Example usage for org.apache.hadoop.yarn.api.records Priority setPriority

List of usage examples for org.apache.hadoop.yarn.api.records Priority setPriority

Introduction

In this page you can find the example usage for org.apache.hadoop.yarn.api.records Priority setPriority.

Prototype

@Public
@Stable
public abstract void setPriority(int priority);

Source Link

Document

Set the assigned priority

Usage

From source file:edu.uci.ics.asterix.aoya.AsterixApplicationMaster.java

License:Apache License

/**
 * Asks the RM for a particular host, nicely.
 * /*from  w w  w . j av  a 2 s  .  c  o  m*/
 * @param host
 *            The host to request
 * @param cc
 *            Whether or not the host is the CC
 * @return A container request that is (hopefully) for the host we asked for.
 */
private ContainerRequest hostToRequest(String host, boolean cc) throws UnknownHostException {
    InetAddress hostIp = InetAddress.getByName(host);
    Priority pri = Records.newRecord(Priority.class);
    pri.setPriority(0);
    Resource capability = Records.newRecord(Resource.class);
    if (cc) {
        capability.setMemory(ccMem);
    } else {
        capability.setMemory(ncMem);
    }
    //we dont set anything else because we don't care about that and yarn doesn't honor it yet
    String[] hosts = new String[1];
    //TODO this is silly
    hosts[0] = hostIp.getHostName();
    LOG.info("IP addr: " + host + " resolved to " + hostIp.getHostName());
    ContainerRequest request = new ContainerRequest(capability, hosts, null, pri, false);
    LOG.info("Requested host ask: " + request.getNodes());
    return request;
}

From source file:edu.uci.ics.asterix.aoya.AsterixYARNClient.java

License:Apache License

/**
 * Submits the request to start the AsterixApplicationMaster to the YARN ResourceManager.
 * /*from w  w w .  j av  a2 s . c o  m*/
 * @param app
 *            The application attempt handle.
 * @param resources
 *            Resources to be distributed as part of the container launch
 * @param mode
 *            The mode of the ApplicationMaster
 * @return The application ID of the new Asterix instance.
 * @throws IOException
 * @throws YarnException
 */

public ApplicationId deployAM(YarnClientApplication app, List<DFSResourceCoordinate> resources, Mode mode)
        throws IOException, YarnException {

    // Set up the container launch context for the application master
    ContainerLaunchContext amContainer = Records.newRecord(ContainerLaunchContext.class);

    ApplicationSubmissionContext appContext = app.getApplicationSubmissionContext();

    // Set local resource info into app master container launch context
    Map<String, LocalResource> localResources = new HashMap<String, LocalResource>();
    for (DFSResourceCoordinate res : resources) {
        localResources.put(res.name, res.res);
    }
    amContainer.setLocalResources(localResources);
    // Set the env variables to be setup in the env where the application
    // master will be run
    LOG.info("Set the environment for the application master");
    Map<String, String> env = new HashMap<String, String>();

    // using the env info, the application master will create the correct
    // local resource for the
    // eventual containers that will be launched to execute the shell
    // scripts
    for (DFSResourceCoordinate res : resources) {
        if (res.envs == null) { //some entries may not have environment variables.
            continue;
        }
        for (Map.Entry<String, String> e : res.envs.entrySet()) {
            env.put(e.getValue(), e.getKey());
        }
    }
    //this is needed for when the RM address isn't known from the environment of the AM
    env.put(AConstants.RMADDRESS, conf.get("yarn.resourcemanager.address"));
    env.put(AConstants.RMSCHEDULERADDRESS, conf.get("yarn.resourcemanager.scheduler.address"));
    ///add miscellaneous environment variables.
    env.put(AConstants.INSTANCESTORE, CONF_DIR_REL + instanceFolder);
    env.put(AConstants.DFS_BASE, FileSystem.get(conf).getHomeDirectory().toUri().toString());
    env.put(AConstants.CC_JAVA_OPTS, ccJavaOpts);
    env.put(AConstants.NC_JAVA_OPTS, ncJavaOpts);

    // Add AppMaster.jar location to classpath
    // At some point we should not be required to add
    // the hadoop specific classpaths to the env.
    // It should be provided out of the box.
    // For now setting all required classpaths including
    // the classpath to "." for the application jar
    StringBuilder classPathEnv = new StringBuilder("").append("./*");
    for (String c : conf.getStrings(YarnConfiguration.YARN_APPLICATION_CLASSPATH,
            YarnConfiguration.DEFAULT_YARN_APPLICATION_CLASSPATH)) {
        classPathEnv.append(File.pathSeparatorChar);
        classPathEnv.append(c.trim());
    }
    classPathEnv.append(File.pathSeparatorChar).append("." + File.separator + "log4j.properties");

    // add the runtime classpath needed for tests to work
    if (conf.getBoolean(YarnConfiguration.IS_MINI_YARN_CLUSTER, false)) {
        LOG.info("In YARN MiniCluster");
        classPathEnv.append(System.getProperty("path.separator"));
        classPathEnv.append(System.getProperty("java.class.path"));
        env.put("HADOOP_CONF_DIR", System.getProperty("user.dir") + File.separator + "target" + File.separator);
    }
    LOG.info("AM Classpath:" + classPathEnv.toString());
    env.put("CLASSPATH", classPathEnv.toString());

    amContainer.setEnvironment(env);

    // Set the necessary command to execute the application master
    Vector<CharSequence> vargs = new Vector<CharSequence>(30);

    // Set java executable command
    LOG.info("Setting up app master command");
    vargs.add(JAVA_HOME + File.separator + "bin" + File.separator + "java");
    // Set class name
    vargs.add(appMasterMainClass);
    //Set params for Application Master
    if (debugFlag) {
        vargs.add("-debug");
    }
    if (mode == Mode.DESTROY) {
        vargs.add("-obliterate");
    } else if (mode == Mode.BACKUP) {
        vargs.add("-backup");
    } else if (mode == Mode.RESTORE) {
        vargs.add("-restore " + snapName);
    } else if (mode == Mode.INSTALL) {
        vargs.add("-initial ");
    }
    if (refresh) {
        vargs.add("-refresh");
    }
    //vargs.add("/bin/ls -alh asterix-server.zip/repo");
    vargs.add("1>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + File.separator + "AppMaster.stdout");
    vargs.add("2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + File.separator + "AppMaster.stderr");
    // Get final commmand
    StringBuilder command = new StringBuilder();
    for (CharSequence str : vargs) {
        command.append(str).append(" ");
    }

    LOG.info("Completed setting up app master command " + command.toString());
    List<String> commands = new ArrayList<String>();
    commands.add(command.toString());
    amContainer.setCommands(commands);

    // Set up resource type requirements
    // For now, only memory is supported so we set memory requirements
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(amMemory);
    appContext.setResource(capability);

    // Service data is a binary blob that can be passed to the application
    // Not needed in this scenario
    // amContainer.setServiceData(serviceData);

    // The following are not required for launching an application master
    // amContainer.setContainerId(containerId);

    appContext.setAMContainerSpec(amContainer);

    // Set the priority for the application master
    Priority pri = Records.newRecord(Priority.class);
    // TODO - what is the range for priority? how to decide?
    pri.setPriority(amPriority);
    appContext.setPriority(pri);

    // Set the queue to which this application is to be submitted in the RM
    appContext.setQueue(amQueue);

    // Submit the application to the applications manager
    // SubmitApplicationResponse submitResp =
    // applicationsManager.submitApplication(appRequest);
    // Ignore the response as either a valid response object is returned on
    // success
    // or an exception thrown to denote some form of a failure
    LOG.info("Submitting application to ASM");

    yarnClient.submitApplication(appContext);

    //now write the instance lock
    if (mode == Mode.INSTALL || mode == Mode.START) {
        FileSystem fs = FileSystem.get(conf);
        Path lock = new Path(fs.getHomeDirectory(), CONF_DIR_REL + instanceFolder + instanceLock);
        if (fs.exists(lock)) {
            throw new IllegalStateException("Somehow, this instance has been launched twice. ");
        }
        BufferedWriter out = new BufferedWriter(new OutputStreamWriter(fs.create(lock, true)));
        try {
            out.write(app.getApplicationSubmissionContext().getApplicationId().toString());
            out.close();
        } finally {
            out.close();
        }
    }
    return app.getApplicationSubmissionContext().getApplicationId();

}

From source file:edu.uci.ics.hyracks.yarn.am.HyracksYarnApplicationMaster.java

License:Apache License

private void setupAsk(AbstractProcess proc) {
    ContainerSpecification cSpec = proc.getContainerSpecification();
    ResourceRequest rsrcRequest = Records.newRecord(ResourceRequest.class);

    rsrcRequest.setHostName(cSpec.getHostname());

    Priority pri = Records.newRecord(Priority.class);
    pri.setPriority(0);
    rsrcRequest.setPriority(pri);/*from   ww w .  ja v a2s  . c  o  m*/

    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(cSpec.getMemory());
    rsrcRequest.setCapability(capability);

    rsrcRequest.setNumContainers(1);

    AskRecord ar = new AskRecord();
    ar.req = rsrcRequest;
    ar.proc = proc;

    Set<AskRecord> arSet = resource2AskMap.get(capability);
    if (arSet == null) {
        arSet = new HashSet<AskRecord>();
        resource2AskMap.put(capability, arSet);
    }
    arSet.add(ar);
    proc2AskMap.put(proc, ar);

    System.err.println(proc + " -> [" + rsrcRequest.getHostName() + ", " + rsrcRequest.getNumContainers() + ", "
            + rsrcRequest.getPriority() + ", " + rsrcRequest.getCapability().getMemory() + "]");

    asks.add(rsrcRequest);
}

From source file:eu.stratosphere.yarn.ApplicationMaster.java

License:Apache License

private void run() throws Exception {
    //Utils.logFilesInCurrentDirectory(LOG);
    // Initialize clients to ResourceManager and NodeManagers
    Configuration conf = Utils.initializeYarnConfiguration();
    FileSystem fs = FileSystem.get(conf);
    Map<String, String> envs = System.getenv();
    final String currDir = envs.get(Environment.PWD.key());
    final String logDirs = envs.get(Environment.LOG_DIRS.key());
    final String ownHostname = envs.get(Environment.NM_HOST.key());
    final String appId = envs.get(Client.ENV_APP_ID);
    final String clientHomeDir = envs.get(Client.ENV_CLIENT_HOME_DIR);
    final String applicationMasterHost = envs.get(Environment.NM_HOST.key());
    final String remoteStratosphereJarPath = envs.get(Client.STRATOSPHERE_JAR_PATH);
    final String shipListString = envs.get(Client.ENV_CLIENT_SHIP_FILES);
    final String yarnClientUsername = envs.get(Client.ENV_CLIENT_USERNAME);
    final int taskManagerCount = Integer.valueOf(envs.get(Client.ENV_TM_COUNT));
    final int memoryPerTaskManager = Integer.valueOf(envs.get(Client.ENV_TM_MEMORY));
    final int coresPerTaskManager = Integer.valueOf(envs.get(Client.ENV_TM_CORES));

    int heapLimit = Utils.calculateHeapSize(memoryPerTaskManager);

    if (currDir == null) {
        throw new RuntimeException("Current directory unknown");
    }/*from   ww w  .  j  av a  2  s. c o  m*/
    if (ownHostname == null) {
        throw new RuntimeException("Own hostname (" + Environment.NM_HOST + ") not set.");
    }
    LOG.info("Working directory " + currDir);

    // load Stratosphere configuration.
    Utils.getStratosphereConfiguration(currDir);

    final String localWebInterfaceDir = currDir + "/resources/"
            + ConfigConstants.DEFAULT_JOB_MANAGER_WEB_PATH_NAME;

    // Update yaml conf -> set jobManager address to this machine's address.
    FileInputStream fis = new FileInputStream(currDir + "/stratosphere-conf.yaml");
    BufferedReader br = new BufferedReader(new InputStreamReader(fis));
    Writer output = new BufferedWriter(new FileWriter(currDir + "/stratosphere-conf-modified.yaml"));
    String line;
    while ((line = br.readLine()) != null) {
        if (line.contains(ConfigConstants.JOB_MANAGER_IPC_ADDRESS_KEY)) {
            output.append(ConfigConstants.JOB_MANAGER_IPC_ADDRESS_KEY + ": " + ownHostname + "\n");
        } else if (line.contains(ConfigConstants.JOB_MANAGER_WEB_ROOT_PATH_KEY)) {
            output.append(ConfigConstants.JOB_MANAGER_WEB_ROOT_PATH_KEY + ": " + "\n");
        } else {
            output.append(line + "\n");
        }
    }
    // just to make sure.
    output.append(ConfigConstants.JOB_MANAGER_IPC_ADDRESS_KEY + ": " + ownHostname + "\n");
    output.append(ConfigConstants.JOB_MANAGER_WEB_ROOT_PATH_KEY + ": " + localWebInterfaceDir + "\n");
    output.append(ConfigConstants.JOB_MANAGER_WEB_LOG_PATH_KEY + ": " + logDirs + "\n");
    output.close();
    br.close();
    File newConf = new File(currDir + "/stratosphere-conf-modified.yaml");
    if (!newConf.exists()) {
        LOG.warn("modified yaml does not exist!");
    }

    Utils.copyJarContents("resources/" + ConfigConstants.DEFAULT_JOB_MANAGER_WEB_PATH_NAME,
            ApplicationMaster.class.getProtectionDomain().getCodeSource().getLocation().getPath());

    JobManager jm;
    {
        String pathToNepheleConfig = currDir + "/stratosphere-conf-modified.yaml";
        String[] args = { "-executionMode", "cluster", "-configDir", pathToNepheleConfig };

        // start the job manager
        jm = JobManager.initialize(args);

        // Start info server for jobmanager
        jm.startInfoServer();
    }

    AMRMClient<ContainerRequest> rmClient = AMRMClient.createAMRMClient();
    rmClient.init(conf);
    rmClient.start();

    NMClient nmClient = NMClient.createNMClient();
    nmClient.init(conf);
    nmClient.start();

    // Register with ResourceManager
    LOG.info("registering ApplicationMaster");
    rmClient.registerApplicationMaster(applicationMasterHost, 0, "http://" + applicationMasterHost + ":"
            + GlobalConfiguration.getString(ConfigConstants.JOB_MANAGER_WEB_PORT_KEY, "undefined"));

    // Priority for worker containers - priorities are intra-application
    Priority priority = Records.newRecord(Priority.class);
    priority.setPriority(0);

    // Resource requirements for worker containers
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(memoryPerTaskManager);
    capability.setVirtualCores(coresPerTaskManager);

    // Make container requests to ResourceManager
    for (int i = 0; i < taskManagerCount; ++i) {
        ContainerRequest containerAsk = new ContainerRequest(capability, null, null, priority);
        LOG.info("Requesting TaskManager container " + i);
        rmClient.addContainerRequest(containerAsk);
    }

    LocalResource stratosphereJar = Records.newRecord(LocalResource.class);
    LocalResource stratosphereConf = Records.newRecord(LocalResource.class);

    // register Stratosphere Jar with remote HDFS
    final Path remoteJarPath = new Path(remoteStratosphereJarPath);
    Utils.registerLocalResource(fs, remoteJarPath, stratosphereJar);

    // register conf with local fs.
    Path remoteConfPath = Utils.setupLocalResource(conf, fs, appId,
            new Path("file://" + currDir + "/stratosphere-conf-modified.yaml"), stratosphereConf,
            new Path(clientHomeDir));
    LOG.info("Prepared localresource for modified yaml: " + stratosphereConf);

    boolean hasLog4j = new File(currDir + "/log4j.properties").exists();
    // prepare the files to ship
    LocalResource[] remoteShipRsc = null;
    String[] remoteShipPaths = shipListString.split(",");
    if (!shipListString.isEmpty()) {
        remoteShipRsc = new LocalResource[remoteShipPaths.length];
        { // scope for i
            int i = 0;
            for (String remoteShipPathStr : remoteShipPaths) {
                if (remoteShipPathStr == null || remoteShipPathStr.isEmpty()) {
                    continue;
                }
                remoteShipRsc[i] = Records.newRecord(LocalResource.class);
                Path remoteShipPath = new Path(remoteShipPathStr);
                Utils.registerLocalResource(fs, remoteShipPath, remoteShipRsc[i]);
                i++;
            }
        }
    }

    // respect custom JVM options in the YAML file
    final String javaOpts = GlobalConfiguration.getString(ConfigConstants.STRATOSPHERE_JVM_OPTIONS, "");

    // Obtain allocated containers and launch
    int allocatedContainers = 0;
    int completedContainers = 0;
    while (allocatedContainers < taskManagerCount) {
        AllocateResponse response = rmClient.allocate(0);
        for (Container container : response.getAllocatedContainers()) {
            LOG.info("Got new Container for TM " + container.getId() + " on host "
                    + container.getNodeId().getHost());
            ++allocatedContainers;

            // Launch container by create ContainerLaunchContext
            ContainerLaunchContext ctx = Records.newRecord(ContainerLaunchContext.class);

            String tmCommand = "$JAVA_HOME/bin/java -Xmx" + heapLimit + "m " + javaOpts;
            if (hasLog4j) {
                tmCommand += " -Dlog.file=\"" + ApplicationConstants.LOG_DIR_EXPANSION_VAR
                        + "/taskmanager-log4j.log\" -Dlog4j.configuration=file:log4j.properties";
            }
            tmCommand += " eu.stratosphere.yarn.YarnTaskManagerRunner -configDir . " + " 1>"
                    + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/taskmanager-stdout.log" + " 2>"
                    + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/taskmanager-stderr.log";
            ctx.setCommands(Collections.singletonList(tmCommand));

            LOG.info("Starting TM with command=" + tmCommand);

            // copy resources to the TaskManagers.
            Map<String, LocalResource> localResources = new HashMap<String, LocalResource>(2);
            localResources.put("stratosphere.jar", stratosphereJar);
            localResources.put("stratosphere-conf.yaml", stratosphereConf);

            // add ship resources
            if (!shipListString.isEmpty()) {
                Preconditions.checkNotNull(remoteShipRsc);
                for (int i = 0; i < remoteShipPaths.length; i++) {
                    localResources.put(new Path(remoteShipPaths[i]).getName(), remoteShipRsc[i]);
                }
            }

            ctx.setLocalResources(localResources);

            // Setup CLASSPATH for Container (=TaskTracker)
            Map<String, String> containerEnv = new HashMap<String, String>();
            Utils.setupEnv(conf, containerEnv); //add stratosphere.jar to class path.
            containerEnv.put(Client.ENV_CLIENT_USERNAME, yarnClientUsername);

            ctx.setEnvironment(containerEnv);

            UserGroupInformation user = UserGroupInformation.getCurrentUser();
            try {
                Credentials credentials = user.getCredentials();
                DataOutputBuffer dob = new DataOutputBuffer();
                credentials.writeTokenStorageToStream(dob);
                ByteBuffer securityTokens = ByteBuffer.wrap(dob.getData(), 0, dob.getLength());
                ctx.setTokens(securityTokens);
            } catch (IOException e) {
                LOG.warn("Getting current user info failed when trying to launch the container"
                        + e.getMessage());
            }

            LOG.info("Launching container " + allocatedContainers);
            nmClient.startContainer(container, ctx);
        }
        for (ContainerStatus status : response.getCompletedContainersStatuses()) {
            ++completedContainers;
            LOG.info("Completed container (while allocating) " + status.getContainerId() + ". Total Completed:"
                    + completedContainers);
            LOG.info("Diagnostics " + status.getDiagnostics());
        }
        Thread.sleep(100);
    }

    // Now wait for containers to complete

    while (completedContainers < taskManagerCount) {
        AllocateResponse response = rmClient.allocate(completedContainers / taskManagerCount);
        for (ContainerStatus status : response.getCompletedContainersStatuses()) {
            ++completedContainers;
            LOG.info("Completed container " + status.getContainerId() + ". Total Completed:"
                    + completedContainers);
            LOG.info("Diagnostics " + status.getDiagnostics());
        }
        Thread.sleep(5000);
    }
    LOG.info("Shutting down JobManager");
    jm.shutdown();

    // Un-register with ResourceManager
    rmClient.unregisterApplicationMaster(FinalApplicationStatus.SUCCEEDED, "", "");

}

From source file:gobblin.yarn.YarnService.java

License:Apache License

private void requestContainer(Optional<String> preferredNode) {
    Priority priority = Records.newRecord(Priority.class);
    priority.setPriority(0);

    Resource capability = Records.newRecord(Resource.class);
    int maxMemoryCapacity = this.maxResourceCapacity.get().getMemory();
    capability/* www  .j  a  v a  2s.  c  o m*/
            .setMemory(this.requestedContainerMemoryMbs <= maxMemoryCapacity ? this.requestedContainerMemoryMbs
                    : maxMemoryCapacity);
    int maxCoreCapacity = this.maxResourceCapacity.get().getVirtualCores();
    capability.setVirtualCores(
            this.requestedContainerCores <= maxCoreCapacity ? this.requestedContainerCores : maxCoreCapacity);

    String[] preferredNodes = preferredNode.isPresent() ? new String[] { preferredNode.get() } : null;
    this.amrmClientAsync
            .addContainerRequest(new AMRMClient.ContainerRequest(capability, preferredNodes, null, priority));
}

From source file:hadoop.yarn.distributedshell.DshellClient.java

License:Apache License

/**
 * Main run function for the client//from w  w  w . j  a  v  a  2 s .  c o m
 * 
 * @return true if application completed successfully
 * @throws IOException
 * @throws YarnException
 */
public boolean run() throws IOException, YarnException {

    LOG.info("Running Client");
    yarnClient.start();

    YarnClusterMetrics clusterMetrics = yarnClient.getYarnClusterMetrics();
    LOG.info("Got Cluster metric info from ASM" + ", numNodeManagers=" + clusterMetrics.getNumNodeManagers());

    List<NodeReport> clusterNodeReports = yarnClient.getNodeReports(NodeState.RUNNING);
    LOG.info("Got Cluster node info from ASM");
    for (NodeReport node : clusterNodeReports) {
        LOG.info("Got node report from ASM for" + ", nodeId=" + node.getNodeId() + ", nodeAddress"
                + node.getHttpAddress() + ", nodeRackName" + node.getRackName() + ", nodeNumContainers"
                + node.getNumContainers());
    }

    QueueInfo queueInfo = yarnClient.getQueueInfo(this.amQueue);
    LOG.info("Queue info" + ", queueName=" + queueInfo.getQueueName() + ", queueCurrentCapacity="
            + queueInfo.getCurrentCapacity() + ", queueMaxCapacity=" + queueInfo.getMaximumCapacity()
            + ", queueApplicationCount=" + queueInfo.getApplications().size() + ", queueChildQueueCount="
            + queueInfo.getChildQueues().size());

    List<QueueUserACLInfo> listAclInfo = yarnClient.getQueueAclsInfo();
    for (QueueUserACLInfo aclInfo : listAclInfo) {
        for (QueueACL userAcl : aclInfo.getUserAcls()) {
            LOG.info("User ACL Info for Queue" + ", queueName=" + aclInfo.getQueueName() + ", userAcl="
                    + userAcl.name());
        }
    }

    // Get a new application id
    YarnClientApplication app = yarnClient.createApplication();
    GetNewApplicationResponse appResponse = app.getNewApplicationResponse();
    // TODO get min/max resource capabilities from RM and change memory ask
    // if needed
    // If we do not have min/max, we may not be able to correctly request
    // the required resources from the RM for the app master
    // Memory ask has to be a multiple of min and less than max.
    // Dump out information about cluster capability as seen by the resource
    // manager
    int maxMem = appResponse.getMaximumResourceCapability().getMemory();
    LOG.info("Max mem capabililty of resources in this cluster " + maxMem);

    // A resource ask cannot exceed the max.
    if (amMemory > maxMem) {
        LOG.info("AM memory specified above max threshold of cluster. Using max value." + ", specified="
                + amMemory + ", max=" + maxMem);
        amMemory = maxMem;
    }

    int maxVCores = appResponse.getMaximumResourceCapability().getVirtualCores();
    LOG.info("Max virtual cores capabililty of resources in this cluster " + maxVCores);

    if (amVCores > maxVCores) {
        LOG.info("AM virtual cores specified above max threshold of cluster. " + "Using max value."
                + ", specified=" + amVCores + ", max=" + maxVCores);
        amVCores = maxVCores;
    }

    // set the application name
    ApplicationSubmissionContext appContext = app.getApplicationSubmissionContext();
    ApplicationId appId = appContext.getApplicationId();

    appContext.setKeepContainersAcrossApplicationAttempts(keepContainers);
    appContext.setApplicationName(appName);

    // Set up the container launch context for the application master
    ContainerLaunchContext amContainer = Records.newRecord(ContainerLaunchContext.class);

    // set local resources for the application master
    // local files or archives as needed
    // In this scenario, the jar file for the application master is part of
    // the local resources
    Map<String, LocalResource> localResources = new HashMap<String, LocalResource>();

    LOG.info("Copy App Master jar from local filesystem and add to local environment");
    // Copy the application master jar to the filesystem
    // Create a local resource to point to the destination jar path
    FileSystem fs = FileSystem.get(conf);
    addToLocalResources(fs, appMasterJar, appMasterJarPath, appId.toString(), localResources, null);

    // Set the log4j properties if needed
    if (!log4jPropFile.isEmpty()) {
        addToLocalResources(fs, log4jPropFile, log4jPath, appId.toString(), localResources, null);
    }

    // The shell script has to be made available on the final container(s)
    // where it will be executed.
    // To do this, we need to first copy into the filesystem that is visible
    // to the yarn framework.
    // We do not need to set this as a local resource for the application
    // master as the application master does not need it.
    String hdfsShellScriptLocation = "";
    long hdfsShellScriptLen = 0;
    long hdfsShellScriptTimestamp = 0;
    if (!shellScriptPath.isEmpty()) {
        Path shellSrc = new Path(shellScriptPath);
        String shellPathSuffix = appName + "/" + appId.toString() + "/" + SCRIPT_PATH;
        Path shellDst = new Path(fs.getHomeDirectory(), shellPathSuffix);
        fs.copyFromLocalFile(false, true, shellSrc, shellDst);
        hdfsShellScriptLocation = shellDst.toUri().toString();
        FileStatus shellFileStatus = fs.getFileStatus(shellDst);
        hdfsShellScriptLen = shellFileStatus.getLen();
        hdfsShellScriptTimestamp = shellFileStatus.getModificationTime();
    }

    if (!shellCommand.isEmpty()) {
        addToLocalResources(fs, null, shellCommandPath, appId.toString(), localResources, shellCommand);
    }

    if (shellArgs.length > 0) {
        addToLocalResources(fs, null, shellArgsPath, appId.toString(), localResources,
                StringUtils.join(shellArgs, " "));
    }
    // Set local resource info into app master container launch context
    amContainer.setLocalResources(localResources);

    // Set the necessary security tokens as needed
    // amContainer.setContainerTokens(containerToken);

    // Set the env variables to be setup in the env where the application
    // master will be run
    LOG.info("Set the environment for the application master");
    Map<String, String> env = new HashMap<String, String>();

    // put location of shell script into env
    // using the env info, the application master will create the correct
    // local resource for the
    // eventual containers that will be launched to execute the shell
    // scripts
    env.put(DshellDSConstants.DISTRIBUTEDSHELLSCRIPTLOCATION, hdfsShellScriptLocation);
    env.put(DshellDSConstants.DISTRIBUTEDSHELLSCRIPTTIMESTAMP, Long.toString(hdfsShellScriptTimestamp));
    env.put(DshellDSConstants.DISTRIBUTEDSHELLSCRIPTLEN, Long.toString(hdfsShellScriptLen));

    // ========================================jar?
    if (containerJarPaths.length != 0) {
        for (int i = 0; i < containerJarPaths.length; i++) {
            String hdfsJarLocation = "";
            String[] jarNameSplit = containerJarPaths[i].split("/");
            String jarName = jarNameSplit[jarNameSplit.length - 1];

            long hdfsJarLen = 0;
            long hdfsJarTimestamp = 0;
            if (!containerJarPaths[i].isEmpty()) {
                Path jarSrc = new Path(containerJarPaths[i]);
                String jarPathSuffix = appName + "/" + appId.toString() + "/" + jarName;
                Path jarDst = new Path(fs.getHomeDirectory(), jarPathSuffix);
                fs.copyFromLocalFile(false, true, jarSrc, jarDst);
                hdfsJarLocation = jarDst.toUri().toString();
                FileStatus jarFileStatus = fs.getFileStatus(jarDst);
                hdfsJarLen = jarFileStatus.getLen();
                hdfsJarTimestamp = jarFileStatus.getModificationTime();
                env.put(DshellDSConstants.DISTRIBUTEDJARLOCATION + i, hdfsJarLocation);
                env.put(DshellDSConstants.DISTRIBUTEDJARTIMESTAMP + i, Long.toString(hdfsJarTimestamp));
                env.put(DshellDSConstants.DISTRIBUTEDJARLEN + i, Long.toString(hdfsJarLen));
            }
        }
    }
    // ========================================jar?

    // ========================================archive?
    if (containerArchivePaths.length != 0) {
        for (int i = 0; i < containerArchivePaths.length; i++) {
            String hdfsArchiveLocation = "";
            String[] archiveNameSplit = containerArchivePaths[i].split("/");
            String archiveName = archiveNameSplit[archiveNameSplit.length - 1];

            long hdfsArchiveLen = 0;
            long hdfsArchiveTimestamp = 0;
            if (!containerArchivePaths[i].isEmpty()) {
                Path archiveSrc = new Path(containerArchivePaths[i]);
                String archivePathSuffix = appName + "/" + appId.toString() + "/" + archiveName;
                Path archiveDst = new Path(fs.getHomeDirectory(), archivePathSuffix);
                fs.copyFromLocalFile(false, true, archiveSrc, archiveDst);
                hdfsArchiveLocation = archiveDst.toUri().toString();
                FileStatus archiveFileStatus = fs.getFileStatus(archiveDst);
                hdfsArchiveLen = archiveFileStatus.getLen();
                hdfsArchiveTimestamp = archiveFileStatus.getModificationTime();
                env.put(DshellDSConstants.DISTRIBUTEDARCHIVELOCATION + i, hdfsArchiveLocation);
                env.put(DshellDSConstants.DISTRIBUTEDARCHIVETIMESTAMP + i, Long.toString(hdfsArchiveTimestamp));
                env.put(DshellDSConstants.DISTRIBUTEDARCHIVELEN + i, Long.toString(hdfsArchiveLen));
            }
        }
    }
    // ========================================archive?

    // Add AppMaster.jar location to classpath
    // At some point we should not be required to add
    // the hadoop specific classpaths to the env.
    // It should be provided out of the box.
    // For now setting all required classpaths including
    // the classpath to "." for the application jar
    StringBuilder classPathEnv = new StringBuilder(Environment.CLASSPATH.$$())
            .append(ApplicationConstants.CLASS_PATH_SEPARATOR).append("./*");
    for (String c : conf.getStrings(YarnConfiguration.YARN_APPLICATION_CLASSPATH,
            YarnConfiguration.DEFAULT_YARN_CROSS_PLATFORM_APPLICATION_CLASSPATH)) {
        classPathEnv.append(ApplicationConstants.CLASS_PATH_SEPARATOR);
        classPathEnv.append(c.trim());
    }
    classPathEnv.append(ApplicationConstants.CLASS_PATH_SEPARATOR).append("./log4j.properties");

    // add the runtime classpath needed for tests to work
    if (conf.getBoolean(YarnConfiguration.IS_MINI_YARN_CLUSTER, false)) {
        classPathEnv.append(':');
        classPathEnv.append(System.getProperty("java.class.path"));
    }

    env.put("CLASSPATH", classPathEnv.toString());

    amContainer.setEnvironment(env);

    // Set the necessary command to execute the application master
    Vector<CharSequence> vargs = new Vector<CharSequence>(30);

    // Set java executable command
    LOG.info("Setting up app master command");
    vargs.add(Environment.JAVA_HOME.$$() + "/bin/java");
    // Set Xmx based on am memory size
    vargs.add("-Xmx" + amMemory + "m");
    // Set class name
    vargs.add(appMasterMainClass);
    // Set params for Application Master
    vargs.add("--container_memory " + String.valueOf(containerMemory));
    vargs.add("--container_vcores " + String.valueOf(containerVirtualCores));
    vargs.add("--num_containers " + String.valueOf(numContainers));
    vargs.add("--priority " + String.valueOf(shellCmdPriority));

    for (Map.Entry<String, String> entry : shellEnv.entrySet()) {
        vargs.add("--shell_env " + entry.getKey() + "=" + entry.getValue());
    }
    if (debugFlag) {
        vargs.add("--debug");
    }

    vargs.add("1>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/AppMaster.stdout");
    vargs.add("2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/AppMaster.stderr");

    // Get final commmand
    StringBuilder command = new StringBuilder();
    for (CharSequence str : vargs) {
        command.append(str).append(" ");
    }

    LOG.info("Completed setting up app master command " + command.toString());
    List<String> commands = new ArrayList<String>();
    commands.add(command.toString());
    amContainer.setCommands(commands);

    // Set up resource type requirements
    // For now, both memory and vcores are supported, so we set memory and
    // vcores requirements
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(amMemory);
    capability.setVirtualCores(amVCores);
    appContext.setResource(capability);

    // Service data is a binary blob that can be passed to the application
    // Not needed in this scenario
    // amContainer.setServiceData(serviceData);

    // Setup security tokens
    if (UserGroupInformation.isSecurityEnabled()) {
        Credentials credentials = new Credentials();
        String tokenRenewer = conf.get(YarnConfiguration.RM_PRINCIPAL);
        if (tokenRenewer == null || tokenRenewer.length() == 0) {
            throw new IOException("Can't get Master Kerberos principal for the RM to use as renewer");
        }

        // For now, only getting tokens for the default file-system.
        final Token<?> tokens[] = fs.addDelegationTokens(tokenRenewer, credentials);
        if (tokens != null) {
            for (Token<?> token : tokens) {
                LOG.info("Got dt for " + fs.getUri() + "; " + token);
            }
        }
        DataOutputBuffer dob = new DataOutputBuffer();
        credentials.writeTokenStorageToStream(dob);
        ByteBuffer fsTokens = ByteBuffer.wrap(dob.getData(), 0, dob.getLength());
        amContainer.setTokens(fsTokens);
    }

    appContext.setAMContainerSpec(amContainer);

    // Set the priority for the application master
    Priority pri = Records.newRecord(Priority.class);
    // TODO - what is the range for priority? how to decide?
    pri.setPriority(amPriority);
    appContext.setPriority(pri);

    // Set the queue to which this application is to be submitted in the RM
    appContext.setQueue(amQueue);

    // Submit the application to the applications manager
    // SubmitApplicationResponse submitResp =
    // applicationsManager.submitApplication(appRequest);
    // Ignore the response as either a valid response object is returned on
    // success
    // or an exception thrown to denote some form of a failure
    LOG.info("Submitting application to ASM");

    yarnClient.submitApplication(appContext);

    // TODO
    // Try submitting the same request again
    // app submission failure?

    // Monitor the application
    return monitorApplication(appId);

}

From source file:husky.server.HuskyApplicationMaster.java

License:Apache License

private ContainerRequest setupContainerAskForRMSpecific(String host) {
    Priority priority = Records.newRecord(Priority.class);
    priority.setPriority(mAppPriority);

    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(mContainerMemory);
    capability.setVirtualCores(mNumVirtualCores);

    // The second arg controls the hosts of containers
    return new ContainerRequest(capability, new String[] { host }, null, priority, false);
}

From source file:hws.core.JobMaster.java

License:Apache License

public void runMainLoop() throws Exception {

    AMRMClientAsync<ContainerRequest> rmClient = AMRMClientAsync.createAMRMClientAsync(100, this);
    rmClient.init(getConfiguration());//from   w ww  .jav  a 2s.  c om
    rmClient.start();

    // Register with ResourceManager
    Logger.info("[AM] registerApplicationMaster 0");
    rmClient.registerApplicationMaster("", 0, "");
    Logger.info("[AM] registerApplicationMaster 1");

    // Priority for worker containers - priorities are intra-application
    Priority priority = Records.newRecord(Priority.class);
    priority.setPriority(0);

    // Resource requirements for worker containers
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(128);
    capability.setVirtualCores(1);

    final CountDownLatch doneLatch = new CountDownLatch(this.modulePipeline.size());
    // Make container requests to ResourceManager
    for (ModuleInfo moduleInfo : this.modulePipeline) { //create containers for each instance of each module
        zk.createPersistent("/hadoop-watershed/" + this.appIdStr + "/" + moduleInfo.filterInfo().name(), "");
        zk.createPersistent(
                "/hadoop-watershed/" + this.appIdStr + "/" + moduleInfo.filterInfo().name() + "/finish", "");
        zk.createPersistent(
                "/hadoop-watershed/" + this.appIdStr + "/" + moduleInfo.filterInfo().name() + "/halted", "");
        zk.subscribeChildChanges(
                "/hadoop-watershed/" + this.appIdStr + "/" + moduleInfo.filterInfo().name() + "/finish",
                createFinishListener(moduleInfo.filterInfo().name(), moduleInfo.numFilterInstances(),
                        doneLatch));
        for (int i = 0; i < moduleInfo.numFilterInstances(); i++) {
            this.numContainersToWaitFor++;
            ContainerRequest containerAsk = new ContainerRequest(capability, null, null, priority);
            Logger.info("[AM] Making res-req for " + moduleInfo.filterInfo().name() + " " + i);
            rmClient.addContainerRequest(containerAsk);
        }
    }
    //TODO: process for starting the whole application
    //create containers
    // -> create instances
    // -> start output channels and filters
    // -> start input channels in reversed topological order (considering that there is no cycle)
    //    * if there is cycle, then inicially start in any order
    //TODO "send" the start signal via ZooKeeper

    Logger.info("[AM] waiting for containers to finish");
    try {
        doneLatch.await(); //await the input threads to finish
    } catch (InterruptedException e) {
        Logger.fatal(e.toString());
        //e.printStackTrace();
    }
    /*while(!doneWithContainers()) {
    Thread.sleep(50);
    }*/

    zk.createPersistent("/hadoop-watershed/" + appIdStr + "/done", "");

    Logger.info("[AM] unregisterApplicationMaster 0");
    // Un-register with ResourceManager
    rmClient.unregisterApplicationMaster(FinalApplicationStatus.SUCCEEDED, "", "");
    Logger.info("[AM] unregisterApplicationMaster 1");
}

From source file:io.hops.tensorflow.ApplicationMaster.java

License:Apache License

/**
 * Setup the request that will be sent to the RM for the container ask.
 *
 * @return the setup ResourceRequest to be sent to RM
 *//* w  w  w  .ja  v  a 2s  . c om*/
public ContainerRequest setupContainerAskForRM(boolean worker) {
    Priority pri = Priority.newInstance(1);

    // Set up resource type requirements
    Resource capability = Resource.newInstance(containerMemory, containerVirtualCores);

    if (worker) {
        pri.setPriority(0); // worker: 0, ps: 1
        capability.setGPUs(containerGPUs);
    }

    ContainerRequest request = new ContainerRequest(capability, null, null, pri);
    LOG.info("Requested container ask: " + request.toString());
    return request;
}

From source file:me.haosdent.noya.Client.java

License:Apache License

/**
 * Main run function for the client// w w w .jav a2  s .c  o m
 *
 * @return true if application completed successfully
 *
 * @throws java.io.IOException
 * @throws org.apache.hadoop.yarn.exceptions.YarnException
 */
public boolean run() throws IOException, YarnException {

    LOG.info("Running Client");
    yarnClient.start();

    YarnClusterMetrics clusterMetrics = yarnClient.getYarnClusterMetrics();
    LOG.info("Got Cluster metric info from ASM" + ", numNodeManagers=" + clusterMetrics.getNumNodeManagers());

    List<NodeReport> clusterNodeReports = yarnClient.getNodeReports(NodeState.RUNNING);
    LOG.info("Got Cluster node info from ASM");
    for (NodeReport node : clusterNodeReports) {
        LOG.info("Got node report from ASM for" + ", nodeId=" + node.getNodeId() + ", nodeAddress"
                + node.getHttpAddress() + ", nodeRackName" + node.getRackName() + ", nodeNumContainers"
                + node.getNumContainers());
    }

    QueueInfo queueInfo = yarnClient.getQueueInfo(this.amQueue);
    LOG.info("Queue info" + ", queueName=" + queueInfo.getQueueName() + ", queueCurrentCapacity="
            + queueInfo.getCurrentCapacity() + ", queueMaxCapacity=" + queueInfo.getMaximumCapacity()
            + ", queueApplicationCount=" + queueInfo.getApplications().size() + ", queueChildQueueCount="
            + queueInfo.getChildQueues().size());

    List<QueueUserACLInfo> listAclInfo = yarnClient.getQueueAclsInfo();
    for (QueueUserACLInfo aclInfo : listAclInfo) {
        for (QueueACL userAcl : aclInfo.getUserAcls()) {
            LOG.info("User ACL Info for Queue" + ", queueName=" + aclInfo.getQueueName() + ", userAcl="
                    + userAcl.name());
        }
    }

    // Get a new application id
    YarnClientApplication app = yarnClient.createApplication();
    GetNewApplicationResponse appResponse = app.getNewApplicationResponse();
    // TODO get min/max resource capabilities from RM and change memory ask if needed
    // If we do not have min/max, we may not be able to correctly request
    // the required resources from the RM for the app master
    // Memory ask has to be a multiple of min and less than max.
    // Dump out information about cluster capability as seen by the resource manager
    int maxMem = appResponse.getMaximumResourceCapability().getMemory();
    LOG.info("Max mem capabililty of resources in this cluster " + maxMem);

    // A resource ask cannot exceed the max.
    if (amMemory > maxMem) {
        LOG.info("AM memory specified above max threshold of cluster. Using max value." + ", specified="
                + amMemory + ", max=" + maxMem);
        amMemory = maxMem;
    }

    int maxVCores = appResponse.getMaximumResourceCapability().getVirtualCores();
    LOG.info("Max virtual cores capabililty of resources in this cluster " + maxVCores);

    if (amVCores > maxVCores) {
        LOG.info("AM virtual cores specified above max threshold of cluster. " + "Using max value."
                + ", specified=" + amVCores + ", max=" + maxVCores);
        amVCores = maxVCores;
    }

    // set the application name
    ApplicationSubmissionContext appContext = app.getApplicationSubmissionContext();
    ApplicationId appId = appContext.getApplicationId();

    //appContext.setKeepContainersAcrossApplicationAttempts(keepContainers);
    appContext.setApplicationName(appName);

    // Set up the container launch context for the application master
    ContainerLaunchContext amContainer = Records.newRecord(ContainerLaunchContext.class);

    // set local resources for the application master
    // local files or archives as needed
    // In this scenario, the jar file for the application master is part of the local resources
    Map<String, LocalResource> localResources = new HashMap<String, LocalResource>();

    LOG.info("Copy App Master jar from local filesystem and add to local environment");
    // Copy the application master jar to the filesystem
    // Create a local resource to point to the destination jar path
    FileSystem fs = FileSystem.get(conf);
    addToLocalResources(fs, appMasterJar, appMasterJarPath, appId.toString(), localResources, null);

    // Set the log4j properties if needed
    if (!log4jPropFile.isEmpty()) {
        addToLocalResources(fs, log4jPropFile, log4jPath, appId.toString(), localResources, null);
    }

    // The shell script has to be made available on the final container(s)
    // where it will be executed.
    // To do this, we need to first copy into the filesystem that is visible
    // to the yarn framework.
    // We do not need to set this as a local resource for the application
    // master as the application master does not need it.
    String hdfsShellScriptLocation = "";
    long hdfsShellScriptLen = 0;
    long hdfsShellScriptTimestamp = 0;
    if (!shellScriptPath.isEmpty()) {
        Path shellSrc = new Path(shellScriptPath);
        String shellPathSuffix = appName + "/" + appId.toString() + "/" + SCRIPT_PATH;
        Path shellDst = new Path(fs.getHomeDirectory(), shellPathSuffix);
        fs.copyFromLocalFile(false, true, shellSrc, shellDst);
        hdfsShellScriptLocation = shellDst.toUri().toString();
        FileStatus shellFileStatus = fs.getFileStatus(shellDst);
        hdfsShellScriptLen = shellFileStatus.getLen();
        hdfsShellScriptTimestamp = shellFileStatus.getModificationTime();
    }

    if (!shellCommand.isEmpty()) {
        addToLocalResources(fs, null, shellCommandPath, appId.toString(), localResources, shellCommand);
    }

    if (shellArgs.length > 0) {
        addToLocalResources(fs, null, shellArgsPath, appId.toString(), localResources,
                StringUtils.join(shellArgs, " "));
    }
    // Set local resource info into app master container launch context
    amContainer.setLocalResources(localResources);

    // Set the necessary security tokens as needed
    //amContainer.setContainerTokens(containerToken);

    // Set the env variables to be setup in the env where the application master will be run
    LOG.info("Set the environment for the application master");
    Map<String, String> env = new HashMap<String, String>();

    // put location of shell script into env
    // using the env info, the application master will create the correct local resource for the
    // eventual containers that will be launched to execute the shell scripts
    env.put(DSConstants.DISTRIBUTEDSHELLSCRIPTLOCATION, hdfsShellScriptLocation);
    env.put(DSConstants.DISTRIBUTEDSHELLSCRIPTTIMESTAMP, Long.toString(hdfsShellScriptTimestamp));
    env.put(DSConstants.DISTRIBUTEDSHELLSCRIPTLEN, Long.toString(hdfsShellScriptLen));

    // Add AppMaster.jar location to classpath
    // At some point we should not be required to add
    // the hadoop specific classpaths to the env.
    // It should be provided out of the box.
    // For now setting all required classpaths including
    // the classpath to "." for the application jar
    StringBuilder classPathEnv = new StringBuilder(ApplicationConstants.Environment.CLASSPATH.$$())
            .append(ApplicationConstants.CLASS_PATH_SEPARATOR).append("./*");
    for (String c : conf.getStrings(YarnConfiguration.YARN_APPLICATION_CLASSPATH,
            ApplicationConstants.DEFAULT_YARN_CROSS_PLATFORM_APPLICATION_CLASSPATH)) {
        classPathEnv.append(ApplicationConstants.CLASS_PATH_SEPARATOR);
        classPathEnv.append(c.trim());
    }
    classPathEnv.append(ApplicationConstants.CLASS_PATH_SEPARATOR).append("./log4j.properties");

    // add the runtime classpath needed for tests to work
    if (conf.getBoolean(YarnConfiguration.IS_MINI_YARN_CLUSTER, false)) {
        classPathEnv.append(':');
        classPathEnv.append(System.getProperty("java.class.path"));
    }

    env.put("CLASSPATH", classPathEnv.toString());

    amContainer.setEnvironment(env);

    // Set the necessary command to execute the application master
    Vector<CharSequence> vargs = new Vector<CharSequence>(30);

    // Set java executable command
    LOG.info("Setting up app master command");
    vargs.add(ApplicationConstants.Environment.JAVA_HOME.$$() + "/bin/java");
    // Set Xmx based on am memory size
    vargs.add("-Xmx" + amMemory + "m");
    // Set class name
    vargs.add(appMasterMainClass);
    // Set params for Application Master
    vargs.add("--container_memory " + String.valueOf(containerMemory));
    vargs.add("--container_vcores " + String.valueOf(containerVirtualCores));
    vargs.add("--num_containers " + String.valueOf(numContainers));
    vargs.add("--priority " + String.valueOf(shellCmdPriority));

    for (Map.Entry<String, String> entry : shellEnv.entrySet()) {
        vargs.add("--shell_env " + entry.getKey() + "=" + entry.getValue());
    }
    if (debugFlag) {
        vargs.add("--debug");
    }

    vargs.add("1>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/AppMaster.stdout");
    vargs.add("2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/AppMaster.stderr");

    // Get final commmand
    StringBuilder command = new StringBuilder();
    for (CharSequence str : vargs) {
        command.append(str).append(" ");
    }

    LOG.info("Completed setting up app master command " + command.toString());
    List<String> commands = new ArrayList<String>();
    //commands.add(command.toString());
    commands.add("echo 'hello' >/tmp/yarn_test");
    amContainer.setCommands(commands);

    // Set up resource type requirements
    // For now, both memory and vcores are supported, so we set memory and
    // vcores requirements
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(amMemory);
    capability.setVirtualCores(amVCores);
    appContext.setResource(capability);

    // Service data is a binary blob that can be passed to the application
    // Not needed in this scenario
    // amContainer.setServiceData(serviceData);

    // Setup security tokens
    if (UserGroupInformation.isSecurityEnabled()) {
        Credentials credentials = new Credentials();
        String tokenRenewer = conf.get(YarnConfiguration.RM_PRINCIPAL);
        if (tokenRenewer == null || tokenRenewer.length() == 0) {
            throw new IOException("Can't get Master Kerberos principal for the RM to use as renewer");
        }

        // For now, only getting tokens for the default file-system.
        final Token<?> tokens[] = fs.addDelegationTokens(tokenRenewer, credentials);
        if (tokens != null) {
            for (Token<?> token : tokens) {
                LOG.info("Got dt for " + fs.getUri() + "; " + token);
            }
        }
        DataOutputBuffer dob = new DataOutputBuffer();
        credentials.writeTokenStorageToStream(dob);
        ByteBuffer fsTokens = ByteBuffer.wrap(dob.getData(), 0, dob.getLength());
        amContainer.setTokens(fsTokens);
    }

    appContext.setAMContainerSpec(amContainer);

    // Set the priority for the application master
    Priority pri = Records.newRecord(Priority.class);
    // TODO - what is the range for priority? how to decide?
    pri.setPriority(amPriority);
    appContext.setPriority(pri);

    // Set the queue to which this application is to be submitted in the RM
    appContext.setQueue(amQueue);

    // Submit the application to the applications manager
    // SubmitApplicationResponse submitResp = applicationsManager.submitApplication(appRequest);
    // Ignore the response as either a valid response object is returned on success
    // or an exception thrown to denote some form of a failure
    LOG.info("Submitting application to ASM");

    yarnClient.submitApplication(appContext);

    // TODO
    // Try submitting the same request again
    // app submission failure?

    // Monitor the application
    return monitorApplication(appId);

}