hadoop Client 源码
haddop Client 代码
文件路径：/hadoop-tools/hadoop-dynamometer/hadoop-dynamometer-infra/src/main/java/org/apache/hadoop/tools/dynamometer/Client.java
/**
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.hadoop.tools.dynamometer;
import org.apache.hadoop.classification.VisibleForTesting;
import org.apache.hadoop.thirdparty.com.google.common.base.Joiner;
import org.apache.hadoop.util.Preconditions;
import org.apache.hadoop.thirdparty.com.google.common.base.Splitter;
import org.apache.hadoop.util.Lists;
import java.util.Optional;
import java.util.function.Supplier;
import org.apache.hadoop.tools.dynamometer.workloadgenerator.audit.AuditReplayMapper;
import org.apache.hadoop.tools.dynamometer.workloadgenerator.WorkloadDriver;
import java.io.File;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.InputStream;
import java.io.OutputStream;
import java.net.URI;
import java.net.URL;
import java.nio.ByteBuffer;
import java.nio.file.Files;
import java.nio.file.Paths;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.HashMap;
import java.util.Iterator;
import java.util.List;
import java.util.Map;
import java.util.Properties;
import java.util.Set;
import java.util.concurrent.TimeUnit;
import java.util.stream.Collectors;
import java.util.zip.ZipEntry;
import java.util.zip.ZipOutputStream;
import org.apache.commons.cli.CommandLine;
import org.apache.commons.cli.CommandLineParser;
import org.apache.commons.cli.GnuParser;
import org.apache.commons.cli.HelpFormatter;
import org.apache.commons.cli.Option;
import org.apache.commons.cli.OptionGroup;
import org.apache.commons.cli.Options;
import org.apache.commons.cli.ParseException;
import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.fs.FileStatus;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.DataOutputBuffer;
import org.apache.hadoop.io.IOUtils;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.JobStatus;
import org.apache.hadoop.mapreduce.MRJobConfig;
import org.apache.hadoop.security.Credentials;
import org.apache.hadoop.security.UserGroupInformation;
import org.apache.hadoop.security.token.Token;
import org.apache.hadoop.util.ClassUtil;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;
import org.apache.hadoop.yarn.api.ApplicationConstants;
import org.apache.hadoop.yarn.api.ApplicationConstants.Environment;
import org.apache.hadoop.yarn.api.protocolrecords.GetNewApplicationResponse;
import org.apache.hadoop.yarn.api.records.ApplicationAccessType;
import org.apache.hadoop.yarn.api.records.ApplicationId;
import org.apache.hadoop.yarn.api.records.ApplicationReport;
import org.apache.hadoop.yarn.api.records.ApplicationSubmissionContext;
import org.apache.hadoop.yarn.api.records.ContainerLaunchContext;
import org.apache.hadoop.yarn.api.records.LocalResource;
import org.apache.hadoop.yarn.api.records.LocalResourceType;
import org.apache.hadoop.yarn.api.records.LocalResourceVisibility;
import org.apache.hadoop.yarn.api.records.QueueInfo;
import org.apache.hadoop.yarn.api.records.Resource;
import org.apache.hadoop.yarn.api.records.YarnApplicationState;
import org.apache.hadoop.yarn.api.records.YarnClusterMetrics;
import org.apache.hadoop.yarn.client.api.YarnClient;
import org.apache.hadoop.yarn.client.api.YarnClientApplication;
import org.apache.hadoop.yarn.conf.YarnConfiguration;
import org.apache.hadoop.yarn.exceptions.YarnException;
import org.apache.hadoop.yarn.util.Apps;
import org.apache.hadoop.yarn.util.Records;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
/**
* Client for submitting a Dynamometer YARN application, and optionally, a
* workload MapReduce job. This client uploads resources to HDFS as necessary
* for them to be accessed by the YARN app, then launches an
* {@link ApplicationMaster}, which is responsible for managing the lifetime of
* the application.
* <p>
* The Dynamometer YARN application starts up the DataNodes of an HDFS
* cluster. If the namenode_servicerpc_addr option is specified, it should point
* to the service RPC address of an existing namenode, which the datanodes will
* talk to. Else, a namenode will be launched internal to this YARN application.
* The ApplicationMaster's logs contain links to the NN / DN containers to be
* able to access their logs. Some of this information is also printed by the
* client.
* <p>
* The application will store files in the submitting user's home directory
* under a `.dynamometer/applicationID/` folder. This is mostly for uses
* internal to the application, but if the NameNode is launched through YARN,
* the NameNode's metrics will also be uploaded to a file `namenode_metrics`
* within this folder. This file is also accessible as part of the NameNode's
* logs, but this centralized location is easier to access for subsequent
* parsing.
* <p>
* If the NameNode is launched internally, this Client will monitor the
* status of the NameNode, printing information about its availability as the
* DataNodes register (e.g., outstanding under replicated blocks as block
* reports arrive). If this is configured to launch the workload job, once the
* NameNode has gathered information from all of its DataNodes, the client will
* launch a workload job which is configured to act against the newly launched
* NameNode. Once the workload job completes, the infrastructure application
* will be shut down. At this time only the audit log replay
* ({@link AuditReplayMapper}) workload is supported.
* <p>
* If there is no workload job configured, this application will, by
* default, persist indefinitely until killed by YARN. You can specify the
* timeout option to have it exit automatically after some time. This timeout
* will enforced if there is a workload job configured as well.
*/
@InterfaceAudience.Public
@InterfaceStability.Unstable
public class Client extends Configured implements Tool {
private static final Logger LOG = LoggerFactory.getLogger(Client.class);
public static final String APPNAME_ARG = "appname";
public static final String APPNAME_DEFAULT = "DynamometerTest";
public static final String QUEUE_ARG = "queue";
public static final String QUEUE_DEFAULT = "default";
public static final String TIMEOUT_ARG = "timeout";
public static final String TIMEOUT_DEFAULT = "-1";
public static final String HADOOP_VERSION_ARG = "hadoop_version";
public static final String HADOOP_BINARY_PATH_ARG = "hadoop_binary_path";
public static final String NAMENODE_SERVICERPC_ADDR_ARG =
"namenode_servicerpc_addr";
public static final String FS_IMAGE_DIR_ARG = "fs_image_dir";
public static final String BLOCK_LIST_PATH_ARG = "block_list_path";
public static final String CONF_PATH_ARG = "conf_path";
public static final String MASTER_VCORES_ARG = "master_vcores";
public static final String MASTER_VCORES_DEFAULT = "1";
public static final String MASTER_MEMORY_MB_ARG = "master_memory_mb";
public static final String MASTER_MEMORY_MB_DEFAULT = "2048";
public static final String TOKEN_FILE_LOCATION_ARG = "token_file_location";
public static final String WORKLOAD_REPLAY_ENABLE_ARG =
"workload_replay_enable";
public static final String WORKLOAD_INPUT_PATH_ARG = "workload_input_path";
public static final String WORKLOAD_OUTPUT_PATH_ARG = "workload_output_path";
public static final String WORKLOAD_THREADS_PER_MAPPER_ARG =
"workload_threads_per_mapper";
public static final String WORKLOAD_START_DELAY_ARG = "workload_start_delay";
public static final String WORKLOAD_RATE_FACTOR_ARG = "workload_rate_factor";
public static final String WORKLOAD_RATE_FACTOR_DEFAULT = "1.0";
public static final String WORKLOAD_CONFIG_ARG = "workload_config";
private static final String[] ARCHIVE_FILE_TYPES =
{".zip", ".tar", ".tgz", ".tar.gz"};
private static final String START_SCRIPT_LOCATION = Client.class
.getClassLoader()
.getResource(DynoConstants.START_SCRIPT.getResourcePath()).toString();
private YarnClient yarnClient;
// Application master specific info to register a new Application with RM/ASM
private String appName = "";
// Queue for App master
private String amQueue = "";
// Amt. of memory resource to request for to run the App Master
private int amMemory = 10;
// Amt. of virtual core resource to request for to run the App Master
private int amVCores = 1;
// Dependency JARs. Should include, at minimum, the JAR for the App Master
private final String[] dependencyJars;
private String hadoopBinary = "";
// Location of DN conf zip
private String confPath = "";
// Location of root dir for DN block image zips
private String blockListPath = "";
// Location of NN fs image
private String fsImagePath = "";
// Location of NN fs image md5 file
private String fsImageMD5Path = "";
// Location of NN VERSION file
private String versionFilePath = "";
// Service RPC address of the NameNode, if it is external
private String remoteNameNodeRpcAddress = "";
// True iff the NameNode should be launched within YARN
private boolean launchNameNode;
// The path to the file which contains the delegation tokens to be used for
// the launched
// containers (may be null)
private String tokenFileLocation;
// Holds all of the options which are passed to the AM
private AMOptions amOptions;
// The ApplicationId of the YARN infrastructure application.
private ApplicationId infraAppId;
// The current state of the YARN infrastructure application.
private volatile YarnApplicationState infraAppState =
YarnApplicationState.NEW;
private volatile JobStatus.State workloadAppState = JobStatus.State.PREP;
// Total number of DataNodes which will be launched.
private int numTotalDataNodes;
// Whether or not the workload job should be launched.
private boolean launchWorkloadJob = false;
// The workload job itself.
private volatile Job workloadJob;
// The input path for the workload job.
private String workloadInputPath = "";
// The output path for the workload job metric results.
private String workloadOutputPath = "";
// The number of threads to use per mapper for the workload job.
private int workloadThreadsPerMapper;
// The startup delay for the workload job.
private long workloadStartDelayMs;
private double workloadRateFactor = 0.0;
private Map<String, String> workloadExtraConfigs;
// Start time for client
private final long clientStartTime = System.currentTimeMillis();
// Timeout threshold for client. Kill app after time interval expires.
private long clientTimeout;
// Command line options
private Options opts;
/**
* @param args Command line arguments
* @throws Exception on error
*/
public static void main(String[] args) throws Exception {
Client client = new Client(
ClassUtil.findContainingJar(ApplicationMaster.class));
System.exit(ToolRunner.run(new YarnConfiguration(), client, args));
}
public int run(String[] args) {
boolean result;
try {
LOG.info("Initializing Client");
try {
boolean doRun = init(args);
if (!doRun) {
return 0;
}
} catch (IllegalArgumentException e) {
System.err.println(e.getLocalizedMessage());
printUsage();
return -1;
}
result = run();
} catch (Throwable t) {
LOG.error("Error running Client", t);
return 1;
}
if (result) {
LOG.info("Application completed successfully");
return 0;
}
LOG.error("Application failed to complete successfully");
return 2;
}
public Client(String... dependencyJars) {
Preconditions.checkArgument(
dependencyJars != null && dependencyJars.length > 0,
"Must specify at least one dependency JAR for the ApplicationMaster");
this.dependencyJars = dependencyJars;
opts = new Options();
opts.addOption(APPNAME_ARG, true,
"Application Name. (default '" + APPNAME_DEFAULT + "')");
opts.addOption(QUEUE_ARG, true, "RM Queue in which this application is "
+ "to be submitted (default '" + QUEUE_DEFAULT + "')");
opts.addOption(TIMEOUT_ARG, true, "Application timeout in milliseconds "
+ "(default " + TIMEOUT_DEFAULT + " = unlimited)");
opts.addOption(MASTER_MEMORY_MB_ARG, true, "Amount of memory in MB to be "
+ "requested to run the application master (default "
+ MASTER_MEMORY_MB_DEFAULT + ")");
opts.addOption(MASTER_VCORES_ARG, true, "Amount of virtual cores to be "
+ "requested to run the application master (default "
+ MASTER_VCORES_DEFAULT + ")");
// Dynamometer
opts.addOption(CONF_PATH_ARG, true, "Location of the directory or archive "
+ "containing the Hadoop configuration. If this is already on a "
+ "remote FS, will save the copy step, but must be an archive file. "
+ "This must have the standard Hadoop conf layout containing e.g. "
+ "etc/hadoop/*-site.xml");
opts.addOption(BLOCK_LIST_PATH_ARG, true,
"Location on HDFS of the files containing the DN block lists.");
opts.addOption(FS_IMAGE_DIR_ARG, true, "Location of the directory "
+ "containing, at minimum, the VERSION file for the namenode. If "
+ "running the namenode within YARN (namenode_info_path is not "
+ "specified), this must also include the fsimage file and its md5 "
+ "hash with names conforming to: `fsimage_XXXXXXXX[.md5]`.");
for (String option :
new String[] {CONF_PATH_ARG, BLOCK_LIST_PATH_ARG, FS_IMAGE_DIR_ARG}) {
opts.getOption(option).setRequired(true);
}
OptionGroup hadoopBinaryGroup = new OptionGroup();
hadoopBinaryGroup.addOption(new Option(HADOOP_BINARY_PATH_ARG, true,
"Location of Hadoop binary to be deployed (archive). One of this or "
+ "hadoop_version is required."));
hadoopBinaryGroup.addOption(new Option(HADOOP_VERSION_ARG, true,
"Version of Hadoop (like '2.7.4' or '3.0.0-beta1') for which to "
+ "download a binary. If this is specified, a Hadoop tarball "
+ "will be downloaded from an Apache mirror. By default the "
+ "Berkeley OCF mirror is used; specify "
+ DynoInfraUtils.APACHE_DOWNLOAD_MIRROR_KEY
+ " as a configuration or system property to change which mirror "
+ "is used. The tarball will be downloaded to the working "
+ "directory. One of this or hadoop_binary_path is required."));
hadoopBinaryGroup.setRequired(true);
opts.addOptionGroup(hadoopBinaryGroup);
opts.addOption(NAMENODE_SERVICERPC_ADDR_ARG, true, "Specify this option "
+ "to run the NameNode external to YARN. This is the service RPC "
+ "address of the NameNode, e.g. localhost:9020.");
opts.addOption(TOKEN_FILE_LOCATION_ARG, true, "If specified, this file "
+ "will be used as the delegation token(s) for the launched "
+ "containers. Otherwise, the delegation token(s) for the default "
+ "FileSystem will be used.");
AMOptions.setOptions(opts);
opts.addOption(WORKLOAD_REPLAY_ENABLE_ARG, false, "If specified, this "
+ "client will additionally launch the workload replay job to replay "
+ "audit logs against the HDFS cluster which is started.");
opts.addOption(WORKLOAD_INPUT_PATH_ARG, true,
"Location of the audit traces to replay (Required for workload)");
opts.addOption(WORKLOAD_OUTPUT_PATH_ARG, true,
"Location of the metrics output (Required for workload)");
opts.addOption(WORKLOAD_THREADS_PER_MAPPER_ARG, true, "Number of threads "
+ "per mapper to use to replay the workload. (default "
+ AuditReplayMapper.NUM_THREADS_DEFAULT + ")");
opts.addOption(WORKLOAD_START_DELAY_ARG, true, "Delay between launching "
+ "the Workload MR job and starting the audit logic replay; this is "
+ "used in an attempt to allow all mappers to be launched before any "
+ "of them start replaying. Workloads with more mappers may need a "
+ "longer delay to get all of the containers allocated. Human-readable "
+ "units accepted (e.g. 30s, 10m). (default "
+ WorkloadDriver.START_TIME_OFFSET_DEFAULT + ")");
opts.addOption(WORKLOAD_RATE_FACTOR_ARG, true, "Rate factor "
+ "(multiplicative speed factor) to apply to workload replay (Default "
+ WORKLOAD_RATE_FACTOR_DEFAULT + ")");
opts.addOption(WORKLOAD_CONFIG_ARG, true, "Additional configurations to "
+ "pass only to the workload job. This can be used multiple times "
+ "and should be specified as a key=value pair, e.g. '-"
+ WORKLOAD_CONFIG_ARG + " conf.one=val1 -" + WORKLOAD_CONFIG_ARG
+ " conf.two=val2'");
}
/**
* Helper function to print out usage.
*/
private void printUsage() {
HelpFormatter formatter = new HelpFormatter();
// Option names are long so increasing the width is helpful
formatter.setWidth(100);
formatter.printHelp("Client", opts);
}
/**
* Parse command line options.
*
* @param args Parsed command line options
* @return Whether the init was successful to run the client
* @throws ParseException on error while parsing
* @throws IOException for other errors
*/
public boolean init(String[] args) throws ParseException, IOException {
List<String> list = Arrays.asList(args);
if (list.contains("-h") || list.contains("--help")) {
printUsage();
return false;
}
CommandLineParser parser = new GnuParser();
CommandLine commandLine = parser.parse(opts, args);
yarnClient = YarnClient.createYarnClient();
yarnClient.init(getConf());
LOG.info("Starting with arguments: [\"{}\"]",
Joiner.on("\" \"").join(args));
Path fsImageDir = new Path(commandLine.getOptionValue(FS_IMAGE_DIR_ARG,
""));
versionFilePath = new Path(fsImageDir, "VERSION").toString();
if (commandLine.hasOption(NAMENODE_SERVICERPC_ADDR_ARG)) {
launchNameNode = false;
remoteNameNodeRpcAddress =
commandLine.getOptionValue(NAMENODE_SERVICERPC_ADDR_ARG);
} else {
launchNameNode = true;
FileSystem localFS = FileSystem.getLocal(getConf());
fsImageDir = fsImageDir.makeQualified(localFS.getUri(),
localFS.getWorkingDirectory());
FileSystem fsImageFS = fsImageDir.getFileSystem(getConf());
FileStatus[] fsImageFiles = fsImageFS.listStatus(fsImageDir,
(path) -> path.getName().matches("^fsimage_(\\d)+$"));
if (fsImageFiles.length != 1) {
throw new IllegalArgumentException(
"Must be exactly one fsimage file present in fs_image_dir");
}
fsImagePath = fsImageFiles[0].getPath().toString();
fsImageMD5Path = fsImageFiles[0].getPath().suffix(".md5").toString();
}
if (amMemory < 0) {
throw new IllegalArgumentException("Invalid memory specified for "
+ "application master, exiting. Specified memory=" + amMemory);
}
if (amVCores < 0) {
throw new IllegalArgumentException("Invalid virtual cores specified for "
+ "application master, exiting. Specified virtual cores=" + amVCores);
}
this.appName = commandLine.getOptionValue(APPNAME_ARG, APPNAME_DEFAULT);
this.amQueue = commandLine.getOptionValue(QUEUE_ARG, QUEUE_DEFAULT);
this.amMemory = Integer.parseInt(commandLine
.getOptionValue(MASTER_MEMORY_MB_ARG, MASTER_MEMORY_MB_DEFAULT));
this.amVCores = Integer.parseInt(
commandLine.getOptionValue(MASTER_VCORES_ARG, MASTER_VCORES_DEFAULT));
this.confPath = commandLine.getOptionValue(CONF_PATH_ARG);
this.blockListPath = commandLine.getOptionValue(BLOCK_LIST_PATH_ARG);
if (commandLine.hasOption(HADOOP_BINARY_PATH_ARG)) {
this.hadoopBinary = commandLine.getOptionValue(HADOOP_BINARY_PATH_ARG);
} else {
this.hadoopBinary = DynoInfraUtils.fetchHadoopTarball(
new File(".").getAbsoluteFile(),
commandLine.getOptionValue(HADOOP_VERSION_ARG), getConf(), LOG)
.toString();
}
this.amOptions = AMOptions.initFromParser(commandLine);
this.clientTimeout = Integer
.parseInt(commandLine.getOptionValue(TIMEOUT_ARG, TIMEOUT_DEFAULT));
this.tokenFileLocation = commandLine.
getOptionValue(TOKEN_FILE_LOCATION_ARG);
amOptions.verify();
Path blockPath = new Path(blockListPath);
FileSystem blockListFS = blockPath.getFileSystem(getConf());
if (blockListFS.getUri().equals(FileSystem.getLocal(getConf()).getUri())
|| !blockListFS.exists(blockPath)) {
throw new IllegalArgumentException(
"block list path must already exist on remote fs!");
}
numTotalDataNodes = blockListFS.listStatus(blockPath,
DynoConstants.BLOCK_LIST_FILE_FILTER).length;
if (commandLine.hasOption(WORKLOAD_REPLAY_ENABLE_ARG)) {
if (!commandLine.hasOption(WORKLOAD_INPUT_PATH_ARG)
|| !commandLine.hasOption(WORKLOAD_START_DELAY_ARG)) {
throw new IllegalArgumentException("workload_replay_enable was "
+ "specified; must include all required workload_ parameters.");
}
launchWorkloadJob = true;
workloadInputPath = commandLine.getOptionValue(WORKLOAD_INPUT_PATH_ARG);
workloadOutputPath = commandLine.getOptionValue(WORKLOAD_OUTPUT_PATH_ARG);
workloadThreadsPerMapper = Integer
.parseInt(commandLine.getOptionValue(WORKLOAD_THREADS_PER_MAPPER_ARG,
String.valueOf(AuditReplayMapper.NUM_THREADS_DEFAULT)));
workloadRateFactor = Double.parseDouble(commandLine.getOptionValue(
WORKLOAD_RATE_FACTOR_ARG, WORKLOAD_RATE_FACTOR_DEFAULT));
workloadExtraConfigs = new HashMap<>();
if (commandLine.getOptionValues(WORKLOAD_CONFIG_ARG) != null) {
for (String opt : commandLine.getOptionValues(WORKLOAD_CONFIG_ARG)) {
Iterator<String> kvPair =
Splitter.on("=").trimResults().split(opt).iterator();
workloadExtraConfigs.put(kvPair.next(), kvPair.next());
}
}
String delayString = commandLine.getOptionValue(WORKLOAD_START_DELAY_ARG,
WorkloadDriver.START_TIME_OFFSET_DEFAULT);
// Store a temporary config to leverage Configuration's time duration
// parsing.
getConf().set("___temp___", delayString);
workloadStartDelayMs = getConf().getTimeDuration("___temp___", 0,
TimeUnit.MILLISECONDS);
}
return true;
}
/**
* Main run function for the client.
*
* @return true if application completed successfully
* @throws IOException for general issues
* @throws YarnException for issues while contacting YARN daemons
*/
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());
QueueInfo queueInfo = yarnClient.getQueueInfo(this.amQueue);
LOG.info("Queue info: queueName={}, queueCurrentCapacity={}, "
+ "queueMaxCapacity={}, queueApplicationCount={}, "
+ "queueChildQueueCount={}", queueInfo.getQueueName(),
queueInfo.getCurrentCapacity(), queueInfo.getMaximumCapacity(),
queueInfo.getApplications().size(), queueInfo.getChildQueues().size());
// Get a new application id
YarnClientApplication app = yarnClient.createApplication();
GetNewApplicationResponse appResponse = app.getNewApplicationResponse();
long maxMem = appResponse.getMaximumResourceCapability().getMemorySize();
LOG.info("Max mem capabililty of resources in this cluster " + maxMem);
int maxVCores = appResponse.getMaximumResourceCapability()
.getVirtualCores();
LOG.info("Max virtual cores capabililty of resources in this cluster {}",
maxVCores);
if (amMemory > maxMem || amMemory < 0 || amVCores > maxVCores
|| amVCores < 0) {
throw new IllegalArgumentException("Invalid AM memory or vcores: memory="
+ amMemory + ", vcores=" + amVCores);
}
amOptions.verify(maxMem, maxVCores);
// set the application name
ApplicationSubmissionContext appContext =
app.getApplicationSubmissionContext();
infraAppId = appContext.getApplicationId();
appContext.setApplicationName(appName);
// Set up the container launch context for the application master
ContainerLaunchContext amContainer = Records
.newRecord(ContainerLaunchContext.class);
Map<ApplicationAccessType, String> acls = new HashMap<>();
acls.put(ApplicationAccessType.VIEW_APP, getConf().get(
MRJobConfig.JOB_ACL_VIEW_JOB, MRJobConfig.DEFAULT_JOB_ACL_VIEW_JOB));
amContainer.setApplicationACLs(acls);
FileSystem fs = FileSystem.get(getConf());
fs.mkdirs(getRemoteStoragePath(getConf(), infraAppId));
// Set the env variables to be setup in the env where the application master
// will be run
Map<String, String> env = setupRemoteResourcesGetEnv();
amContainer.setEnvironment(env);
// All of the resources for both AM and NN/DNs have been put on remote
// storage
// Only the application master JAR is needed as a local resource for the AM
// so
// we explicitly add it here
Map<String, LocalResource> localResources = new HashMap<>();
LocalResource scRsrc = LocalResource.newInstance(
org.apache.hadoop.yarn.api.records.URL
.fromPath(DynoConstants.DYNO_DEPENDENCIES.getPath(env)),
LocalResourceType.ARCHIVE, LocalResourceVisibility.APPLICATION,
DynoConstants.DYNO_DEPENDENCIES.getLength(env),
DynoConstants.DYNO_DEPENDENCIES.getTimestamp(env));
localResources.put(DynoConstants.DYNO_DEPENDENCIES.getResourcePath(),
scRsrc);
// Set local resource info into app master container launch context
amContainer.setLocalResources(localResources);
// Set the necessary command to execute the application master
amContainer.setCommands(getAMCommand());
Resource capability = Records.newRecord(Resource.class);
capability.setMemorySize(amMemory);
capability.setVirtualCores(amVCores);
appContext.setResource(capability);
// Setup security tokens
if (UserGroupInformation.isSecurityEnabled()) {
ByteBuffer fsTokens;
if (tokenFileLocation != null) {
fsTokens = ByteBuffer
.wrap(Files.readAllBytes(Paths.get(tokenFileLocation)));
} else {
Credentials credentials = new Credentials();
String tokenRenewer = getConf().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);
fsTokens = ByteBuffer.wrap(dob.getData(), 0, dob.getLength());
}
amContainer.setTokens(fsTokens);
}
appContext.setAMContainerSpec(amContainer);
// Set the queue to which this application is to be submitted in the RM
appContext.setQueue(amQueue);
LOG.info("Submitting application to RM");
yarnClient.submitApplication(appContext);
// Monitor the application
return monitorInfraApplication();
}
/**
* Set up the remote resources for the application. Upload them to remote
* storage as necessary, and set up the requisite environment variables. Does
* not set up any local resources.
*
* @return A Map representing the environment to be used for the
* ApplicationMaster containing the information about all of the
* remote resources.
*/
private Map<String, String> setupRemoteResourcesGetEnv() throws IOException {
LOG.info("Set the environment for the application master");
Map<String, String> env = new HashMap<>();
// Copy local resources to a remote FS to prepare them for localization
// by containers. We do not need to set them as local resources here as
// the AM does not need them.
if (launchNameNode) {
setupRemoteResource(infraAppId, DynoConstants.FS_IMAGE, env, fsImagePath);
setupRemoteResource(infraAppId, DynoConstants.FS_IMAGE_MD5, env,
fsImageMD5Path);
} else {
env.put(DynoConstants.REMOTE_NN_RPC_ADDR_ENV, remoteNameNodeRpcAddress);
}
setupRemoteResource(infraAppId, DynoConstants.VERSION, env,
versionFilePath);
setupRemoteResource(infraAppId, DynoConstants.CONF_ZIP, env, confPath);
setupRemoteResource(infraAppId, DynoConstants.START_SCRIPT, env,
START_SCRIPT_LOCATION);
setupRemoteResource(infraAppId, DynoConstants.HADOOP_BINARY, env,
hadoopBinary);
setupRemoteResource(infraAppId, DynoConstants.DYNO_DEPENDENCIES, env,
dependencyJars);
env.put(DynoConstants.BLOCK_LIST_PATH_ENV, blockListPath);
env.put(DynoConstants.JOB_ACL_VIEW_ENV, getConf().get(
MRJobConfig.JOB_ACL_VIEW_JOB, MRJobConfig.DEFAULT_JOB_ACL_VIEW_JOB));
env.put(DynoConstants.REMOTE_STORAGE_PATH_ENV,
getRemoteStoragePath(getConf(), infraAppId).toString());
env.put(Environment.CLASSPATH.key(), getAMClassPathEnv());
return env;
}
private String getAMClassPathEnv() {
// 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("./")
.append(DynoConstants.DYNO_DEPENDENCIES.getResourcePath()).append("/*");
for (String c : getConf().getStrings(
YarnConfiguration.YARN_APPLICATION_CLASSPATH,
YarnConfiguration.DEFAULT_YARN_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 (getConf().getBoolean(YarnConfiguration.IS_MINI_YARN_CLUSTER, false)) {
classPathEnv.append(ApplicationConstants.CLASS_PATH_SEPARATOR);
classPathEnv.append(System.getProperty("java.class.path"));
}
return classPathEnv.toString();
}
private List<String> getAMCommand() {
List<String> vargs = new ArrayList<>();
// Set java executable command
vargs.add(Environment.JAVA_HOME.$() + "/bin/java");
// Set Xmx based on am memory size
long appMasterHeapSize = Math.round(amMemory * 0.85);
vargs.add("-Xmx" + appMasterHeapSize + "m");
// Set class name
vargs.add(ApplicationMaster.class.getCanonicalName());
// Set params for Application Master
amOptions.addToVargs(vargs);
vargs.add("1>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stdout");
vargs.add("2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stderr");
LOG.info("Completed setting up app master command: " + vargs);
return Lists.newArrayList(Joiner.on(" ").join(vargs));
}
/**
* Upload a local resource to HDFS, or if it is nonlocal, just set environment
* appropriately. The location, length and timestamp information is added to
* AM container's environment, so it can launch containers later with the
* correct resource settings.
*/
private void setupRemoteResource(ApplicationId appId, DynoResource resource,
Map<String, String> env, String... srcPaths) throws IOException {
FileStatus remoteFileStatus;
Path dstPath;
Preconditions.checkArgument(srcPaths.length > 0,
"Must supply at least one source path");
Preconditions.checkArgument(
resource.getType() == LocalResourceType.ARCHIVE || srcPaths.length == 1,
"Can only specify multiple source paths if using an ARCHIVE type");
List<URI> srcURIs = Arrays.stream(srcPaths).map(URI::create)
.collect(Collectors.toList());
Set<String> srcSchemes = srcURIs.stream().map(URI::getScheme)
.collect(Collectors.toSet());
Preconditions.checkArgument(srcSchemes.size() == 1,
"All source paths must have the same scheme");
String srcScheme = srcSchemes.iterator().next();
String srcPathString = "[" + Joiner.on(",").join(srcPaths) + "]";
if (srcScheme == null
|| srcScheme.equals(FileSystem.getLocal(getConf()).getScheme())
|| srcScheme.equals("jar")) {
// Need to upload this resource to remote storage
List<File> srcFiles = srcURIs.stream().map(URI::getSchemeSpecificPart)
.map(File::new).collect(Collectors.toList());
Path dstPathBase = getRemoteStoragePath(getConf(), appId);
boolean shouldArchive = srcFiles.size() > 1
|| srcFiles.get(0).isDirectory()
|| (resource.getType() == LocalResourceType.ARCHIVE
&& Arrays.stream(ARCHIVE_FILE_TYPES).noneMatch(
suffix -> srcFiles.get(0).getName().endsWith(suffix)));
if (shouldArchive) {
if ("jar".equals(srcScheme)) {
throw new IllegalArgumentException(String.format("Resources in JARs "
+ "can't be zipped; resource %s is ARCHIVE and src is: %s",
resource.getResourcePath(), srcPathString));
} else if (resource.getType() != LocalResourceType.ARCHIVE) {
throw new IllegalArgumentException(
String.format("Resource type is %s but srcPaths were: %s",
resource.getType(), srcPathString));
}
dstPath = new Path(dstPathBase, resource.getResourcePath())
.suffix(".zip");
} else {
dstPath = new Path(dstPathBase, srcFiles.get(0).getName());
}
FileSystem remoteFS = dstPath.getFileSystem(getConf());
LOG.info("Uploading resource " + resource + " from " + srcPathString
+ " to " + dstPath);
try (OutputStream outputStream = remoteFS.create(dstPath, true)) {
if ("jar".equals(srcScheme)) {
try (InputStream inputStream = new URL(srcPaths[0]).openStream()) {
IOUtils.copyBytes(inputStream, outputStream, getConf());
}
} else if (shouldArchive) {
List<File> filesToZip;
if (srcFiles.size() == 1 && srcFiles.get(0).isDirectory()) {
File[] childFiles = srcFiles.get(0).listFiles();
if (childFiles == null || childFiles.length == 0) {
throw new IllegalArgumentException(
"Specified a directory to archive with no contents");
}
filesToZip = Lists.newArrayList(childFiles);
} else {
filesToZip = srcFiles;
}
ZipOutputStream zout = new ZipOutputStream(outputStream);
for (File fileToZip : filesToZip) {
addFileToZipRecursively(fileToZip.getParentFile(), fileToZip, zout);
}
zout.close();
} else {
try (InputStream inputStream = new FileInputStream(srcFiles.get(0))) {
IOUtils.copyBytes(inputStream, outputStream, getConf());
}
}
}
remoteFileStatus = remoteFS.getFileStatus(dstPath);
} else {
if (srcPaths.length > 1) {
throw new IllegalArgumentException("If resource is on remote, must be "
+ "a single file: " + srcPathString);
}
LOG.info("Using resource {} directly from current location: {}",
resource, srcPaths[0]);
dstPath = new Path(srcPaths[0]);
// non-local file system; we can just use it directly from where it is
remoteFileStatus = FileSystem.get(dstPath.toUri(), getConf())
.getFileStatus(dstPath);
if (remoteFileStatus.isDirectory()) {
throw new IllegalArgumentException("If resource is on remote "
+ "filesystem, must be a file: " + srcPaths[0]);
}
}
env.put(resource.getLocationEnvVar(), dstPath.toString());
env.put(resource.getTimestampEnvVar(),
String.valueOf(remoteFileStatus.getModificationTime()));
env.put(resource.getLengthEnvVar(),
String.valueOf(remoteFileStatus.getLen()));
}
/**
* Get the directory on the default FS which will be used for storing files
* relevant to this Dynamometer application. This is inside of the
* {@value DynoConstants#DYNAMOMETER_STORAGE_DIR} directory within the
* submitter's home directory.
*
* @param conf Configuration for this application.
* @param appId This application's ID.
* @return Fully qualified path on the default FS.
*/
private static Path getRemoteStoragePath(Configuration conf,
ApplicationId appId) throws IOException {
FileSystem remoteFS = FileSystem.get(conf);
return remoteFS.makeQualified(new Path(remoteFS.getHomeDirectory(),
DynoConstants.DYNAMOMETER_STORAGE_DIR + "/" + appId));
}
private void addFileToZipRecursively(File root, File file,
ZipOutputStream out) throws IOException {
File[] files = file.listFiles();
if (files == null) { // Not a directory
String relativePath = file.getAbsolutePath()
.substring(root.getAbsolutePath().length() + 1);
try {
try (FileInputStream in = new FileInputStream(file.getAbsolutePath())) {
out.putNextEntry(new ZipEntry(relativePath));
IOUtils.copyBytes(in, out, getConf(), false);
out.closeEntry();
}
} catch (FileNotFoundException fnfe) {
LOG.warn("Skipping file; it is a symlink with a nonexistent target: {}",
file);
}
} else {
for (File containedFile : files) {
addFileToZipRecursively(root, containedFile, out);
}
}
}
/**
* Monitor the submitted application for completion. Kill application if time
* expires.
*
* @return true if application completed successfully
*/
private boolean monitorInfraApplication() throws YarnException, IOException {
boolean loggedApplicationInfo = false;
boolean success = false;
Thread namenodeMonitoringThread = new Thread(() -> {
Supplier<Boolean> exitCritera = () ->
Apps.isApplicationFinalState(infraAppState);
Optional<Properties> namenodeProperties = Optional.empty();
while (!exitCritera.get()) {
try {
if (!namenodeProperties.isPresent()) {
namenodeProperties = DynoInfraUtils
.waitForAndGetNameNodeProperties(exitCritera, getConf(),
getNameNodeInfoPath(), LOG);
if (namenodeProperties.isPresent()) {
Properties props = namenodeProperties.get();
LOG.info("NameNode can be reached via HDFS at: {}",
DynoInfraUtils.getNameNodeHdfsUri(props));
LOG.info("NameNode web UI available at: {}",
DynoInfraUtils.getNameNodeWebUri(props));
LOG.info("NameNode can be tracked at: {}",
DynoInfraUtils.getNameNodeTrackingUri(props));
} else {
// Only happens if we should be shutting down
break;
}
}
DynoInfraUtils.waitForNameNodeStartup(namenodeProperties.get(),
exitCritera, LOG);
DynoInfraUtils.waitForNameNodeReadiness(namenodeProperties.get(),
numTotalDataNodes, false, exitCritera, getConf(), LOG);
break;
} catch (IOException ioe) {
LOG.error(
"Unexpected exception while waiting for NameNode readiness",
ioe);
} catch (InterruptedException ie) {
return;
}
}
if (!Apps.isApplicationFinalState(infraAppState) && launchWorkloadJob) {
launchAndMonitorWorkloadDriver(namenodeProperties.get());
}
});
if (launchNameNode) {
namenodeMonitoringThread.start();
}
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(infraAppId);
if (report.getTrackingUrl() != null && !loggedApplicationInfo) {
loggedApplicationInfo = true;
LOG.info("Track the application at: " + report.getTrackingUrl());
LOG.info("Kill the application using: yarn application -kill "
+ report.getApplicationId());
}
LOG.debug("Got application report from ASM for: appId={}, "
+ "clientToAMToken={}, appDiagnostics={}, appMasterHost={}, "
+ "appQueue={}, appMasterRpcPort={}, appStartTime={}, "
+ "yarnAppState={}, distributedFinalState={}, appTrackingUrl={}, "
+ "appUser={}",
infraAppId.getId(), report.getClientToAMToken(),
report.getDiagnostics(), report.getHost(), report.getQueue(),
report.getRpcPort(), report.getStartTime(),
report.getYarnApplicationState(), report.getFinalApplicationStatus(),
report.getTrackingUrl(), report.getUser());
infraAppState = report.getYarnApplicationState();
if (infraAppState == YarnApplicationState.KILLED) {
if (!launchWorkloadJob) {
success = true;
} else if (workloadJob == null) {
LOG.error("Infra app was killed before workload job was launched.");
} else if (!workloadJob.isComplete()) {
LOG.error("Infra app was killed before workload job completed.");
} else if (workloadJob.isSuccessful()) {
success = true;
}
LOG.info("Infra app was killed; exiting from client.");
break;
} else if (infraAppState == YarnApplicationState.FINISHED
|| infraAppState == YarnApplicationState.FAILED) {
LOG.info("Infra app exited unexpectedly. YarnState="
+ infraAppState.toString() + ". Exiting from client.");
break;
}
if ((clientTimeout != -1)
&& (System.currentTimeMillis() > (clientStartTime + clientTimeout))) {
LOG.info("Reached client specified timeout of {} ms for application. "
+ "Killing application", clientTimeout);
attemptCleanup();
break;
}
if (isCompleted(workloadAppState)) {
LOG.info("Killing infrastructure app");
try {
forceKillApplication(infraAppId);
} catch (YarnException | IOException e) {
LOG.error("Exception encountered while killing infra app", e);
}
}
}
if (launchNameNode) {
try {
namenodeMonitoringThread.interrupt();
namenodeMonitoringThread.join();
} catch (InterruptedException ie) {
LOG.warn("Interrupted while joining workload job thread; "
+ "continuing to cleanup.");
}
}
attemptCleanup();
return success;
}
/**
* Return the path to the property file containing information about the
* launched NameNode.
*/
@VisibleForTesting
Path getNameNodeInfoPath() throws IOException {
return new Path(getRemoteStoragePath(getConf(), infraAppId),
DynoConstants.NN_INFO_FILE_NAME);
}
/**
* Launch the workload driver ({@link WorkloadDriver}) and monitor the job.
* Waits for the launched job to complete.
*
* @param nameNodeProperties The set of properties with information about the
* launched NameNode.
*/
private void launchAndMonitorWorkloadDriver(Properties nameNodeProperties) {
URI nameNodeURI = DynoInfraUtils.getNameNodeHdfsUri(nameNodeProperties);
LOG.info("Launching workload job using input path: " + workloadInputPath);
try {
long workloadStartTime = System.currentTimeMillis()
+ workloadStartDelayMs;
Configuration workloadConf = new Configuration(getConf());
workloadConf.set(AuditReplayMapper.INPUT_PATH_KEY, workloadInputPath);
workloadConf.set(AuditReplayMapper.OUTPUT_PATH_KEY, workloadOutputPath);
workloadConf.setInt(AuditReplayMapper.NUM_THREADS_KEY,
workloadThreadsPerMapper);
workloadConf.setDouble(AuditReplayMapper.RATE_FACTOR_KEY,
workloadRateFactor);
for (Map.Entry<String, String> configPair : workloadExtraConfigs
.entrySet()) {
workloadConf.set(configPair.getKey(), configPair.getValue());
}
workloadJob = WorkloadDriver.getJobForSubmission(workloadConf,
nameNodeURI.toString(), workloadStartTime, AuditReplayMapper.class);
workloadJob.submit();
while (!Apps.isApplicationFinalState(infraAppState) &&
!isCompleted(workloadAppState)) {
workloadJob.monitorAndPrintJob();
Thread.sleep(5000);
workloadAppState = workloadJob.getJobState();
}
if (isCompleted(workloadAppState)) {
LOG.info("Workload job completed successfully!");
} else {
LOG.warn("Workload job failed.");
}
} catch (Exception e) {
LOG.error("Exception encountered while running workload job", e);
}
}
/**
* Best-effort attempt to clean up any remaining applications (infrastructure
* or workload).
*/
public void attemptCleanup() {
LOG.info("Attempting to clean up remaining running applications.");
if (workloadJob != null) {
try {
workloadAppState = workloadJob.getJobState();
} catch (IOException ioe) {
LOG.warn("Unable to fetch completion status of workload job. Will "
+ "proceed to attempt to kill it.", ioe);
} catch (InterruptedException ie) {
Thread.currentThread().interrupt();
return;
}
if (!isCompleted(workloadAppState)) {
try {
LOG.info("Attempting to kill workload app: {}",
workloadJob.getJobID());
workloadJob.killJob();
LOG.info("Killed workload app");
} catch (IOException ioe) {
LOG.error("Unable to kill workload app ({})", workloadJob.getJobID(),
ioe);
}
}
}
if (infraAppId != null && !Apps.isApplicationFinalState(infraAppState)) {
try {
LOG.info("Attempting to kill infrastructure app: " + infraAppId);
forceKillApplication(infraAppId);
LOG.info("Killed infrastructure app");
} catch (YarnException | IOException e) {
LOG.error("Unable to kill infrastructure app ({})", infraAppId, e);
}
}
}
/**
* Check if the input state represents completion.
*/
private static boolean isCompleted(JobStatus.State state) {
return state == JobStatus.State.SUCCEEDED || state == JobStatus.State.FAILED
|| state == JobStatus.State.KILLED;
}
/**
* Kill a submitted application by sending a call to the AM.
*
* @param appId Application Id to be killed.
*/
private void forceKillApplication(ApplicationId appId)
throws YarnException, IOException {
// Response can be ignored as it is non-null on success or
// throws an exception in case of failures
yarnClient.killApplication(appId);
}
@VisibleForTesting
Job getWorkloadJob() {
return workloadJob;
}
}
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