Example usage for org.apache.hadoop.security Credentials writeTokenStorageToStream

List of usage examples for org.apache.hadoop.security Credentials writeTokenStorageToStream

Introduction

In this page you can find the example usage for org.apache.hadoop.security Credentials writeTokenStorageToStream.

Prototype

public void writeTokenStorageToStream(DataOutputStream os) throws IOException 

Source Link

Usage

From source file:org.apache.tez.client.TezClientUtils.java

License:Apache License

/**
 * Create an ApplicationSubmissionContext to launch a Tez AM
 * @param appId Application Id/*  w ww.j a  va 2s .  com*/
 * @param dag DAG to be submitted
 * @param amName Name for the application
 * @param amConfig AM Configuration
 * @param tezJarResources Resources to be used by the AM
 * @param sessionCreds the credential object which will be populated with session specific
 * @param historyACLPolicyManager
 * @return an ApplicationSubmissionContext to launch a Tez AM
 * @throws IOException
 * @throws YarnException
 */
@Private
@VisibleForTesting
public static ApplicationSubmissionContext createApplicationSubmissionContext(ApplicationId appId, DAG dag,
        String amName, AMConfiguration amConfig, Map<String, LocalResource> tezJarResources,
        Credentials sessionCreds, boolean tezLrsAsArchive, TezApiVersionInfo apiVersionInfo,
        HistoryACLPolicyManager historyACLPolicyManager) throws IOException, YarnException {

    Preconditions.checkNotNull(sessionCreds);
    TezConfiguration conf = amConfig.getTezConfiguration();

    FileSystem fs = TezClientUtils.ensureStagingDirExists(conf, TezCommonUtils.getTezBaseStagingPath(conf));
    String strAppId = appId.toString();
    Path tezSysStagingPath = TezCommonUtils.createTezSystemStagingPath(conf, strAppId);
    Path binaryConfPath = TezCommonUtils.getTezConfStagingPath(tezSysStagingPath);
    binaryConfPath = fs.makeQualified(binaryConfPath);

    // Setup resource requirements
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(amConfig.getTezConfiguration().getInt(TezConfiguration.TEZ_AM_RESOURCE_MEMORY_MB,
            TezConfiguration.TEZ_AM_RESOURCE_MEMORY_MB_DEFAULT));
    capability.setVirtualCores(amConfig.getTezConfiguration().getInt(
            TezConfiguration.TEZ_AM_RESOURCE_CPU_VCORES, TezConfiguration.TEZ_AM_RESOURCE_CPU_VCORES_DEFAULT));
    if (LOG.isDebugEnabled()) {
        LOG.debug("AppMaster capability = " + capability);
    }

    // Setup required Credentials for the AM launch. DAG specific credentials
    // are handled separately.
    ByteBuffer securityTokens = null;
    // Setup security tokens
    Credentials amLaunchCredentials = new Credentials();
    if (amConfig.getCredentials() != null) {
        amLaunchCredentials.addAll(amConfig.getCredentials());
    }

    // Add Staging dir creds to the list of session credentials.
    TokenCache.obtainTokensForFileSystems(sessionCreds, new Path[] { binaryConfPath }, conf);

    // Add session specific credentials to the AM credentials.
    amLaunchCredentials.mergeAll(sessionCreds);

    DataOutputBuffer dob = new DataOutputBuffer();
    amLaunchCredentials.writeTokenStorageToStream(dob);
    securityTokens = ByteBuffer.wrap(dob.getData(), 0, dob.getLength());

    // Setup the command to run the AM
    List<String> vargs = new ArrayList<String>(8);
    vargs.add(Environment.JAVA_HOME.$() + "/bin/java");

    String amOpts = constructAMLaunchOpts(amConfig.getTezConfiguration(), capability);
    vargs.add(amOpts);

    String amLogLevelString = amConfig.getTezConfiguration().get(TezConfiguration.TEZ_AM_LOG_LEVEL,
            TezConfiguration.TEZ_AM_LOG_LEVEL_DEFAULT);
    String[] amLogParams = parseLogParams(amLogLevelString);

    String amLogLevel = amLogParams[0];
    maybeAddDefaultLoggingJavaOpts(amLogLevel, vargs);

    // FIX sun bug mentioned in TEZ-327
    vargs.add("-Dsun.nio.ch.bugLevel=''");

    vargs.add(TezConstants.TEZ_APPLICATION_MASTER_CLASS);
    if (dag == null) {
        vargs.add("--" + TezConstants.TEZ_SESSION_MODE_CLI_OPTION);
    }

    vargs.add("1>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + File.separator + ApplicationConstants.STDOUT);
    vargs.add("2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + File.separator + ApplicationConstants.STDERR);

    Vector<String> vargsFinal = new Vector<String>(8);
    // Final command
    StringBuilder mergedCommand = new StringBuilder();
    for (CharSequence str : vargs) {
        mergedCommand.append(str).append(" ");
    }
    vargsFinal.add(mergedCommand.toString());

    if (LOG.isDebugEnabled()) {
        LOG.debug("Command to launch container for ApplicationMaster is : " + mergedCommand);
    }

    Map<String, String> environment = new TreeMap<String, String>();
    TezYARNUtils.setupDefaultEnv(environment, conf, TezConfiguration.TEZ_AM_LAUNCH_ENV,
            TezConfiguration.TEZ_AM_LAUNCH_ENV_DEFAULT, tezLrsAsArchive);

    addVersionInfoToEnv(environment, apiVersionInfo);
    addLogParamsToEnv(environment, amLogParams);

    Map<String, LocalResource> amLocalResources = new TreeMap<String, LocalResource>();

    // Not fetching credentials for AMLocalResources. Expect this to be provided via AMCredentials.
    if (amConfig.getAMLocalResources() != null) {
        amLocalResources.putAll(amConfig.getAMLocalResources());
    }
    amLocalResources.putAll(tezJarResources);

    // Setup Session ACLs and update conf as needed
    Map<String, String> aclConfigs = null;
    if (historyACLPolicyManager != null) {
        if (dag == null) {
            aclConfigs = historyACLPolicyManager.setupSessionACLs(amConfig.getTezConfiguration(), appId);
        } else {
            // Non-session mode
            // As only a single DAG is support, we should combine AM and DAG ACLs under the same
            // acl management layer
            aclConfigs = historyACLPolicyManager.setupNonSessionACLs(amConfig.getTezConfiguration(), appId,
                    dag.getDagAccessControls());
        }
    }

    // emit conf as PB file
    ConfigurationProto finalConfProto = createFinalConfProtoForApp(amConfig.getTezConfiguration(), aclConfigs);

    FSDataOutputStream amConfPBOutBinaryStream = null;
    try {
        amConfPBOutBinaryStream = TezCommonUtils.createFileForAM(fs, binaryConfPath);
        finalConfProto.writeTo(amConfPBOutBinaryStream);
    } finally {
        if (amConfPBOutBinaryStream != null) {
            amConfPBOutBinaryStream.close();
        }
    }

    LocalResource binaryConfLRsrc = TezClientUtils.createLocalResource(fs, binaryConfPath,
            LocalResourceType.FILE, LocalResourceVisibility.APPLICATION);
    amConfig.setBinaryConfLR(binaryConfLRsrc);
    amLocalResources.put(TezConstants.TEZ_PB_BINARY_CONF_NAME, binaryConfLRsrc);

    // Create Session Jars definition to be sent to AM as a local resource
    Path sessionJarsPath = TezCommonUtils.getTezAMJarStagingPath(tezSysStagingPath);
    FSDataOutputStream sessionJarsPBOutStream = null;
    try {
        sessionJarsPBOutStream = TezCommonUtils.createFileForAM(fs, sessionJarsPath);
        // Write out the initial list of resources which will be available in the AM
        DAGProtos.PlanLocalResourcesProto amResourceProto;
        if (amLocalResources != null && !amLocalResources.isEmpty()) {
            amResourceProto = DagTypeConverters.convertFromLocalResources(amLocalResources);
        } else {
            amResourceProto = DAGProtos.PlanLocalResourcesProto.getDefaultInstance();
        }
        amResourceProto.writeDelimitedTo(sessionJarsPBOutStream);
    } finally {
        if (sessionJarsPBOutStream != null) {
            sessionJarsPBOutStream.close();
        }
    }

    LocalResource sessionJarsPBLRsrc = TezClientUtils.createLocalResource(fs, sessionJarsPath,
            LocalResourceType.FILE, LocalResourceVisibility.APPLICATION);
    amLocalResources.put(TezConstants.TEZ_AM_LOCAL_RESOURCES_PB_FILE_NAME, sessionJarsPBLRsrc);

    String user = UserGroupInformation.getCurrentUser().getShortUserName();
    ACLManager aclManager = new ACLManager(user, amConfig.getTezConfiguration());
    Map<ApplicationAccessType, String> acls = aclManager.toYARNACls();

    if (dag != null) {

        DAGPlan dagPB = prepareAndCreateDAGPlan(dag, amConfig, tezJarResources, tezLrsAsArchive, sessionCreds);

        // emit protobuf DAG file style
        Path binaryPath = TezCommonUtils.getTezBinPlanStagingPath(tezSysStagingPath);
        if (LOG.isDebugEnabled()) {
            LOG.debug("Stage directory information for AppId :" + appId + " tezSysStagingPath :"
                    + tezSysStagingPath + " binaryConfPath :" + binaryConfPath + " sessionJarsPath :"
                    + sessionJarsPath + " binaryPlanPath :" + binaryPath);
        }

        FSDataOutputStream dagPBOutBinaryStream = null;

        try {
            //binary output
            dagPBOutBinaryStream = TezCommonUtils.createFileForAM(fs, binaryPath);
            dagPB.writeTo(dagPBOutBinaryStream);
        } finally {
            if (dagPBOutBinaryStream != null) {
                dagPBOutBinaryStream.close();
            }
        }

        amLocalResources.put(TezConstants.TEZ_PB_PLAN_BINARY_NAME, TezClientUtils.createLocalResource(fs,
                binaryPath, LocalResourceType.FILE, LocalResourceVisibility.APPLICATION));

        if (Level.DEBUG.isGreaterOrEqual(Level.toLevel(amLogLevel))) {
            Path textPath = localizeDagPlanAsText(dagPB, fs, amConfig, strAppId, tezSysStagingPath);
            amLocalResources.put(TezConstants.TEZ_PB_PLAN_TEXT_NAME, TezClientUtils.createLocalResource(fs,
                    textPath, LocalResourceType.FILE, LocalResourceVisibility.APPLICATION));
        }
    }

    // Setup ContainerLaunchContext for AM container
    ContainerLaunchContext amContainer = ContainerLaunchContext.newInstance(amLocalResources, environment,
            vargsFinal, null, securityTokens, acls);

    // Set up the ApplicationSubmissionContext
    ApplicationSubmissionContext appContext = Records.newRecord(ApplicationSubmissionContext.class);

    appContext.setApplicationType(TezConstants.TEZ_APPLICATION_TYPE);
    appContext.setApplicationId(appId);
    appContext.setResource(capability);
    if (amConfig.getQueueName() != null) {
        appContext.setQueue(amConfig.getQueueName());
    }
    appContext.setApplicationName(amName);
    appContext.setCancelTokensWhenComplete(amConfig.getTezConfiguration().getBoolean(
            TezConfiguration.TEZ_CANCEL_DELEGATION_TOKENS_ON_COMPLETION,
            TezConfiguration.TEZ_CANCEL_DELEGATION_TOKENS_ON_COMPLETION_DEFAULT));
    appContext.setAMContainerSpec(amContainer);

    appContext.setMaxAppAttempts(amConfig.getTezConfiguration().getInt(TezConfiguration.TEZ_AM_MAX_APP_ATTEMPTS,
            TezConfiguration.TEZ_AM_MAX_APP_ATTEMPTS_DEFAULT));

    return appContext;

}

From source file:org.apache.tez.dag.api.DagTypeConverters.java

License:Apache License

public static ByteString convertCredentialsToProto(Credentials credentials) {
    if (credentials == null) {
        return null;
    }//from ww  w  .j  a  v  a 2  s. c om
    Output output = ByteString.newOutput();
    DataOutputStream dos = new DataOutputStream(output);
    try {
        credentials.writeTokenStorageToStream(dos);
        return output.toByteString();
    } catch (IOException e) {
        throw new TezUncheckedException("Failed to serialize Credentials", e);
    }
}

From source file:org.apache.tez.dag.app.rm.container.AMContainerHelpers.java

License:Apache License

/**
 * Create the common {@link ContainerLaunchContext} for all attempts.
 *
 * @param applicationACLs/*from  w  w  w  .j a  va 2  s . c  om*/
 */
private static ContainerLaunchContext createCommonContainerLaunchContext(
        Map<ApplicationAccessType, String> applicationACLs, Credentials credentials,
        Map<String, LocalResource> localResources) {

    // Application environment
    Map<String, String> environment = new HashMap<String, String>();

    // Service data
    Map<String, ByteBuffer> serviceData = new HashMap<String, ByteBuffer>();

    // Tokens

    // Setup up task credentials buffer
    ByteBuffer containerCredentialsBuffer = ByteBuffer.wrap(new byte[] {});
    try {
        Credentials containerCredentials = new Credentials();

        // All Credentials need to be set so that YARN can localize the resources
        // correctly, even though they may not be used by all tasks which will run
        // on this container.

        LOG.info("Adding #" + credentials.numberOfTokens() + " tokens and #" + credentials.numberOfSecretKeys()
                + " secret keys for NM use for launching container");
        containerCredentials.addAll(credentials);

        DataOutputBuffer containerTokens_dob = new DataOutputBuffer();
        containerCredentials.writeTokenStorageToStream(containerTokens_dob);
        containerCredentialsBuffer = ByteBuffer.wrap(containerTokens_dob.getData(), 0,
                containerTokens_dob.getLength());

        // Add shuffle token
        LOG.info("Putting shuffle token in serviceData");
        serviceData.put(TezConstants.TEZ_SHUFFLE_HANDLER_SERVICE_ID,
                serializeServiceData(TokenCache.getSessionToken(containerCredentials)));
    } catch (IOException e) {
        throw new TezUncheckedException(e);
    }
    // Construct the actual Container
    // The null fields are per-container and will be constructed for each
    // container separately.
    ContainerLaunchContext container = ContainerLaunchContext.newInstance(localResources, environment, null,
            serviceData, containerCredentialsBuffer, applicationACLs);
    return container;
}

From source file:org.apache.tez.dag.app.taskcomm.TezTestServiceTaskCommunicatorImpl.java

License:Apache License

private ByteBuffer serializeCredentials(Credentials credentials) throws IOException {
    Credentials containerCredentials = new Credentials();
    containerCredentials.addAll(credentials);
    DataOutputBuffer containerTokens_dob = new DataOutputBuffer();
    containerCredentials.writeTokenStorageToStream(containerTokens_dob);
    ByteBuffer containerCredentialsBuffer = ByteBuffer.wrap(containerTokens_dob.getData(), 0,
            containerTokens_dob.getLength());
    return containerCredentialsBuffer;
}

From source file:org.apache.twill.internal.yarn.YarnUtils.java

License:Apache License

/**
 * Encodes the given {@link Credentials} as bytes.
 */// w w w .  j ava  2  s .  c  o m
public static ByteBuffer encodeCredentials(Credentials credentials) {
    try {
        DataOutputBuffer out = new DataOutputBuffer();
        credentials.writeTokenStorageToStream(out);
        return ByteBuffer.wrap(out.getData(), 0, out.getLength());
    } catch (IOException e) {
        // Shouldn't throw
        LOG.error("Failed to encode Credentials.", e);
        throw Throwables.propagate(e);
    }
}

From source file:org.apache.twill.yarn.YarnTwillRunnerService.java

License:Apache License

private void updateCredentials(String application, RunId runId, Credentials updates) throws IOException {
    Location credentialsLocation = locationFactory
            .create(String.format("/%s/%s/%s", application, runId.getId(), Constants.Files.CREDENTIALS));
    // Try to read the old credentials.
    Credentials credentials = new Credentials();
    if (credentialsLocation.exists()) {
        try (DataInputStream is = new DataInputStream(
                new BufferedInputStream(credentialsLocation.getInputStream()))) {
            credentials.readTokenStorageStream(is);
        }//from w ww .j  a v  a 2 s  .  c o  m
    }

    // Overwrite with the updates.
    credentials.addAll(updates);

    // Overwrite the credentials.
    Location tmpLocation = credentialsLocation.getTempFile(Constants.Files.CREDENTIALS);

    // Save the credentials store with user-only permission.
    try (DataOutputStream os = new DataOutputStream(
            new BufferedOutputStream(tmpLocation.getOutputStream("600")))) {
        credentials.writeTokenStorageToStream(os);
    }

    // Rename the tmp file into the credentials location
    tmpLocation.renameTo(credentialsLocation);

    LOG.debug("Secure store for {} {} saved to {}.", application, runId, credentialsLocation);
}

From source file:org.conan.myhadoop02.mr.yarntest.Client.java

License:Apache License

/**
 * Main run function for the client//  w w w . j a v  a2  s  . c  om
 * @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());
        }
    }

    if (domainId != null && domainId.length() > 0 && toCreateDomain) {
        prepareTimelineDomain();
    }

    // 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);

    if (attemptFailuresValidityInterval >= 0) {
        appContext.setAttemptFailuresValidityInterval(attemptFailuresValidityInterval);
    }

    // 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 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));
    if (domainId != null && domainId.length() > 0) {
        env.put(DSConstants.DISTRIBUTEDSHELLTIMELINEDOMAIN, domainId);
    }

    // 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());

    // 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));
    if (null != nodeLabelExpression) {
        appContext.setNodeLabelExpression(nodeLabelExpression);
    }
    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());

    // Set up the container launch context for the application master
    ContainerLaunchContext amContainer = ContainerLaunchContext.newInstance(localResources, env, commands, null,
            null, null);

    // Set up resource type requirements
    // For now, both memory and vcores are supported, so we set memory and
    // vcores requirements
    Resource capability = Resource.newInstance(amMemory, 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()) {
        // Note: Credentials class is marked as LimitedPrivate for HDFS and MapReduce
        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
    // TODO - what is the range for priority? how to decide?
    Priority pri = Priority.newInstance(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:org.dknight.app.ApplicationMaster.java

License:Apache License

/**
 * Main run function for the application master
 *
 * @throws YarnException//  w  w  w. j  a v a 2  s .c o  m
 * @throws IOException
 */
@SuppressWarnings({ "unchecked" })
public boolean run() throws YarnException, IOException {
    LOG.info("Starting ApplicationMaster");

    Credentials credentials = UserGroupInformation.getCurrentUser().getCredentials();
    DataOutputBuffer dob = new DataOutputBuffer();
    credentials.writeTokenStorageToStream(dob);
    // Now remove the AM->RM token so that containers cannot access it.
    Iterator<Token<?>> iter = credentials.getAllTokens().iterator();
    while (iter.hasNext()) {
        Token<?> token = iter.next();
        if (token.getKind().equals(AMRMTokenIdentifier.KIND_NAME)) {
            iter.remove();
        }
    }
    allTokens = ByteBuffer.wrap(dob.getData(), 0, dob.getLength());

    AMRMClientAsync.CallbackHandler allocListener = new RMCallbackHandler();
    amRMClient = AMRMClientAsync.createAMRMClientAsync(1000, allocListener);
    amRMClient.init(conf);
    amRMClient.start();

    containerListener = createNMCallbackHandler();
    nmClientAsync = new NMClientAsyncImpl(containerListener);
    nmClientAsync.init(conf);
    nmClientAsync.start();

    yarnClient = YarnClient.createYarnClient();
    yarnClient.init(conf);
    yarnClient.start();
    // Setup local RPC Server to accept status requests directly from clients
    // TODO need to setup a protocol for client to be able to communicate to
    // the RPC server
    // TODO use the rpc port info to register with the RM for the client to
    // send requests to this app master

    // Register self with ResourceManager
    // This will start heartbeating to the RM
    appMasterHostname = NetUtils.getHostname();
    RegisterApplicationMasterResponse response = amRMClient.registerApplicationMaster(appMasterHostname,
            appMasterRpcPort, appMasterTrackingUrl);
    // Dump out information about cluster capability as seen by the
    // resource manager
    int maxMem = response.getMaximumResourceCapability().getMemory();
    LOG.info("Max mem capabililty of resources in this cluster " + maxMem);

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

    // Setup ask for containers from RM
    // Send request for containers to RM
    // Until we get our fully allocated quota, we keep on polling RM for
    // containers
    // Keep looping until all the containers are launched and shell script
    // executed on them ( regardless of success/failure).
    List<NodeReport> nodeReports = null;
    if (yarnClient != null) {
        try {
            nodeReports = yarnClient.getNodeReports(NodeState.RUNNING);
            for (NodeReport node : nodeReports) {
                LOG.info("Got node report from ASM for" + ", nodeId=" + node.getNodeId() + ", nodeAddress"
                        + node.getHttpAddress() + ", nodeRackName" + node.getRackName() + ", nodeNumContainers"
                        + node.getNumContainers());
            }
        } catch (YarnException e) {
            e.printStackTrace(); //To change body of catch statement use File | Settings | File Templates.
        } catch (IOException e) {
            e.printStackTrace(); //To change body of catch statement use File | Settings | File Templates.
        }
    }
    for (int i = 0; i < numTotalContainers; ++i) {
        ContainerRequest containerAsk = null;
        if (CollectionUtils.isNotEmpty(nodeReports)) {
            NodeReport requestNode = nodeReports.get(Math.min(i, nodeReports.size() - 1));
            String[] requsetHosts = new String[] { requestNode.getNodeId().getHost() };
            LOG.info("Ask container at the host list:" + requsetHosts);
            containerAsk = setupContainerAskForRM(requsetHosts);
        } else {
            LOG.info("Ask container with ANY host");
            containerAsk = setupContainerAskForRM(null);
        }
        amRMClient.addContainerRequest(containerAsk);
    }
    numRequestedContainers.set(numTotalContainers);

    while (!done && (numCompletedContainers.get() != numTotalContainers)) {
        try {
            Thread.sleep(200);
        } catch (InterruptedException ex) {
        }
    }
    finish();

    return success;
}

From source file:org.dknight.app.Client.java

License:Apache License

/**
 * Main run function for the client//from   w w  w.ja v  a  2 s .  c om
 * @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;
    }

    // set the application name
    ApplicationSubmissionContext appContext = app.getApplicationSubmissionContext();
    ApplicationId appId = appContext.getApplicationId();
    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);
    Path src = new Path(appMasterJar);
    String pathSuffix = appName + "/" + appId.getId() + "/AppMaster.jar";
    Path dst = new Path(fs.getHomeDirectory(), pathSuffix);
    fs.copyFromLocalFile(false, true, src, dst);
    FileStatus destStatus = fs.getFileStatus(dst);
    LocalResource amJarRsrc = Records.newRecord(LocalResource.class);

    // Set the type of resource - file or archive
    // archives are untarred at destination
    // we don't need the jar file to be untarred for now
    amJarRsrc.setType(LocalResourceType.FILE);
    // Set visibility of the resource 
    // Setting to most private option
    amJarRsrc.setVisibility(LocalResourceVisibility.APPLICATION);
    // Set the resource to be copied over
    amJarRsrc.setResource(ConverterUtils.getYarnUrlFromPath(dst));
    // Set timestamp and length of file so that the framework 
    // can do basic sanity checks for the local resource 
    // after it has been copied over to ensure it is the same 
    // resource the client intended to use with the application
    amJarRsrc.setTimestamp(destStatus.getModificationTime());
    amJarRsrc.setSize(destStatus.getLen());
    localResources.put("AppMaster.jar", amJarRsrc);

    String confXMLFSPath = "";
    {
        File clusterConfXML = new File("cluster-conf.xml");
        conf.writeXml(new FileOutputStream(clusterConfXML));
        Path confSrc = new Path(clusterConfXML.getAbsolutePath());
        String confPathSuffix = appName + "/" + appId.getId() + "/cluster-conf.xml";
        Path confDst = new Path(fs.getHomeDirectory(), confPathSuffix);
        fs.copyFromLocalFile(false, true, confSrc, confDst);
        FileStatus confFileStatus = fs.getFileStatus(confDst);
        LocalResource confRsrc = Records.newRecord(LocalResource.class);
        confRsrc.setType(LocalResourceType.FILE);
        confRsrc.setVisibility(LocalResourceVisibility.APPLICATION);
        confRsrc.setResource(ConverterUtils.getYarnUrlFromURI(confDst.toUri()));
        confRsrc.setSize(confFileStatus.getLen());
        confRsrc.setTimestamp(confFileStatus.getModificationTime());
        localResources.put("cluster-conf.xml", confRsrc);
        confXMLFSPath = confDst.toUri().getPath();
    }

    // Set the log4j properties if needed 
    if (!log4jPropFile.isEmpty()) {
        Path log4jSrc = new Path(log4jPropFile);
        Path log4jDst = new Path(fs.getHomeDirectory(), "log4j.props");
        fs.copyFromLocalFile(false, true, log4jSrc, log4jDst);
        FileStatus log4jFileStatus = fs.getFileStatus(log4jDst);
        LocalResource log4jRsrc = Records.newRecord(LocalResource.class);
        log4jRsrc.setType(LocalResourceType.FILE);
        log4jRsrc.setVisibility(LocalResourceVisibility.APPLICATION);
        log4jRsrc.setResource(ConverterUtils.getYarnUrlFromURI(log4jDst.toUri()));
        log4jRsrc.setTimestamp(log4jFileStatus.getModificationTime());
        log4jRsrc.setSize(log4jFileStatus.getLen());
        localResources.put("log4j.properties", log4jRsrc);
    }

    // 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.getId() + "/ExecShellScript.sh";
        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();
    }

    // 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));
    env.put(DSConstants.CLUSTER_CONF_XML_PATH, confXMLFSPath);

    // 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(File.pathSeparatorChar)
            .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("./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");
    //      if (debugFlag) {
    //          vargs.add("-Xdebug -Xrunjdwp:transport=dt_socket,address=9998,server=y,suspend=y");
    //      }
    // Set class name 
    vargs.add(appMasterMainClass);
    // Set params for Application Master
    vargs.add("--container_memory " + String.valueOf(containerMemory));
    vargs.add("--num_containers " + String.valueOf(numContainers));
    vargs.add("--priority " + String.valueOf(shellCmdPriority));
    if (!shellCommand.isEmpty()) {
        vargs.add("--shell_command " + shellCommand + "");
    }
    if (!shellArgs.isEmpty()) {
        vargs.add("--shell_args " + shellArgs + "");
    }
    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, 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);

    // 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:org.hdl.caffe.yarn.app.ApplicationMaster.java

License:Apache License

/**
 * Main run function for the application master
 *
 * @throws YarnException/*from   ww w .  j  a va 2s.  co m*/
 * @throws IOException
 */
@SuppressWarnings({ "unchecked" })
public void run() throws YarnException, IOException, InterruptedException {
    LOG.info("Starting ApplicationMaster");

    // Note: Credentials, Token, UserGroupInformation, DataOutputBuffer class
    // are marked as LimitedPrivate
    Credentials credentials = UserGroupInformation.getCurrentUser().getCredentials();
    DataOutputBuffer dob = new DataOutputBuffer();
    credentials.writeTokenStorageToStream(dob);
    // Now remove the AM->RM token so that containers cannot access it.
    Iterator<Token<?>> iter = credentials.getAllTokens().iterator();
    LOG.info("Executing with tokens:");
    while (iter.hasNext()) {
        Token<?> token = iter.next();
        LOG.info(token);
        if (token.getKind().equals(AMRMTokenIdentifier.KIND_NAME)) {
            iter.remove();
        }
    }
    allTokens = ByteBuffer.wrap(dob.getData(), 0, dob.getLength());

    // Create appSubmitterUgi and add original tokens to it
    String appSubmitterUserName = System.getenv(ApplicationConstants.Environment.USER.name());
    appSubmitterUgi = UserGroupInformation.createRemoteUser(appSubmitterUserName);
    appSubmitterUgi.addCredentials(credentials);

    AMRMClientAsync.AbstractCallbackHandler allocListener = new RMCallbackHandler();
    amRMClient = AMRMClientAsync.createAMRMClientAsync(1000, allocListener);
    amRMClient.init(conf);
    amRMClient.start();

    containerListener = createNMCallbackHandler();
    nmClientAsync = new NMClientAsyncImpl(containerListener);
    nmClientAsync.init(conf);
    nmClientAsync.start();

    appMasterHostname = System.getenv(Environment.NM_HOST.name());
    CaffeApplicationRpcServer rpcServer = new CaffeApplicationRpcServer(appMasterHostname, new RpcForClient());
    appMasterRpcPort = rpcServer.getRpcPort();
    rpcServer.startRpcServiceThread();

    // Register self with ResourceManager
    // This will start heartbeating to the RM
    RegisterApplicationMasterResponse response = amRMClient.registerApplicationMaster(appMasterHostname,
            appMasterRpcPort, appMasterTrackingUrl);

    // Dump out information about cluster capability as seen by the
    // resource manager
    long maxMem = response.getMaximumResourceCapability().getMemorySize();
    LOG.info("Max mem capability of resources in this cluster " + maxMem);

    int maxVCores = response.getMaximumResourceCapability().getVirtualCores();
    LOG.info("Max vcores capability of resources in this cluster " + maxVCores);

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

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

    List<Container> previousAMRunningContainers = response.getContainersFromPreviousAttempts();
    LOG.info(appAttemptID + " received " + previousAMRunningContainers.size()
            + " previous attempts' running containers on AM registration.");
    for (Container container : previousAMRunningContainers) {
        launchedContainers.add(container.getId());
    }
    numAllocatedContainers.addAndGet(previousAMRunningContainers.size());

    int numTotalContainersToRequest = numTotalContainers - previousAMRunningContainers.size();

    // Setup ask for containers from RM
    // Send request for containers to RM
    // Until we get our fully allocated quota, we keep on polling RM for
    // containers
    // Keep looping until all the containers are launched and shell script
    // executed on them ( regardless of success/failure).
    for (int i = 0; i < numTotalContainersToRequest; ++i) {
        ContainerRequest containerAsk = setupContainerAskForRM();
        amRMClient.addContainerRequest(containerAsk);
    }
    numRequestedContainers.set(numTotalContainers);

}