slaveStep.getRemoteOutputSteps().add(remoteSlaveStep);
                                    // 
                                    if (slaveStep.isPartitioned()) {
                                        slaveStepCopyPartitionDistribution.addPartition(sourceSlaveServer.getName(), previousPartitionSchema.getName(), sourceCopyNr);
                                    }
                                }
                                // 
                                if (referenceStep.isPartitioned()) {
                                    // Set the target partitioning schema for the source step (master)
                                    // 
                                    StepPartitioningMeta stepPartitioningMeta = previousStepPartitioningMeta.clone();
                                    PartitionSchema partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                    partitionSchema.setName(createTargetPartitionSchemaName(partitionSchema.getName()));
                                    if (partitionSchema.isDynamicallyDefined()) {
                                        // Expand the cluster definition to: nrOfSlaves*nrOfPartitionsPerSlave...
                                        // 
                                        partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                    }
                                    masterStep.setTargetStepPartitioningMeta(stepPartitioningMeta);
                                    masterTransMeta.addOrReplacePartitionSchema(partitionSchema);
                                    // Now set the partitioning schema for the slave step...
                                    // For the slave step, we only should those partition IDs that are interesting for the current
                                    // slave...
                                    // 
                                    stepPartitioningMeta = previousStepPartitioningMeta.clone();
                                    partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                    partitionSchema.setName(createSlavePartitionSchemaName(partitionSchema.getName()));
                                    if (partitionSchema.isDynamicallyDefined()) {
                                        // Expand the cluster definition to: nrOfSlaves*nrOfPartitionsPerSlave...
                                        // 
                                        partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                    }
                                    partitionSchema.retainPartitionsForSlaveServer(clusterSchema.findNrSlaves(), getSlaveServerNumber(clusterSchema, sourceSlaveServer));
                                    slave.addOrReplacePartitionSchema(partitionSchema);
                                }
                            }
                        }
                    }
                } else {
                    if (!previousStep.isClustered()) {
                        // reference step is clustered
                        // previous step is not clustered
                        // --> Add a socket writer for each slave server
                        // 
                        // MASTER : add remote output step to the previous step
                        // 
                        StepMeta sourceStep = masterTransMeta.findStep(previousStep.getName());
                        if (sourceStep == null) {
                            sourceStep = (StepMeta) previousStep.clone();
                            sourceStep.setLocation(previousStep.getLocation().x, previousStep.getLocation().y);
                            masterTransMeta.addStep(sourceStep);
                        }
                        Queue<Integer> masterStepCopyNumbers = new LinkedList<Integer>();
                        for (int i = 0; i < sourceStep.getCopies(); i++) {
                            masterStepCopyNumbers.add(i);
                        }
                        for (int s = 0; s < slaveServers.size(); s++) {
                            SlaveServer targetSlaveServer = slaveServers.get(s);
                            if (!targetSlaveServer.isMaster()) {
                                // SLAVE : add remote input step to the reference slave step...
                                // 
                                TransMeta slaveTransMeta = getSlaveTransformation(clusterSchema, targetSlaveServer);
                                // also add the step itself.
                                StepMeta targetStep = slaveTransMeta.findStep(referenceStep.getName());
                                if (targetStep == null) {
                                    targetStep = addSlaveCopy(slaveTransMeta, referenceStep, targetSlaveServer);
                                }
                                // Verify the partitioning for this slave step.
                                // It's running in 1 or more copies depending on the number of partitions
                                // Get the number of target partitions...
                                // 
                                StepPartitioningMeta targetStepPartitioningMeta = referenceStep.getStepPartitioningMeta();
                                PartitionSchema targetPartitionSchema = targetStepPartitioningMeta.getPartitionSchema();
                                int nrOfTargetCopies = determineNrOfStepCopies(targetSlaveServer, referenceStep);
                                // 
                                for (int targetCopyNr = 0; targetCopyNr < nrOfTargetCopies; targetCopyNr++) {
                                    // The masterStepCopy number is increasing for each remote copy on each slave.
                                    // This makes the master distribute to each copy of the slave properly.
                                    // There is a check above to make sure that the master has either 1 copy or the same as slave*copies
                                    Integer masterStepCopyNr = masterStepCopyNumbers.poll();
                                    if (masterStepCopyNr == null) {
                                        masterStepCopyNr = 0;
                                    }
                                    // The master step opens server socket ports
                                    // So the IP address should be the same, in this case, the master...
                                    // 
                                    int port = getPort(clusterSchema, masterSlaveServer, sourceStep.getName(), masterStepCopyNr, targetSlaveServer, referenceStep.getName(), targetCopyNr);
                                    RemoteStep remoteMasterStep = new RemoteStep(masterSlaveServer.getHostname(), targetSlaveServer.getHostname(), Integer.toString(port), sourceStep.getName(), masterStepCopyNr, referenceStep.getName(), targetCopyNr, masterSlaveServer.getName(), targetSlaveServer.getName(), socketsBufferSize, compressingSocketStreams, originalTransformation.getStepFields(previousStep));
                                    remoteMasterStep.setEncryptingStreams(encrypt);
                                    remoteMasterStep.setKey(transformationKey);
                                    sourceStep.getRemoteOutputSteps().add(remoteMasterStep);
                                    RemoteStep remoteSlaveStep = new RemoteStep(masterSlaveServer.getHostname(), targetSlaveServer.getHostname(), Integer.toString(port), sourceStep.getName(), masterStepCopyNr, referenceStep.getName(), targetCopyNr, masterSlaveServer.getName(), targetSlaveServer.getName(), socketsBufferSize, compressingSocketStreams, originalTransformation.getStepFields(previousStep));
                                    remoteSlaveStep.setEncryptingStreams(encrypt);
                                    remoteSlaveStep.setKey(transformationKey);
                                    targetStep.getRemoteInputSteps().add(remoteSlaveStep);
                                    // 
                                    if (targetStep.isPartitioned()) {
                                        slaveStepCopyPartitionDistribution.addPartition(targetSlaveServer.getName(), targetPartitionSchema.getName(), targetCopyNr);
                                    }
                                }
                                // 
                                if (targetStepPartitioningMeta.isPartitioned()) {
                                    // Set the target partitioning schema for the source step (master)
                                    // 
                                    StepPartitioningMeta stepPartitioningMeta = targetStepPartitioningMeta.clone();
                                    PartitionSchema partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                    partitionSchema.setName(createTargetPartitionSchemaName(partitionSchema.getName()));
                                    if (partitionSchema.isDynamicallyDefined()) {
                                        // Expand the cluster definition to: nrOfSlaves*nrOfPartitionsPerSlave...
                                        // 
                                        partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                    }
                                    sourceStep.setTargetStepPartitioningMeta(stepPartitioningMeta);
                                    masterTransMeta.addOrReplacePartitionSchema(partitionSchema);
                                    // Now set the partitioning schema for the slave step...
                                    // For the slave step, we only should those partition IDs that are interesting for the current
                                    // slave...
                                    // 
                                    stepPartitioningMeta = targetStepPartitioningMeta.clone();
                                    partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                    partitionSchema.setName(createSlavePartitionSchemaName(partitionSchema.getName()));
                                    if (partitionSchema.isDynamicallyDefined()) {
                                        // Expand the cluster definition to: nrOfSlaves*nrOfPartitionsPerSlave...
                                        // 
                                        partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                    }
                                    partitionSchema.retainPartitionsForSlaveServer(clusterSchema.findNrSlaves(), getSlaveServerNumber(clusterSchema, targetSlaveServer));
                                    slaveTransMeta.addOrReplacePartitionSchema(partitionSchema);
                                }
                            }
                        }
                    } else {
                        // 
                        for (int slaveNr = 0; slaveNr < slaveServers.size(); slaveNr++) {
                            SlaveServer targetSlaveServer = slaveServers.get(slaveNr);
                            if (!targetSlaveServer.isMaster()) {
                                // SLAVE
                                TransMeta slaveTransMeta = getSlaveTransformation(clusterSchema, targetSlaveServer);
                                // This is the target step
                                // 
                                StepMeta targetStep = slaveTransMeta.findStep(referenceStep.getName());
                                if (targetStep == null) {
                                    targetStep = addSlaveCopy(slaveTransMeta, referenceStep, targetSlaveServer);
                                }
                                // This is the source step
                                // 
                                StepMeta sourceStep = slaveTransMeta.findStep(previousStep.getName());
                                if (sourceStep == null) {
                                    sourceStep = addSlaveCopy(slaveTransMeta, previousStep, targetSlaveServer);
                                }
                                // Add a hop between source and target
                                // 
                                TransHopMeta slaveHop = new TransHopMeta(sourceStep, targetStep);
                                slaveTransMeta.addTransHop(slaveHop);
                                // Verify the partitioning
                                // That means is this case that it is possible that
                                // 
                                // 1) the number of partitions is larger than the number of slaves
                                // 2) the partitioning method might change requiring the source step to do re-partitioning.
                                // 
                                // We need to provide the source step with the information to re-partition correctly.
                                // 
                                // Case 1: both source and target are partitioned on the same partition schema.
                                // 
                                StepPartitioningMeta sourceStepPartitioningMeta = previousStep.getStepPartitioningMeta();
                                StepPartitioningMeta targetStepPartitioningMeta = referenceStep.getStepPartitioningMeta();
                                if (previousStep.isPartitioned() && referenceStep.isPartitioned() && sourceStepPartitioningMeta.equals(targetStepPartitioningMeta)) {
                                    // Just divide the partitions over the available slaves...
                                    // set the appropriate partition schema for both step...
                                    // 
                                    StepPartitioningMeta stepPartitioningMeta = sourceStepPartitioningMeta.clone();
                                    PartitionSchema partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                    partitionSchema.setName(createSlavePartitionSchemaName(partitionSchema.getName()));
                                    if (partitionSchema.isDynamicallyDefined()) {
                                        partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                    }
                                    partitionSchema.retainPartitionsForSlaveServer(clusterSchema.findNrSlaves(), getSlaveServerNumber(clusterSchema, targetSlaveServer));
                                    sourceStep.setStepPartitioningMeta(stepPartitioningMeta);
                                    targetStep.setStepPartitioningMeta(stepPartitioningMeta);
                                    slaveTransMeta.addOrReplacePartitionSchema(partitionSchema);
                                } else if ((!previousStep.isPartitioned() && referenceStep.isPartitioned()) || (previousStep.isPartitioned() && referenceStep.isPartitioned() && !sourceStepPartitioningMeta.equals(targetStep.getStepPartitioningMeta()))) {
                                    // Case 2: both source and target are partitioned on a different partition schema.
                                    // Case 3: source is not partitioned, target is partitioned.
                                    // 
                                    // --> This means that we're re-partitioning!!
                                    // 
                                    PartitionSchema targetPartitionSchema = targetStepPartitioningMeta.getPartitionSchema();
                                    PartitionSchema sourcePartitionSchema = sourceStepPartitioningMeta.getPartitionSchema();
                                    // 
                                    for (int partSlaveNr = 0; partSlaveNr < slaveServers.size(); partSlaveNr++) {
                                        SlaveServer sourceSlaveServer = slaveServers.get(partSlaveNr);
                                        if (!sourceSlaveServer.isMaster()) {
                                            // It's running in 1 or more copies depending on the number of partitions
                                            // Get the number of target partitions...
                                            // 
                                            Map<PartitionSchema, List<String>> partitionsMap = slaveServerPartitionsMap.get(sourceSlaveServer);
                                            int nrOfTargetPartitions = 1;
                                            if (targetStep.isPartitioned() && targetPartitionSchema != null) {
                                                List<String> targetPartitionsList = partitionsMap.get(targetPartitionSchema);
                                                nrOfTargetPartitions = targetPartitionsList.size();
                                            } else if (targetStep.getCopies() > 1) {
                                                nrOfTargetPartitions = targetStep.getCopies();
                                            }
                                            // Get the number of source partitions...
                                            // 
                                            int nrOfSourcePartitions = 1;
                                            if (sourceStep.isPartitioned() && sourcePartitionSchema != null) {
                                                List<String> sourcePartitionsList = partitionsMap.get(sourcePartitionSchema);
                                                nrOfSourcePartitions = sourcePartitionsList.size();
                                            } else if (sourceStep.getCopies() > 1) {
                                                nrOfSourcePartitions = sourceStep.getCopies();
                                            }
                                            // 
                                            for (int sourceCopyNr = 0; sourceCopyNr < nrOfSourcePartitions; sourceCopyNr++) {
                                                for (int targetCopyNr = 0; targetCopyNr < nrOfTargetPartitions; targetCopyNr++) {
                                                    if (!targetSlaveServer.equals(sourceSlaveServer)) {
                                                        // We hit only get the remote steps, NOT the local ones.
                                                        // That's why it's OK to generate all combinations.
                                                        // 
                                                        int outPort = getPort(clusterSchema, targetSlaveServer, sourceStep.getName(), sourceCopyNr, sourceSlaveServer, targetStep.getName(), targetCopyNr);
                                                        RemoteStep remoteOutputStep = new RemoteStep(targetSlaveServer.getHostname(), sourceSlaveServer.getHostname(), Integer.toString(outPort), sourceStep.getName(), sourceCopyNr, targetStep.getName(), targetCopyNr, targetSlaveServer.getName(), sourceSlaveServer.getName(), socketsBufferSize, compressingSocketStreams, originalTransformation.getStepFields(previousStep));
                                                        remoteOutputStep.setEncryptingStreams(encrypt);
                                                        remoteOutputStep.setKey(transformationKey);
                                                        sourceStep.getRemoteOutputSteps().add(remoteOutputStep);
                                                        // OK, so the source step is sending rows out on the reserved ports
                                                        // What we need to do now is link all the OTHER slaves up to them.
                                                        // 
                                                        int inPort = getPort(clusterSchema, sourceSlaveServer, sourceStep.getName(), sourceCopyNr, targetSlaveServer, targetStep.getName(), targetCopyNr);
                                                        RemoteStep remoteInputStep = new RemoteStep(sourceSlaveServer.getHostname(), targetSlaveServer.getHostname(), Integer.toString(inPort), sourceStep.getName(), sourceCopyNr, targetStep.getName(), targetCopyNr, sourceSlaveServer.getName(), targetSlaveServer.getName(), socketsBufferSize, compressingSocketStreams, originalTransformation.getStepFields(previousStep));
                                                        remoteInputStep.setEncryptingStreams(encrypt);
                                                        remoteInputStep.setKey(transformationKey);
                                                        targetStep.getRemoteInputSteps().add(remoteInputStep);
                                                    }
                                                    // OK, save the partition number for the target step in the partition distribution...
                                                    // 
                                                    slaveStepCopyPartitionDistribution.addPartition(sourceSlaveServer.getName(), targetPartitionSchema.getName(), targetCopyNr);
                                                }
                                            }
                                            if (sourceStepPartitioningMeta.isPartitioned()) {
                                                // Set the correct partitioning schema for the source step.
                                                // 
                                                // Set the target partitioning schema for the target step (slave)
                                                // 
                                                StepPartitioningMeta stepPartitioningMeta = sourceStepPartitioningMeta.clone();
                                                PartitionSchema partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                                partitionSchema.setName(createSlavePartitionSchemaName(partitionSchema.getName()));
                                                if (partitionSchema.isDynamicallyDefined()) {
                                                    // Expand the cluster definition to: nrOfSlaves*nrOfPartitionsPerSlave...
                                                    // 
                                                    partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                                }
                                                partitionSchema.retainPartitionsForSlaveServer(clusterSchema.findNrSlaves(), getSlaveServerNumber(clusterSchema, targetSlaveServer));
                                                sourceStep.setStepPartitioningMeta(stepPartitioningMeta);
                                                slaveTransMeta.addOrReplacePartitionSchema(partitionSchema);
                                            }
                                            if (targetStepPartitioningMeta.isPartitioned()) {
                                                // Set the target partitioning schema for the target step (slave)
                                                // 
                                                StepPartitioningMeta stepPartitioningMeta = targetStepPartitioningMeta.clone();
                                                PartitionSchema partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                                partitionSchema.setName(createSlavePartitionSchemaName(partitionSchema.getName()));
                                                if (partitionSchema.isDynamicallyDefined()) {
                                                    partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                                }
                                                partitionSchema.retainPartitionsForSlaveServer(clusterSchema.findNrSlaves(), getSlaveServerNumber(clusterSchema, targetSlaveServer));
                                                targetStep.setStepPartitioningMeta(stepPartitioningMeta);
                                                slaveTransMeta.addOrReplacePartitionSchema(partitionSchema);
                                            }
                                            // 
                                            if (!sourceStepPartitioningMeta.isPartitioned() || !sourceStepPartitioningMeta.equals(targetStepPartitioningMeta)) {
                                                // Not partitioned means the target is partitioned.
                                                // Set the target partitioning on the source...
                                                // Set the correct partitioning schema for the source step.
                                                // 
                                                // Set the target partitioning schema for the target step (slave)
                                                // 
                                                StepPartitioningMeta stepPartitioningMeta = targetStepPartitioningMeta.clone();
                                                PartitionSchema partitionSchema = stepPartitioningMeta.getPartitionSchema();
                                                partitionSchema.setName(createTargetPartitionSchemaName(partitionSchema.getName()));
                                                if (partitionSchema.isDynamicallyDefined()) {
                                                    // Expand the cluster definition to: nrOfSlaves*nrOfPartitionsPerSlave...
                                                    // 
                                                    partitionSchema.expandPartitionsDynamically(clusterSchema.findNrSlaves(), originalTransformation);
                                                }
                                                sourceStep.setTargetStepPartitioningMeta(stepPartitioningMeta);
                                                slaveTransMeta.addOrReplacePartitionSchema(partitionSchema);
                                            }
                                        }
                                    }
                                }
                            }
                        }
                    }
                }
            }
            if (nrPreviousSteps == 0) {
                if (!referenceStep.isClustered()) {
                    // Not clustered, simply add the step.
                    if (masterTransMeta.findStep(referenceStep.getName()) == null) {
                        masterTransMeta.addStep((StepMeta) referenceStep.clone());
                    }
                } else {
                    for (int s = 0; s < slaveServers.size(); s++) {
                        SlaveServer slaveServer = slaveServers.get(s);
                        if (!slaveServer.isMaster()) {
                            // SLAVE
                            TransMeta slave = getSlaveTransformation(clusterSchema, slaveServer);
                            if (slave.findStep(referenceStep.getName()) == null) {
                                addSlaveCopy(slave, referenceStep, slaveServer);
                            }
                        }
                    }
                }
            }
        }
        // 
        for (int i = 0; i < referenceSteps.length; i++) {
            StepMeta originalStep = referenceSteps[i];
            // Also take care of the info steps...
            // For example: StreamLookup, Table Input, etc.
            // 
            StepMeta[] infoSteps = originalTransformation.getInfoStep(originalStep);
            for (int p = 0; infoSteps != null && p < infoSteps.length; p++) {
                StepMeta infoStep = infoSteps[p];
                if (infoStep != null) {
                    if (!originalStep.isClustered()) {
                        if (!infoStep.isClustered()) {
                            // No clustering involved here: just add a link between the reference step and the infostep
                            // 
                            StepMeta target = masterTransMeta.findStep(originalStep.getName());
                            StepMeta source = masterTransMeta.findStep(infoStep.getName());
                            // Add a hop too...
                            TransHopMeta masterHop = new TransHopMeta(source, target);
                            masterTransMeta.addTransHop(masterHop);
                        } else {
                            // reference step is NOT clustered
                            // Previous step is clustered
                            // --> We read from the slave server using socket readers.
                            // We need a reader for each slave server in the cluster
                            // On top of that we need to merge the data from all these steps using a dummy. (to make sure)
                            // That dummy needs to feed into Merge Join
                            // 
                            int nrSlaves = clusterSchema.getSlaveServers().size();
                            for (int s = 0; s < nrSlaves; s++) {
                                SlaveServer sourceSlaveServer = clusterSchema.getSlaveServers().get(s);
                                if (!sourceSlaveServer.isMaster()) {
                                    // //////////////////////////////////////////////////////////////////////////////////////////
                                    // On the SLAVES: add a socket writer...
                                    // 
                                    TransMeta slave = getSlaveTransformation(clusterSchema, sourceSlaveServer);
                                    SocketWriterMeta socketWriterMeta = new SocketWriterMeta();
                                    int port = getPort(clusterSchema, sourceSlaveServer, infoStep.getName(), 0, masterSlaveServer, originalStep.getName(), 0);
                                    socketWriterMeta.setPort("" + port);
                                    socketWriterMeta.setBufferSize(clusterSchema.getSocketsBufferSize());
                                    socketWriterMeta.setFlushInterval(clusterSchema.getSocketsFlushInterval());
                                    socketWriterMeta.setCompressed(clusterSchema.isSocketsCompressed());
                                    StepMeta writerStep = new StepMeta(getWriterName(clusterSchema, sourceSlaveServer, infoStep.getName(), 0, masterSlaveServer, originalStep.getName(), 0), socketWriterMeta);
                                    writerStep.setLocation(infoStep.getLocation().x + 50, infoStep.getLocation().y + 50);
                                    writerStep.setDraw(true);
                                    slave.addStep(writerStep);
                                    // We also need to add a hop between infoStep and the new writer step
                                    // 
                                    TransHopMeta slaveHop = new TransHopMeta(infoStep, writerStep);
                                    if (slave.findTransHop(slaveHop) == null) {
                                        slave.addTransHop(slaveHop);
                                    }
                                    // //////////////////////////////////////////////////////////////////////////////////////////
                                    // On the MASTER : add a socket reader and a dummy step to merge the data...
                                    // 
                                    SocketReaderMeta socketReaderMeta = new SocketReaderMeta();
                                    socketReaderMeta.setPort("" + port);
                                    socketReaderMeta.setBufferSize(clusterSchema.getSocketsBufferSize());
                                    socketReaderMeta.setCompressed(clusterSchema.isSocketsCompressed());
                                    StepMeta readerStep = new StepMeta(getReaderName(clusterSchema, sourceSlaveServer, infoStep.getName(), 0, masterSlaveServer, originalStep.getName(), 0), socketReaderMeta);
                                    readerStep.setLocation(infoStep.getLocation().x, infoStep.getLocation().y + (s * FANOUT * 2) - (nrSlaves * FANOUT / 2));
                                    readerStep.setDraw(true);
                                    masterTransMeta.addStep(readerStep);
                                    // Also add a single dummy step in the master that will merge the data from the slave
                                    // transformations.
                                    // 
                                    String dummyName = infoStep.getName();
                                    StepMeta dummyStep = masterTransMeta.findStep(dummyName);
                                    if (dummyStep == null) {
                                        DummyTransMeta dummy = new DummyTransMeta();
                                        dummyStep = new StepMeta(dummyName, dummy);
                                        dummyStep.setLocation(infoStep.getLocation().x + (SPLIT / 2), infoStep.getLocation().y);
                                        dummyStep.setDraw(true);
                                        dummyStep.setDescription("This step merges the data from the various data streams coming " + "from the slave transformations.\nIt does that right before it hits the step that " + "reads from a specific (info) step.");
                                        masterTransMeta.addStep(dummyStep);
                                        // Now we need a hop from the dummy merge step to the actual target step (original step)
                                        // 
                                        StepMeta masterTargetStep = masterTransMeta.findStep(originalStep.getName());
                                        TransHopMeta targetHop = new TransHopMeta(dummyStep, masterTargetStep);
                                        masterTransMeta.addTransHop(targetHop);
                                        // Set the master target step as an info step... (use the cloned copy)
                                        // 
                                        String[] infoStepNames = masterTargetStep.getStepMetaInterface().getStepIOMeta().getInfoStepnames();
                                        if (infoStepNames != null) {
                                            StepMeta[] is = new StepMeta[infoStepNames.length];
                                            for (int n = 0; n < infoStepNames.length; n++) {
                                                // OK, info steps moved to the slave steps
                                                is[n] = slave.findStep(infoStepNames[n]);
                                                if (infoStepNames[n].equals(infoStep.getName())) {
                                                    // We want to replace this one with the reader step: that's where we source from now
                                                    infoSteps[n] = readerStep;
                                                }
                                            }
                                            masterTargetStep.getStepMetaInterface().getStepIOMeta().setInfoSteps(infoSteps);
                                        }
                                    }
                                    // Add a hop between the reader step and the dummy
                                    // 
                                    TransHopMeta mergeHop = new TransHopMeta(readerStep, dummyStep);
                                    if (masterTransMeta.findTransHop(mergeHop) == null) {
                                        masterTransMeta.addTransHop(mergeHop);
                                    }
                                }
                            }
                        }
                    } else {
                        if (!infoStep.isClustered()) {
                            // 
                            for (int s = 0; s < slaveServers.size(); s++) {
                                SlaveServer targetSlaveServer = slaveServers.get(s);
                                if (!targetSlaveServer.isMaster()) {
                                    // MASTER
                                    SocketWriterMeta socketWriterMeta = new SocketWriterMeta();
                                    socketWriterMeta.setPort("" + getPort(clusterSchema, masterSlaveServer, infoStep.getName(), 0, targetSlaveServer, originalStep.getName(), 0));
                                    socketWriterMeta.setBufferSize(clusterSchema.getSocketsBufferSize());
                                    socketWriterMeta.setFlushInterval(clusterSchema.getSocketsFlushInterval());
                                    socketWriterMeta.setCompressed(clusterSchema.isSocketsCompressed());
                                    StepMeta writerStep = new StepMeta(getWriterName(clusterSchema, masterSlaveServer, infoStep.getName(), 0, targetSlaveServer, originalStep.getName(), 0), socketWriterMeta);
                                    writerStep.setLocation(originalStep.getLocation().x, originalStep.getLocation().y + (s * FANOUT * 2) - (nrSlavesNodes * FANOUT / 2));
                                    writerStep.setDraw(originalStep.isDrawn());
                                    masterTransMeta.addStep(writerStep);
                                    // The previous step: add a hop to it.
                                    // It still has the original name as it is not clustered.
                                    // 
                                    StepMeta previous = masterTransMeta.findStep(infoStep.getName());
                                    if (previous == null) {
                                        previous = (StepMeta) infoStep.clone();
                                        masterTransMeta.addStep(previous);
                                    }
                                    TransHopMeta masterHop = new TransHopMeta(previous, writerStep);
                                    masterTransMeta.addTransHop(masterHop);
                                    // SLAVE
                                    TransMeta slave = getSlaveTransformation(clusterSchema, targetSlaveServer);
                                    SocketReaderMeta socketReaderMeta = new SocketReaderMeta();
                                    socketReaderMeta.setHostname(masterSlaveServer.getHostname());
                                    socketReaderMeta.setPort("" + getPort(clusterSchema, masterSlaveServer, infoStep.getName(), 0, targetSlaveServer, originalStep.getName(), 0));
                                    socketReaderMeta.setBufferSize(clusterSchema.getSocketsBufferSize());
                                    socketReaderMeta.setCompressed(clusterSchema.isSocketsCompressed());
                                    StepMeta readerStep = new StepMeta(getReaderName(clusterSchema, masterSlaveServer, infoStep.getName(), 0, targetSlaveServer, originalStep.getName(), 0), socketReaderMeta);
                                    readerStep.setLocation(originalStep.getLocation().x - (SPLIT / 2), originalStep.getLocation().y);
                                    readerStep.setDraw(originalStep.isDrawn());
                                    slave.addStep(readerStep);
                                    // also add the step itself.
                                    StepMeta slaveStep = slave.findStep(originalStep.getName());
                                    if (slaveStep == null) {
                                        slaveStep = addSlaveCopy(slave, originalStep, targetSlaveServer);
                                    }
                                    // And a hop from the
                                    TransHopMeta slaveHop = new TransHopMeta(readerStep, slaveStep);
                                    slave.addTransHop(slaveHop);
                                    // 
                                    // Now we have to explain to the slaveStep that it has to source from previous
                                    // 
                                    String[] infoStepNames = slaveStep.getStepMetaInterface().getStepIOMeta().getInfoStepnames();
                                    if (infoStepNames != null) {
                                        StepMeta[] is = new StepMeta[infoStepNames.length];
                                        for (int n = 0; n < infoStepNames.length; n++) {
                                            // OK, info steps moved to the slave steps
                                            is[n] = slave.findStep(infoStepNames[n]);
                                            if (infoStepNames[n].equals(infoStep.getName())) {
                                                // We want to replace this one with the reader step: that's where we source from now
                                                infoSteps[n] = readerStep;
                                            }
                                        }
                                        slaveStep.getStepMetaInterface().getStepIOMeta().setInfoSteps(infoSteps);
                                    }
                                }
                            }
                        } else {
                            // 
                            for (int s = 0; s < slaveServers.size(); s++) {
                                SlaveServer slaveServer = slaveServers.get(s);
                                if (!slaveServer.isMaster()) {
                                    TransMeta slave = getSlaveTransformation(clusterSchema, slaveServer);
                                    StepMeta slaveStep = slave.findStep(originalStep.getName());
                                    String[] infoStepNames = slaveStep.getStepMetaInterface().getStepIOMeta().getInfoStepnames();
                                    if (infoStepNames != null) {
                                        StepMeta[] is = new StepMeta[infoStepNames.length];
                                        for (int n = 0; n < infoStepNames.length; n++) {
                                            // OK, info steps moved to the slave steps
                                            is[n] = slave.findStep(infoStepNames[n]);
                                            // Hang on... is there a hop to the previous step?
                                            if (slave.findTransHop(is[n], slaveStep) == null) {
                                                TransHopMeta infoHop = new TransHopMeta(is[n], slaveStep);
                                                slave.addTransHop(infoHop);
                                            }
                                        }
                                        slaveStep.getStepMetaInterface().getStepIOMeta().setInfoSteps(infoSteps);
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
        // Also add the original list of partition schemas to the slave step copy partition distribution...
        // 
        slaveStepCopyPartitionDistribution.setOriginalPartitionSchemas(originalTransformation.getPartitionSchemas());
        // 
        for (TransMeta transMeta : slaveTransMap.values()) {
            transMeta.setSlaveStepCopyPartitionDistribution(slaveStepCopyPartitionDistribution);
            if (encrypt) {
                transMeta.setKey(pubK.getEncoded());
                transMeta.setPrivateKey(false);
            }
            transMeta.clearChanged();
        }
        // do not erase partitioning schema for master transformation
        // if some of steps is expected to run on master partitioned, that is the case
        // when partition schema should exists as 'local' partition schema instead of slave's remote one
        // see PDI-12766
        masterTransMeta.setPartitionSchemas(originalTransformation.getPartitionSchemas());
        masterTransMeta.setSlaveStepCopyPartitionDistribution(slaveStepCopyPartitionDistribution);
        if (encrypt) {
            masterTransMeta.setKey(pubK.getEncoded());
            masterTransMeta.setPrivateKey(!false);
        }
        masterTransMeta.clearChanged();
    // We're absolutely done here...
    } catch (Exception e) {
        throw new KettleException("Unexpected problem while generating master transformation", e);
    }
}