Example usage for org.apache.hadoop.yarn.api.records ApplicationReport getTrackingUrl

List of usage examples for org.apache.hadoop.yarn.api.records ApplicationReport getTrackingUrl

Introduction

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

Prototype

@Public
@Stable
public abstract String getTrackingUrl();

Source Link

Document

Get the tracking url for the application.

Usage

From source file:com.twitter.hraven.hadoopJobMonitor.notification.Notifier.java

License:Apache License

public static String longTaskMsg(ApplicationReport appReport, TaskReport taskReport,
        TaskAttemptID taskAttemptId, long duration, long max) {
    String msg = "The task attempt " + taskAttemptId + " of  " + appReport.getName() + " run by "
            + appReport.getUser() + " on " + CLUSTER + " did not finish after " + durationStr(duration)
            + " hours (Max is " + durationStr(max) + ")\n";
    msg += "Tracking url is " + appReport.getTrackingUrl() + "\n";
    return msg;//  www  . j a va2  s .  c om
}

From source file:com.twitter.hraven.hadoopJobMonitor.notification.Notifier.java

License:Apache License

public static String longAppMsg(ApplicationReport appReport, long duration, long max) {
    String msg = "The app " + appReport.getApplicationId() + " of  " + appReport.getName() + " run by "
            + appReport.getUser() + " on " + CLUSTER + " did not finish after " + durationStr(duration)
            + " hours (Max is " + durationStr(max) + ")\n";
    msg += "Tracking url is " + appReport.getTrackingUrl() + "\n";
    return msg;/* ww w  . j av a 2s .c  o m*/
}

From source file:com.zqh.hadoop.moya.core.yarn.Client.java

License:Apache License

/**
 * Monitor the submitted application for completion. Kill application if
 * time expires.//  ww  w. j a  v a 2s  .c  o m
 *
 * @param appId
 *            Application Id of application to be monitored
 * @return true if application completed successfully
 * @throws org.apache.hadoop.yarn.exceptions.YarnException
 * @throws java.io.IOException
 */
private boolean monitorApplication(ApplicationId appId) throws YarnException, IOException {

    while (true) {

        // Check app status every 1 second.
        try {
            Thread.sleep(1000);
        } catch (InterruptedException e) {
            LOG.debug("Thread sleep in monitoring loop interrupted");
        }

        // Get application report for the appId we are interested in
        ApplicationReport report = yarnClient.getApplicationReport(appId);

        LOG.info("Got application report from ASM for" + ", appId=" + appId.getId() + ", clientToAMToken="
                + report.getClientToAMToken() + ", appDiagnostics=" + report.getDiagnostics()
                + ", appMasterHost=" + report.getHost() + ", appQueue=" + report.getQueue()
                + ", appMasterRpcPort=" + report.getRpcPort() + ", appStartTime=" + report.getStartTime()
                + ", yarnAppState=" + report.getYarnApplicationState().toString() + ", distributedFinalState="
                + report.getFinalApplicationStatus().toString() + ", appTrackingUrl=" + report.getTrackingUrl()
                + ", appUser=" + report.getUser());

        YarnApplicationState state = report.getYarnApplicationState();
        FinalApplicationStatus dsStatus = report.getFinalApplicationStatus();
        if (YarnApplicationState.FINISHED == state) {
            if (FinalApplicationStatus.SUCCEEDED == dsStatus) {
                LOG.info("Application has completed successfully. Breaking monitoring loop");
                return true;
            } else {
                LOG.info("Application did finished unsuccessfully." + " YarnState=" + state.toString()
                        + ", DSFinalStatus=" + dsStatus.toString() + ". Breaking monitoring loop");
                return false;
            }
        } else if (YarnApplicationState.KILLED == state || YarnApplicationState.FAILED == state) {
            LOG.info("Application did not finish." + " YarnState=" + state.toString() + ", DSFinalStatus="
                    + dsStatus.toString() + ". Breaking monitoring loop");
            return false;
        }
    }

}

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

License:Apache License

public void run(String[] args) throws Exception {

    if (UserGroupInformation.isSecurityEnabled()) {
        throw new RuntimeException("Stratosphere YARN client does not have security support right now."
                + "File a bug, we will fix it asap");
    }/*from   w  w  w .  j a  v  a2  s .c om*/
    //Utils.logFilesInCurrentDirectory(LOG);
    //
    //   Command Line Options
    //
    Options options = new Options();
    options.addOption(VERBOSE);
    options.addOption(STRATOSPHERE_CONF_DIR);
    options.addOption(STRATOSPHERE_JAR);
    options.addOption(JM_MEMORY);
    options.addOption(TM_MEMORY);
    options.addOption(TM_CORES);
    options.addOption(CONTAINER);
    options.addOption(GEN_CONF);
    options.addOption(QUEUE);
    options.addOption(QUERY);
    options.addOption(SHIP_PATH);

    CommandLineParser parser = new PosixParser();
    CommandLine cmd = null;
    try {
        cmd = parser.parse(options, args);
    } catch (MissingOptionException moe) {
        System.out.println(moe.getMessage());
        printUsage();
        System.exit(1);
    }

    if (System.getProperty("log4j.configuration") == null) {
        Logger root = Logger.getRootLogger();
        root.removeAllAppenders();
        PatternLayout layout = new PatternLayout("%d{HH:mm:ss,SSS} %-5p %-60c %x - %m%n");
        ConsoleAppender appender = new ConsoleAppender(layout, "System.err");
        root.addAppender(appender);
        if (cmd.hasOption(VERBOSE.getOpt())) {
            root.setLevel(Level.DEBUG);
            LOG.debug("CLASSPATH: " + System.getProperty("java.class.path"));
        } else {
            root.setLevel(Level.INFO);
        }
    }

    // Jar Path
    Path localJarPath;
    if (cmd.hasOption(STRATOSPHERE_JAR.getOpt())) {
        String userPath = cmd.getOptionValue(STRATOSPHERE_JAR.getOpt());
        if (!userPath.startsWith("file://")) {
            userPath = "file://" + userPath;
        }
        localJarPath = new Path(userPath);
    } else {
        localJarPath = new Path(
                "file://" + Client.class.getProtectionDomain().getCodeSource().getLocation().getPath());
    }

    if (cmd.hasOption(GEN_CONF.getOpt())) {
        LOG.info("Placing default configuration in current directory");
        File outFile = generateDefaultConf(localJarPath);
        LOG.info("File written to " + outFile.getAbsolutePath());
        System.exit(0);
    }

    // Conf Path 
    Path confPath = null;
    String confDirPath = "";
    if (cmd.hasOption(STRATOSPHERE_CONF_DIR.getOpt())) {
        confDirPath = cmd.getOptionValue(STRATOSPHERE_CONF_DIR.getOpt()) + "/";
        File confFile = new File(confDirPath + CONFIG_FILE_NAME);
        if (!confFile.exists()) {
            LOG.fatal("Unable to locate configuration file in " + confFile);
            System.exit(1);
        }
        confPath = new Path(confFile.getAbsolutePath());
    } else {
        System.out.println("No configuration file has been specified");

        // no configuration path given.
        // -> see if there is one in the current directory
        File currDir = new File(".");
        File[] candidates = currDir.listFiles(new FilenameFilter() {
            @Override
            public boolean accept(final File dir, final String name) {
                return name != null && name.endsWith(".yaml");
            }
        });
        if (candidates == null || candidates.length == 0) {
            System.out.println(
                    "No configuration file has been found in current directory.\n" + "Copying default.");
            File outFile = generateDefaultConf(localJarPath);
            confPath = new Path(outFile.toURI());
        } else {
            if (candidates.length > 1) {
                System.out.println("Multiple .yaml configuration files were found in the current directory\n"
                        + "Please specify one explicitly");
                System.exit(1);
            } else if (candidates.length == 1) {
                confPath = new Path(candidates[0].toURI());
            }
        }
    }
    List<File> shipFiles = new ArrayList<File>();
    // path to directory to ship
    if (cmd.hasOption(SHIP_PATH.getOpt())) {
        String shipPath = cmd.getOptionValue(SHIP_PATH.getOpt());
        File shipDir = new File(shipPath);
        if (shipDir.isDirectory()) {
            shipFiles = new ArrayList<File>(Arrays.asList(shipDir.listFiles(new FilenameFilter() {
                @Override
                public boolean accept(File dir, String name) {
                    return !(name.equals(".") || name.equals(".."));
                }
            })));
        } else {
            LOG.warn("Ship directory is not a directory!");
        }
    }
    boolean hasLog4j = false;
    //check if there is a log4j file
    if (confDirPath.length() > 0) {
        File l4j = new File(confDirPath + "/log4j.properties");
        if (l4j.exists()) {
            shipFiles.add(l4j);
            hasLog4j = true;
        }
    }

    // queue
    String queue = "default";
    if (cmd.hasOption(QUEUE.getOpt())) {
        queue = cmd.getOptionValue(QUEUE.getOpt());
    }

    // JobManager Memory
    int jmMemory = 512;
    if (cmd.hasOption(JM_MEMORY.getOpt())) {
        jmMemory = Integer.valueOf(cmd.getOptionValue(JM_MEMORY.getOpt()));
    }

    // Task Managers memory
    int tmMemory = 1024;
    if (cmd.hasOption(TM_MEMORY.getOpt())) {
        tmMemory = Integer.valueOf(cmd.getOptionValue(TM_MEMORY.getOpt()));
    }

    // Task Managers vcores
    int tmCores = 1;
    if (cmd.hasOption(TM_CORES.getOpt())) {
        tmCores = Integer.valueOf(cmd.getOptionValue(TM_CORES.getOpt()));
    }
    Utils.getStratosphereConfiguration(confPath.toUri().getPath());
    int jmPort = GlobalConfiguration.getInteger(ConfigConstants.JOB_MANAGER_IPC_PORT_KEY, 0);
    if (jmPort == 0) {
        LOG.warn("Unable to find job manager port in configuration!");
        jmPort = ConfigConstants.DEFAULT_JOB_MANAGER_IPC_PORT;
    }
    conf = Utils.initializeYarnConfiguration();

    // intialize HDFS
    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 
    final FileSystem fs = FileSystem.get(conf);

    if (fs.getScheme().startsWith("file")) {
        LOG.warn("The file system scheme is '" + fs.getScheme() + "'. This indicates that the "
                + "specified Hadoop configuration path is wrong and the sytem is using the default Hadoop configuration values."
                + "The Stratosphere YARN client needs to store its files in a distributed file system");
    }

    // Create yarnClient
    final YarnClient yarnClient = YarnClient.createYarnClient();
    yarnClient.init(conf);
    yarnClient.start();

    // Query cluster for metrics
    if (cmd.hasOption(QUERY.getOpt())) {
        showClusterMetrics(yarnClient);
    }
    if (!cmd.hasOption(CONTAINER.getOpt())) {
        LOG.fatal("Missing required argument " + CONTAINER.getOpt());
        printUsage();
        yarnClient.stop();
        System.exit(1);
    }

    // TM Count
    final int taskManagerCount = Integer.valueOf(cmd.getOptionValue(CONTAINER.getOpt()));

    System.out.println("Using values:");
    System.out.println("\tContainer Count = " + taskManagerCount);
    System.out.println("\tJar Path = " + localJarPath.toUri().getPath());
    System.out.println("\tConfiguration file = " + confPath.toUri().getPath());
    System.out.println("\tJobManager memory = " + jmMemory);
    System.out.println("\tTaskManager memory = " + tmMemory);
    System.out.println("\tTaskManager cores = " + tmCores);

    // Create application via yarnClient
    YarnClientApplication app = yarnClient.createApplication();
    GetNewApplicationResponse appResponse = app.getNewApplicationResponse();
    Resource maxRes = appResponse.getMaximumResourceCapability();
    if (tmMemory > maxRes.getMemory() || tmCores > maxRes.getVirtualCores()) {
        LOG.fatal("The cluster does not have the requested resources for the TaskManagers available!\n"
                + "Maximum Memory: " + maxRes.getMemory() + ", Maximum Cores: " + tmCores);
        yarnClient.stop();
        System.exit(1);
    }
    if (jmMemory > maxRes.getMemory()) {
        LOG.fatal("The cluster does not have the requested resources for the JobManager available!\n"
                + "Maximum Memory: " + maxRes.getMemory());
        yarnClient.stop();
        System.exit(1);
    }
    int totalMemoryRequired = jmMemory + tmMemory * taskManagerCount;
    ClusterResourceDescription freeClusterMem = getCurrentFreeClusterResources(yarnClient);
    if (freeClusterMem.totalFreeMemory < totalMemoryRequired) {
        LOG.fatal("This YARN session requires " + totalMemoryRequired + "MB of memory in the cluster. "
                + "There are currently only " + freeClusterMem.totalFreeMemory + "MB available.");
        yarnClient.stop();
        System.exit(1);
    }
    if (tmMemory > freeClusterMem.containerLimit) {
        LOG.fatal("The requested amount of memory for the TaskManagers (" + tmMemory + "MB) is more than "
                + "the largest possible YARN container: " + freeClusterMem.containerLimit);
        yarnClient.stop();
        System.exit(1);
    }
    if (jmMemory > freeClusterMem.containerLimit) {
        LOG.fatal("The requested amount of memory for the JobManager (" + jmMemory + "MB) is more than "
                + "the largest possible YARN container: " + freeClusterMem.containerLimit);
        yarnClient.stop();
        System.exit(1);
    }

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

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

    String amCommand = "$JAVA_HOME/bin/java" + " -Xmx" + Utils.calculateHeapSize(jmMemory) + "M " + javaOpts;
    if (hasLog4j) {
        amCommand += " -Dlog.file=\"" + ApplicationConstants.LOG_DIR_EXPANSION_VAR
                + "/jobmanager-log4j.log\" -Dlog4j.configuration=file:log4j.properties";
    }
    amCommand += " eu.stratosphere.yarn.ApplicationMaster" + " " + " 1>"
            + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/jobmanager-stdout.log" + " 2>"
            + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/jobmanager-stderr.log";
    amContainer.setCommands(Collections.singletonList(amCommand));

    System.err.println("amCommand=" + amCommand);

    // Set-up ApplicationSubmissionContext for the application
    ApplicationSubmissionContext appContext = app.getApplicationSubmissionContext();
    final ApplicationId appId = appContext.getApplicationId();

    // Setup jar for ApplicationMaster
    LocalResource appMasterJar = Records.newRecord(LocalResource.class);
    LocalResource stratosphereConf = Records.newRecord(LocalResource.class);
    Path remotePathJar = Utils.setupLocalResource(conf, fs, appId.toString(), localJarPath, appMasterJar,
            fs.getHomeDirectory());
    Path remotePathConf = Utils.setupLocalResource(conf, fs, appId.toString(), confPath, stratosphereConf,
            fs.getHomeDirectory());
    Map<String, LocalResource> localResources = new HashMap<String, LocalResource>(2);
    localResources.put("stratosphere.jar", appMasterJar);
    localResources.put("stratosphere-conf.yaml", stratosphereConf);

    // setup security tokens (code from apache storm)
    final Path[] paths = new Path[3 + shipFiles.size()];
    StringBuffer envShipFileList = new StringBuffer();
    // upload ship files
    for (int i = 0; i < shipFiles.size(); i++) {
        File shipFile = shipFiles.get(i);
        LocalResource shipResources = Records.newRecord(LocalResource.class);
        Path shipLocalPath = new Path("file://" + shipFile.getAbsolutePath());
        paths[3 + i] = Utils.setupLocalResource(conf, fs, appId.toString(), shipLocalPath, shipResources,
                fs.getHomeDirectory());
        localResources.put(shipFile.getName(), shipResources);

        envShipFileList.append(paths[3 + i]);
        if (i + 1 < shipFiles.size()) {
            envShipFileList.append(',');
        }
    }

    paths[0] = remotePathJar;
    paths[1] = remotePathConf;
    paths[2] = new Path(fs.getHomeDirectory(), ".stratosphere/" + appId.toString() + "/");
    FsPermission permission = new FsPermission(FsAction.ALL, FsAction.ALL, FsAction.ALL);
    fs.setPermission(paths[2], permission); // set permission for path.
    Utils.setTokensFor(amContainer, paths, this.conf);

    amContainer.setLocalResources(localResources);
    fs.close();

    // Setup CLASSPATH for ApplicationMaster
    Map<String, String> appMasterEnv = new HashMap<String, String>();
    Utils.setupEnv(conf, appMasterEnv);
    // set configuration values
    appMasterEnv.put(Client.ENV_TM_COUNT, String.valueOf(taskManagerCount));
    appMasterEnv.put(Client.ENV_TM_CORES, String.valueOf(tmCores));
    appMasterEnv.put(Client.ENV_TM_MEMORY, String.valueOf(tmMemory));
    appMasterEnv.put(Client.STRATOSPHERE_JAR_PATH, remotePathJar.toString());
    appMasterEnv.put(Client.ENV_APP_ID, appId.toString());
    appMasterEnv.put(Client.ENV_CLIENT_HOME_DIR, fs.getHomeDirectory().toString());
    appMasterEnv.put(Client.ENV_CLIENT_SHIP_FILES, envShipFileList.toString());
    appMasterEnv.put(Client.ENV_CLIENT_USERNAME, UserGroupInformation.getCurrentUser().getShortUserName());

    amContainer.setEnvironment(appMasterEnv);

    // Set up resource type requirements for ApplicationMaster
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(jmMemory);
    capability.setVirtualCores(1);

    appContext.setApplicationName("Stratosphere"); // application name
    appContext.setAMContainerSpec(amContainer);
    appContext.setResource(capability);
    appContext.setQueue(queue);

    // file that we write into the conf/ dir containing the jobManager address.
    final File addrFile = new File(confDirPath + CliFrontend.JOBMANAGER_ADDRESS_FILE);

    Runtime.getRuntime().addShutdownHook(new Thread() {
        @Override
        public void run() {
            try {
                LOG.info("Killing the Stratosphere-YARN application.");
                yarnClient.killApplication(appId);
                LOG.info("Deleting files in " + paths[2]);
                FileSystem shutFS = FileSystem.get(conf);
                shutFS.delete(paths[2], true); // delete conf and jar file.
                shutFS.close();
            } catch (Exception e) {
                LOG.warn("Exception while killing the YARN application", e);
            }
            try {
                addrFile.delete();
            } catch (Exception e) {
                LOG.warn("Exception while deleting the jobmanager address file", e);
            }
            LOG.info("YARN Client is shutting down");
            yarnClient.stop();
        }
    });

    LOG.info("Submitting application master " + appId);
    yarnClient.submitApplication(appContext);
    ApplicationReport appReport = yarnClient.getApplicationReport(appId);
    YarnApplicationState appState = appReport.getYarnApplicationState();
    boolean told = false;
    char[] el = { '/', '|', '\\', '-' };
    int i = 0;
    while (appState != YarnApplicationState.FINISHED && appState != YarnApplicationState.KILLED
            && appState != YarnApplicationState.FAILED) {
        if (!told && appState == YarnApplicationState.RUNNING) {
            System.err
                    .println("Stratosphere JobManager is now running on " + appReport.getHost() + ":" + jmPort);
            System.err.println("JobManager Web Interface: " + appReport.getTrackingUrl());
            // write jobmanager connect information

            PrintWriter out = new PrintWriter(addrFile);
            out.println(appReport.getHost() + ":" + jmPort);
            out.close();
            addrFile.setReadable(true, false); // readable for all.
            told = true;
        }
        if (!told) {
            System.err.print(el[i++] + "\r");
            if (i == el.length) {
                i = 0;
            }
            Thread.sleep(500); // wait for the application to switch to RUNNING
        } else {
            Thread.sleep(5000);
        }

        appReport = yarnClient.getApplicationReport(appId);
        appState = appReport.getYarnApplicationState();
    }

    LOG.info("Application " + appId + " finished with" + " state " + appState + " at "
            + appReport.getFinishTime());
    if (appState == YarnApplicationState.FAILED || appState == YarnApplicationState.KILLED) {
        LOG.warn("Application failed. Diagnostics " + appReport.getDiagnostics());
    }

}

From source file:gobblin.yarn.GobblinYarnAppLauncher.java

License:Apache License

/**
 * Setup and submit the Gobblin Yarn application.
 *
 * @throws IOException if there's anything wrong setting up and submitting the Yarn application
 * @throws YarnException if there's anything wrong setting up and submitting the Yarn application
 *//*from   w w w  .j ava  2 s  .  c  om*/
@VisibleForTesting
ApplicationId setupAndSubmitApplication() throws IOException, YarnException {
    YarnClientApplication gobblinYarnApp = this.yarnClient.createApplication();
    ApplicationSubmissionContext appSubmissionContext = gobblinYarnApp.getApplicationSubmissionContext();
    appSubmissionContext.setApplicationType(GOBBLIN_YARN_APPLICATION_TYPE);
    ApplicationId applicationId = appSubmissionContext.getApplicationId();

    GetNewApplicationResponse newApplicationResponse = gobblinYarnApp.getNewApplicationResponse();
    // Set up resource type requirements for ApplicationMaster
    Resource resource = prepareContainerResource(newApplicationResponse);

    // Add lib jars, and jars and files that the ApplicationMaster need as LocalResources
    Map<String, LocalResource> appMasterLocalResources = addAppMasterLocalResources(applicationId);

    ContainerLaunchContext amContainerLaunchContext = Records.newRecord(ContainerLaunchContext.class);
    amContainerLaunchContext.setLocalResources(appMasterLocalResources);
    amContainerLaunchContext.setEnvironment(YarnHelixUtils.getEnvironmentVariables(this.yarnConfiguration));
    amContainerLaunchContext
            .setCommands(Lists.newArrayList(buildApplicationMasterCommand(resource.getMemory())));
    if (UserGroupInformation.isSecurityEnabled()) {
        setupSecurityTokens(amContainerLaunchContext);
    }

    // Setup the application submission context
    appSubmissionContext.setApplicationName(this.applicationName);
    appSubmissionContext.setResource(resource);
    appSubmissionContext.setQueue(this.appQueueName);
    appSubmissionContext.setPriority(Priority.newInstance(0));
    appSubmissionContext.setAMContainerSpec(amContainerLaunchContext);

    // Also setup container local resources by copying local jars and files the container need to HDFS
    addContainerLocalResources(applicationId);

    // Submit the application
    LOGGER.info("Submitting application " + applicationId);
    this.yarnClient.submitApplication(appSubmissionContext);

    LOGGER.info("Application successfully submitted and accepted");
    ApplicationReport applicationReport = this.yarnClient.getApplicationReport(applicationId);
    LOGGER.info("Application Name: " + applicationReport.getName());
    LOGGER.info("Application Tracking URL: " + applicationReport.getTrackingUrl());
    LOGGER.info("Application User: " + applicationReport.getUser() + " Queue: " + applicationReport.getQueue());

    return applicationId;
}

From source file:io.hops.hopsworks.common.jobs.flink.YarnClusterClient.java

License:Apache License

/**
 * Create a new Flink on YARN cluster.//from ww  w. java 2s .  c o  m
 *
 * @param clusterDescriptor The descriptor used at cluster creation
 * @param yarnClient Client to talk to YARN
 * @param appReport the YARN application ID
 * @param flinkConfig Flink configuration
 * @param sessionFilesDir Location of files required for YARN session
 * @param newlyCreatedCluster Indicator whether this cluster has just been
 * created
 * @throws IOException
 * @throws YarnException
 */
public YarnClusterClient(final AbstractYarnClusterDescriptor clusterDescriptor, final YarnClient yarnClient,
        final ApplicationReport appReport, org.apache.flink.configuration.Configuration flinkConfig,
        Path sessionFilesDir, boolean newlyCreatedCluster) throws IOException, YarnException {

    super(flinkConfig);

    this.akkaDuration = AkkaUtils.getTimeout(flinkConfig);
    this.clusterDescriptor = clusterDescriptor;
    this.yarnClient = yarnClient;
    this.hadoopConfig = yarnClient.getConfig();
    this.sessionFilesDir = sessionFilesDir;
    this.appReport = appReport;
    this.appId = appReport.getApplicationId();
    this.trackingURL = appReport.getTrackingUrl();
    this.newlyCreatedCluster = newlyCreatedCluster;

    this.applicationClient = new LazApplicationClientLoader(flinkConfig, actorSystemLoader);

    this.pollingRunner = new PollingThread(yarnClient, appId);
    this.pollingRunner.setDaemon(true);
    this.pollingRunner.start();

    Runtime.getRuntime().addShutdownHook(clientShutdownHook);
}

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

License:Apache License

/**
 * Monitor the submitted application for completion.
 * Kill application if time expires.//w  ww. ja  va  2  s.c om
 *
 * @param appId
 *     Application Id of application to be monitored
 * @return true if application completed successfully
 * @throws YarnException
 * @throws IOException
 */
public boolean monitorApplication(ApplicationId appId) throws YarnException, IOException {

    YarnApplicationState oldState = null;

    while (true) {

        // Check app status every 1 second.
        try {
            Thread.sleep(1000);
        } catch (InterruptedException e) {
            LOG.debug("Thread sleep in monitoring loop interrupted");
        }

        ApplicationReport report = yarnClient.getApplicationReport(appId);
        YarnApplicationState state = report.getYarnApplicationState();
        FinalApplicationStatus dsStatus = report.getFinalApplicationStatus();

        if (oldState != state) {
            LOG.info("Got application report from ASM for" + "\n\t appId=" + appId.getId()
                    + "\n\t clientToAMToken=" + report.getClientToAMToken() + "\n\t appDiagnostics="
                    + report.getDiagnostics() + "\n\t appMasterHost=" + report.getHost() + "\n\t appQueue="
                    + report.getQueue() + "\n\t appMasterRpcPort=" + report.getRpcPort() + "\n\t appStartTime="
                    + report.getStartTime() + "\n\t yarnAppState=" + report.getYarnApplicationState().toString()
                    + "\n\t distributedFinalState=" + report.getFinalApplicationStatus().toString()
                    + "\n\t appTrackingUrl=" + report.getTrackingUrl() + "\n\t appUser=" + report.getUser());
            oldState = state;
        } else {
            LOG.info("Got application report from ASM for " + appId + " (state: " + state + ")");
        }

        if (YarnApplicationState.FINISHED == state) {
            if (FinalApplicationStatus.SUCCEEDED == dsStatus) {
                LOG.info("Application has completed successfully. Breaking monitoring loop");
                return true;
            } else {
                LOG.info("Application did finished unsuccessfully." + " YarnState=" + state.toString()
                        + ", DSFinalStatus=" + dsStatus.toString() + ". Breaking monitoring loop");
                return false;
            }
        } else if (YarnApplicationState.KILLED == state || YarnApplicationState.FAILED == state) {
            LOG.info("Application did not finish." + " YarnState=" + state.toString() + ", DSFinalStatus="
                    + dsStatus.toString() + ". Breaking monitoring loop");
            return false;
        }

        if (System.currentTimeMillis() > (clientStartTime + clientTimeout)) {
            LOG.info("Reached client specified timeout for application. Killing application");
            forceKillApplication(appId);
            return false;
        }
    }
}

From source file:ml.shifu.guagua.yarn.GuaguaYarnClient.java

License:Apache License

/**
 * Assess whether job is already finished/failed and 'done' flag needs to be
 * set, prints progress display for client if all is going well.
 * // w  ww .  ja  va2s .c o  m
 * @param report
 *            the application report to assess.
 * @return true if job report indicates the job run is over.
 */
private boolean checkProgress(final ApplicationReport report) {
    YarnApplicationState jobState = report.getYarnApplicationState();

    LOG.info(
            "Got applicaton report for appId={}, state={}, progress={}%, amDiag={}, masterHost={}, masterRpcPort={}, queue={}, startTime={}, clientToken={}, finalState={}, trackingUrl={}, user={}",
            this.appId.getId(), report.getYarnApplicationState().toString(),
            DF.format(report.getProgress() * 100), report.getDiagnostics(), report.getHost(),
            report.getRpcPort(), report.getQueue(), report.getStartTime(), report.getClientToAMToken(),
            report.getFinalApplicationStatus().toString(), report.getTrackingUrl(), report.getUser());
    switch (jobState) {
    case FINISHED:
        LOG.info("Application finished in {} ms", (System.currentTimeMillis() - getStartTime()));
        return true;
    case KILLED:
        LOG.error("{} reports KILLED state, diagnostics show: {}", getAppName(), report.getDiagnostics());
        return true;
    case FAILED:
        LOG.error("{} reports FAILED state, diagnostics show: {}", getAppName(), report.getDiagnostics());
        return true;
    default:
        if (this.reportCounter++ % 5 == 0) {
            displayJobReport(report);
        }
        return false;
    }
}

From source file:org.apache.ambari.view.slider.SliderAppsViewControllerImpl.java

License:Apache License

private SliderApp createSliderAppObject(ApplicationReport yarnApp, Set<String> properties,
        SliderClient sliderClient) {/*from   w  w  w.j  a  v  a  2  s.  c o m*/
    if (yarnApp == null) {
        return null;
    }

    SliderApp app = new SliderApp();
    app.setState(yarnApp.getYarnApplicationState().name());

    // Valid Slider App?
    // We want all Slider apps except the ones which properly finished.
    if (YarnApplicationState.FINISHED.equals(yarnApp.getYarnApplicationState())) {
        try {
            if (sliderClient.actionExists(yarnApp.getName(), false) == LauncherExitCodes.EXIT_SUCCESS) {
                app.setState(SliderApp.STATE_FROZEN);
            }
        } catch (UnknownApplicationInstanceException e) {
            return null; // Application not in HDFS - means it is not frozen
        } catch (YarnException e) {
            logger.warn("Unable to determine frozen state for " + yarnApp.getName(), e);
            return null;
        } catch (IOException e) {
            logger.warn("Unable to determine frozen state for " + yarnApp.getName(), e);
            return null;
        }
    }
    if (YarnApplicationState.KILLED.equals(yarnApp.getYarnApplicationState())
            || YarnApplicationState.FAILED.equals(yarnApp.getYarnApplicationState())) {
        try {
            if (sliderClient.actionExists(yarnApp.getName(), false) != LauncherExitCodes.EXIT_SUCCESS) {
                // YARN application is killed or failed, and no HDFS content - Application has been destroyed.
                return null;
            }
        } catch (UnknownApplicationInstanceException e) {
            return null; // Application not in HDFS - means it is not frozen
        } catch (YarnException e) {
            logger.warn("Unable to determine status of killed app " + yarnApp.getName(), e);
            return null;
        } catch (IOException e) {
            logger.warn("Unable to determine status of killed app " + yarnApp.getName(), e);
            return null;
        }
    }

    app.setId(getApplicationIdString(yarnApp.getApplicationId()));
    app.setName(yarnApp.getName());
    app.setUser(yarnApp.getUser());
    app.setDiagnostics(yarnApp.getDiagnostics());
    app.setYarnId(yarnApp.getApplicationId().toString());
    app.setStartTime(yarnApp.getStartTime());
    app.setEndTime(yarnApp.getFinishTime());
    Set<String> applicationTags = yarnApp.getApplicationTags();
    if (applicationTags != null && applicationTags.size() > 0) {
        for (String tag : applicationTags) {
            int index = tag.indexOf(':');
            if (index > 0 && index < tag.length() - 1) {
                String key = tag.substring(0, index).trim();
                String value = tag.substring(index + 1).trim();
                if ("name".equals(key)) {
                    app.setType(value);
                } else if ("version".equals(key)) {
                    app.setAppVersion(value);
                } else if ("description".equals(key)) {
                    app.setDescription(value);
                }
            }
        }
    }
    if (properties != null && !properties.isEmpty()) {
        SliderAppType matchedAppType = null;
        List<SliderAppType> matchingAppTypes = getSliderAppTypes(null);
        if (matchingAppTypes != null && matchingAppTypes.size() > 0) {
            for (SliderAppType appType : matchingAppTypes) {
                if ((appType.getTypeName() != null && appType.getTypeName().equalsIgnoreCase(app.getType()))
                        && (appType.getTypeVersion() != null
                                && appType.getTypeVersion().equalsIgnoreCase(app.getAppVersion()))) {
                    matchedAppType = appType;
                    break;
                }
            }
        }

        SliderAppMasterClient sliderAppClient = yarnApp.getTrackingUrl() == null ? null
                : new SliderAppMasterClient(yarnApp.getTrackingUrl());
        SliderAppMasterData appMasterData = null;
        Map<String, String> quickLinks = new HashMap<String, String>();
        Set<String> metrics = new HashSet<String>();
        for (String property : properties) {
            if ("RUNNING".equals(app.getState())) {
                if (sliderAppClient != null) {
                    if (appMasterData == null) {
                        appMasterData = sliderAppClient.getAppMasterData();
                    }
                    if (appMasterData != null && "urls".equals(property.toLowerCase())) {
                        if (quickLinks.isEmpty()) {
                            quickLinks = sliderAppClient.getQuickLinks(appMasterData.publisherUrl);
                        }
                        app.setUrls(quickLinks);
                    } else if (appMasterData != null && "configs".equals(property.toLowerCase())) {
                        Map<String, Map<String, String>> configs = sliderAppClient
                                .getConfigs(appMasterData.publisherUrl);
                        app.setConfigs(configs);
                    } else if (appMasterData != null && "jmx".equals(property.toLowerCase())) {
                        if (quickLinks.isEmpty()) {
                            quickLinks = sliderAppClient.getQuickLinks(appMasterData.publisherUrl);
                        }
                        if (quickLinks != null && quickLinks.containsKey("JMX")) {
                            String jmxUrl = quickLinks.get("JMX");
                            if (matchedAppType != null) {
                                MetricsHolder metricsHolder = appMetrics.get(matchedAppType.uniqueName());
                                app.setJmx(sliderAppClient.getJmx(jmxUrl, viewContext, matchedAppType,
                                        metricsHolder));
                            }
                        }
                        Map<String, Map<String, String>> configs = sliderAppClient
                                .getConfigs(appMasterData.publisherUrl);
                        app.setConfigs(configs);
                    } else if ("components".equals(property.toLowerCase())) {
                        try {
                            ClusterDescription description = sliderClient
                                    .getClusterDescription(yarnApp.getName());
                            if (description != null && description.status != null
                                    && !description.status.isEmpty()) {
                                Map<String, SliderAppComponent> componentTypeMap = new HashMap<String, SliderAppComponent>();
                                for (Entry<String, Object> e : description.status.entrySet()) {
                                    @SuppressWarnings("unchecked")
                                    Map<String, Map<String, Map<String, Object>>> componentsObj = (Map<String, Map<String, Map<String, Object>>>) e
                                            .getValue();
                                    boolean isLive = "live".equals(e.getKey());
                                    for (Entry<String, Map<String, Map<String, Object>>> componentEntry : componentsObj
                                            .entrySet()) {
                                        SliderAppComponent appComponent = componentTypeMap
                                                .get(componentEntry.getKey());
                                        if (appComponent == null) {
                                            appComponent = new SliderAppComponent();
                                            appComponent.setComponentName(componentEntry.getKey());
                                            appComponent.setActiveContainers(
                                                    new HashMap<String, Map<String, String>>());
                                            appComponent.setCompletedContainers(
                                                    new HashMap<String, Map<String, String>>());
                                            componentTypeMap.put(componentEntry.getKey(), appComponent);
                                        }
                                        for (Entry<String, Map<String, Object>> containerEntry : componentEntry
                                                .getValue().entrySet()) {
                                            Map<String, String> containerDataMap = new HashMap<String, String>();
                                            String containerId = containerEntry.getKey();
                                            Map<String, Object> containerValues = containerEntry.getValue();
                                            for (String containerProperty : containerValues.keySet()) {
                                                Object containerPropertyValue = containerValues
                                                        .get(containerProperty);
                                                containerDataMap.put(containerProperty,
                                                        containerPropertyValue.toString());
                                            }
                                            if (isLive) {
                                                appComponent.getActiveContainers().put(containerId,
                                                        containerDataMap);
                                            } else {
                                                appComponent.getCompletedContainers().put(containerId,
                                                        containerDataMap);
                                            }
                                        }
                                        // Set total instances count from statistics
                                        appComponent.setInstanceCount(appComponent.getActiveContainers().size()
                                                + appComponent.getCompletedContainers().size());
                                        if (description.statistics != null && description.statistics
                                                .containsKey(componentEntry.getKey())) {
                                            Map<String, Integer> statisticsMap = description.statistics
                                                    .get(componentEntry.getKey());
                                            if (statisticsMap.containsKey("containers.desired")) {
                                                appComponent.setInstanceCount(
                                                        statisticsMap.get("containers.desired"));
                                            }
                                        }
                                    }
                                }
                                app.setAlerts(
                                        sliderAlerts.generateComponentsAlerts(componentTypeMap, app.getType()));
                                app.setComponents(componentTypeMap);
                            }
                        } catch (UnknownApplicationInstanceException e) {
                            logger.warn("Unable to determine app components for " + yarnApp.getName(), e);
                        } catch (YarnException e) {
                            logger.warn("Unable to determine app components for " + yarnApp.getName(), e);
                            throw new RuntimeException(e.getMessage(), e);
                        } catch (IOException e) {
                            logger.warn("Unable to determine app components for " + yarnApp.getName(), e);
                            throw new RuntimeException(e.getMessage(), e);
                        }
                    } else if (property.startsWith(METRICS_PREFIX)) {
                        metrics.add(property.substring(METRICS_PREFIX.length()));
                    } else if ("supportedMetrics".equals(property)) {
                        if (matchedAppType != null) {
                            app.setSupportedMetrics(matchedAppType.getSupportedMetrics());
                        }
                    }
                }
            }
        }
        if (metrics.size() > 0) {
            if (quickLinks.isEmpty()) {
                quickLinks = sliderAppClient.getQuickLinks(appMasterData.publisherUrl);
            }
            if (quickLinks != null && quickLinks.containsKey(METRICS_API_NAME)) {
                String metricsUrl = quickLinks.get(METRICS_API_NAME);
                MetricsHolder metricsHolder = appMetrics.get(matchedAppType.uniqueName());
                app.setMetrics(sliderAppClient.getMetrics(yarnApp.getName(), metricsUrl, metrics, null,
                        viewContext, matchedAppType, metricsHolder));
            }
        }
    }
    return app;
}

From source file:org.apache.flink.yarn.Client.java

License:Apache License

public void run(String[] args) throws Exception {

    if (UserGroupInformation.isSecurityEnabled()) {
        throw new RuntimeException("Flink YARN client does not have security support right now."
                + "File a bug, we will fix it asap");
    }/*from  w  w w  .  j a va  2  s.  c  o m*/
    //Utils.logFilesInCurrentDirectory(LOG);
    //
    //   Command Line Options
    //
    Options options = new Options();
    options.addOption(VERBOSE);
    options.addOption(FLINK_CONF_DIR);
    options.addOption(FLINK_JAR);
    options.addOption(JM_MEMORY);
    options.addOption(TM_MEMORY);
    options.addOption(TM_CORES);
    options.addOption(CONTAINER);
    options.addOption(GEN_CONF);
    options.addOption(QUEUE);
    options.addOption(QUERY);
    options.addOption(SHIP_PATH);

    CommandLineParser parser = new PosixParser();
    CommandLine cmd = null;
    try {
        cmd = parser.parse(options, args);
    } catch (MissingOptionException moe) {
        System.out.println(moe.getMessage());
        printUsage();
        System.exit(1);
    }

    if (System.getProperty("log4j.configuration") == null) {
        Logger root = Logger.getRootLogger();
        root.removeAllAppenders();
        PatternLayout layout = new PatternLayout("%d{HH:mm:ss,SSS} %-5p %-60c %x - %m%n");
        ConsoleAppender appender = new ConsoleAppender(layout, "System.err");
        root.addAppender(appender);
        if (cmd.hasOption(VERBOSE.getOpt())) {
            root.setLevel(Level.DEBUG);
            LOG.debug("CLASSPATH: " + System.getProperty("java.class.path"));
        } else {
            root.setLevel(Level.INFO);
        }
    }

    // Jar Path
    Path localJarPath;
    if (cmd.hasOption(FLINK_JAR.getOpt())) {
        String userPath = cmd.getOptionValue(FLINK_JAR.getOpt());
        if (!userPath.startsWith("file://")) {
            userPath = "file://" + userPath;
        }
        localJarPath = new Path(userPath);
    } else {
        localJarPath = new Path(
                "file://" + Client.class.getProtectionDomain().getCodeSource().getLocation().getPath());
    }

    if (cmd.hasOption(GEN_CONF.getOpt())) {
        LOG.info("Placing default configuration in current directory");
        File outFile = generateDefaultConf(localJarPath);
        LOG.info("File written to " + outFile.getAbsolutePath());
        System.exit(0);
    }

    // Conf Path 
    Path confPath = null;
    String confDirPath = "";
    if (cmd.hasOption(FLINK_CONF_DIR.getOpt())) {
        confDirPath = cmd.getOptionValue(FLINK_CONF_DIR.getOpt()) + "/";
        File confFile = new File(confDirPath + CONFIG_FILE_NAME);
        if (!confFile.exists()) {
            LOG.fatal("Unable to locate configuration file in " + confFile);
            System.exit(1);
        }
        confPath = new Path(confFile.getAbsolutePath());
    } else {
        System.out.println("No configuration file has been specified");

        // no configuration path given.
        // -> see if there is one in the current directory
        File currDir = new File(".");
        File[] candidates = currDir.listFiles(new FilenameFilter() {
            @Override
            public boolean accept(final File dir, final String name) {
                return name != null && name.endsWith(".yaml");
            }
        });
        if (candidates == null || candidates.length == 0) {
            System.out.println(
                    "No configuration file has been found in current directory.\n" + "Copying default.");
            File outFile = generateDefaultConf(localJarPath);
            confPath = new Path(outFile.toURI());
        } else {
            if (candidates.length > 1) {
                System.out.println("Multiple .yaml configuration files were found in the current directory\n"
                        + "Please specify one explicitly");
                System.exit(1);
            } else if (candidates.length == 1) {
                confPath = new Path(candidates[0].toURI());
            }
        }
    }
    List<File> shipFiles = new ArrayList<File>();
    // path to directory to ship
    if (cmd.hasOption(SHIP_PATH.getOpt())) {
        String shipPath = cmd.getOptionValue(SHIP_PATH.getOpt());
        File shipDir = new File(shipPath);
        if (shipDir.isDirectory()) {
            shipFiles = new ArrayList<File>(Arrays.asList(shipDir.listFiles(new FilenameFilter() {
                @Override
                public boolean accept(File dir, String name) {
                    return !(name.equals(".") || name.equals(".."));
                }
            })));
        } else {
            LOG.warn("Ship directory is not a directory!");
        }
    }
    boolean hasLog4j = false;
    //check if there is a log4j file
    if (confDirPath.length() > 0) {
        File l4j = new File(confDirPath + "/log4j.properties");
        if (l4j.exists()) {
            shipFiles.add(l4j);
            hasLog4j = true;
        }
    }

    // queue
    String queue = "default";
    if (cmd.hasOption(QUEUE.getOpt())) {
        queue = cmd.getOptionValue(QUEUE.getOpt());
    }

    // JobManager Memory
    int jmMemory = 512;
    if (cmd.hasOption(JM_MEMORY.getOpt())) {
        jmMemory = Integer.valueOf(cmd.getOptionValue(JM_MEMORY.getOpt()));
    }

    // Task Managers memory
    int tmMemory = 1024;
    if (cmd.hasOption(TM_MEMORY.getOpt())) {
        tmMemory = Integer.valueOf(cmd.getOptionValue(TM_MEMORY.getOpt()));
    }

    // Task Managers vcores
    int tmCores = 1;
    if (cmd.hasOption(TM_CORES.getOpt())) {
        tmCores = Integer.valueOf(cmd.getOptionValue(TM_CORES.getOpt()));
    }
    Utils.getFlinkConfiguration(confPath.toUri().getPath());
    int jmPort = GlobalConfiguration.getInteger(ConfigConstants.JOB_MANAGER_IPC_PORT_KEY, 0);
    if (jmPort == 0) {
        LOG.warn("Unable to find job manager port in configuration!");
        jmPort = ConfigConstants.DEFAULT_JOB_MANAGER_IPC_PORT;
    }
    conf = Utils.initializeYarnConfiguration();

    // intialize HDFS
    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 
    final FileSystem fs = FileSystem.get(conf);

    if (fs.getScheme().startsWith("file")) {
        LOG.warn("The file system scheme is '" + fs.getScheme() + "'. This indicates that the "
                + "specified Hadoop configuration path is wrong and the sytem is using the default Hadoop configuration values."
                + "The Flink YARN client needs to store its files in a distributed file system");
    }

    // Create yarnClient
    final YarnClient yarnClient = YarnClient.createYarnClient();
    yarnClient.init(conf);
    yarnClient.start();

    // Query cluster for metrics
    if (cmd.hasOption(QUERY.getOpt())) {
        showClusterMetrics(yarnClient);
    }
    if (!cmd.hasOption(CONTAINER.getOpt())) {
        LOG.fatal("Missing required argument " + CONTAINER.getOpt());
        printUsage();
        yarnClient.stop();
        System.exit(1);
    }

    // TM Count
    final int taskManagerCount = Integer.valueOf(cmd.getOptionValue(CONTAINER.getOpt()));

    System.out.println("Using values:");
    System.out.println("\tContainer Count = " + taskManagerCount);
    System.out.println("\tJar Path = " + localJarPath.toUri().getPath());
    System.out.println("\tConfiguration file = " + confPath.toUri().getPath());
    System.out.println("\tJobManager memory = " + jmMemory);
    System.out.println("\tTaskManager memory = " + tmMemory);
    System.out.println("\tTaskManager cores = " + tmCores);

    // Create application via yarnClient
    YarnClientApplication app = yarnClient.createApplication();
    GetNewApplicationResponse appResponse = app.getNewApplicationResponse();
    Resource maxRes = appResponse.getMaximumResourceCapability();
    if (tmMemory > maxRes.getMemory() || tmCores > maxRes.getVirtualCores()) {
        LOG.fatal("The cluster does not have the requested resources for the TaskManagers available!\n"
                + "Maximum Memory: " + maxRes.getMemory() + ", Maximum Cores: " + tmCores);
        yarnClient.stop();
        System.exit(1);
    }
    if (jmMemory > maxRes.getMemory()) {
        LOG.fatal("The cluster does not have the requested resources for the JobManager available!\n"
                + "Maximum Memory: " + maxRes.getMemory());
        yarnClient.stop();
        System.exit(1);
    }
    int totalMemoryRequired = jmMemory + tmMemory * taskManagerCount;
    ClusterResourceDescription freeClusterMem = getCurrentFreeClusterResources(yarnClient);
    if (freeClusterMem.totalFreeMemory < totalMemoryRequired) {
        LOG.fatal("This YARN session requires " + totalMemoryRequired + "MB of memory in the cluster. "
                + "There are currently only " + freeClusterMem.totalFreeMemory + "MB available.");
        yarnClient.stop();
        System.exit(1);
    }
    if (tmMemory > freeClusterMem.containerLimit) {
        LOG.fatal("The requested amount of memory for the TaskManagers (" + tmMemory + "MB) is more than "
                + "the largest possible YARN container: " + freeClusterMem.containerLimit);
        yarnClient.stop();
        System.exit(1);
    }
    if (jmMemory > freeClusterMem.containerLimit) {
        LOG.fatal("The requested amount of memory for the JobManager (" + jmMemory + "MB) is more than "
                + "the largest possible YARN container: " + freeClusterMem.containerLimit);
        yarnClient.stop();
        System.exit(1);
    }

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

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

    String amCommand = "$JAVA_HOME/bin/java" + " -Xmx" + Utils.calculateHeapSize(jmMemory) + "M " + javaOpts;
    if (hasLog4j) {
        amCommand += " -Dlog.file=\"" + ApplicationConstants.LOG_DIR_EXPANSION_VAR
                + "/jobmanager-log4j.log\" -Dlog4j.configuration=file:log4j.properties";
    }
    amCommand += " org.apache.flink.yarn.ApplicationMaster" + " " + " 1>"
            + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/jobmanager-stdout.log" + " 2>"
            + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/jobmanager-stderr.log";
    amContainer.setCommands(Collections.singletonList(amCommand));

    System.err.println("amCommand=" + amCommand);

    // Set-up ApplicationSubmissionContext for the application
    ApplicationSubmissionContext appContext = app.getApplicationSubmissionContext();
    final ApplicationId appId = appContext.getApplicationId();

    // Setup jar for ApplicationMaster
    LocalResource appMasterJar = Records.newRecord(LocalResource.class);
    LocalResource flinkConf = Records.newRecord(LocalResource.class);
    Path remotePathJar = Utils.setupLocalResource(conf, fs, appId.toString(), localJarPath, appMasterJar,
            fs.getHomeDirectory());
    Path remotePathConf = Utils.setupLocalResource(conf, fs, appId.toString(), confPath, flinkConf,
            fs.getHomeDirectory());
    Map<String, LocalResource> localResources = new HashMap<String, LocalResource>(2);
    localResources.put("flink.jar", appMasterJar);
    localResources.put("flink-conf.yaml", flinkConf);

    // setup security tokens (code from apache storm)
    final Path[] paths = new Path[3 + shipFiles.size()];
    StringBuffer envShipFileList = new StringBuffer();
    // upload ship files
    for (int i = 0; i < shipFiles.size(); i++) {
        File shipFile = shipFiles.get(i);
        LocalResource shipResources = Records.newRecord(LocalResource.class);
        Path shipLocalPath = new Path("file://" + shipFile.getAbsolutePath());
        paths[3 + i] = Utils.setupLocalResource(conf, fs, appId.toString(), shipLocalPath, shipResources,
                fs.getHomeDirectory());
        localResources.put(shipFile.getName(), shipResources);

        envShipFileList.append(paths[3 + i]);
        if (i + 1 < shipFiles.size()) {
            envShipFileList.append(',');
        }
    }

    paths[0] = remotePathJar;
    paths[1] = remotePathConf;
    paths[2] = new Path(fs.getHomeDirectory(), ".flink/" + appId.toString() + "/");
    FsPermission permission = new FsPermission(FsAction.ALL, FsAction.ALL, FsAction.ALL);
    fs.setPermission(paths[2], permission); // set permission for path.
    Utils.setTokensFor(amContainer, paths, this.conf);

    amContainer.setLocalResources(localResources);
    fs.close();

    // Setup CLASSPATH for ApplicationMaster
    Map<String, String> appMasterEnv = new HashMap<String, String>();
    Utils.setupEnv(conf, appMasterEnv);
    // set configuration values
    appMasterEnv.put(Client.ENV_TM_COUNT, String.valueOf(taskManagerCount));
    appMasterEnv.put(Client.ENV_TM_CORES, String.valueOf(tmCores));
    appMasterEnv.put(Client.ENV_TM_MEMORY, String.valueOf(tmMemory));
    appMasterEnv.put(Client.FLINK_JAR_PATH, remotePathJar.toString());
    appMasterEnv.put(Client.ENV_APP_ID, appId.toString());
    appMasterEnv.put(Client.ENV_CLIENT_HOME_DIR, fs.getHomeDirectory().toString());
    appMasterEnv.put(Client.ENV_CLIENT_SHIP_FILES, envShipFileList.toString());
    appMasterEnv.put(Client.ENV_CLIENT_USERNAME, UserGroupInformation.getCurrentUser().getShortUserName());

    amContainer.setEnvironment(appMasterEnv);

    // Set up resource type requirements for ApplicationMaster
    Resource capability = Records.newRecord(Resource.class);
    capability.setMemory(jmMemory);
    capability.setVirtualCores(1);

    appContext.setApplicationName("Flink"); // application name
    appContext.setAMContainerSpec(amContainer);
    appContext.setResource(capability);
    appContext.setQueue(queue);

    // file that we write into the conf/ dir containing the jobManager address.
    final File addrFile = new File(confDirPath + CliFrontend.JOBMANAGER_ADDRESS_FILE);

    Runtime.getRuntime().addShutdownHook(new Thread() {
        @Override
        public void run() {
            try {
                LOG.info("Killing the Flink-YARN application.");
                yarnClient.killApplication(appId);
                LOG.info("Deleting files in " + paths[2]);
                FileSystem shutFS = FileSystem.get(conf);
                shutFS.delete(paths[2], true); // delete conf and jar file.
                shutFS.close();
            } catch (Exception e) {
                LOG.warn("Exception while killing the YARN application", e);
            }
            try {
                addrFile.delete();
            } catch (Exception e) {
                LOG.warn("Exception while deleting the jobmanager address file", e);
            }
            LOG.info("YARN Client is shutting down");
            yarnClient.stop();
        }
    });

    LOG.info("Submitting application master " + appId);
    yarnClient.submitApplication(appContext);
    ApplicationReport appReport = yarnClient.getApplicationReport(appId);
    YarnApplicationState appState = appReport.getYarnApplicationState();
    boolean told = false;
    char[] el = { '/', '|', '\\', '-' };
    int i = 0;
    while (appState != YarnApplicationState.FINISHED && appState != YarnApplicationState.KILLED
            && appState != YarnApplicationState.FAILED) {
        if (!told && appState == YarnApplicationState.RUNNING) {
            System.err.println("Flink JobManager is now running on " + appReport.getHost() + ":" + jmPort);
            System.err.println("JobManager Web Interface: " + appReport.getTrackingUrl());
            // write jobmanager connect information

            PrintWriter out = new PrintWriter(addrFile);
            out.println(appReport.getHost() + ":" + jmPort);
            out.close();
            addrFile.setReadable(true, false); // readable for all.
            told = true;
        }
        if (!told) {
            System.err.print(el[i++] + "\r");
            if (i == el.length) {
                i = 0;
            }
            Thread.sleep(500); // wait for the application to switch to RUNNING
        } else {
            Thread.sleep(5000);
        }

        appReport = yarnClient.getApplicationReport(appId);
        appState = appReport.getYarnApplicationState();
    }

    LOG.info("Application " + appId + " finished with" + " state " + appState + " at "
            + appReport.getFinishTime());
    if (appState == YarnApplicationState.FAILED || appState == YarnApplicationState.KILLED) {
        LOG.warn("Application failed. Diagnostics " + appReport.getDiagnostics());
    }

}