HPC/Submitting and Managing Jobs: Difference between revisions
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== | [[Image:HPC job flow.png|right|400px|thumb|Processing flow of a typical job.]] | ||
__TOC__ | |||
== Introduction == | |||
To accept and run jobs, Carbon uses the [http://en.wikipedia.org/wiki/TORQUE_Resource_Manager Torque Resource Manager], | |||
which is a variant of [http://en.wikipedia.org/wiki/Portable_Batch_System PBS]. | |||
A separate software component called a [http://en.wikipedia.org/wiki/Job_scheduler ''scheduler''] chooses the nodes and the start time for jobs according to the job parameters, resource availability, and configuration. Carbon uses the [http://www.adaptivecomputing.com/resources/docs/mwm/6-1-9/help.htm Moab Workload Manager] as scheduler. The resources used by each job (primarily the CPU time) are tracked and managed by the | |||
[http://www.adaptivecomputing.com/resources/docs/gold/index.php Gold Allocation Manager]. | |||
=== | === Job processing === | ||
A job consists of a [[#Job Script|job script]] and applications called therein. The figure at the top shows schematically how a typical job is processed. | |||
Unless otherwise told, Torque will execute the job script on your behalf on the first node allocated by Moab, | |||
in your <code>$HOME</code> directory, and typically using your login shell. It is the ''script's responsibility'' to: | |||
* Change to a suitable working directory. | |||
* Recognize and use the other nodes of the job. | |||
** This is generally done by directing an [http://en.wikipedia.org/wiki/Message_Passing_Interface MPI] program to start on the nodes listed in the job's <code>$PBS_NODEFILE</code>. | |||
** A job is perfectly free to run more than one program, such as several MPI programs in sequence. | |||
* Set or propagate environment variables as needed to other nodes. | |||
The | === Environment variables === | ||
The handling of environment variables across the cores and nodes that a job uses varies with the capabilities and configuration choices of the various MPI implementations. | |||
<!-- It is recommended not to rely on defaults, but rather to make expectations and requirements explicit. --> | |||
* Variables usually are '''propagated core-to-core''' for all processes on the first node. | |||
* Variables usually are '''not propagated node-to-node.''' | |||
; Consequences: | |||
* You must [[HPC/Software/Module Setup | '''configure modules and $PATH''']] in your <code>$HOME/.bashrc</code> file to help mpirun and other mechanisms locate your programs on each compute node. Otherwise mpirun will fail as soon as more than one node is involved, either by not finding the binary itself or some of its required shared libraries, or more insidiously, using different shared libraries. | |||
* Both the variable <code>$PBS_NODEFILE</code> and the file it points to are only available on the first node. | |||
* To propagate (export) environment variables, use mpirun/mpiexec. However, there is no standard or quasi-standard across MPI flavors. | |||
** [http://www.open-mpi.org/doc/v1.4/man1/mpirun.1.php#sect17 OpenMPI's mpirun] selectively exports some variables and supports the <code>-x</code> flag to export additional variables. | |||
** Intel's mpiexec/mpiexec.hydra offer <code>-envlist ''NAME,NAME,...''</code> instead. See Sec. 2.4 in the ''Reference Manual'' at [http://software.intel.com/en-us/articles/intel-mpi-library-documentation/]. | |||
See also: [[HPC/Directories|directory layout]]. | |||
=== | == Submitting and managing jobs == | ||
=== Job Script === | |||
A job is described to Torque by a ''job script,'' which in most cases is a shell script containing directives for Torque. | |||
* [[HPC/Submitting and Managing Jobs/Example Job Script | '''Example Job Script''']]. | |||
=== Submission === | |||
To submit a job, use Torque's [http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/commands/qsub.htm qsub] command on a login node. | |||
qsub [-A accountname] [options] ''jobfile'' | |||
To review qsub operation and options, consult the following: | |||
man qsub | |||
qsub --help | |||
; Advanced usage: | |||
* You ''can'' submit follow-up jobs from within a parent job script while it runs on a compute node, but it may be better to leverage [http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/commands/qsub.htm#W job dependencies.] | |||
* [http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/2-jobs/requestingRes.htm Requesting Resources] | |||
* Alternatively, use Moab's [http://www.adaptivecomputing.com/resources/docs/mwm/6-1-9/Content/commands/msub.html msub] command. | |||
== Submitting | === Queues === | ||
See [[HPC/Submitting and Managing Jobs/Queues and Policies | Queues and Policies]]. | |||
=== Checking job status === | |||
Query your jobs using commands similar to those on other HPC clusters. | |||
You can use either [http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/12-appendices/commandsOverview.htm Torque commands] | |||
or [http://www.adaptivecomputing.com/resources/docs/mwm/6-1-9/Content/a.gcommandoverview.html Moab commands]. | |||
Both access the same information, but through different routes, and offer different display styles. | |||
To get the regular output format: | |||
[http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/commands/qstat.htm qstat] [-u $USER] | |||
[http://www.adaptivecomputing.com/resources/docs/mwm/6-1-9/Content/commands/showq.html showq] [-u $USER] | |||
To get an ''alternate'' format (e.g. showing job names): | |||
qstat -a [-u $USER] | |||
showq -n [-u $USER] | |||
You can always use <code>-u $USER</code> to show only your jobs. | |||
==== Getting extra information ==== | |||
[ | Show the nodes where a job runs: | ||
the [http://www. | qstat -n [-1] ''jobnum'' | ||
Give ''full'' information such as submit arguments and run directories, and do not wrap long lines ("-1" is the digit "one"): | |||
qstat -f [''jobnum''] [-1] | |||
To diagnose problems with "stuck" jobs, use the <code>-s</code> option, or simply Moab's [http://www.adaptivecomputing.com/resources/docs/mwm/6-1-9/Content/commands/checkjob.html checkjob] command. The last few lines of output give ''past events'' of the job and its current status. | |||
qstat -s ''jobnum'' | |||
checkjob -v ''jobnum'' | |||
To get estimates on when your job might start: | |||
showstart [-e all] ''jobnum'' | |||
==== Peeking at job output files ==== | |||
Each job has associated stdin and stderr streams which are gathered on its first node and are copied back only at job end time, according to the <code>#PBS</code> directives -e, -o, or -j [eo|oe]. If the user does explicitly capture any output in the script (using shell redirections <code>">"</code>) it can be difficult to assess a job's progress. | |||
To inspect these streams ''while the job is running'', and also to review a job's script, use the <code>qpeek</code> command: | |||
qpeek ''jobnum'' | |||
qpeek -eo ''jobnum'' | |||
qpeek -s ''jobnum'' | |||
Read its manual page for full documentation: | |||
qpeek --man | |||
This command is a Carbon re-implementation of a Torque "contrib" script. | |||
To inspect a job's processes running on its compute nodes: | |||
qpeek -p ''jobnum'' | |||
=== Changing jobs after submission === | |||
Use <code>[http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/commands/qalter.htm qalter]</code> to modify attributes of a job. | |||
Only attributes specified on the command line will be changed. | |||
If any of the specified attributes cannot be modified for any reason, ''none'' of that job's attributes will be modified. | |||
qalter [-l ''resource''] […] ''jobnumber'' … | |||
qalter -A ''accountspec'' ''jobnumber'' … | |||
* Most attributes can be changed only ''before'' the job starts. Others, notably [http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/commands/qsub.htm#-m mail options] and [http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/commands/qsub.htm#-W job dependencies] can be meaningfully adjusted after start. | |||
; Advanced usage: | |||
* ''Extending'' the <code>walltime</code> resource of an already running job requires Torque administrator permission. You yourself can extend prior to running, and shorten always. '''Warning:''' In either case, the new <code>walltime</code> limit will be measured from start, not as remaining time. If a new walltime limit is shorter than the elapsed time, the job will be killed right away. | |||
* You cannot modify the job script itself after submission. You will have to remove and resubmit the job. | |||
Contact me ([[User:Stern|stern]]) to arrange for interventions. | |||
=== Removing jobs === | |||
To retract a queued job or kill an already running job: | |||
qdel ''jobnumber'' | qdel ''jobnumber'' | ||
[http://www.adaptivecomputing.com/resources/docs/torque/4-1-4/Content/topics/12-appendices/prologueAndEpliogueScripts.htm Torque epilogue scripts] will immediately remove remaining user processes and user files from the used compute nodes upon job termination, be it natural or after qdel. | |||
== Declaring that a job requires licenses == | |||
A job that is to run software that requires a commercial license must declare such to the job scheduler (software that decides when and on which nodes the job could start). | |||
The job scheduler monitors known licenses for availability, and so will know which and how many licenses are available at any given time. | |||
'''Note:''' License availability checks do not happen instantaneously but rather by polling, roughly once every minute. | |||
: This means that if you or another user happen to start a license-consuming application after the last check but before the relevant newly started job tries to access the same license, that job will terminate with a license failure. | |||
== | === One license type === | ||
To request a single license token of a single type, use a <code>gres</code> ("general resource") directive: | |||
#PBS -l '''gres'''=''license_name'' | |||
To request several tokens of a type, place either a <code>:</code> or <code>+</code> as separator, followed by the number of tokens required: | |||
#PBS -l '''gres'''=''license_name:count'' | |||
For compatibility, the resource type <code>software</code> is accepted, but ''not for multiple types'' of licenses. | |||
< | #PBS -l '''software'''=''license_name'' | ||
# | #or | ||
#PBS -l '''software'''=''license_name:count'' | |||
=== Several license types === | |||
To request several different licenses, use <code>gres</code> with list of license tokens and their optional counts separated by <code><font color="#1A1">'''%'''</font></code>: | |||
#PBS -l gres=''license1_name''<font color="#1A1">'''%'''</font>''license2_name'' | |||
#PBS -l gres=''license1_name:count1''<font color="#1A1">'''%'''</font>''license2_name'' | |||
The <code>software</code> resource ''cannot'' request multiple license types. | |||
(If several <code>software</code> resources are requested, only the ''last one'' would be active.) | |||
== Interactive node access == | |||
There are two ways to interactively access nodes: | |||
* Requesting an interactive job | |||
qsub -I [-l nodes=…] | |||
: This is a special Torque job submission that will wait for the requested nodes to become available, and then you will be dropped into a login shell on the first core of the first node. $PBS_NODEFILE is set as in regular (non-interactive) jobs. | |||
* Side-access a node that already runs a job, such as to debug or inspect running processes or node-local files. | |||
: You can use <code>ssh</code> to interactively access any compute node on which a job of yours is running (use <code>qsub -n ''jobnum''</code> to find out the node names). As soon as a node no longer runs at least ''one'' of your jobs, your ssh session to that node will be terminated. You may find the following commands helpful: | |||
/usr/sbin/lsof -u $USER | |||
/usr/sbin/lsof -c ''command_name'' | |||
/usr/sbin/lsof -p ''pid'' | |||
: - '''l'''i'''s'''t '''o'''pen '''f'''iles; [http://linux.die.net/man/8/lsof man page.] | |||
ps -fu $USER | |||
: - list your own processes. | |||
psuser | |||
: - a Carbon-specific wrapper for [http://linux.die.net/man/1/ps ps] to list user-only processes (yours and other regular users', excluding system processes). | |||
== Job notification mails == | |||
You can request a notification message to be sent to you when a job begins, ends, or aborts. The message is rather terse and looks like this: | |||
'''Subject:''' PBS Job 281399.sched1.carboncluster | |||
PBS Job Id: 281399.sched1.carboncluster | |||
Job Name: test.job | |||
Exec host: n103/0 | |||
Execution terminated | |||
Exit_status=0 | |||
resources_used.cput=00:03:00 | |||
resources_used.mem=123kb | |||
resources_used.vmem=240kb | |||
resources_used.walltime=00:03:04 | |||
In the above, Exit_status=0 reflects the shell exit status, where 0 means success. | |||
The following means your job was terminated because it ran beyond its allocated walltime: | |||
Exit_status=271 | |||
: The shell exit status is this number mod 256, in this case <code>271 % 256 = 15</code>, corresonding to <code>SIGTERM</code>. | |||
# | == Recording where a job ran == | ||
The [[#Job notification mails]] explained above do not include $PBS_O_WORKDIR. You will have to arrange for yourself to record that information. | |||
One way to do that would be to simply record all job numbers and their working directories at the beginning of each job: | |||
<source lang="bash"> | |||
#!/bin/bash | |||
#PBS -l nodes=… | |||
#PBS -l walltime=… | |||
#PBS -m bea | |||
cd $PBS_O_WORKDIR | |||
echo $PBS_JOBID $PWD >> $HOME/jobdirs | |||
… | |||
</source> | |||
To query a job's directory, run: | |||
</ | grep ''jobnumber'' ~/jobdirs | ||
== Sending mail while a job is running == | |||
It may be useful to have a job automatically "phone home" sometime after it started. | |||
This can be accomplished at job submission time by arranging a mail to be sent, using a few added commands in the job script. | |||
= | <syntaxhighlight lang="bash"> | ||
#!/bin/bash | |||
#PBS … | |||
# | |||
cd $PBS_O_WORKDIR | |||
# arrange notification mail | |||
( | |||
sleep 600 # time offset parameter, in seconds | |||
tail -20 somefile.out | mailx -s "$PBS_JOBID: partial log" $USER | |||
) & | |||
# main work here | |||
… | |||
</syntaxhighlight> | |||
* | Explanation: | ||
* The commands inside <code>( … ) &</code> run in a background track aside the main work. | |||
* The first command, <code>sleep</code>, delays further action (in this track only) by the specified time in seconds. | |||
** To emphasize minutes, write <code>sleep $(( 10 * 60 ))</code> . | |||
** To set the time relative to the walltime limit, leverage the <code>$PBS_WALLTIME</code> variable, e.g. as in <code>sleep $(( PBS_WALLTIME - ( ''minutes'' * 60 ) )).</code> | |||
* The <code>tail</code> command is a stand-in for any inspection command you might want to run. An even simpler command could be <code>ls -lt</code>. You could also use several commands enclosed by parentheses, <code>( cmd1; cmd2; ... )</code>, to construct a more elaborate mail body. | |||
* The <code>mailx</code> command, following the pipe symbol <code>|</code>, reads the output of your inspection command and sends you a mail with the subject specified by the <code>-s</code> option. | |||
* If the main part of the job finishes before the pre-mail sleep is over no mail will be sent. | |||
-- | Note: The Moab scheduler also supports [http://www.adaptivecomputing.com/resources/docs/mwm/6-1-9/Content/topics/triggers/triggersIndex.html triggers], but they run in a different environment, not on an allocated node. | ||
[[Category:HPC]] | [[Category:HPC|Getting Started]] |
Latest revision as of 21:10, May 12, 2023
Introduction
To accept and run jobs, Carbon uses the Torque Resource Manager, which is a variant of PBS. A separate software component called a scheduler chooses the nodes and the start time for jobs according to the job parameters, resource availability, and configuration. Carbon uses the Moab Workload Manager as scheduler. The resources used by each job (primarily the CPU time) are tracked and managed by the Gold Allocation Manager.
Job processing
A job consists of a job script and applications called therein. The figure at the top shows schematically how a typical job is processed.
Unless otherwise told, Torque will execute the job script on your behalf on the first node allocated by Moab,
in your $HOME
directory, and typically using your login shell. It is the script's responsibility to:
- Change to a suitable working directory.
- Recognize and use the other nodes of the job.
- This is generally done by directing an MPI program to start on the nodes listed in the job's
$PBS_NODEFILE
. - A job is perfectly free to run more than one program, such as several MPI programs in sequence.
- This is generally done by directing an MPI program to start on the nodes listed in the job's
- Set or propagate environment variables as needed to other nodes.
Environment variables
The handling of environment variables across the cores and nodes that a job uses varies with the capabilities and configuration choices of the various MPI implementations.
- Variables usually are propagated core-to-core for all processes on the first node.
- Variables usually are not propagated node-to-node.
- Consequences
- You must configure modules and $PATH in your
$HOME/.bashrc
file to help mpirun and other mechanisms locate your programs on each compute node. Otherwise mpirun will fail as soon as more than one node is involved, either by not finding the binary itself or some of its required shared libraries, or more insidiously, using different shared libraries. - Both the variable
$PBS_NODEFILE
and the file it points to are only available on the first node. - To propagate (export) environment variables, use mpirun/mpiexec. However, there is no standard or quasi-standard across MPI flavors.
- OpenMPI's mpirun selectively exports some variables and supports the
-x
flag to export additional variables. - Intel's mpiexec/mpiexec.hydra offer
-envlist NAME,NAME,...
instead. See Sec. 2.4 in the Reference Manual at [1].
- OpenMPI's mpirun selectively exports some variables and supports the
See also: directory layout.
Submitting and managing jobs
Job Script
A job is described to Torque by a job script, which in most cases is a shell script containing directives for Torque.
Submission
To submit a job, use Torque's qsub command on a login node.
qsub [-A accountname] [options] jobfile
To review qsub operation and options, consult the following:
man qsub qsub --help
- Advanced usage
- You can submit follow-up jobs from within a parent job script while it runs on a compute node, but it may be better to leverage job dependencies.
- Requesting Resources
- Alternatively, use Moab's msub command.
Queues
See Queues and Policies.
Checking job status
Query your jobs using commands similar to those on other HPC clusters. You can use either Torque commands or Moab commands. Both access the same information, but through different routes, and offer different display styles.
To get the regular output format:
qstat [-u $USER] showq [-u $USER]
To get an alternate format (e.g. showing job names):
qstat -a [-u $USER] showq -n [-u $USER]
You can always use -u $USER
to show only your jobs.
Getting extra information
Show the nodes where a job runs:
qstat -n [-1] jobnum
Give full information such as submit arguments and run directories, and do not wrap long lines ("-1" is the digit "one"):
qstat -f [jobnum] [-1]
To diagnose problems with "stuck" jobs, use the -s
option, or simply Moab's checkjob command. The last few lines of output give past events of the job and its current status.
qstat -s jobnum checkjob -v jobnum
To get estimates on when your job might start:
showstart [-e all] jobnum
Peeking at job output files
Each job has associated stdin and stderr streams which are gathered on its first node and are copied back only at job end time, according to the #PBS
directives -e, -o, or -j [eo|oe]. If the user does explicitly capture any output in the script (using shell redirections ">"
) it can be difficult to assess a job's progress.
To inspect these streams while the job is running, and also to review a job's script, use the qpeek
command:
qpeek jobnum qpeek -eo jobnum qpeek -s jobnum
Read its manual page for full documentation:
qpeek --man
This command is a Carbon re-implementation of a Torque "contrib" script.
To inspect a job's processes running on its compute nodes:
qpeek -p jobnum
Changing jobs after submission
Use qalter
to modify attributes of a job.
Only attributes specified on the command line will be changed.
If any of the specified attributes cannot be modified for any reason, none of that job's attributes will be modified.
qalter [-l resource] […] jobnumber … qalter -A accountspec jobnumber …
- Most attributes can be changed only before the job starts. Others, notably mail options and job dependencies can be meaningfully adjusted after start.
- Advanced usage
- Extending the
walltime
resource of an already running job requires Torque administrator permission. You yourself can extend prior to running, and shorten always. Warning: In either case, the newwalltime
limit will be measured from start, not as remaining time. If a new walltime limit is shorter than the elapsed time, the job will be killed right away. - You cannot modify the job script itself after submission. You will have to remove and resubmit the job.
Contact me (stern) to arrange for interventions.
Removing jobs
To retract a queued job or kill an already running job:
qdel jobnumber
Torque epilogue scripts will immediately remove remaining user processes and user files from the used compute nodes upon job termination, be it natural or after qdel.
Declaring that a job requires licenses
A job that is to run software that requires a commercial license must declare such to the job scheduler (software that decides when and on which nodes the job could start). The job scheduler monitors known licenses for availability, and so will know which and how many licenses are available at any given time.
Note: License availability checks do not happen instantaneously but rather by polling, roughly once every minute.
- This means that if you or another user happen to start a license-consuming application after the last check but before the relevant newly started job tries to access the same license, that job will terminate with a license failure.
One license type
To request a single license token of a single type, use a gres
("general resource") directive:
#PBS -l gres=license_name
To request several tokens of a type, place either a :
or +
as separator, followed by the number of tokens required:
#PBS -l gres=license_name:count
For compatibility, the resource type software
is accepted, but not for multiple types of licenses.
#PBS -l software=license_name #or #PBS -l software=license_name:count
Several license types
To request several different licenses, use gres
with list of license tokens and their optional counts separated by %
:
#PBS -l gres=license1_name%license2_name #PBS -l gres=license1_name:count1%license2_name
The software
resource cannot request multiple license types.
(If several software
resources are requested, only the last one would be active.)
Interactive node access
There are two ways to interactively access nodes:
- Requesting an interactive job
qsub -I [-l nodes=…]
- This is a special Torque job submission that will wait for the requested nodes to become available, and then you will be dropped into a login shell on the first core of the first node. $PBS_NODEFILE is set as in regular (non-interactive) jobs.
- Side-access a node that already runs a job, such as to debug or inspect running processes or node-local files.
- You can use
ssh
to interactively access any compute node on which a job of yours is running (useqsub -n jobnum
to find out the node names). As soon as a node no longer runs at least one of your jobs, your ssh session to that node will be terminated. You may find the following commands helpful:
/usr/sbin/lsof -u $USER /usr/sbin/lsof -c command_name /usr/sbin/lsof -p pid
- - list open files; man page.
ps -fu $USER
- - list your own processes.
psuser
- - a Carbon-specific wrapper for ps to list user-only processes (yours and other regular users', excluding system processes).
Job notification mails
You can request a notification message to be sent to you when a job begins, ends, or aborts. The message is rather terse and looks like this:
Subject: PBS Job 281399.sched1.carboncluster PBS Job Id: 281399.sched1.carboncluster Job Name: test.job Exec host: n103/0 Execution terminated Exit_status=0 resources_used.cput=00:03:00 resources_used.mem=123kb resources_used.vmem=240kb resources_used.walltime=00:03:04
In the above, Exit_status=0 reflects the shell exit status, where 0 means success.
The following means your job was terminated because it ran beyond its allocated walltime:
Exit_status=271
- The shell exit status is this number mod 256, in this case
271 % 256 = 15
, corresonding toSIGTERM
.
Recording where a job ran
The #Job notification mails explained above do not include $PBS_O_WORKDIR. You will have to arrange for yourself to record that information. One way to do that would be to simply record all job numbers and their working directories at the beginning of each job:
#!/bin/bash
#PBS -l nodes=…
#PBS -l walltime=…
#PBS -m bea
cd $PBS_O_WORKDIR
echo $PBS_JOBID $PWD >> $HOME/jobdirs
…
To query a job's directory, run:
grep jobnumber ~/jobdirs
Sending mail while a job is running
It may be useful to have a job automatically "phone home" sometime after it started. This can be accomplished at job submission time by arranging a mail to be sent, using a few added commands in the job script.
#!/bin/bash
#PBS …
cd $PBS_O_WORKDIR
# arrange notification mail
(
sleep 600 # time offset parameter, in seconds
tail -20 somefile.out | mailx -s "$PBS_JOBID: partial log" $USER
) &
# main work here
…
Explanation:
- The commands inside
( … ) &
run in a background track aside the main work. - The first command,
sleep
, delays further action (in this track only) by the specified time in seconds.- To emphasize minutes, write
sleep $(( 10 * 60 ))
. - To set the time relative to the walltime limit, leverage the
$PBS_WALLTIME
variable, e.g. as insleep $(( PBS_WALLTIME - ( minutes * 60 ) )).
- To emphasize minutes, write
- The
tail
command is a stand-in for any inspection command you might want to run. An even simpler command could bels -lt
. You could also use several commands enclosed by parentheses,( cmd1; cmd2; ... )
, to construct a more elaborate mail body. - The
mailx
command, following the pipe symbol|
, reads the output of your inspection command and sends you a mail with the subject specified by the-s
option. - If the main part of the job finishes before the pre-mail sleep is over no mail will be sent.
Note: The Moab scheduler also supports triggers, but they run in a different environment, not on an allocated node.