/**
* 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.mapred;
import java.io.IOException;
import java.net.BindException;
import java.net.InetSocketAddress;
import java.net.UnknownHostException;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.ArrayList;
import java.util.Collection;
import java.util.Collections;
import java.util.Comparator;
import java.util.Date;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.LinkedHashMap;
import java.util.List;
import java.util.Map;
import java.util.Properties;
import java.util.Set;
import java.util.TreeMap;
import java.util.TreeSet;
import java.util.Vector;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.CopyOnWriteArrayList;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FSDataInputStream;
import org.apache.hadoop.fs.FSDataOutputStream;
import org.apache.hadoop.fs.FileStatus;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.fs.permission.FsPermission;
import org.apache.hadoop.http.HttpServer;
import org.apache.hadoop.ipc.RPC;
import org.apache.hadoop.ipc.RemoteException;
import org.apache.hadoop.ipc.Server;
import org.apache.hadoop.ipc.RPC.VersionMismatch;
import org.apache.hadoop.mapred.JobHistory.Keys;
import org.apache.hadoop.mapred.JobHistory.Listener;
import org.apache.hadoop.mapred.JobHistory.Values;
import org.apache.hadoop.mapred.JobInProgress.KillInterruptedException;
import org.apache.hadoop.mapred.JobStatusChangeEvent.EventType;
import org.apache.hadoop.net.DNSToSwitchMapping;
import org.apache.hadoop.net.NetUtils;
import org.apache.hadoop.net.NetworkTopology;
import org.apache.hadoop.net.Node;
import org.apache.hadoop.net.NodeBase;
import org.apache.hadoop.net.ScriptBasedMapping;
import org.apache.hadoop.security.AccessControlException;
import org.apache.hadoop.security.SecurityUtil;
import org.apache.hadoop.security.UserGroupInformation;
import org.apache.hadoop.security.authorize.AuthorizationException;
import org.apache.hadoop.security.authorize.ConfiguredPolicy;
import org.apache.hadoop.security.authorize.PolicyProvider;
import org.apache.hadoop.security.authorize.RefreshAuthorizationPolicyProtocol;
import org.apache.hadoop.security.authorize.ServiceAuthorizationManager;
import org.apache.hadoop.util.HostsFileReader;
import org.apache.hadoop.util.ReflectionUtils;
import org.apache.hadoop.util.StringUtils;
import org.apache.hadoop.util.VersionInfo;
/*******************************************************
* JobTracker is the central location for submitting and
* tracking MR jobs in a network environment.
*
*******************************************************/
public class JobTracker implements MRConstants, InterTrackerProtocol,
JobSubmissionProtocol, TaskTrackerManager, RefreshAuthorizationPolicyProtocol {
static{
Configuration.addDefaultResource("mapred-default.xml");
Configuration.addDefaultResource("mapred-site.xml");
}
static long TASKTRACKER_EXPIRY_INTERVAL = 10 * 60 * 1000;
static long RETIRE_JOB_INTERVAL;
static long RETIRE_JOB_CHECK_INTERVAL;
// The interval after which one fault of a tracker will be discarded,
// if there are no faults during this.
private static long UPDATE_FAULTY_TRACKER_INTERVAL = 24 * 60 * 60 * 1000;
// The maximum percentage of trackers in cluster added
// to the 'blacklist' across all the jobs.
private static double MAX_BLACKLIST_PERCENT = 0.50;
// A tracker is blacklisted across jobs only if number of
// blacklists are X% above the average number of blacklists.
// X is the blacklist threshold here.
private double AVERAGE_BLACKLIST_THRESHOLD = 0.50;
// The maximum number of blacklists for a tracker after which the
// tracker could be blacklisted across all jobs
private int MAX_BLACKLISTS_PER_TRACKER = 4;
public static enum State { INITIALIZING, RUNNING }
State state = State.INITIALIZING;
private static final int FS_ACCESS_RETRY_PERIOD = 10000;
private DNSToSwitchMapping dnsToSwitchMapping;
private NetworkTopology clusterMap = new NetworkTopology();
private int numTaskCacheLevels; // the max level to which we cache tasks
private Set<Node> nodesAtMaxLevel = new HashSet<Node>();
private final TaskScheduler taskScheduler;
private final List<JobInProgressListener> jobInProgressListeners =
new CopyOnWriteArrayList<JobInProgressListener>();
// system directories are world-wide readable and owner readable
final static FsPermission SYSTEM_DIR_PERMISSION =
FsPermission.createImmutable((short) 0733); // rwx-wx-wx
// system files should have 700 permission
final static FsPermission SYSTEM_FILE_PERMISSION =
FsPermission.createImmutable((short) 0700); // rwx------
/**
* A client tried to submit a job before the Job Tracker was ready.
*/
public static class IllegalStateException extends IOException {
private static final long serialVersionUID = 1L;
public IllegalStateException(String msg) {
super(msg);
}
}
/**
* The maximum no. of 'completed' (successful/failed/killed)
* jobs kept in memory per-user.
*/
final int MAX_COMPLETE_USER_JOBS_IN_MEMORY;
/**
* The minimum time (in ms) that a job's information has to remain
* in the JobTracker's memory before it is retired.
*/
static final int MIN_TIME_BEFORE_RETIRE = 60000;
private int nextJobId = 1;
public static final Log LOG = LogFactory.getLog(JobTracker.class);
/**
* Start the JobTracker with given configuration.
*
* The conf will be modified to reflect the actual ports on which
* the JobTracker is up and running if the user passes the port as
* <code>zero</code>.
*
* @param conf configuration for the JobTracker.
* @throws IOException
*/
public static JobTracker startTracker(JobConf conf
) throws IOException,
InterruptedException {
return startTracker(conf, generateNewIdentifier());
}
public static JobTracker startTracker(JobConf conf, String identifier)
throws IOException, InterruptedException {
JobTracker result = null;
while (true) {
try {
result = new JobTracker(conf, identifier);
result.taskScheduler.setTaskTrackerManager(result);
break;
} catch (VersionMismatch e) {
throw e;
} catch (BindException e) {
throw e;
} catch (UnknownHostException e) {
throw e;
} catch (AccessControlException ace) {
// in case of jobtracker not having right access
// bail out
throw ace;
} catch (IOException e) {
LOG.warn("Error starting tracker: " +
StringUtils.stringifyException(e));
}
Thread.sleep(1000);
}
if (result != null) {
JobEndNotifier.startNotifier();
}
return result;
}
public void stopTracker() throws IOException {
JobEndNotifier.stopNotifier();
close();
}
public long getProtocolVersion(String protocol,
long clientVersion) throws IOException {
if (protocol.equals(InterTrackerProtocol.class.getName())) {
return InterTrackerProtocol.versionID;
} else if (protocol.equals(JobSubmissionProtocol.class.getName())){
return JobSubmissionProtocol.versionID;
} else if (protocol.equals(RefreshAuthorizationPolicyProtocol.class.getName())){
return RefreshAuthorizationPolicyProtocol.versionID;
} else {
throw new IOException("Unknown protocol to job tracker: " + protocol);
}
}
/**
* A thread to timeout tasks that have been assigned to task trackers,
* but that haven't reported back yet.
* Note that I included a stop() method, even though there is no place
* where JobTrackers are cleaned up.
*/
private class ExpireLaunchingTasks implements Runnable {
/**
* This is a map of the tasks that have been assigned to task trackers,
* but that have not yet been seen in a status report.
* map: task-id -> time-assigned
*/
private Map<TaskAttemptID, Long> launchingTasks =
new LinkedHashMap<TaskAttemptID, Long>();
public void run() {
while (true) {
try {
// Every 3 minutes check for any tasks that are overdue
Thread.sleep(TASKTRACKER_EXPIRY_INTERVAL/3);
long now = System.currentTimeMillis();
LOG.debug("Starting launching task sweep");
synchronized (JobTracker.this) {
synchronized (launchingTasks) {
Iterator<Map.Entry<TaskAttemptID, Long>> itr =
launchingTasks.entrySet().iterator();
while (itr.hasNext()) {
Map.Entry<TaskAttemptID, Long> pair = itr.next();
TaskAttemptID taskId = pair.getKey();
long age = now - (pair.getValue()).longValue();
LOG.info(taskId + " is " + age + " ms debug.");
if (age > TASKTRACKER_EXPIRY_INTERVAL) {
LOG.info("Launching task " + taskId + " timed out.");
TaskInProgress tip = null;
tip = taskidToTIPMap.get(taskId);
if (tip != null) {
JobInProgress job = tip.getJob();
String trackerName = getAssignedTracker(taskId);
TaskTrackerStatus trackerStatus =
getTaskTracker(trackerName);
// This might happen when the tasktracker has already
// expired and this thread tries to call failedtask
// again. expire tasktracker should have called failed
// task!
if (trackerStatus != null)
job.failedTask(tip, taskId, "Error launching task",
tip.isMapTask()? TaskStatus.Phase.MAP:
TaskStatus.Phase.STARTING,
TaskStatus.State.FAILED,
trackerName);
}
itr.remove();
} else {
// the tasks are sorted by start time, so once we find
// one that we want to keep, we are done for this cycle.
break;
}
}
}
}
} catch (InterruptedException ie) {
// all done
break;
} catch (Exception e) {
LOG.error("Expire Launching Task Thread got exception: " +
StringUtils.stringifyException(e));
}
}
}
public void addNewTask(TaskAttemptID taskName) {
synchronized (launchingTasks) {
launchingTasks.put(taskName,
System.currentTimeMillis());
}
}
public void removeTask(TaskAttemptID taskName) {
synchronized (launchingTasks) {
launchingTasks.remove(taskName);
}
}
}
///////////////////////////////////////////////////////
// Used to expire TaskTrackers that have gone down
///////////////////////////////////////////////////////
class ExpireTrackers implements Runnable {
public ExpireTrackers() {
}
/**
* The run method lives for the life of the JobTracker, and removes TaskTrackers
* that have not checked in for some time.
*/
public void run() {
while (true) {
try {
//
// Thread runs periodically to check whether trackers should be expired.
// The sleep interval must be no more than half the maximum expiry time
// for a task tracker.
//
Thread.sleep(TASKTRACKER_EXPIRY_INTERVAL / 3);
//
// Loop through all expired items in the queue
//
// Need to lock the JobTracker here since we are
// manipulating it's data-structures via
// ExpireTrackers.run -> JobTracker.lostTaskTracker ->
// JobInProgress.failedTask -> JobTracker.markCompleteTaskAttempt
// Also need to lock JobTracker before locking 'taskTracker' &
// 'trackerExpiryQueue' to prevent deadlock:
// @see {@link JobTracker.processHeartbeat(TaskTrackerStatus, boolean)}
synchronized (JobTracker.this) {
synchronized (taskTrackers) {
synchronized (trackerExpiryQueue) {
long now = System.currentTimeMillis();
TaskTrackerStatus leastRecent = null;
while ((trackerExpiryQueue.size() > 0) &&
((leastRecent = trackerExpiryQueue.first()) != null) &&
(now - leastRecent.getLastSeen() > TASKTRACKER_EXPIRY_INTERVAL)) {
// Remove profile from head of queue
trackerExpiryQueue.remove(leastRecent);
String trackerName = leastRecent.getTrackerName();
// Figure out if last-seen time should be updated, or if tracker is dead
TaskTrackerStatus newProfile = taskTrackers.get(leastRecent.getTrackerName());
// Items might leave the taskTracker set through other means; the
// status stored in 'taskTrackers' might be null, which means the
// tracker has already been destroyed.
if (newProfile != null) {
if (now - newProfile.getLastSeen() > TASKTRACKER_EXPIRY_INTERVAL) {
// Remove completely after marking the tasks as 'KILLED'
lostTaskTracker(leastRecent.getTrackerName());
// tracker is lost, and if it is blacklisted, remove
// it from the count of blacklisted trackers in the cluster
if (isBlacklisted(trackerName)) {
faultyTrackers.numBlacklistedTrackers -= 1;
}
updateTaskTrackerStatus(trackerName, null);
} else {
// Update time by inserting latest profile
trackerExpiryQueue.add(newProfile);
}
}
}
}
}
}
} catch (InterruptedException iex) {
break;
} catch (Exception t) {
LOG.error("Tracker Expiry Thread got exception: " +
StringUtils.stringifyException(t));
}
}
}
}
///////////////////////////////////////////////////////
// Used to remove old finished Jobs that have been around for too long
///////////////////////////////////////////////////////
class RetireJobs implements Runnable {
public RetireJobs() {
}
/**
* The run method lives for the life of the JobTracker,
* and removes Jobs that are not still running, but which
* finished a long time ago.
*/
public void run() {
while (true) {
try {
Thread.sleep(RETIRE_JOB_CHECK_INTERVAL);
List<JobInProgress> retiredJobs = new ArrayList<JobInProgress>();
long now = System.currentTimeMillis();
long retireBefore = now - RETIRE_JOB_INTERVAL;
synchronized (jobs) {
for(JobInProgress job: jobs.values()) {
if (job.getStatus().getRunState() != JobStatus.RUNNING &&
job.getStatus().getRunState() != JobStatus.PREP &&
(job.getFinishTime() + MIN_TIME_BEFORE_RETIRE < now) &&
(job.getFinishTime() < retireBefore)) {
retiredJobs.add(job);
}
}
}
if (!retiredJobs.isEmpty()) {
synchronized (JobTracker.this) {
synchronized (jobs) {
synchronized (taskScheduler) {
for (JobInProgress job: retiredJobs) {
removeJobTasks(job);
jobs.remove(job.getProfile().getJobID());
for (JobInProgressListener l : jobInProgressListeners) {
l.jobRemoved(job);
}
String jobUser = job.getProfile().getUser();
synchronized (userToJobsMap) {
ArrayList<JobInProgress> userJobs =
userToJobsMap.get(jobUser);
synchronized (userJobs) {
userJobs.remove(job);
}
if (userJobs.isEmpty()) {
userToJobsMap.remove(jobUser);
}
}
LOG.info("Retired job with id: '" +
job.getProfile().getJobID() + "' of user '" +
jobUser + "'");
// clean up job files from the local disk
JobHistory.JobInfo.cleanupJob(job.getProfile().getJobID());
}
}
}
}
}
} catch (InterruptedException t) {
break;
} catch (Throwable t) {
LOG.error("Error in retiring job:\n" +
StringUtils.stringifyException(t));
}
}
}
}
// The FaultInfo which indicates the number of faults of a tracker
// and when the last fault occurred
// and whether the tracker is blacklisted across all jobs or not
private static class FaultInfo {
int numFaults = 0;
long lastUpdated;
boolean blacklisted;
FaultInfo() {
numFaults = 0;
lastUpdated = System.currentTimeMillis();
blacklisted = false;
}
void setFaultCount(int num) {
numFaults = num;
}
void setLastUpdated(long timeStamp) {
lastUpdated = timeStamp;
}
int getFaultCount() {
return numFaults;
}
long getLastUpdated() {
return lastUpdated;
}
boolean isBlacklisted() {
return blacklisted;
}
void setBlacklist(boolean blacklist) {
blacklisted = blacklist;
}
}
private class FaultyTrackersInfo {
// A map from hostName to its faults
private Map<String, FaultInfo> potentiallyFaultyTrackers =
new HashMap<String, FaultInfo>();
// This count gives the number of blacklisted trackers in the cluster
// at any time. This is maintained to avoid iteration over
// the potentiallyFaultyTrackers to get blacklisted trackers. And also
// this count doesn't include blacklisted trackers which are lost,
// although the fault info is maintained for lost trackers.
private volatile int numBlacklistedTrackers = 0;
/**
* Increments faults(blacklist by job) for the tracker by one.
*
* Adds the tracker to the potentially faulty list.
*
* @param hostName
*/
void incrementFaults(String hostName) {
synchronized (potentiallyFaultyTrackers) {
FaultInfo fi = potentiallyFaultyTrackers.get(hostName);
if (fi == null) {
fi = new FaultInfo();
potentiallyFaultyTrackers.put(hostName, fi);
}
int numFaults = fi.getFaultCount();
++numFaults;
fi.setFaultCount(numFaults);
fi.setLastUpdated(System.currentTimeMillis());
if (!fi.isBlacklisted()) {
if (shouldBlacklist(hostName, numFaults)) {
LOG.info("Adding " + hostName + " to the blacklist" +
" across all jobs");
removeHostCapacity(hostName);
fi.setBlacklist(true);
}
}
}
}
/**
* Blacklists the tracker across all jobs if
* <ol>
* <li>#faults are more than
* MAX_BLACKLISTS_PER_TRACKER (configurable) blacklists</li>
* <li>#faults is 50% (configurable) above the average #faults</li>
* <li>50% the cluster is not blacklisted yet </li>
*/
private boolean shouldBlacklist(String hostName, int numFaults) {
if (numFaults >= MAX_BLACKLISTS_PER_TRACKER) {
// calculate avgBlackLists
long clusterSize = getClusterStatus().getTaskTrackers();
long sum = 0;
for (FaultInfo f : potentiallyFaultyTrackers.values()) {
sum += f.getFaultCount();
}
double avg = (double) sum / clusterSize;
long totalCluster = clusterSize + numBlacklistedTrackers;
if ((numFaults - avg) > (AVERAGE_BLACKLIST_THRESHOLD * avg) &&
numBlacklistedTrackers < (totalCluster * MAX_BLACKLIST_PERCENT)) {
return true;
}
}
return false;
}
/**
* Removes the tracker from blacklist and
* from potentially faulty list, when it is restarted.
*
* @param hostName
*/
void markTrackerHealthy(String hostName) {
synchronized (potentiallyFaultyTrackers) {
FaultInfo fi = potentiallyFaultyTrackers.remove(hostName);
if (fi != null && fi.isBlacklisted()) {
LOG.info("Removing " + hostName + " from blacklist");
addHostCapacity(hostName);
}
}
}
/**
* Check whether tasks can be assigned to the tracker.
*
* One fault of the tracker is discarded if there
* are no faults during one day. So, the tracker will get a
* chance again to run tasks of a job.
*
* @param hostName The tracker name
* @param now The current time
*
* @return true if the tracker is blacklisted
* false otherwise
*/
boolean shouldAssignTasksToTracker(String hostName, long now) {
synchronized (potentiallyFaultyTrackers) {
FaultInfo fi = potentiallyFaultyTrackers.get(hostName);
if (fi != null &&
(now - fi.getLastUpdated()) > UPDATE_FAULTY_TRACKER_INTERVAL) {
int numFaults = fi.getFaultCount() - 1;
if (fi.isBlacklisted()) {
LOG.info("Removing " + hostName + " from blacklist");
addHostCapacity(hostName);
fi.setBlacklist(false);
}
if (numFaults > 0) {
fi.setFaultCount(numFaults);
fi.setLastUpdated(now);
} else {
potentiallyFaultyTrackers.remove(hostName);
}
}
return (fi != null && fi.isBlacklisted());
}
}
private void removeHostCapacity(String hostName) {
synchronized (taskTrackers) {
// remove the capacity of trackers on this host
for (TaskTrackerStatus status : getStatusesOnHost(hostName)) {
totalMapTaskCapacity -= status.getMaxMapTasks();
totalReduceTaskCapacity -= status.getMaxReduceTasks();
}
numBlacklistedTrackers +=
uniqueHostsMap.remove(hostName);
}
}
// This is called on tracker's restart or after a day of blacklist.
private void addHostCapacity(String hostName) {
synchronized (taskTrackers) {
int numTrackersOnHost = 0;
// add the capacity of trackers on the host
for (TaskTrackerStatus status : getStatusesOnHost(hostName)) {
totalMapTaskCapacity += status.getMaxMapTasks();
totalReduceTaskCapacity += status.getMaxReduceTasks();
numTrackersOnHost++;
}
uniqueHostsMap.put(hostName,
numTrackersOnHost);
numBlacklistedTrackers -= numTrackersOnHost;
}
}
/**
* Whether a host is blacklisted across all the jobs.
*
* @param hostName
* @return
*/
boolean isBlacklisted(String hostName) {
synchronized (potentiallyFaultyTrackers) {
FaultInfo fi = null;
if ((fi = potentiallyFaultyTrackers.get(hostName)) != null) {
return fi.isBlacklisted();
}
}
return false;
}
int getFaultCount(String hostName) {
synchronized (potentiallyFaultyTrackers) {
FaultInfo fi = null;
if ((fi = potentiallyFaultyTrackers.get(hostName)) != null) {
return fi.getFaultCount();
}
}
return 0;
}
}
/**
* Get all task tracker statuses on given host
*
* @param hostName
* @return {@link java.util.List} of {@link TaskTrackerStatus}
*/
private List<TaskTrackerStatus> getStatusesOnHost(String hostName) {
List<TaskTrackerStatus> statuses = new ArrayList<TaskTrackerStatus>();
synchronized (taskTrackers) {
for (TaskTrackerStatus status : taskTrackers.values()) {
if (hostName.equals(status.getHost())) {
statuses.add(status);
}
}
}
return statuses;
}
///////////////////////////////////////////////////////
// Used to recover the jobs upon restart
///////////////////////////////////////////////////////
class RecoveryManager {
Set<JobID> jobsToRecover; // set of jobs to be recovered
private int totalEventsRecovered = 0;
private int restartCount = 0;
private boolean shouldRecover = false;
Set<String> recoveredTrackers =
Collections.synchronizedSet(new HashSet<String>());
/** A custom listener that replays the events in the order in which the
* events (task attempts) occurred.
*/
class JobRecoveryListener implements Listener {
// The owner job
private JobInProgress jip;
private JobHistory.JobInfo job; // current job's info object
// Maintain the count of the (attempt) events recovered
private int numEventsRecovered = 0;
// Maintains open transactions
private Map<String, String> hangingAttempts =
new HashMap<String, String>();
// Whether there are any updates for this job
private boolean hasUpdates = false;
public JobRecoveryListener(JobInProgress jip) {
this.jip = jip;
this.job = new JobHistory.JobInfo(jip.getJobID().toString());
}
/**
* Process a task. Note that a task might commit a previously pending
* transaction.
*/
private void processTask(String taskId, JobHistory.Task task) {
// Any TASK info commits the previous transaction
boolean hasHanging = hangingAttempts.remove(taskId) != null;
if (hasHanging) {
numEventsRecovered += 2;
}
TaskID id = TaskID.forName(taskId);
TaskInProgress tip = getTip(id);
updateTip(tip, task);
}
/**
* Adds a task-attempt in the listener
*/
private void processTaskAttempt(String taskAttemptId,
JobHistory.TaskAttempt attempt) {
TaskAttemptID id = TaskAttemptID.forName(taskAttemptId);
// Check if the transaction for this attempt can be committed
String taskStatus = attempt.get(Keys.TASK_STATUS);
if (taskStatus.length() > 0) {
// This means this is an update event
if (taskStatus.equals(Values.SUCCESS.name())) {
// Mark this attempt as hanging
hangingAttempts.put(id.getTaskID().toString(), taskAttemptId);
addSuccessfulAttempt(jip, id, attempt);
} else {
addUnsuccessfulAttempt(jip, id, attempt);
numEventsRecovered += 2;
}
} else {
createTaskAttempt(jip, id, attempt);
}
}
public void handle(JobHistory.RecordTypes recType, Map<Keys,
String> values) throws IOException {
if (recType == JobHistory.RecordTypes.Job) {
// Update the meta-level job information
job.handle(values);
// Forcefully init the job as we have some updates for it
checkAndInit();
} else if (recType.equals(JobHistory.RecordTypes.Task)) {
String taskId = values.get(Keys.TASKID);
// Create a task
JobHistory.Task task = new JobHistory.Task();
task.handle(values);
// Ignore if its a cleanup task
if (isCleanup(task)) {
return;
}
// Process the task i.e update the tip state
processTask(taskId, task);
} else if (recType.equals(JobHistory.RecordTypes.MapAttempt)) {
String attemptId = values.get(Keys.TASK_ATTEMPT_ID);
// Create a task attempt
JobHistory.MapAttempt attempt = new JobHistory.MapAttempt();
attempt.handle(values);
// Ignore if its a cleanup task
if (isCleanup(attempt)) {
return;
}
// Process the attempt i.e update the attempt state via job
processTaskAttempt(attemptId, attempt);
} else if (recType.equals(JobHistory.RecordTypes.ReduceAttempt)) {
String attemptId = values.get(Keys.TASK_ATTEMPT_ID);
// Create a task attempt
JobHistory.ReduceAttempt attempt = new JobHistory.ReduceAttempt();
attempt.handle(values);
// Ignore if its a cleanup task
if (isCleanup(attempt)) {
return;
}
// Process the attempt i.e update the job state via job
processTaskAttempt(attemptId, attempt);
}
}
// Check if the task is of type CLEANUP
private boolean isCleanup(JobHistory.Task task) {
String taskType = task.get(Keys.TASK_TYPE);
return Values.CLEANUP.name().equals(taskType);
}
// Init the job if its ready for init. Also make sure that the scheduler
// is updated
private void checkAndInit() throws IOException {
String jobStatus = this.job.get(Keys.JOB_STATUS);
if (Values.PREP.name().equals(jobStatus)) {
hasUpdates = true;
LOG.info("Calling init from RM for job " + jip.getJobID().toString());
try {
initJob(jip);
} catch (Throwable t) {
LOG.error("Job initialization failed : \n"
+ StringUtils.stringifyException(t));
failJob(jip);
throw new IOException(t);
}
}
}
void close() {
if (hasUpdates) {
// Apply the final (job-level) updates
JobStatusChangeEvent event = updateJob(jip, job);
synchronized (JobTracker.this) {
// Update the job listeners
updateJobInProgressListeners(event);
}
}
}
public int getNumEventsRecovered() {
return numEventsRecovered;
}
}
public RecoveryManager() {
jobsToRecover = new TreeSet<JobID>();
}
public boolean contains(JobID id) {
return jobsToRecover.contains(id);
}
void addJobForRecovery(JobID id) {
jobsToRecover.add(id);
}
public boolean shouldRecover() {
return shouldRecover;
}
public boolean shouldSchedule() {
return recoveredTrackers.isEmpty();
}
private void markTracker(String trackerName) {
recoveredTrackers.add(trackerName);
}
void unMarkTracker(String trackerName) {
recoveredTrackers.remove(trackerName);
}
Set<JobID> getJobsToRecover() {
return jobsToRecover;
}
/** Check if the given string represents a job-id or not
*/
private boolean isJobNameValid(String str) {
if(str == null) {
return false;
}
String[] parts = str.split("_");
if(parts.length == 3) {
if(parts[0].equals("job")) {
// other 2 parts should be parseable
return JobTracker.validateIdentifier(parts[1])
&& JobTracker.validateJobNumber(parts[2]);
}
}
return false;
}
// checks if the job dir has the required files
public void checkAndAddJob(FileStatus status) throws IOException {
String fileName = status.getPath().getName();
if (isJobNameValid(fileName)) {
if (JobClient.isJobDirValid(status.getPath(), fs)) {
recoveryManager.addJobForRecovery(JobID.forName(fileName));
shouldRecover = true; // enable actual recovery if num-files > 1
} else {
LOG.info("Found an incomplete job directory " + fileName + "."
+ " Deleting it!!");
fs.delete(status.getPath(), true);
}
}
}
private JobStatusChangeEvent updateJob(JobInProgress jip,
JobHistory.JobInfo job) {
// Change the job priority
String jobpriority = job.get(Keys.JOB_PRIORITY);
JobPriority priority = JobPriority.valueOf(jobpriority);
// It's important to update this via the jobtracker's api as it will
// take care of updating the event listeners too
setJobPriority(jip.getJobID(), priority);
// Save the previous job status
JobStatus oldStatus = (JobStatus)jip.getStatus().clone();
// Set the start/launch time only if there are recovered tasks
// Increment the job's restart count
jip.updateJobInfo(job.getLong(JobHistory.Keys.SUBMIT_TIME),
job.getLong(JobHistory.Keys.LAUNCH_TIME));
// Save the new job status
JobStatus newStatus = (JobStatus)jip.getStatus().clone();
return new JobStatusChangeEvent(jip, EventType.START_TIME_CHANGED, oldStatus,
newStatus);
}
private void updateTip(TaskInProgress tip, JobHistory.Task task) {
long startTime = task.getLong(Keys.START_TIME);
if (startTime != 0) {
tip.setExecStartTime(startTime);
}
long finishTime = task.getLong(Keys.FINISH_TIME);
// For failed tasks finish-time will be missing
if (finishTime != 0) {
tip.setExecFinishTime(finishTime);
}
String cause = task.get(Keys.TASK_ATTEMPT_ID);
if (cause.length() > 0) {
// This means that the this is a FAILED events
TaskAttemptID id = TaskAttemptID.forName(cause);
TaskStatus status = tip.getTaskStatus(id);
synchronized (JobTracker.this) {
// This will add the tip failed event in the new log
tip.getJob().failedTask(tip, id, status.getDiagnosticInfo(),
status.getPhase(), status.getRunState(),
status.getTaskTracker());
}
}
}
private void createTaskAttempt(JobInProgress job,
TaskAttemptID attemptId,
JobHistory.TaskAttempt attempt) {
TaskID id = attemptId.getTaskID();
String type = attempt.get(Keys.TASK_TYPE);
TaskInProgress tip = job.getTaskInProgress(id);
// I. Get the required info
TaskStatus taskStatus = null;
String trackerName = attempt.get(Keys.TRACKER_NAME);
String trackerHostName =
JobInProgress.convertTrackerNameToHostName(trackerName);
// recover the port information.
int port = 0; // default to 0
String hport = attempt.get(Keys.HTTP_PORT);
if (hport != null && hport.length() > 0) {
port = attempt.getInt(Keys.HTTP_PORT);
}
long attemptStartTime = attempt.getLong(Keys.START_TIME);
// II. Create the (appropriate) task status
if (type.equals(Values.MAP.name())) {
taskStatus =
new MapTaskStatus(attemptId, 0.0f, TaskStatus.State.RUNNING,
"", "", trackerName, TaskStatus.Phase.MAP,
new Counters());
} else {
taskStatus =
new ReduceTaskStatus(attemptId, 0.0f, TaskStatus.State.RUNNING,
"", "", trackerName, TaskStatus.Phase.REDUCE,
new Counters());
}
// Set the start time
taskStatus.setStartTime(attemptStartTime);
List<TaskStatus> ttStatusList = new ArrayList<TaskStatus>();
ttStatusList.add(taskStatus);
// III. Create the dummy tasktracker status
TaskTrackerStatus ttStatus =
new TaskTrackerStatus(trackerName, trackerHostName, port, ttStatusList,
0 , 0, 0);
ttStatus.setLastSeen(System.currentTimeMillis());
synchronized (JobTracker.this) {
synchronized (taskTrackers) {
synchronized (trackerExpiryQueue) {
// IV. Register a new tracker
boolean isTrackerRegistered = getTaskTracker(trackerName) != null;
if (!isTrackerRegistered) {
markTracker(trackerName); // add the tracker to recovery-manager
addNewTracker(ttStatus);
}
// V. Update the tracker status
// This will update the meta info of the jobtracker and also add the
// tracker status if missing i.e register it
updateTaskTrackerStatus(trackerName, ttStatus);
}
}
// Register the attempt with job and tip, under JobTracker lock.
// Since, as of today they are atomic through heartbeat.
// VI. Register the attempt
// a) In the job
job.addRunningTaskToTIP(tip, attemptId, ttStatus, false);
// b) In the tip
tip.updateStatus(taskStatus);
}
// VII. Make an entry in the launched tasks
expireLaunchingTasks.addNewTask(attemptId);
}
private void addSuccessfulAttempt(JobInProgress job,
TaskAttemptID attemptId,
JobHistory.TaskAttempt attempt) {
// I. Get the required info
TaskID taskId = attemptId.getTaskID();
String type = attempt.get(Keys.TASK_TYPE);
TaskInProgress tip = job.getTaskInProgress(taskId);
long attemptFinishTime = attempt.getLong(Keys.FINISH_TIME);
// Get the task status and the tracker name and make a copy of it
TaskStatus taskStatus = (TaskStatus)tip.getTaskStatus(attemptId).clone();
taskStatus.setFinishTime(attemptFinishTime);
String stateString = attempt.get(Keys.STATE_STRING);
// Update the basic values
taskStatus.setStateString(stateString);
taskStatus.setProgress(1.0f);
taskStatus.setRunState(TaskStatus.State.SUCCEEDED);
// Set the shuffle/sort finished times
if (type.equals(Values.REDUCE.name())) {
long shuffleTime =
Long.parseLong(attempt.get(Keys.SHUFFLE_FINISHED));
long sortTime =
Long.parseLong(attempt.get(Keys.SORT_FINISHED));
taskStatus.setShuffleFinishTime(shuffleTime);
taskStatus.setSortFinishTime(sortTime);
}
// Add the counters
String counterString = attempt.get(Keys.COUNTERS);
Counters counter = null;
//TODO Check if an exception should be thrown
try {
counter = Counters.fromEscapedCompactString(counterString);
} catch (ParseException pe) {
counter = new Counters(); // Set it to empty counter
}
taskStatus.setCounters(counter);
synchronized (JobTracker.this) {
// II. Replay the status
job.updateTaskStatus(tip, taskStatus);
}
// III. Prevent the task from expiry
expireLaunchingTasks.removeTask(attemptId);
}
private void addUnsuccessfulAttempt(JobInProgress job,
TaskAttemptID attemptId,
JobHistory.TaskAttempt attempt) {
// I. Get the required info
TaskID taskId = attemptId.getTaskID();
TaskInProgress tip = job.getTaskInProgress(taskId);
long attemptFinishTime = attempt.getLong(Keys.FINISH_TIME);
TaskStatus taskStatus = (TaskStatus)tip.getTaskStatus(attemptId).clone();
taskStatus.setFinishTime(attemptFinishTime);
// Reset the progress
taskStatus.setProgress(0.0f);
String stateString = attempt.get(Keys.STATE_STRING);
taskStatus.setStateString(stateString);
boolean hasFailed =
attempt.get(Keys.TASK_STATUS).equals(Values.FAILED.name());
// Set the state failed/killed
if (hasFailed) {
taskStatus.setRunState(TaskStatus.State.FAILED);
} else {
taskStatus.setRunState(TaskStatus.State.KILLED);
}
// Get/Set the error msg
String diagInfo = attempt.get(Keys.ERROR);
taskStatus.setDiagnosticInfo(diagInfo); // diag info
synchronized (JobTracker.this) {
// II. Update the task status
job.updateTaskStatus(tip, taskStatus);
}
// III. Prevent the task from expiry
expireLaunchingTasks.removeTask(attemptId);
}
Path getRestartCountFile() {
return new Path(getSystemDir(), "jobtracker.info");
}
Path getTempRestartCountFile() {
return new Path(getSystemDir(), "jobtracker.info.recover");
}
/**
* Initialize the recovery process. It simply creates a jobtracker.info file
* in the jobtracker's system directory and writes its restart count in it.
* For the first start, the jobtracker writes '0' in it. Upon subsequent
* restarts the jobtracker replaces the count with its current count which
* is (old count + 1). The whole purpose of this api is to obtain restart
* counts across restarts to avoid attempt-id clashes.
*
* Note that in between if the jobtracker.info files goes missing then the
* jobtracker will disable recovery and continue.
*
*/
void updateRestartCount() throws IOException {
Path restartFile = getRestartCountFile();
Path tmpRestartFile = getTempRestartCountFile();
FileSystem fs = restartFile.getFileSystem(conf);
FsPermission filePerm = new FsPermission(SYSTEM_FILE_PERMISSION);
// read the count from the jobtracker info file
if (fs.exists(restartFile)) {
fs.delete(tmpRestartFile, false); // delete the tmp file
} else if (fs.exists(tmpRestartFile)) {
// if .rec exists then delete the main file and rename the .rec to main
fs.rename(tmpRestartFile, restartFile); // rename .rec to main file
} else {
// For the very first time the jobtracker will create a jobtracker.info
// file. If the jobtracker has restarted then disable recovery as files'
// needed for recovery are missing.
// disable recovery if this is a restart
shouldRecover = false;
// write the jobtracker.info file
try {
FSDataOutputStream out = FileSystem.create(fs, restartFile,
filePerm);
out.writeInt(0);
out.close();
} catch (IOException ioe) {
LOG.warn("Writing to file " + restartFile + " failed!");
LOG.warn("FileSystem is not ready yet!");
fs.delete(restartFile, false);
throw ioe;
}
return;
}
FSDataInputStream in = fs.open(restartFile);
try {
// read the old count
restartCount = in.readInt();
++restartCount; // increment the restart count
} catch (IOException ioe) {
LOG.warn("System directory is garbled. Failed to read file "
+ restartFile);
LOG.warn("Jobtracker recovery is not possible with garbled"
+ " system directory! Please delete the system directory and"
+ " restart the jobtracker. Note that deleting the system"
+ " directory will result in loss of all the running jobs.");
throw new RuntimeException(ioe);
} finally {
if (in != null) {
in.close();
}
}
// Write back the new restart count and rename the old info file
//TODO This is similar to jobhistory recovery, maybe this common code
// can be factored out.
// write to the tmp file
FSDataOutputStream out = FileSystem.create(fs, tmpRestartFile, filePerm);
out.writeInt(restartCount);
out.close();
// delete the main file
fs.delete(restartFile, false);
// rename the .rec to main file
fs.rename(tmpRestartFile, restartFile);
}
public void recover() {
if (!shouldRecover()) {
// clean up jobs structure
jobsToRecover.clear();
return;
}
LOG.info("Restart count of the jobtracker : " + restartCount);
// I. Init the jobs and cache the recovered job history filenames
Map<JobID, Path> jobHistoryFilenameMap = new HashMap<JobID, Path>();
Iterator<JobID> idIter = jobsToRecover.iterator();
while (idIter.hasNext()) {
JobID id = idIter.next();
LOG.info("Trying to recover details of job " + id);
try {
// 1. Create the job object
JobInProgress job =
new JobInProgress(id, JobTracker.this, conf, restartCount);
// 2. Check if the user has appropriate access
// Get the user group info for the job's owner
UserGroupInformation ugi =
UserGroupInformation.readFrom(job.getJobConf());
LOG.info("Submitting job " + id + " on behalf of user "
+ ugi.getUserName() + " in groups : "
+ StringUtils.arrayToString(ugi.getGroupNames()));
// check the access
try {
checkAccess(job, QueueManager.QueueOperation.SUBMIT_JOB, ugi);
} catch (Throwable t) {
LOG.warn("Access denied for user " + ugi.getUserName()
+ " in groups : ["
+ StringUtils.arrayToString(ugi.getGroupNames()) + "]");
throw t;
}
// 3. Get the log file and the file path
String logFileName =
JobHistory.JobInfo.getJobHistoryFileName(job.getJobConf(), id);
if (logFileName != null) {
Path jobHistoryFilePath =
JobHistory.JobInfo.getJobHistoryLogLocation(logFileName);
// 4. Recover the history file. This involved
// - deleting file.recover if file exists
// - renaming file.recover to file if file doesnt exist
// This makes sure that the (master) file exists
JobHistory.JobInfo.recoverJobHistoryFile(job.getJobConf(),
jobHistoryFilePath);
// 5. Cache the history file name as it costs one dfs access
jobHistoryFilenameMap.put(job.getJobID(), jobHistoryFilePath);
} else {
LOG.info("No history file found for job " + id);
idIter.remove(); // remove from recovery list
}
// 6. Sumbit the job to the jobtracker
addJob(id, job);
} catch (Throwable t) {
LOG.warn("Failed to recover job " + id + " Ignoring the job.", t);
idIter.remove();
continue;
}
}
long recoveryStartTime = System.currentTimeMillis();
// II. Recover each job
idIter = jobsToRecover.iterator();
while (idIter.hasNext()) {
JobID id = idIter.next();
JobInProgress pJob = getJob(id);
// 1. Get the required info
// Get the recovered history file
Path jobHistoryFilePath = jobHistoryFilenameMap.get(pJob.getJobID());
String logFileName = jobHistoryFilePath.getName();
FileSystem fs;
try {
fs = jobHistoryFilePath.getFileSystem(conf);
} catch (IOException ioe) {
LOG.warn("Failed to get the filesystem for job " + id + ". Ignoring.",
ioe);
continue;
}
// 2. Parse the history file
// Note that this also involves job update
JobRecoveryListener listener = new JobRecoveryListener(pJob);
try {
JobHistory.parseHistoryFromFS(jobHistoryFilePath.toString(),
listener, fs);
} catch (Throwable t) {
LOG.info("Error reading history file of job " + pJob.getJobID()
+ ". Ignoring the error and continuing.", t);
}
// 3. Close the listener
listener.close();
// 4. Update the recovery metric
totalEventsRecovered += listener.getNumEventsRecovered();
// 5. Cleanup history
// Delete the master log file as an indication that the new file
// should be used in future
try {
synchronized (pJob) {
JobHistory.JobInfo.checkpointRecovery(logFileName,
pJob.getJobConf());
}
} catch (Throwable t) {
LOG.warn("Failed to delete log file (" + logFileName + ") for job "
+ id + ". Continuing.", t);
}
if (pJob.isComplete()) {
idIter.remove(); // no need to keep this job info as its successful
}
}
recoveryDuration = System.currentTimeMillis() - recoveryStartTime;
hasRecovered = true;
// III. Finalize the recovery
synchronized (trackerExpiryQueue) {
// Make sure that the tracker statuses in the expiry-tracker queue
// are updated
long now = System.currentTimeMillis();
int size = trackerExpiryQueue.size();
for (int i = 0; i < size ; ++i) {
// Get the first status
TaskTrackerStatus status = trackerExpiryQueue.first();
// Remove it
trackerExpiryQueue.remove(status);
// Set the new time
status.setLastSeen(now);
// Add back to get the sorted list
trackerExpiryQueue.add(status);
}
}
LOG.info("Restoration complete");
}
int totalEventsRecovered() {
return totalEventsRecovered;
}
}
private final JobTrackerInstrumentation myInstrumentation;
/////////////////////////////////////////////////////////////////
// The real JobTracker
////////////////////////////////////////////////////////////////
int port;
String localMachine;
private String trackerIdentifier;
long startTime;
int totalSubmissions = 0;
private int totalMapTaskCapacity;
private int totalReduceTaskCapacity;
private HostsFileReader hostsReader;
// JobTracker recovery variables
private volatile boolean hasRestarted = false;
private volatile boolean hasRecovered = false;
private volatile long recoveryDuration;
//
// Properties to maintain while running Jobs and Tasks:
//
// 1. Each Task is always contained in a single Job. A Job succeeds when all its
// Tasks are complete.
//
// 2. Every running or successful Task is assigned to a Tracker. Idle Tasks are not.
//
// 3. When a Tracker fails, all of its assigned Tasks are marked as failures.
//
// 4. A Task might need to be reexecuted if it (or the machine it's hosted on) fails
// before the Job is 100% complete. Sometimes an upstream Task can fail without
// reexecution if all downstream Tasks that require its output have already obtained
// the necessary files.
//
// All the known jobs. (jobid->JobInProgress)
Map<JobID, JobInProgress> jobs = new TreeMap<JobID, JobInProgress>();
// (user -> list of JobInProgress)
TreeMap<String, ArrayList<JobInProgress>> userToJobsMap =
new TreeMap<String, ArrayList<JobInProgress>>();
// (trackerID --> list of jobs to cleanup)
Map<String, Set<JobID>> trackerToJobsToCleanup =
new HashMap<String, Set<JobID>>();
// (trackerID --> list of tasks to cleanup)
Map<String, Set<TaskAttemptID>> trackerToTasksToCleanup =
new HashMap<String, Set<TaskAttemptID>>();
// All the known TaskInProgress items, mapped to by taskids (taskid->TIP)
Map<TaskAttemptID, TaskInProgress> taskidToTIPMap =
new TreeMap<TaskAttemptID, TaskInProgress>();
// (taskid --> trackerID)
TreeMap<TaskAttemptID, String> taskidToTrackerMap = new TreeMap<TaskAttemptID, String>();
// (trackerID->TreeSet of taskids running at that tracker)
TreeMap<String, Set<TaskAttemptID>> trackerToTaskMap =
new TreeMap<String, Set<TaskAttemptID>>();
// (trackerID -> TreeSet of completed taskids running at that tracker)
TreeMap<String, Set<TaskAttemptID>> trackerToMarkedTasksMap =
new TreeMap<String, Set<TaskAttemptID>>();
// (trackerID --> last sent HeartBeatResponse)
Map<String, HeartbeatResponse> trackerToHeartbeatResponseMap =
new TreeMap<String, HeartbeatResponse>();
// (hostname --> Node (NetworkTopology))
Map<String, Node> hostnameToNodeMap =
Collections.synchronizedMap(new TreeMap<String, Node>());
// (trackerID --> last received TaskTrackerStatus)
Map<String, TaskTrackerStatus> trackerToTrackerStatusMap =
new HashMap<String, TaskTrackerStatus>();
Map<String, TaskTrackerStatus> getTrackerToTrackerStatusMap() {
return trackerToTrackerStatusMap;
}
// Number of resolved entries
int numResolved;
private FaultyTrackersInfo faultyTrackers = new FaultyTrackersInfo();
//
// Watch and expire TaskTracker objects using these structures.
// We can map from Name->TaskTrackerStatus, or we can expire by time.
//
int totalMaps = 0;
int totalReduces = 0;
private HashMap<String, TaskTrackerStatus> taskTrackers =
new HashMap<String, TaskTrackerStatus>();
Map<String,Integer>uniqueHostsMap = new ConcurrentHashMap<String, Integer>();
ExpireTrackers expireTrackers = new ExpireTrackers();
Thread expireTrackersThread = null;
RetireJobs retireJobs = new RetireJobs();
Thread retireJobsThread = null;
ExpireLaunchingTasks expireLaunchingTasks = new ExpireLaunchingTasks();
Thread expireLaunchingTaskThread = new Thread(expireLaunchingTasks,
"expireLaunchingTasks");
CompletedJobStatusStore completedJobStatusStore = null;
Thread completedJobsStoreThread = null;
RecoveryManager recoveryManager;
/**
* It might seem like a bug to maintain a TreeSet of status objects,
* which can be updated at any time. But that's not what happens! We
* only update status objects in the taskTrackers table. Status objects
* are never updated once they enter the expiry queue. Instead, we wait
* for them to expire and remove them from the expiry queue. If a status
* object has been updated in the taskTracker table, the latest status is
* reinserted. Otherwise, we assume the tracker has expired.
*/
TreeSet<TaskTrackerStatus> trackerExpiryQueue =
new TreeSet<TaskTrackerStatus>(
new Comparator<TaskTrackerStatus>() {
public int compare(TaskTrackerStatus p1, TaskTrackerStatus p2) {
if (p1.getLastSeen() < p2.getLastSeen()) {
return -1;
} else if (p1.getLastSeen() > p2.getLastSeen()) {
return 1;
} else {
return (p1.getTrackerName().compareTo(p2.getTrackerName()));
}
}
}
);
// Used to provide an HTML view on Job, Task, and TaskTracker structures
final HttpServer infoServer;
int infoPort;
Server interTrackerServer;
// Some jobs are stored in a local system directory. We can delete
// the files when we're done with the job.
static final String SUBDIR = "jobTracker";
FileSystem fs = null;
Path systemDir = null;
private JobConf conf;
long limitMaxMemForMapTasks;
long limitMaxMemForReduceTasks;
long memSizeForMapSlotOnJT;
long memSizeForReduceSlotOnJT;
private QueueManager queueManager;
/**
* Start the JobTracker process, listen on the indicated port
*/
JobTracker(JobConf conf) throws IOException, InterruptedException {
this(conf, generateNewIdentifier());
}
JobTracker(JobConf conf, String identifier)
throws IOException, InterruptedException {
//
// Grab some static constants
//
TASKTRACKER_EXPIRY_INTERVAL =
conf.getLong("mapred.tasktracker.expiry.interval", 10 * 60 * 1000);
RETIRE_JOB_INTERVAL = conf.getLong("mapred.jobtracker.retirejob.interval", 24 * 60 * 60 * 1000);
RETIRE_JOB_CHECK_INTERVAL = conf.getLong("mapred.jobtracker.retirejob.check", 60 * 1000);
MAX_COMPLETE_USER_JOBS_IN_MEMORY = conf.getInt("mapred.jobtracker.completeuserjobs.maximum", 100);
MAX_BLACKLISTS_PER_TRACKER =
conf.getInt("mapred.max.tracker.blacklists", 4);
//This configuration is there solely for tuning purposes and
//once this feature has been tested in real clusters and an appropriate
//value for the threshold has been found, this config might be taken out.
AVERAGE_BLACKLIST_THRESHOLD =
conf.getFloat("mapred.cluster.average.blacklist.threshold", 0.5f);
// This is a directory of temporary submission files. We delete it
// on startup, and can delete any files that we're done with
this.conf = conf;
JobConf jobConf = new JobConf(conf);
initializeTaskMemoryRelatedConfig();
// Read the hosts/exclude files to restrict access to the jobtracker.
this.hostsReader = new HostsFileReader(conf.get("mapred.hosts", ""),
conf.get("mapred.hosts.exclude", ""));
queueManager = new QueueManager(this.conf);
// Create the scheduler
Class<? extends TaskScheduler> schedulerClass
= conf.getClass("mapred.jobtracker.taskScheduler",
JobQueueTaskScheduler.class, TaskScheduler.class);
taskScheduler = (TaskScheduler) ReflectionUtils.newInstance(schedulerClass, conf);
// Set ports, start RPC servers, setup security policy etc.
InetSocketAddress addr = getAddress(conf);
this.localMachine = addr.getHostName();
this.port = addr.getPort();
// Set service-level authorization security policy
if (conf.getBoolean(
ServiceAuthorizationManager.SERVICE_AUTHORIZATION_CONFIG, false)) {
PolicyProvider policyProvider =
(PolicyProvider)(ReflectionUtils.newInstance(
conf.getClass(PolicyProvider.POLICY_PROVIDER_CONFIG,
MapReducePolicyProvider.class, PolicyProvider.class),
conf));
SecurityUtil.setPolicy(new ConfiguredPolicy(conf, policyProvider));
}
int handlerCount = conf.getInt("mapred.job.tracker.handler.count", 10);
this.interTrackerServer = RPC.getServer(this, addr.getHostName(), addr.getPort(), handlerCount, false, conf);
if (LOG.isDebugEnabled()) {
Properties p = System.getProperties();
for (Iterator it = p.keySet().iterator(); it.hasNext();) {
String key = (String) it.next();
String val = p.getProperty(key);
LOG.debug("Property '" + key + "' is " + val);
}
}
String infoAddr =
NetUtils.getServerAddress(conf, "mapred.job.tracker.info.bindAddress",
"mapred.job.tracker.info.port",
"mapred.job.tracker.http.address");
InetSocketAddress infoSocAddr = NetUtils.createSocketAddr(infoAddr);
String infoBindAddress = infoSocAddr.getHostName();
int tmpInfoPort = infoSocAddr.getPort();
this.startTime = System.currentTimeMillis();
infoServer = new HttpServer("job", infoBindAddress, tmpInfoPort,
tmpInfoPort == 0, conf);
infoServer.setAttribute("job.tracker", this);
// initialize history parameters.
boolean historyInitialized = JobHistory.init(conf, this.localMachine,
this.startTime);
String historyLogDir = null;
FileSystem historyFS = null;
if (historyInitialized) {
historyLogDir = conf.get("hadoop.job.history.location");
infoServer.setAttribute("historyLogDir", historyLogDir);
historyFS = new Path(historyLogDir).getFileSystem(conf);
infoServer.setAttribute("fileSys", historyFS);
}
infoServer.addServlet("reducegraph", "/taskgraph", TaskGraphServlet.class);
infoServer.start();
this.trackerIdentifier = identifier;
// Initialize instrumentation
JobTrackerInstrumentation tmp;
Class<? extends JobTrackerInstrumentation> metricsInst =
getInstrumentationClass(jobConf);
try {
java.lang.reflect.Constructor<? extends JobTrackerInstrumentation> c =
metricsInst.getConstructor(new Class[] {JobTracker.class, JobConf.class} );
tmp = c.newInstance(this, jobConf);
} catch(Exception e) {
//Reflection can throw lots of exceptions -- handle them all by
//falling back on the default.
LOG.error("failed to initialize job tracker metrics", e);
tmp = new JobTrackerMetricsInst(this, jobConf);
}
myInstrumentation = tmp;
// The rpc/web-server ports can be ephemeral ports...
// ... ensure we have the correct info
this.port = interTrackerServer.getListenerAddress().getPort();
this.conf.set("mapred.job.tracker", (this.localMachine + ":" + this.port));
LOG.info("JobTracker up at: " + this.port);
this.infoPort = this.infoServer.getPort();
this.conf.set("mapred.job.tracker.http.address",
infoBindAddress + ":" + this.infoPort);
LOG.info("JobTracker webserver: " + this.infoServer.getPort());
// start the recovery manager
recoveryManager = new RecoveryManager();
while (!Thread.currentThread().isInterrupted()) {
try {
// if we haven't contacted the namenode go ahead and do it
if (fs == null) {
fs = FileSystem.get(conf);
}
// clean up the system dir, which will only work if hdfs is out of
// safe mode
if(systemDir == null) {
systemDir = new Path(getSystemDir());
}
// Make sure that the backup data is preserved
FileStatus[] systemDirData = fs.listStatus(this.systemDir);
// Check if the history is enabled .. as we cant have persistence with
// history disabled
if (conf.getBoolean("mapred.jobtracker.restart.recover", false)
&& !JobHistory.isDisableHistory()
&& systemDirData != null) {
for (FileStatus status : systemDirData) {
try {
recoveryManager.checkAndAddJob(status);
} catch (Throwable t) {
LOG.warn("Failed to add the job " + status.getPath().getName(),
t);
}
}
// Check if there are jobs to be recovered
hasRestarted = recoveryManager.shouldRecover();
if (hasRestarted) {
break; // if there is something to recover else clean the sys dir
}
}
LOG.info("Cleaning up the system directory");
fs.delete(systemDir, true);
if (FileSystem.mkdirs(fs, systemDir,
new FsPermission(SYSTEM_DIR_PERMISSION))) {
break;
}
LOG.error("Mkdirs failed to create " + systemDir);
} catch (AccessControlException ace) {
LOG.warn("Failed to operate on mapred.system.dir (" + systemDir
+ ") because of permissions.");
LOG.warn("Manually delete the mapred.system.dir (" + systemDir
+ ") and then start the JobTracker.");
LOG.warn("Bailing out ... ");
throw ace;
} catch (IOException ie) {
LOG.info("problem cleaning system directory: " + systemDir, ie);
}
Thread.sleep(FS_ACCESS_RETRY_PERIOD);
}
if (Thread.currentThread().isInterrupted()) {
throw new InterruptedException();
}
// Same with 'localDir' except it's always on the local disk.
jobConf.deleteLocalFiles(SUBDIR);
// Initialize history again if it is not initialized
// because history was on dfs and namenode was in safemode.
if (!historyInitialized) {
JobHistory.init(conf, this.localMachine, this.startTime);
historyLogDir = conf.get("hadoop.job.history.location");
infoServer.setAttribute("historyLogDir", historyLogDir);
historyFS = new Path(historyLogDir).getFileSystem(conf);
infoServer.setAttribute("fileSys", historyFS);
}
this.dnsToSwitchMapping = ReflectionUtils.newInstance(
conf.getClass("topology.node.switch.mapping.impl", ScriptBasedMapping.class,
DNSToSwitchMapping.class), conf);
this.numTaskCacheLevels = conf.getInt("mapred.task.cache.levels",
NetworkTopology.DEFAULT_HOST_LEVEL);
//initializes the job status store
completedJobStatusStore = new CompletedJobStatusStore(conf);
}
private static SimpleDateFormat getDateFormat() {
return new SimpleDateFormat("yyyyMMddHHmm");
}
private static String generateNewIdentifier() {
return getDateFormat().format(new Date());
}
static boolean validateIdentifier(String id) {
try {
// the jobtracker id should be 'date' parseable
getDateFormat().parse(id);
return true;
} catch (ParseException pe) {}
return false;
}
static boolean validateJobNumber(String id) {
try {
// the job number should be integer parseable
Integer.parseInt(id);
return true;
} catch (IllegalArgumentException pe) {}
return false;
}
/**
* Whether the JT has restarted
*/
public boolean hasRestarted() {
return hasRestarted;
}
/**
* Whether the JT has recovered upon restart
*/
public boolean hasRecovered() {
return hasRecovered;
}
/**
* How long the jobtracker took to recover from restart.
*/
public long getRecoveryDuration() {
return hasRestarted()
? recoveryDuration
: 0;
}
public static Class<? extends JobTrackerInstrumentation> getInstrumentationClass(Configuration conf) {
return conf.getClass("mapred.jobtracker.instrumentation",
JobTrackerMetricsInst.class, JobTrackerInstrumentation.class);
}
public static void setInstrumentationClass(Configuration conf, Class<? extends JobTrackerInstrumentation> t) {
conf.setClass("mapred.jobtracker.instrumentation",
t, JobTrackerInstrumentation.class);
}
JobTrackerInstrumentation getInstrumentation() {
return myInstrumentation;
}
public static InetSocketAddress getAddress(Configuration conf) {
String jobTrackerStr =
conf.get("mapred.job.tracker", "localhost:8012");
return NetUtils.createSocketAddr(jobTrackerStr);
}
/**
* Run forever
*/
public void offerService() throws InterruptedException, IOException {
// Prepare for recovery. This is done irrespective of the status of restart
// flag.
while (true) {
try {
recoveryManager.updateRestartCount();
break;
} catch (IOException ioe) {
LOG.warn("Failed to initialize recovery manager. ", ioe);
// wait for some time
Thread.sleep(FS_ACCESS_RETRY_PERIOD);
LOG.warn("Retrying...");
}
}
taskScheduler.start();
// Start the recovery after starting the scheduler
try {
recoveryManager.recover();
} catch (Throwable t) {
LOG.warn("Recovery manager crashed! Ignoring.", t);
}
this.expireTrackersThread = new Thread(this.expireTrackers,
"expireTrackers");
this.expireTrackersThread.start();
this.retireJobsThread = new Thread(this.retireJobs, "retireJobs");
this.retireJobsThread.start();
expireLaunchingTaskThread.start();
if (completedJobStatusStore.isActive()) {
completedJobsStoreThread = new Thread(completedJobStatusStore,
"completedjobsStore-housekeeper");
completedJobsStoreThread.start();
}
// start the inter-tracker server once the jt is ready
this.interTrackerServer.start();
synchronized (this) {
state = State.RUNNING;
}
LOG.info("Starting RUNNING");
this.interTrackerServer.join();
LOG.info("Stopped interTrackerServer");
}
void close() throws IOException {
if (this.infoServer != null) {
LOG.info("Stopping infoServer");
try {
this.infoServer.stop();
} catch (Exception ex) {
LOG.warn("Exception shutting down JobTracker", ex);
}
}
if (this.interTrackerServer != null) {
LOG.info("Stopping interTrackerServer");
this.interTrackerServer.stop();
}
if (this.expireTrackersThread != null && this.expireTrackersThread.isAlive()) {
LOG.info("Stopping expireTrackers");
this.expireTrackersThread.interrupt();
try {
this.expireTrackersThread.join();
} catch (InterruptedException ex) {
ex.printStackTrace();
}
}
if (this.retireJobsThread != null && this.retireJobsThread.isAlive()) {
LOG.info("Stopping retirer");
this.retireJobsThread.interrupt();
try {
this.retireJobsThread.join();
} catch (InterruptedException ex) {
ex.printStackTrace();
}
}
if (taskScheduler != null) {
taskScheduler.terminate();
}
if (this.expireLaunchingTaskThread != null && this.expireLaunchingTaskThread.isAlive()) {
LOG.info("Stopping expireLaunchingTasks");
this.expireLaunchingTaskThread.interrupt();
try {
this.expireLaunchingTaskThread.join();
} catch (InterruptedException ex) {
ex.printStackTrace();
}
}
if (this.completedJobsStoreThread != null &&
this.completedJobsStoreThread.isAlive()) {
LOG.info("Stopping completedJobsStore thread");
this.completedJobsStoreThread.interrupt();
try {
this.completedJobsStoreThread.join();
} catch (InterruptedException ex) {
ex.printStackTrace();
}
}
LOG.info("stopped all jobtracker services");
return;
}
///////////////////////////////////////////////////////
// Maintain lookup tables; called by JobInProgress
// and TaskInProgress
///////////////////////////////////////////////////////
void createTaskEntry(TaskAttemptID taskid, String taskTracker, TaskInProgress tip) {
LOG.info("Adding task " +
(tip.isCleanupAttempt(taskid) ? "(cleanup)" : "") +
"'" + taskid + "' to tip " +
tip.getTIPId() + ", for tracker '" + taskTracker + "'");
// taskid --> tracker
taskidToTrackerMap.put(taskid, taskTracker);
// tracker --> taskid
Set<TaskAttemptID> taskset = trackerToTaskMap.get(taskTracker);
if (taskset == null) {
taskset = new TreeSet<TaskAttemptID>();
trackerToTaskMap.put(taskTracker, taskset);
}
taskset.add(taskid);
// taskid --> TIP
taskidToTIPMap.put(taskid, tip);
}
void removeTaskEntry(TaskAttemptID taskid) {
// taskid --> tracker
String tracker = taskidToTrackerMap.remove(taskid);
// tracker --> taskid
if (tracker != null) {
Set<TaskAttemptID> trackerSet = trackerToTaskMap.get(tracker);
if (trackerSet != null) {
trackerSet.remove(taskid);
}
}
// taskid --> TIP
taskidToTIPMap.remove(taskid);
LOG.debug("Removing task '" + taskid + "'");
}
/**
* Mark a 'task' for removal later.
* This function assumes that the JobTracker is locked on entry.
*
* @param taskTracker the tasktracker at which the 'task' was running
* @param taskid completed (success/failure/killed) task
*/
void markCompletedTaskAttempt(String taskTracker, TaskAttemptID taskid) {
// tracker --> taskid
Set<TaskAttemptID> taskset = trackerToMarkedTasksMap.get(taskTracker);
if (taskset == null) {
taskset = new TreeSet<TaskAttemptID>();
trackerToMarkedTasksMap.put(taskTracker, taskset);
}
taskset.add(taskid);
LOG.debug("Marked '" + taskid + "' from '" + taskTracker + "'");
}
/**
* Mark all 'non-running' jobs of the job for pruning.
* This function assumes that the JobTracker is locked on entry.
*
* @param job the completed job
*/
void markCompletedJob(JobInProgress job) {
for (TaskInProgress tip : job.getSetupTasks()) {
for (TaskStatus taskStatus : tip.getTaskStatuses()) {
if (taskStatus.getRunState() != TaskStatus.State.RUNNING &&
taskStatus.getRunState() != TaskStatus.State.COMMIT_PENDING &&
taskStatus.getRunState() != TaskStatus.State.UNASSIGNED) {
markCompletedTaskAttempt(taskStatus.getTaskTracker(),
taskStatus.getTaskID());
}
}
}
for (TaskInProgress tip : job.getMapTasks()) {
for (TaskStatus taskStatus : tip.getTaskStatuses()) {
if (taskStatus.getRunState() != TaskStatus.State.RUNNING &&
taskStatus.getRunState() != TaskStatus.State.COMMIT_PENDING &&
taskStatus.getRunState() != TaskStatus.State.FAILED_UNCLEAN &&
taskStatus.getRunState() != TaskStatus.State.KILLED_UNCLEAN &&
taskStatus.getRunState() != TaskStatus.State.UNASSIGNED) {
markCompletedTaskAttempt(taskStatus.getTaskTracker(),
taskStatus.getTaskID());
}
}
}
for (TaskInProgress tip : job.getReduceTasks()) {
for (TaskStatus taskStatus : tip.getTaskStatuses()) {
if (taskStatus.getRunState() != TaskStatus.State.RUNNING &&
taskStatus.getRunState() != TaskStatus.State.COMMIT_PENDING &&
taskStatus.getRunState() != TaskStatus.State.FAILED_UNCLEAN &&
taskStatus.getRunState() != TaskStatus.State.KILLED_UNCLEAN &&
taskStatus.getRunState() != TaskStatus.State.UNASSIGNED) {
markCompletedTaskAttempt(taskStatus.getTaskTracker(),
taskStatus.getTaskID());
}
}
}
}
/**
* Remove all 'marked' tasks running on a given {@link TaskTracker}
* from the {@link JobTracker}'s data-structures.
* This function assumes that the JobTracker is locked on entry.
*
* @param taskTracker tasktracker whose 'non-running' tasks are to be purged
*/
private void removeMarkedTasks(String taskTracker) {
// Purge all the 'marked' tasks which were running at taskTracker
Set<TaskAttemptID> markedTaskSet =
trackerToMarkedTasksMap.get(taskTracker);
if (markedTaskSet != null) {
for (TaskAttemptID taskid : markedTaskSet) {
removeTaskEntry(taskid);
LOG.info("Removed completed task '" + taskid + "' from '" +
taskTracker + "'");
}
// Clear
trackerToMarkedTasksMap.remove(taskTracker);
}
}
/**
* Call {@link #removeTaskEntry(String)} for each of the
* job's tasks.
* When the JobTracker is retiring the long-completed
* job, either because it has outlived {@link #RETIRE_JOB_INTERVAL}
* or the limit of {@link #MAX_COMPLETE_USER_JOBS_IN_MEMORY} jobs
* has been reached, we can afford to nuke all it's tasks; a little
* unsafe, but practically feasible.
*
* @param job the job about to be 'retired'
*/
synchronized private void removeJobTasks(JobInProgress job) {
for (TaskInProgress tip : job.getMapTasks()) {
for (TaskStatus taskStatus : tip.getTaskStatuses()) {
removeTaskEntry(taskStatus.getTaskID());
}
}
for (TaskInProgress tip : job.getReduceTasks()) {
for (TaskStatus taskStatus : tip.getTaskStatuses()) {
removeTaskEntry(taskStatus.getTaskID());
}
}
}
/**
* Safe clean-up all data structures at the end of the
* job (success/failure/killed).
* Here we also ensure that for a given user we maintain
* information for only MAX_COMPLETE_USER_JOBS_IN_MEMORY jobs
* on the JobTracker.
*
* @param job completed job.
*/
synchronized void finalizeJob(JobInProgress job) {
// Mark the 'non-running' tasks for pruning
markCompletedJob(job);
JobEndNotifier.registerNotification(job.getJobConf(), job.getStatus());
// start the merge of log files
JobID id = job.getStatus().getJobID();
if (job.hasRestarted()) {
try {
JobHistory.JobInfo.finalizeRecovery(id, job.getJobConf());
} catch (IOException ioe) {
LOG.info("Failed to finalize the log file recovery for job " + id, ioe);
}
}
final JobTrackerInstrumentation metrics = getInstrumentation();
metrics.finalizeJob(conf, id);
long now = System.currentTimeMillis();
// mark the job for cleanup at all the trackers
addJobForCleanup(id);
// add the blacklisted trackers to potentially faulty list
if (job.getStatus().getRunState() == JobStatus.SUCCEEDED) {
if (job.getNoOfBlackListedTrackers() > 0) {
for (String hostName : job.getBlackListedTrackers()) {
faultyTrackers.incrementFaults(hostName);
}
}
}
// Purge oldest jobs and keep at-most MAX_COMPLETE_USER_JOBS_IN_MEMORY jobs of a given user
// in memory; information about the purged jobs is available via
// JobHistory.
synchronized (jobs) {
synchronized (taskScheduler) {
synchronized (userToJobsMap) {
String jobUser = job.getProfile().getUser();
if (!userToJobsMap.containsKey(jobUser)) {
userToJobsMap.put(jobUser,
new ArrayList<JobInProgress>());
}
ArrayList<JobInProgress> userJobs =
userToJobsMap.get(jobUser);
synchronized (userJobs) {
// Add the currently completed 'job'
userJobs.add(job);
// Check if we need to retire some jobs of this user
while (userJobs.size() >
MAX_COMPLETE_USER_JOBS_IN_MEMORY) {
JobInProgress rjob = userJobs.get(0);
// Do not delete 'current'
// finished job just yet.
if (rjob == job) {
break;
}
// do not retire jobs that finished in the very recent past.
if (rjob.getFinishTime() + MIN_TIME_BEFORE_RETIRE > now) {
break;
}
// Cleanup all datastructures
int rjobRunState =
rjob.getStatus().getRunState();
if (rjobRunState == JobStatus.SUCCEEDED ||
rjobRunState == JobStatus.FAILED ||
rjobRunState == JobStatus.KILLED) {
// Ok, this call to removeTaskEntries
// is dangerous is some very very obscure
// cases; e.g. when rjob completed, hit
// MAX_COMPLETE_USER_JOBS_IN_MEMORY job
// limit and yet some task (taskid)
// wasn't complete!
removeJobTasks(rjob);
userJobs.remove(0);
jobs.remove(rjob.getProfile().getJobID());
for (JobInProgressListener listener : jobInProgressListeners) {
listener.jobRemoved(rjob);
}
LOG.info("Retired job with id: '" +
rjob.getProfile().getJobID() + "' of user: '" +
jobUser + "'");
} else {
// Do not remove jobs that aren't complete.
// Stop here, and let the next pass take
// care of purging jobs.
break;
}
}
}
if (userJobs.isEmpty()) {
userToJobsMap.remove(jobUser);
}
}
}
}
}
///////////////////////////////////////////////////////
// Accessors for objects that want info on jobs, tasks,
// trackers, etc.
///////////////////////////////////////////////////////
public int getTotalSubmissions() {
return totalSubmissions;
}
public String getJobTrackerMachine() {
return localMachine;
}
/**
* Get the unique identifier (ie. timestamp) of this job tracker start.
* @return a string with a unique identifier
*/
public String getTrackerIdentifier() {
return trackerIdentifier;
}
public int getTrackerPort() {
return port;
}
public int getInfoPort() {
return infoPort;
}
public long getStartTime() {
return startTime;
}
public Vector<JobInProgress> runningJobs() {
Vector<JobInProgress> v = new Vector<JobInProgress>();
for (Iterator it = jobs.values().iterator(); it.hasNext();) {
JobInProgress jip = (JobInProgress) it.next();
JobStatus status = jip.getStatus();
if (status.getRunState() == JobStatus.RUNNING) {
v.add(jip);
}
}
return v;
}
/**
* Version that is called from a timer thread, and therefore needs to be
* careful to synchronize.
*/
public synchronized List<JobInProgress> getRunningJobs() {
synchronized (jobs) {
return runningJobs();
}
}
public Vector<JobInProgress> failedJobs() {
Vector<JobInProgress> v = new Vector<JobInProgress>();
for (Iterator it = jobs.values().iterator(); it.hasNext();) {
JobInProgress jip = (JobInProgress) it.next();
JobStatus status = jip.getStatus();
if ((status.getRunState() == JobStatus.FAILED)
|| (status.getRunState() == JobStatus.KILLED)) {
v.add(jip);
}
}
return v;
}
public Vector<JobInProgress> completedJobs() {
Vector<JobInProgress> v = new Vector<JobInProgress>();
for (Iterator it = jobs.values().iterator(); it.hasNext();) {
JobInProgress jip = (JobInProgress) it.next();
JobStatus status = jip.getStatus();
if (status.getRunState() == JobStatus.SUCCEEDED) {
v.add(jip);
}
}
return v;
}
/**
* Get all the task trackers in the cluster
*
* @return {@link Collection} of {@link TaskTrackerStatus}
*/
public Collection<TaskTrackerStatus> taskTrackers() {
synchronized (taskTrackers) {
return taskTrackers.values();
}
}
/**
* Get the active task tracker statuses in the cluster
*
* @return {@link Collection} of active {@link TaskTrackerStatus}
*/
public Collection<TaskTrackerStatus> activeTaskTrackers() {
Collection<TaskTrackerStatus> activeTrackers =
new ArrayList<TaskTrackerStatus>();
synchronized (taskTrackers) {
for (TaskTrackerStatus status : taskTrackers.values()) {
if (!faultyTrackers.isBlacklisted(status.getHost())) {
activeTrackers.add(status);
}
}
}
return activeTrackers;
}
/**
* Get the active and blacklisted task tracker names in the cluster. The first
* element in the returned list contains the list of active tracker names.
* The second element in the returned list contains the list of blacklisted
* tracker names.
*/
public List<List<String>> taskTrackerNames() {
List<String> activeTrackers =
new ArrayList<String>();
List<String> blacklistedTrackers =
new ArrayList<String>();
synchronized (taskTrackers) {
for (TaskTrackerStatus status : taskTrackers.values()) {
if (!faultyTrackers.isBlacklisted(status.getHost())) {
activeTrackers.add(status.getTrackerName());
} else {
blacklistedTrackers.add(status.getTrackerName());
}
}
}
List<List<String>> result = new ArrayList<List<String>>(2);
result.add(activeTrackers);
result.add(blacklistedTrackers);
return result;
}
/**
* Get the blacklisted task tracker statuses in the cluster
*
* @return {@link Collection} of blacklisted {@link TaskTrackerStatus}
*/
public Collection<TaskTrackerStatus> blacklistedTaskTrackers() {
Collection<TaskTrackerStatus> blacklistedTrackers =
new ArrayList<TaskTrackerStatus>();
synchronized (taskTrackers) {
for (TaskTrackerStatus status : taskTrackers.values()) {
if (faultyTrackers.isBlacklisted(status.getHost())) {
blacklistedTrackers.add(status);
}
}
}
return blacklistedTrackers;
}
int getFaultCount(String hostName) {
return faultyTrackers.getFaultCount(hostName);
}
/**
* Get the number of blacklisted trackers across all the jobs
*
* @return
*/
int getBlacklistedTrackerCount() {
return faultyTrackers.numBlacklistedTrackers;
}
/**
* Whether the tracker is blacklisted or not
*
* @param trackerID
*
* @return true if blacklisted, false otherwise
*/
public boolean isBlacklisted(String trackerID) {
TaskTrackerStatus status = getTaskTracker(trackerID);
if (status != null) {
return faultyTrackers.isBlacklisted(status.getHost());
}
return false;
}
public TaskTrackerStatus getTaskTracker(String trackerID) {
synchronized (taskTrackers) {
return taskTrackers.get(trackerID);
}
}
/**
* Adds a new node to the jobtracker. It involves adding it to the expiry
* thread and adding it for resolution
*
* Assuming trackerExpiryQueue is locked on entry
*
* @param status Task Tracker's status
*/
private void addNewTracker(TaskTrackerStatus status) {
trackerExpiryQueue.add(status);
// Register the tracker if its not registered
if (getNode(status.getTrackerName()) == null) {
// Making the network location resolution inline ..
resolveAndAddToTopology(status.getHost());
}
}
public Node resolveAndAddToTopology(String name) {
List <String> tmpList = new ArrayList<String>(1);
tmpList.add(name);
List <String> rNameList = dnsToSwitchMapping.resolve(tmpList);
String rName = rNameList.get(0);
String networkLoc = NodeBase.normalize(rName);
return addHostToNodeMapping(name, networkLoc);
}
private Node addHostToNodeMapping(String host, String networkLoc) {
Node node;
if ((node = clusterMap.getNode(networkLoc+"/"+host)) == null) {
node = new NodeBase(host, networkLoc);
clusterMap.add(node);
if (node.getLevel() < getNumTaskCacheLevels()) {
LOG.fatal("Got a host whose level is: " + node.getLevel() + "."
+ " Should get at least a level of value: "
+ getNumTaskCacheLevels());
try {
stopTracker();
} catch (IOException ie) {
LOG.warn("Exception encountered during shutdown: "
+ StringUtils.stringifyException(ie));
System.exit(-1);
}
}
hostnameToNodeMap.put(host, node);
// Make an entry for the node at the max level in the cache
nodesAtMaxLevel.add(getParentNode(node, getNumTaskCacheLevels() - 1));
}
return node;
}
/**
* Returns a collection of nodes at the max level
*/
public Collection<Node> getNodesAtMaxLevel() {
return nodesAtMaxLevel;
}
public static Node getParentNode(Node node, int level) {
for (int i = 0; i < level; ++i) {
node = node.getParent();
}
return node;
}
/**
* Return the Node in the network topology that corresponds to the hostname
*/
public Node getNode(String name) {
return hostnameToNodeMap.get(name);
}
public int getNumTaskCacheLevels() {
return numTaskCacheLevels;
}
public int getNumResolvedTaskTrackers() {
return numResolved;
}
public int getNumberOfUniqueHosts() {
return uniqueHostsMap.size();
}
public void addJobInProgressListener(JobInProgressListener listener) {
jobInProgressListeners.add(listener);
}
public void removeJobInProgressListener(JobInProgressListener listener) {
jobInProgressListeners.remove(listener);
}
// Update the listeners about the job
// Assuming JobTracker is locked on entry.
private void updateJobInProgressListeners(JobChangeEvent event) {
for (JobInProgressListener listener : jobInProgressListeners) {
listener.jobUpdated(event);
}
}
/**
* Return the {@link QueueManager} associated with the JobTracker.
*/
public QueueManager getQueueManager() {
return queueManager;
}
////////////////////////////////////////////////////
// InterTrackerProtocol
////////////////////////////////////////////////////
public String getBuildVersion() throws IOException{
return VersionInfo.getBuildVersion();
}
/**
* The periodic heartbeat mechanism between the {@link TaskTracker} and
* the {@link JobTracker}.
*
* The {@link JobTracker} processes the status information sent by the
* {@link TaskTracker} and responds with instructions to start/stop
* tasks or jobs, and also 'reset' instructions during contingencies.
*/
public synchronized HeartbeatResponse heartbeat(TaskTrackerStatus status,
boolean restarted,
boolean initialContact,
boolean acceptNewTasks,
short responseId)
throws IOException {
LOG.debug("Got heartbeat from: " + status.getTrackerName() +
" (restarted: " + restarted +
" initialContact: " + initialContact +
" acceptNewTasks: " + acceptNewTasks + ")" +
" with responseId: " + responseId);
LOG.info("CPU Status: " + status.getResourceStatus().getCpuUsage());
// Make sure heartbeat is from a tasktracker allowed by the jobtracker.
if (!acceptTaskTracker(status)) {
throw new DisallowedTaskTrackerException(status);
}
// First check if the last heartbeat response got through
String trackerName = status.getTrackerName();
long now = System.currentTimeMillis();
boolean isBlacklisted = false;
if (restarted) {
faultyTrackers.markTrackerHealthy(status.getHost());
} else {
isBlacklisted =
faultyTrackers.shouldAssignTasksToTracker(status.getHost(), now);
}
// Add to map
trackerToTrackerStatusMap.put(trackerName, status);
HeartbeatResponse prevHeartbeatResponse =
trackerToHeartbeatResponseMap.get(trackerName);
boolean addRestartInfo = false;
if (initialContact != true) {
// If this isn't the 'initial contact' from the tasktracker,
// there is something seriously wrong if the JobTracker has
// no record of the 'previous heartbeat'; if so, ask the
// tasktracker to re-initialize itself.
if (prevHeartbeatResponse == null) {
// This is the first heartbeat from the old tracker to the newly
// started JobTracker
if (hasRestarted()) {
addRestartInfo = true;
// inform the recovery manager about this tracker joining back
recoveryManager.unMarkTracker(trackerName);
} else {
// Jobtracker might have restarted but no recovery is needed
// otherwise this code should not be reached
LOG.warn("Serious problem, cannot find record of 'previous' " +
"heartbeat for '" + trackerName +
"'; reinitializing the tasktracker");
return new HeartbeatResponse(responseId,
new TaskTrackerAction[] {new ReinitTrackerAction()});
}
} else {
// It is completely safe to not process a 'duplicate' heartbeat from a
// {@link TaskTracker} since it resends the heartbeat when rpcs are
// lost see {@link TaskTracker.transmitHeartbeat()};
// acknowledge it by re-sending the previous response to let the
// {@link TaskTracker} go forward.
if (prevHeartbeatResponse.getResponseId() != responseId) {
LOG.info("Ignoring 'duplicate' heartbeat from '" +
trackerName + "'; resending the previous 'lost' response");
return prevHeartbeatResponse;
}
}
}
// Process this heartbeat
short newResponseId = (short)(responseId + 1);
status.setLastSeen(now);
if (!processHeartbeat(status, initialContact)) {
if (prevHeartbeatResponse != null) {
trackerToHeartbeatResponseMap.remove(trackerName);
}
return new HeartbeatResponse(newResponseId,
new TaskTrackerAction[] {new ReinitTrackerAction()});
}
// Initialize the response to be sent for the heartbeat
HeartbeatResponse response = new HeartbeatResponse(newResponseId, null);
List<TaskTrackerAction> actions = new ArrayList<TaskTrackerAction>();
// Check for new tasks to be executed on the tasktracker
if (recoveryManager.shouldSchedule() && acceptNewTasks && !isBlacklisted) {
TaskTrackerStatus taskTrackerStatus = getTaskTracker(trackerName);
if (taskTrackerStatus == null) {
LOG.warn("Unknown task tracker polling; ignoring: " + trackerName);
} else {
List<Task> tasks = getSetupAndCleanupTasks(taskTrackerStatus);
if (tasks == null ) {
tasks = taskScheduler.assignTasks(taskTrackerStatus);
}
if (tasks != null) {
for (Task task : tasks) {
expireLaunchingTasks.addNewTask(task.getTaskID());
LOG.debug(trackerName + " -> LaunchTask: " + task.getTaskID());
actions.add(new LaunchTaskAction(task));
}
}
}
}
// Check for tasks to be killed
List<TaskTrackerAction> killTasksList = getTasksToKill(trackerName);
if (killTasksList != null) {
actions.addAll(killTasksList);
}
// Check for jobs to be killed/cleanedup
List<TaskTrackerAction> killJobsList = getJobsForCleanup(trackerName);
if (killJobsList != null) {
actions.addAll(killJobsList);
}
// Check for tasks whose outputs can be saved
List<TaskTrackerAction> commitTasksList = getTasksToSave(status);
if (commitTasksList != null) {
actions.addAll(commitTasksList);
}
// calculate next heartbeat interval and put in heartbeat response
int nextInterval = getNextHeartbeatInterval();
response.setHeartbeatInterval(nextInterval);
response.setActions(
actions.toArray(new TaskTrackerAction[actions.size()]));
// check if the restart info is req
if (addRestartInfo) {
response.setRecoveredJobs(recoveryManager.getJobsToRecover());
}
// Update the trackerToHeartbeatResponseMap
trackerToHeartbeatResponseMap.put(trackerName, response);
// Done processing the hearbeat, now remove 'marked' tasks
removeMarkedTasks(trackerName);
return response;
}
/**
* Calculates next heartbeat interval using cluster size.
* Heartbeat interval is incremented 1second for every 50 nodes.
* @return next heartbeat interval.
*/
public int getNextHeartbeatInterval() {
// get the no of task trackers
int clusterSize = getClusterStatus().getTaskTrackers();
int heartbeatInterval = Math.max(
(int)(1000 * Math.ceil((double)clusterSize /
CLUSTER_INCREMENT)),
HEARTBEAT_INTERVAL_MIN) ;
return heartbeatInterval;
}
/**
* Return if the specified tasktracker is in the hosts list,
* if one was configured. If none was configured, then this
* returns true.
*/
private boolean inHostsList(TaskTrackerStatus status) {
Set<String> hostsList = hostsReader.getHosts();
return (hostsList.isEmpty() || hostsList.contains(status.getHost()));
}
/**
* Return if the specified tasktracker is in the exclude list.
*/
private boolean inExcludedHostsList(TaskTrackerStatus status) {
Set<String> excludeList = hostsReader.getExcludedHosts();
return excludeList.contains(status.getHost());
}
/**
* Returns true if the tasktracker is in the hosts list and
* not in the exclude list.
*/
private boolean acceptTaskTracker(TaskTrackerStatus status) {
return (inHostsList(status) && !inExcludedHostsList(status));
}
/**
* Update the last recorded status for the given task tracker.
* It assumes that the taskTrackers are locked on entry.
* @param trackerName The name of the tracker
* @param status The new status for the task tracker
* @return Was an old status found?
*/
private boolean updateTaskTrackerStatus(String trackerName,
TaskTrackerStatus status) {
TaskTrackerStatus oldStatus = taskTrackers.get(trackerName);
if (oldStatus != null) {
totalMaps -= oldStatus.countMapTasks();
totalReduces -= oldStatus.countReduceTasks();
if (!faultyTrackers.isBlacklisted(oldStatus.getHost())) {
totalMapTaskCapacity -= oldStatus.getMaxMapTasks();
totalReduceTaskCapacity -= oldStatus.getMaxReduceTasks();
}
if (status == null) {
taskTrackers.remove(trackerName);
Integer numTaskTrackersInHost =
uniqueHostsMap.get(oldStatus.getHost());
numTaskTrackersInHost --;
if (numTaskTrackersInHost > 0) {
uniqueHostsMap.put(oldStatus.getHost(), numTaskTrackersInHost);
}
else {
uniqueHostsMap.remove(oldStatus.getHost());
}
}
}
if (status != null) {
totalMaps += status.countMapTasks();
totalReduces += status.countReduceTasks();
if (!faultyTrackers.isBlacklisted(status.getHost())) {
totalMapTaskCapacity += status.getMaxMapTasks();
totalReduceTaskCapacity += status.getMaxReduceTasks();
}
boolean alreadyPresent = false;
if (taskTrackers.containsKey(trackerName)) {
alreadyPresent = true;
}
taskTrackers.put(trackerName, status);
if (!alreadyPresent) {
Integer numTaskTrackersInHost =
uniqueHostsMap.get(status.getHost());
if (numTaskTrackersInHost == null) {
numTaskTrackersInHost = 0;
}
numTaskTrackersInHost ++;
uniqueHostsMap.put(status.getHost(), numTaskTrackersInHost);
}
}
return oldStatus != null;
}
/**
* Process incoming heartbeat messages from the task trackers.
*/
private synchronized boolean processHeartbeat(
TaskTrackerStatus trackerStatus,
boolean initialContact) {
String trackerName = trackerStatus.getTrackerName();
synchronized (taskTrackers) {
synchronized (trackerExpiryQueue) {
boolean seenBefore = updateTaskTrackerStatus(trackerName,
trackerStatus);
if (initialContact) {
// If it's first contact, then clear out
// any state hanging around
if (seenBefore) {
lostTaskTracker(trackerName);
}
} else {
// If not first contact, there should be some record of the tracker
if (!seenBefore) {
LOG.warn("Status from unknown Tracker : " + trackerName);
updateTaskTrackerStatus(trackerName, null);
return false;
}
}
if (initialContact) {
// if this is lost tracker that came back now, and if it blacklisted
// increment the count of blacklisted trackers in the cluster
if (isBlacklisted(trackerName)) {
faultyTrackers.numBlacklistedTrackers += 1;
}
addNewTracker(trackerStatus);
}
}
}
updateTaskStatuses(trackerStatus);
return true;
}
/**
* A tracker wants to know if any of its Tasks have been
* closed (because the job completed, whether successfully or not)
*/
private synchronized List<TaskTrackerAction> getTasksToKill(
String taskTracker) {
Set<TaskAttemptID> taskIds = trackerToTaskMap.get(taskTracker);
List<TaskTrackerAction> killList = new ArrayList<TaskTrackerAction>();
if (taskIds != null) {
for (TaskAttemptID killTaskId : taskIds) {
TaskInProgress tip = taskidToTIPMap.get(killTaskId);
if (tip == null) {
continue;
}
if (tip.shouldClose(killTaskId)) {
//
// This is how the JobTracker ends a task at the TaskTracker.
// It may be successfully completed, or may be killed in
// mid-execution.
//
if (!tip.getJob().isComplete()) {
killList.add(new KillTaskAction(killTaskId));
LOG.debug(taskTracker + " -> KillTaskAction: " + killTaskId);
}
}
}
}
// add the stray attempts for uninited jobs
synchronized (trackerToTasksToCleanup) {
Set<TaskAttemptID> set = trackerToTasksToCleanup.remove(taskTracker);
if (set != null) {
for (TaskAttemptID id : set) {
killList.add(new KillTaskAction(id));
}
}
}
return killList;
}
/**
* Add a job to cleanup for the tracker.
*/
private void addJobForCleanup(JobID id) {
for (String taskTracker : taskTrackers.keySet()) {
LOG.debug("Marking job " + id + " for cleanup by tracker " + taskTracker);
synchronized (trackerToJobsToCleanup) {
Set<JobID> jobsToKill = trackerToJobsToCleanup.get(taskTracker);
if (jobsToKill == null) {
jobsToKill = new HashSet<JobID>();
trackerToJobsToCleanup.put(taskTracker, jobsToKill);
}
jobsToKill.add(id);
}
}
}
/**
* A tracker wants to know if any job needs cleanup because the job completed.
*/
private List<TaskTrackerAction> getJobsForCleanup(String taskTracker) {
Set<JobID> jobs = null;
synchronized (trackerToJobsToCleanup) {
jobs = trackerToJobsToCleanup.remove(taskTracker);
}
if (jobs != null) {
// prepare the actions list
List<TaskTrackerAction> killList = new ArrayList<TaskTrackerAction>();
for (JobID killJobId : jobs) {
killList.add(new KillJobAction(killJobId));
LOG.debug(taskTracker + " -> KillJobAction: " + killJobId);
}
return killList;
}
return null;
}
/**
* A tracker wants to know if any of its Tasks can be committed
*/
private synchronized List<TaskTrackerAction> getTasksToSave(
TaskTrackerStatus tts) {
List<TaskStatus> taskStatuses = tts.getTaskReports();
if (taskStatuses != null) {
List<TaskTrackerAction> saveList = new ArrayList<TaskTrackerAction>();
for (TaskStatus taskStatus : taskStatuses) {
if (taskStatus.getRunState() == TaskStatus.State.COMMIT_PENDING) {
TaskAttemptID taskId = taskStatus.getTaskID();
TaskInProgress tip = taskidToTIPMap.get(taskId);
if (tip == null) {
continue;
}
if (tip.shouldCommit(taskId)) {
saveList.add(new CommitTaskAction(taskId));
LOG.debug(tts.getTrackerName() +
" -> CommitTaskAction: " + taskId);
}
}
}
return saveList;
}
return null;
}
// returns cleanup tasks first, then setup tasks.
private synchronized List<Task> getSetupAndCleanupTasks(
TaskTrackerStatus taskTracker) throws IOException {
int maxMapTasks = taskTracker.getMaxMapTasks();
int maxReduceTasks = taskTracker.getMaxReduceTasks();
int numMaps = taskTracker.countMapTasks();
int numReduces = taskTracker.countReduceTasks();
int numTaskTrackers = getClusterStatus().getTaskTrackers();
int numUniqueHosts = getNumberOfUniqueHosts();
Task t = null;
synchronized (jobs) {
if (numMaps < maxMapTasks) {
for (Iterator<JobInProgress> it = jobs.values().iterator();
it.hasNext();) {
JobInProgress job = it.next();
t = job.obtainJobCleanupTask(taskTracker, numTaskTrackers,
numUniqueHosts, true);
if (t != null) {
return Collections.singletonList(t);
}
}
for (Iterator<JobInProgress> it = jobs.values().iterator();
it.hasNext();) {
JobInProgress job = it.next();
t = job.obtainTaskCleanupTask(taskTracker, true);
if (t != null) {
return Collections.singletonList(t);
}
}
for (Iterator<JobInProgress> it = jobs.values().iterator();
it.hasNext();) {
JobInProgress job = it.next();
t = job.obtainJobSetupTask(taskTracker, numTaskTrackers,
numUniqueHosts, true);
if (t != null) {
return Collections.singletonList(t);
}
}
}
if (numReduces < maxReduceTasks) {
for (Iterator<JobInProgress> it = jobs.values().iterator();
it.hasNext();) {
JobInProgress job = it.next();
t = job.obtainJobCleanupTask(taskTracker, numTaskTrackers,
numUniqueHosts, false);
if (t != null) {
return Collections.singletonList(t);
}
}
for (Iterator<JobInProgress> it = jobs.values().iterator();
it.hasNext();) {
JobInProgress job = it.next();
t = job.obtainTaskCleanupTask(taskTracker, false);
if (t != null) {
return Collections.singletonList(t);
}
}
for (Iterator<JobInProgress> it = jobs.values().iterator();
it.hasNext();) {
JobInProgress job = it.next();
t = job.obtainJobSetupTask(taskTracker, numTaskTrackers,
numUniqueHosts, false);
if (t != null) {
return Collections.singletonList(t);
}
}
}
}
return null;
}
/**
* Grab the local fs name
*/
public synchronized String getFilesystemName() throws IOException {
if (fs == null) {
throw new IllegalStateException("FileSystem object not available yet");
}
return fs.getUri().toString();
}
public void reportTaskTrackerError(String taskTracker,
String errorClass,
String errorMessage) throws IOException {
LOG.warn("Report from " + taskTracker + ": " + errorMessage);
}
/**
* Remove the job_ from jobids to get the unique string.
*/
static String getJobUniqueString(String jobid) {
return jobid.substring(4);
}
////////////////////////////////////////////////////
// JobSubmissionProtocol
////////////////////////////////////////////////////
/**
* Allocates a new JobId string.
*/
public synchronized JobID getNewJobId() throws IOException {
return new JobID(getTrackerIdentifier(), nextJobId++);
}
/**
* JobTracker.submitJob() kicks off a new job.
*
* Create a 'JobInProgress' object, which contains both JobProfile
* and JobStatus. Those two sub-objects are sometimes shipped outside
* of the JobTracker. But JobInProgress adds info that's useful for
* the JobTracker alone.
*/
public synchronized JobStatus submitJob(JobID jobId) throws IOException {
if(jobs.containsKey(jobId)) {
//job already running, don't start twice
return jobs.get(jobId).getStatus();
}
JobInProgress job = new JobInProgress(jobId, this, this.conf);
String queue = job.getProfile().getQueueName();
if(!(queueManager.getQueues().contains(queue))) {
new CleanupQueue().addToQueue(conf,getSystemDirectoryForJob(jobId));
throw new IOException("Queue \"" + queue + "\" does not exist");
}
// check for access
try {
checkAccess(job, QueueManager.QueueOperation.SUBMIT_JOB);
} catch (IOException ioe) {
LOG.warn("Access denied for user " + job.getJobConf().getUser()
+ ". Ignoring job " + jobId, ioe);
new CleanupQueue().addToQueue(conf, getSystemDirectoryForJob(jobId));
throw ioe;
}
// Check the job if it cannot run in the cluster because of invalid memory
// requirements.
try {
checkMemoryRequirements(job);
} catch (IOException ioe) {
new CleanupQueue().addToQueue(conf, getSystemDirectoryForJob(jobId));
throw ioe;
}
return addJob(jobId, job);
}
/**
* Adds a job to the jobtracker. Make sure that the checks are inplace before
* adding a job. This is the core job submission logic
* @param jobId The id for the job submitted which needs to be added
*/
private synchronized JobStatus addJob(JobID jobId, JobInProgress job) {
totalSubmissions++;
synchronized (jobs) {
synchronized (taskScheduler) {
jobs.put(job.getProfile().getJobID(), job);
for (JobInProgressListener listener : jobInProgressListeners) {
try {
listener.jobAdded(job);
} catch (IOException ioe) {
LOG.warn("Failed to add and so skipping the job : "
+ job.getJobID() + ". Exception : " + ioe);
}
}
}
}
myInstrumentation.submitJob(job.getJobConf(), jobId);
return job.getStatus();
}
// Check whether the specified operation can be performed
// related to the job.
private void checkAccess(JobInProgress job,
QueueManager.QueueOperation oper)
throws IOException {
// get the user group info
UserGroupInformation ugi = UserGroupInformation.getCurrentUGI();
checkAccess(job, oper, ugi);
}
// use the passed ugi for checking the access
private void checkAccess(JobInProgress job, QueueManager.QueueOperation oper,
UserGroupInformation ugi) throws IOException {
// get the queue
String queue = job.getProfile().getQueueName();
if (!queueManager.hasAccess(queue, job, oper, ugi)) {
throw new AccessControlException("User "
+ ugi.getUserName()
+ " cannot perform "
+ "operation " + oper + " on queue " + queue);
}
}
/**@deprecated use {@link #getClusterStatus(boolean)}*/
@Deprecated
public synchronized ClusterStatus getClusterStatus() {
return getClusterStatus(false);
}
public synchronized ClusterStatus getClusterStatus(boolean detailed) {
synchronized (taskTrackers) {
if (detailed) {
List<List<String>> trackerNames = taskTrackerNames();
return new ClusterStatus(trackerNames.get(0),
trackerNames.get(1),
TASKTRACKER_EXPIRY_INTERVAL,
totalMaps,
totalReduces,
totalMapTaskCapacity,
totalReduceTaskCapacity,
state);
} else {
return new ClusterStatus(taskTrackers.size() -
getBlacklistedTrackerCount(),
getBlacklistedTrackerCount(),
TASKTRACKER_EXPIRY_INTERVAL,
totalMaps,
totalReduces,
totalMapTaskCapacity,
totalReduceTaskCapacity,
state);
}
}
}
public synchronized void killJob(JobID jobid) throws IOException {
if (null == jobid) {
LOG.info("Null jobid object sent to JobTracker.killJob()");
return;
}
JobInProgress job = jobs.get(jobid);
if (null == job) {
LOG.info("killJob(): JobId " + jobid.toString() + " is not a valid job");
return;
}
checkAccess(job, QueueManager.QueueOperation.ADMINISTER_JOBS);
killJob(job);
}
private synchronized void killJob(JobInProgress job) {
LOG.info("Killing job " + job.getJobID());
JobStatus prevStatus = (JobStatus)job.getStatus().clone();
job.kill();
// Inform the listeners if the job is killed
// Note :
// If the job is killed in the PREP state then the listeners will be
// invoked
// If the job is killed in the RUNNING state then cleanup tasks will be
// launched and the updateTaskStatuses() will take care of it
JobStatus newStatus = (JobStatus)job.getStatus().clone();
if (prevStatus.getRunState() != newStatus.getRunState()
&& newStatus.getRunState() == JobStatus.KILLED) {
JobStatusChangeEvent event =
new JobStatusChangeEvent(job, EventType.RUN_STATE_CHANGED, prevStatus,
newStatus);
updateJobInProgressListeners(event);
}
}
public void initJob(JobInProgress job) {
if (null == job) {
LOG.info("Init on null job is not valid");
return;
}
try {
JobStatus prevStatus = (JobStatus)job.getStatus().clone();
LOG.info("Initializing " + job.getJobID());
job.initTasks();
// Inform the listeners if the job state has changed
// Note : that the job will be in PREP state.
JobStatus newStatus = (JobStatus)job.getStatus().clone();
if (prevStatus.getRunState() != newStatus.getRunState()) {
JobStatusChangeEvent event =
new JobStatusChangeEvent(job, EventType.RUN_STATE_CHANGED, prevStatus,
newStatus);
synchronized (JobTracker.this) {
updateJobInProgressListeners(event);
}
}
} catch (KillInterruptedException kie) {
// If job was killed during initialization, job state will be KILLED
LOG.error("Job initialization interrupted:\n" +
StringUtils.stringifyException(kie));
killJob(job);
} catch (Throwable t) {
// If the job initialization is failed, job state will be FAILED
LOG.error("Job initialization failed:\n" +
StringUtils.stringifyException(t));
failJob(job);
}
}
/**
* Fail a job and inform the listeners. Other components in the framework
* should use this to fail a job.
*/
public synchronized void failJob(JobInProgress job) {
if (null == job) {
LOG.info("Fail on null job is not valid");
return;
}
JobStatus prevStatus = (JobStatus)job.getStatus().clone();
LOG.info("Failing job " + job.getJobID());
job.fail();
// Inform the listeners if the job state has changed
JobStatus newStatus = (JobStatus)job.getStatus().clone();
if (prevStatus.getRunState() != newStatus.getRunState()) {
JobStatusChangeEvent event =
new JobStatusChangeEvent(job, EventType.RUN_STATE_CHANGED, prevStatus,
newStatus);
updateJobInProgressListeners(event);
}
}
/**
* Set the priority of a job
* @param jobid id of the job
* @param priority new priority of the job
*/
public synchronized void setJobPriority(JobID jobid,
String priority)
throws IOException {
JobInProgress job = jobs.get(jobid);
if (null == job) {
LOG.info("setJobPriority(): JobId " + jobid.toString()
+ " is not a valid job");
return;
}
checkAccess(job, QueueManager.QueueOperation.ADMINISTER_JOBS);
JobPriority newPriority = JobPriority.valueOf(priority);
setJobPriority(jobid, newPriority);
}
void storeCompletedJob(JobInProgress job) {
//persists the job info in DFS
completedJobStatusStore.store(job);
}
public JobProfile getJobProfile(JobID jobid) {
synchronized (this) {
JobInProgress job = jobs.get(jobid);
if (job != null) {
return job.getProfile();
}
}
return completedJobStatusStore.readJobProfile(jobid);
}
public JobStatus getJobStatus(JobID jobid) {
if (null == jobid) {
LOG.warn("JobTracker.getJobStatus() cannot get status for null jobid");
return null;
}
synchronized (this) {
JobInProgress job = jobs.get(jobid);
if (job != null) {
return job.getStatus();
}
}
return completedJobStatusStore.readJobStatus(jobid);
}
public Counters getJobCounters(JobID jobid) {
synchronized (this) {
JobInProgress job = jobs.get(jobid);
if (job != null) {
return job.getCounters();
}
}
return completedJobStatusStore.readCounters(jobid);
}
public synchronized TaskReport[] getMapTaskReports(JobID jobid) {
JobInProgress job = jobs.get(jobid);
if (job == null) {
return new TaskReport[0];
} else {
Vector<TaskReport> reports = new Vector<TaskReport>();
Vector<TaskInProgress> completeMapTasks =
job.reportTasksInProgress(true, true);
for (Iterator it = completeMapTasks.iterator(); it.hasNext();) {
TaskInProgress tip = (TaskInProgress) it.next();
reports.add(tip.generateSingleReport());
}
Vector<TaskInProgress> incompleteMapTasks =
job.reportTasksInProgress(true, false);
for (Iterator it = incompleteMapTasks.iterator(); it.hasNext();) {
TaskInProgress tip = (TaskInProgress) it.next();
reports.add(tip.generateSingleReport());
}
return reports.toArray(new TaskReport[reports.size()]);
}
}
public synchronized TaskReport[] getReduceTaskReports(JobID jobid) {
JobInProgress job = jobs.get(jobid);
if (job == null) {
return new TaskReport[0];
} else {
Vector<TaskReport> reports = new Vector<TaskReport>();
Vector completeReduceTasks = job.reportTasksInProgress(false, true);
for (Iterator it = completeReduceTasks.iterator(); it.hasNext();) {
TaskInProgress tip = (TaskInProgress) it.next();
reports.add(tip.generateSingleReport());
}
Vector incompleteReduceTasks = job.reportTasksInProgress(false, false);
for (Iterator it = incompleteReduceTasks.iterator(); it.hasNext();) {
TaskInProgress tip = (TaskInProgress) it.next();
reports.add(tip.generateSingleReport());
}
return reports.toArray(new TaskReport[reports.size()]);
}
}
public synchronized TaskReport[] getCleanupTaskReports(JobID jobid) {
JobInProgress job = jobs.get(jobid);
if (job == null) {
return new TaskReport[0];
} else {
Vector<TaskReport> reports = new Vector<TaskReport>();
Vector<TaskInProgress> completeTasks = job.reportCleanupTIPs(true);
for (Iterator<TaskInProgress> it = completeTasks.iterator();
it.hasNext();) {
TaskInProgress tip = it.next();
reports.add(tip.generateSingleReport());
}
Vector<TaskInProgress> incompleteTasks = job.reportCleanupTIPs(false);
for (Iterator<TaskInProgress> it = incompleteTasks.iterator();
it.hasNext();) {
TaskInProgress tip = it.next();
reports.add(tip.generateSingleReport());
}
return reports.toArray(new TaskReport[reports.size()]);
}
}
public synchronized TaskReport[] getSetupTaskReports(JobID jobid) {
JobInProgress job = jobs.get(jobid);
if (job == null) {
return new TaskReport[0];
} else {
Vector<TaskReport> reports = new Vector<TaskReport>();
Vector<TaskInProgress> completeTasks = job.reportSetupTIPs(true);
for (Iterator<TaskInProgress> it = completeTasks.iterator();
it.hasNext();) {
TaskInProgress tip = it.next();
reports.add(tip.generateSingleReport());
}
Vector<TaskInProgress> incompleteTasks = job.reportSetupTIPs(false);
for (Iterator<TaskInProgress> it = incompleteTasks.iterator();
it.hasNext();) {
TaskInProgress tip = it.next();
reports.add(tip.generateSingleReport());
}
return reports.toArray(new TaskReport[reports.size()]);
}
}
TaskCompletionEvent[] EMPTY_EVENTS = new TaskCompletionEvent[0];
static final String MAPRED_CLUSTER_MAP_MEMORY_MB_PROPERTY =
"mapred.cluster.map.memory.mb";
static final String MAPRED_CLUSTER_REDUCE_MEMORY_MB_PROPERTY =
"mapred.cluster.reduce.memory.mb";
static final String MAPRED_CLUSTER_MAX_MAP_MEMORY_MB_PROPERTY =
"mapred.cluster.max.map.memory.mb";
static final String MAPRED_CLUSTER_MAX_REDUCE_MEMORY_MB_PROPERTY =
"mapred.cluster.max.reduce.memory.mb";
/*
* Returns a list of TaskCompletionEvent for the given job,
* starting from fromEventId.
* @see org.apache.hadoop.mapred.JobSubmissionProtocol#getTaskCompletionEvents(java.lang.String, int, int)
*/
public synchronized TaskCompletionEvent[] getTaskCompletionEvents(
JobID jobid, int fromEventId, int maxEvents) throws IOException{
synchronized (this) {
JobInProgress job = this.jobs.get(jobid);
if (null != job) {
if (job.inited()) {
return job.getTaskCompletionEvents(fromEventId, maxEvents);
} else {
return EMPTY_EVENTS;
}
}
}
return completedJobStatusStore.readJobTaskCompletionEvents(jobid, fromEventId, maxEvents);
}
/**
* Get the diagnostics for a given task
* @param taskId the id of the task
* @return an array of the diagnostic messages
*/
public synchronized String[] getTaskDiagnostics(TaskAttemptID taskId)
throws IOException {
JobID jobId = taskId.getJobID();
TaskID tipId = taskId.getTaskID();
JobInProgress job = jobs.get(jobId);
if (job == null) {
throw new IllegalArgumentException("Job " + jobId + " not found.");
}
TaskInProgress tip = job.getTaskInProgress(tipId);
if (tip == null) {
throw new IllegalArgumentException("TIP " + tipId + " not found.");
}
List<String> taskDiagnosticInfo = tip.getDiagnosticInfo(taskId);
return ((taskDiagnosticInfo == null) ? null
: taskDiagnosticInfo.toArray(new String[0]));
}
/** Get all the TaskStatuses from the tipid. */
TaskStatus[] getTaskStatuses(TaskID tipid) {
TaskInProgress tip = getTip(tipid);
return (tip == null ? new TaskStatus[0]
: tip.getTaskStatuses());
}
/** Returns the TaskStatus for a particular taskid. */
TaskStatus getTaskStatus(TaskAttemptID taskid) {
TaskInProgress tip = getTip(taskid.getTaskID());
return (tip == null ? null
: tip.getTaskStatus(taskid));
}
/**
* Returns the counters for the specified task in progress.
*/
Counters getTipCounters(TaskID tipid) {
TaskInProgress tip = getTip(tipid);
return (tip == null ? null : tip.getCounters());
}
/**
* Returns the configured task scheduler for this job tracker.
* @return the configured task scheduler
*/
TaskScheduler getTaskScheduler() {
return taskScheduler;
}
/**
* Returns specified TaskInProgress, or null.
*/
public TaskInProgress getTip(TaskID tipid) {
JobInProgress job = jobs.get(tipid.getJobID());
return (job == null ? null : job.getTaskInProgress(tipid));
}
/** Mark a Task to be killed */
public synchronized boolean killTask(TaskAttemptID taskid, boolean shouldFail) throws IOException{
TaskInProgress tip = taskidToTIPMap.get(taskid);
if(tip != null) {
checkAccess(tip.getJob(), QueueManager.QueueOperation.ADMINISTER_JOBS);
return tip.killTask(taskid, shouldFail);
}
else {
LOG.info("Kill task attempt failed since task " + taskid + " was not found");
return false;
}
}
/**
* Get tracker name for a given task id.
* @param taskId the name of the task
* @return The name of the task tracker
*/
public synchronized String getAssignedTracker(TaskAttemptID taskId) {
return taskidToTrackerMap.get(taskId);
}
public JobStatus[] jobsToComplete() {
return getJobStatus(jobs.values(), true);
}
public JobStatus[] getAllJobs() {
return getJobStatus(jobs.values(),false);
}
/**
* @see org.apache.hadoop.mapred.JobSubmissionProtocol#getSystemDir()
*/
public String getSystemDir() {
Path sysDir = new Path(conf.get("mapred.system.dir", "/tmp/hadoop/mapred/system"));
return fs.makeQualified(sysDir).toString();
}
///////////////////////////////////////////////////////////////
// JobTracker methods
///////////////////////////////////////////////////////////////
public JobInProgress getJob(JobID jobid) {
return jobs.get(jobid);
}
// Get the job directory in system directory
Path getSystemDirectoryForJob(JobID id) {
return new Path(getSystemDir(), id.toString());
}
/**
* Change the run-time priority of the given job.
* @param jobId job id
* @param priority new {@link JobPriority} for the job
*/
synchronized void setJobPriority(JobID jobId, JobPriority priority) {
JobInProgress job = jobs.get(jobId);
if (job != null) {
synchronized (taskScheduler) {
JobStatus oldStatus = (JobStatus)job.getStatus().clone();
job.setPriority(priority);
JobStatus newStatus = (JobStatus)job.getStatus().clone();
JobStatusChangeEvent event =
new JobStatusChangeEvent(job, EventType.PRIORITY_CHANGED, oldStatus,
newStatus);
updateJobInProgressListeners(event);
}
} else {
LOG.warn("Trying to change the priority of an unknown job: " + jobId);
}
}
////////////////////////////////////////////////////
// Methods to track all the TaskTrackers
////////////////////////////////////////////////////
/**
* Accept and process a new TaskTracker profile. We might
* have known about the TaskTracker previously, or it might
* be brand-new. All task-tracker structures have already
* been updated. Just process the contained tasks and any
* jobs that might be affected.
*/
void updateTaskStatuses(TaskTrackerStatus status) {
String trackerName = status.getTrackerName();
for (TaskStatus report : status.getTaskReports()) {
report.setTaskTracker(trackerName);
TaskAttemptID taskId = report.getTaskID();
// expire it
expireLaunchingTasks.removeTask(taskId);
JobInProgress job = getJob(taskId.getJobID());
if (job == null) {
// if job is not there in the cleanup list ... add it
synchronized (trackerToJobsToCleanup) {
Set<JobID> jobs = trackerToJobsToCleanup.get(trackerName);
if (jobs == null) {
jobs = new HashSet<JobID>();
trackerToJobsToCleanup.put(trackerName, jobs);
}
jobs.add(taskId.getJobID());
}
continue;
}
if (!job.inited()) {
// if job is not yet initialized ... kill the attempt
synchronized (trackerToTasksToCleanup) {
Set<TaskAttemptID> tasks = trackerToTasksToCleanup.get(trackerName);
if (tasks == null) {
tasks = new HashSet<TaskAttemptID>();
trackerToTasksToCleanup.put(trackerName, tasks);
}
tasks.add(taskId);
}
continue;
}
TaskInProgress tip = taskidToTIPMap.get(taskId);
// Check if the tip is known to the jobtracker. In case of a restarted
// jt, some tasks might join in later
if (tip != null || hasRestarted()) {
if (tip == null) {
tip = job.getTaskInProgress(taskId.getTaskID());
job.addRunningTaskToTIP(tip, taskId, status, false);
}
// Update the job and inform the listeners if necessary
JobStatus prevStatus = (JobStatus)job.getStatus().clone();
// Clone TaskStatus object here, because JobInProgress
// or TaskInProgress can modify this object and
// the changes should not get reflected in TaskTrackerStatus.
// An old TaskTrackerStatus is used later in countMapTasks, etc.
job.updateTaskStatus(tip, (TaskStatus)report.clone());
JobStatus newStatus = (JobStatus)job.getStatus().clone();
// Update the listeners if an incomplete job completes
if (prevStatus.getRunState() != newStatus.getRunState()) {
JobStatusChangeEvent event =
new JobStatusChangeEvent(job, EventType.RUN_STATE_CHANGED,
prevStatus, newStatus);
updateJobInProgressListeners(event);
}
} else {
LOG.info("Serious problem. While updating status, cannot find taskid "
+ report.getTaskID());
}
// Process 'failed fetch' notifications
List<TaskAttemptID> failedFetchMaps = report.getFetchFailedMaps();
if (failedFetchMaps != null) {
for (TaskAttemptID mapTaskId : failedFetchMaps) {
TaskInProgress failedFetchMap = taskidToTIPMap.get(mapTaskId);
if (failedFetchMap != null) {
// Gather information about the map which has to be failed, if need be
String failedFetchTrackerName = getAssignedTracker(mapTaskId);
if (failedFetchTrackerName == null) {
failedFetchTrackerName = "Lost task tracker";
}
failedFetchMap.getJob().fetchFailureNotification(failedFetchMap,
mapTaskId,
failedFetchTrackerName);
}
}
}
}
}
/**
* We lost the task tracker! All task-tracker structures have
* already been updated. Just process the contained tasks and any
* jobs that might be affected.
*/
void lostTaskTracker(String trackerName) {
LOG.info("Lost tracker '" + trackerName + "'");
// remove the tracker from the local structures
synchronized (trackerToJobsToCleanup) {
trackerToJobsToCleanup.remove(trackerName);
}
synchronized (trackerToTasksToCleanup) {
trackerToTasksToCleanup.remove(trackerName);
}
// Inform the recovery manager
recoveryManager.unMarkTracker(trackerName);
Set<TaskAttemptID> lostTasks = trackerToTaskMap.get(trackerName);
trackerToTaskMap.remove(trackerName);
if (lostTasks != null) {
// List of jobs which had any of their tasks fail on this tracker
Set<JobInProgress> jobsWithFailures = new HashSet<JobInProgress>();
for (TaskAttemptID taskId : lostTasks) {
TaskInProgress tip = taskidToTIPMap.get(taskId);
JobInProgress job = tip.getJob();
// Completed reduce tasks never need to be failed, because
// their outputs go to dfs
// And completed maps with zero reducers of the job
// never need to be failed.
if (!tip.isComplete() ||
(tip.isMapTask() && !tip.isJobSetupTask() &&
job.desiredReduces() != 0)) {
// if the job is done, we don't want to change anything
if (job.getStatus().getRunState() == JobStatus.RUNNING ||
job.getStatus().getRunState() == JobStatus.PREP) {
// the state will be KILLED_UNCLEAN, if the task(map or reduce)
// was RUNNING on the tracker
TaskStatus.State killState = (tip.isRunningTask(taskId) &&
!tip.isJobSetupTask() && !tip.isJobCleanupTask()) ?
TaskStatus.State.KILLED_UNCLEAN : TaskStatus.State.KILLED;
job.failedTask(tip, taskId, ("Lost task tracker: " + trackerName),
(tip.isMapTask() ?
TaskStatus.Phase.MAP :
TaskStatus.Phase.REDUCE),
killState,
trackerName);
jobsWithFailures.add(job);
}
} else {
// Completed 'reduce' task and completed 'maps' with zero
// reducers of the job, not failed;
// only removed from data-structures.
markCompletedTaskAttempt(trackerName, taskId);
}
}
// Penalize this tracker for each of the jobs which
// had any tasks running on it when it was 'lost'
for (JobInProgress job : jobsWithFailures) {
job.addTrackerTaskFailure(trackerName);
}
// Purge 'marked' tasks, needs to be done
// here to prevent hanging references!
removeMarkedTasks(trackerName);
}
}
/**
* Get the localized job file path on the job trackers local file system
* @param jobId id of the job
* @return the path of the job conf file on the local file system
*/
public static String getLocalJobFilePath(JobID jobId){
return JobHistory.JobInfo.getLocalJobFilePath(jobId);
}
////////////////////////////////////////////////////////////
// main()
////////////////////////////////////////////////////////////
/**
* Start the JobTracker process. This is used only for debugging. As a rule,
* JobTracker should be run as part of the DFS Namenode process.
*/
public static void main(String argv[]
) throws IOException, InterruptedException {
StringUtils.startupShutdownMessage(JobTracker.class, argv, LOG);
if (argv.length != 0) {
System.out.println("usage: JobTracker");
System.exit(-1);
}
try {
JobTracker tracker = startTracker(new JobConf());
tracker.offerService();
} catch (Throwable e) {
LOG.fatal(StringUtils.stringifyException(e));
System.exit(-1);
}
}
@Override
public JobQueueInfo[] getQueues() throws IOException {
return queueManager.getJobQueueInfos();
}
@Override
public JobQueueInfo getQueueInfo(String queue) throws IOException {
return queueManager.getJobQueueInfo(queue);
}
@Override
public JobStatus[] getJobsFromQueue(String queue) throws IOException {
Collection<JobInProgress> jips = taskScheduler.getJobs(queue);
return getJobStatus(jips,false);
}
private synchronized JobStatus[] getJobStatus(Collection<JobInProgress> jips,
boolean toComplete) {
if(jips == null || jips.isEmpty()) {
return new JobStatus[]{};
}
ArrayList<JobStatus> jobStatusList = new ArrayList<JobStatus>();
for(JobInProgress jip : jips) {
JobStatus status = jip.getStatus();
status.setStartTime(jip.getStartTime());
status.setUsername(jip.getProfile().getUser());
if(toComplete) {
if(status.getRunState() == JobStatus.RUNNING ||
status.getRunState() == JobStatus.PREP) {
jobStatusList.add(status);
}
}else {
jobStatusList.add(status);
}
}
return jobStatusList.toArray(
new JobStatus[jobStatusList.size()]);
}
/**
* Returns the confgiured maximum number of tasks for a single job
*/
int getMaxTasksPerJob() {
return conf.getInt("mapred.jobtracker.maxtasks.per.job", -1);
}
@Override
public void refreshServiceAcl() throws IOException {
if (!conf.getBoolean(
ServiceAuthorizationManager.SERVICE_AUTHORIZATION_CONFIG, false)) {
throw new AuthorizationException("Service Level Authorization not enabled!");
}
SecurityUtil.getPolicy().refresh();
}
private void initializeTaskMemoryRelatedConfig() {
memSizeForMapSlotOnJT =
JobConf.normalizeMemoryConfigValue(conf.getLong(
JobTracker.MAPRED_CLUSTER_MAP_MEMORY_MB_PROPERTY,
JobConf.DISABLED_MEMORY_LIMIT));
memSizeForReduceSlotOnJT =
JobConf.normalizeMemoryConfigValue(conf.getLong(
JobTracker.MAPRED_CLUSTER_REDUCE_MEMORY_MB_PROPERTY,
JobConf.DISABLED_MEMORY_LIMIT));
if (conf.get(JobConf.UPPER_LIMIT_ON_TASK_VMEM_PROPERTY) != null) {
LOG.warn(
JobConf.deprecatedString(
JobConf.UPPER_LIMIT_ON_TASK_VMEM_PROPERTY)+
" instead use "+JobTracker.MAPRED_CLUSTER_MAX_MAP_MEMORY_MB_PROPERTY+
" and " + JobTracker.MAPRED_CLUSTER_MAX_REDUCE_MEMORY_MB_PROPERTY
);
limitMaxMemForMapTasks = limitMaxMemForReduceTasks =
JobConf.normalizeMemoryConfigValue(
conf.getLong(
JobConf.UPPER_LIMIT_ON_TASK_VMEM_PROPERTY,
JobConf.DISABLED_MEMORY_LIMIT));
if (limitMaxMemForMapTasks != JobConf.DISABLED_MEMORY_LIMIT &&
limitMaxMemForMapTasks >= 0) {
limitMaxMemForMapTasks = limitMaxMemForReduceTasks =
limitMaxMemForMapTasks /
(1024 * 1024); //Converting old values in bytes to MB
}
} else {
limitMaxMemForMapTasks =
JobConf.normalizeMemoryConfigValue(
conf.getLong(
JobTracker.MAPRED_CLUSTER_MAX_MAP_MEMORY_MB_PROPERTY,
JobConf.DISABLED_MEMORY_LIMIT));
limitMaxMemForReduceTasks =
JobConf.normalizeMemoryConfigValue(
conf.getLong(
JobTracker.MAPRED_CLUSTER_MAX_REDUCE_MEMORY_MB_PROPERTY,
JobConf.DISABLED_MEMORY_LIMIT));
}
LOG.info(new StringBuilder().append("Scheduler configured with ").append(
"(memSizeForMapSlotOnJT, memSizeForReduceSlotOnJT,").append(
" limitMaxMemForMapTasks, limitMaxMemForReduceTasks) (").append(
memSizeForMapSlotOnJT).append(", ").append(memSizeForReduceSlotOnJT)
.append(", ").append(limitMaxMemForMapTasks).append(", ").append(
limitMaxMemForReduceTasks).append(")"));
}
private boolean perTaskMemoryConfigurationSetOnJT() {
if (limitMaxMemForMapTasks == JobConf.DISABLED_MEMORY_LIMIT
|| limitMaxMemForReduceTasks == JobConf.DISABLED_MEMORY_LIMIT
|| memSizeForMapSlotOnJT == JobConf.DISABLED_MEMORY_LIMIT
|| memSizeForReduceSlotOnJT == JobConf.DISABLED_MEMORY_LIMIT) {
return false;
}
return true;
}
/**
* Check the job if it has invalid requirements and throw and IOException if does have.
*
* @param job
* @throws IOException
*/
private void checkMemoryRequirements(JobInProgress job)
throws IOException {
if (!perTaskMemoryConfigurationSetOnJT()) {
LOG.debug("Per-Task memory configuration is not set on JT. "
+ "Not checking the job for invalid memory requirements.");
return;
}
boolean invalidJob = false;
String msg = "";
long maxMemForMapTask = job.getJobConf().getMemoryForMapTask();
long maxMemForReduceTask = job.getJobConf().getMemoryForReduceTask();
if (maxMemForMapTask == JobConf.DISABLED_MEMORY_LIMIT
|| maxMemForReduceTask == JobConf.DISABLED_MEMORY_LIMIT) {
invalidJob = true;
msg = "Invalid job requirements.";
}
if (maxMemForMapTask > limitMaxMemForMapTasks
|| maxMemForReduceTask > limitMaxMemForReduceTasks) {
invalidJob = true;
msg = "Exceeds the cluster's max-memory-limit.";
}
if (invalidJob) {
StringBuilder jobStr =
new StringBuilder().append(job.getJobID().toString()).append("(")
.append(maxMemForMapTask).append(" memForMapTasks ").append(
maxMemForReduceTask).append(" memForReduceTasks): ");
LOG.warn(jobStr.toString() + msg);
throw new IOException(jobStr.toString() + msg);
}
}
}