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− | + | == Array Jobs == | |
An array of jobs is a job consisting of a range of independent near-identical tasks. Rather than making a separate submission script for each of these tasks, it is preferable to make only one script with all the information that is identical among the tasks, and then use a "counter" to vary the parts that differ. | An array of jobs is a job consisting of a range of independent near-identical tasks. Rather than making a separate submission script for each of these tasks, it is preferable to make only one script with all the information that is identical among the tasks, and then use a "counter" to vary the parts that differ. |
Revision as of 13:11, 9 May 2016
Contents
- 1 How to run Jobs: The Grid Engine
- 1.1 What is Grid Engine?
- 1.2 Current Version
- 1.3 Environment Setup Setup
- 1.4 Using Grid Engine
- 1.5 Basic Commands
- 1.6 Queues
- 1.7 Batch jobs
- 1.8 Array Jobs
- 1.9 How do I monitor my jobs?
- 1.10 How do I delete my jobs?
- 1.11 How do I request memory ?
- 1.12 What are the Parallel Environments available in Grid Engine?
- 1.13 Where can I get more help and documentation?
How to run Jobs: The Grid Engine
This is an introduction to the Sun Grid Engine (SGE) scheduling software that is used to submit batch jobs to our production clusters. Note that the use of this software is mandatory. Please familiarize yourself with Grid Engine by reading this file, and refer to the documentation listed in it for details.
Note that the usage of SGE on the production systems of the Centre for Advanced Computing will be phased out in the course of 2016. We will replace this scheduler with a newer one, in all likelihood "SLURM".
What is Grid Engine?Sun Grid Engine (SGE) is a Load Management System that allocates resources such as processors (CPU's), memory, disk-space, and computing time. Grid Engine like other schedulers enables transparent load sharing, controls the sharing of resources, and also implements utilization and site policies. It has many characteristics including batch queuing and load balancing, as well as giving the users the ability to suspend/resume jobs and check the status of their jobs. Grid Engine can be used through the command line or through a Graphical User Interface (GUI) called "qmon", both with the same set of commands. Current VersionThe version of Grid Engine on our systems is Sun Grid Engine 6.1 (update 4). Environment Setup SetupWhen you first log in you will already have the proper setup for using Gridengine. This is because Gridengine is included in the default settings for usepackage. If for some reason Gridengine is not part of your environment setup, you can add it by issuing the use sge6 command. Part of the setup that is done automatically by usepackage is to source a setup-script that is located in the directory /opt/n1ge6/default/common/ You can also "source" those scripts manually: source /opt/n1ge6/default/common/settings.sh The setup script modifies your search PATH and sets other environment variables that are required to get Grid Engine running. One of those variables is SGE_ROOT which contains the directory in which the Grid Engine-related programs are located. |
Using Grid EngineJobs are submitted to Grid Engine through the qsub command. If the job is simple and consists on only few commands then the submission can be done via the command line. If the job requires the set-up of many options and requests, the job is written in the form of a script. Basic CommandsSun Grid Engine allows the user to submit/delete jobs, check job status, and have information about available queues and environments. For most users the knowledge of the following basic commands should be sufficient:
All these commands come with many options and switches and are also available with the GUI qmon. They all have detailed man pages (e.g. "man qsub"), and are documented in the Sun Grid Engine 6 User's Guide. QueuesGrid Engine uses queues for different types of jobs and the different components of the available clusters. Grid Engine queues can allow execution of many jobs concurrently, and Grid Engine tries to start new jobs in the queue that is most suitable and least loaded. Note, that a job is always associated with its queue, and depends on the status of this queue, but, users do not need to submit jobs directly to a queue. You only need to specify the requirement profile of the job, which includes memory, available software and type of job (parallel or not, MPI,...). Although you don't submit jobs directly to a queue you still need to know which queue is handling your job and what are the characteristics of this queue. On our systems, we have two queues corresponding to different platforms (Linux and Solaris). If you type $ qconf -sql abaqus.q m9k.q you get a list of all available queues. In particular, you'll find the following:
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Batch jobsHere is a serial sample script that has to be modified to fit your case: #!/bin/bash #$ -S /bin/bash #$ -q abaqus.q #$ -l qname=abaqus.q #$ -V #$ -cwd #$ -M my.email@some.address.com #$ -m be #$ -o STD.out #$ -e STD.err ./program < input Such a script is then submitted through the qsub command: qsub test.sh And, if the submission of the job is successful, you will see this message: your job 12345 (``test.sh'') has been submitted. After that, you can monitor the status of your job with the command qstat or the GUI qmon. Now, let's take a look at the structure of the Grid Engine batch job script. We first recall that a batch job is a UNIX shell script consisting of a sequence of UNIX command-line instructions (or interpreted scripts like perl,...) assembled in a file. In Grid Engine, it is a batch script that contains additionally to normal UNIX command special comments lines defined by the leading prefix "#$". The first two lines usually specify the shell #! /bin/bash #$ -S /bin/bash We force Grid Engine to use a bash shell interpreter (csh is the default). To tell SGE to run the job from the current working directory add this script line #$ -cwd if you want to pass some environment variable VAR (or a list of variables separated by commas) use the "-v" option like this: #$ -v VAR The "-V" option passes all variables listed in env: #$ -V Insert the name of the files to which you want to redirect the standard output/error, respectively: #$ -o STD.out #$ -e STD.err The -M option is for email notification. It is best to use hpcXXXX@localhost {hpcXXXX stands for your actual user name) and place file named ".forward" that contains your real email address into your home directory. This way, your email address remains private and invisible to other users. With the -m option you let the system know when you want to be notified (beginning and end). Note that qsub usually expects shell scripts, not executable files. Note that you can also add options from the command line, for instance $ qsub -cwd -v VAR=value -o /home/tmp -e /home/tmp test.sh If you want to run your job on the Linux (SW) cluster, you need to submit it to the abaqus.q queue. For this, include the following lines in your script: #$ -q abaqus.q #$ -l qname=abaqus.q The first line adds abaqus.q (the Linux queue) to the pool of possible queues, the second one forces the job to be scheduled on it. Note that if you are submitting jobs to the SW (Linux) cluster, it is best to do so from the swlogin1 Linux login node, not from sflogin0 (Solaris). This is because scripts often assume that settings are inherited ("#$ -V" line) and so the settings have to be appropriate for Linux in the first place. |
Array JobsAn array of jobs is a job consisting of a range of independent near-identical tasks. Rather than making a separate submission script for each of these tasks, it is preferable to make only one script with all the information that is identical among the tasks, and then use a "counter" to vary the parts that differ. In an array job, there is usually a line like this: #$ -t 2-1000:2 which instructs Grid Engine to dynamically (and internally) create copies of the current job script that differ from each other in a counter variable SGE_TASK_ID which gets counted up from 2 to 1000 in steps of 2. This variable can be used to distinguish between the tasks. For instance, if we want to run the same program "runme.exe" with various different input and output files, we may have a line runme.exe < input$SGE_TASK_ID > output$SGE_TASK_ID in our script. Note that it is also possible to use SGE_TASK_ID in a script that does not explicitly contain the #$ -t line. You can then just submit your job (let's call it "array.sh") with the corresponding option -t, like this qsub -t 2-1000:2 array.sh Check page 71 of the manual for more details. How do I monitor my jobs?After submitting your job to Grid Engine you may track its status by using either the qstat command, the GUI interface qmon, or by email. How do I monitor with qstat?The qstat command provides the status of all jobs and queues in the cluster. The most useful options are:
You can refer to the man pages for a complete description of all the options of the qstat command. How do I monitor jobs by electronic mail?Another way to monitor your jobs is to make Grid Engine notify you by email on status of the job. In your batch script or from the command line use the -m option to request that an email should be send and the -M option to specify the email address where this should be sent. This will look like: #$ -M hpcXXXX@localhost #$ -m be Where the (-m) option can select after which events you want to receive your email. In particular you can select to be notified at the beginning/end of the job (see the sample script lines above), or when the job is aborted/suspended. In the example we specify hpcXXXX@localhost where hpcXXXX stands for your username. This is a way to make the system send email internally. If you place a file ".forward" that contains your email address into your home directory, then the email will be sent there without another user being able to see your address. From the command line you can use the options (for example): qsub -M hpcXXXX@localhost job.sh How do I monitor my jobs with qmon?You can also use the GUI qmon, which gives a convenient window dialog specifically designed for monitoring and controlling jobs, and the buttons are self explanatory. How do I delete my jobs?You can delete a job that is running or spooled in the queue by using the qdel command like this qdel 1234567 which removes job number 1234567. Note that if your job is not on the waiting queue, but is already executing, you might need to issue the -f (force) option with the qdel job_id command to terminate the job. How do I request memory ?Sometimes your job requires additional resources to run, for instance you may need a minimum amount of memory. This is particularly relevant when you are running jobs on the SW (Linux) cluster, using abaqus.q. Since this cluster consists of nodes with different available physical memory (see this table for a list), it is important to be aware of whether the node you are running your job on has enough memory to execute properly. To this end, Grid Engine provides a simple resource specification of "free memory": #$ -l mf=35G In this example a program that requires up to 35 GB of physical memory. SGE spot-checks before scheduling whether this amount is available on a node, and avoid nodes with less. Note that this is checked only at the time of scheduling, it won't provide a safeguard against "running out" later. However, it makes it less likely that the job ends up "swapping", i.e. using disk to store data. Swapping usually slows down execution by a huge factor, often leading to unacceptable execution times. What are the Parallel Environments available in Grid Engine?A Parallel Environment is a programming environment designed for parallel computing in a network of computers, which allows execution of shared memory and distributed memory parallel applications. The most commonly used parallel environments are Message Passing Interface (MPI) for distributed-memory machines, and OpenMP for shared-memory machines. Grid Engine provides an interface to handle parallel jobs running on the top of these parallel environments. For the users convenience we have predefined parallel environment interfaces for them. These are:
How do I submit a multi-threaded job?You need to specify the parallel environment to use, which is shm.pe in our case, and how many processors are going to be used. This is done via the script line: #$ -pe shm.pe 16 if you want to use 16 processors. This sets and environment variable NSLOTS and requests the corresponding number of processes. In the case of an OpenMP based multi-threaded programs you need to set the variable OMP_NUM_THREADS to the number of processors to be used. Add the following lines to your script file: export OMP_NUM_THREADS=$NSLOTS Here is a multi-threading sample script that has to be modified to fit your case: #!/bin/bash #$ -S /bin/bash #$ -q abaqus.q #$ -l qname=abaqus.q #$ -V #$ -cwd #$ -M my.email@whatever.provider.com #$ -m be #$ -o STD.out #$ -e STD.err #$ -pe shm.pe 16 export OMP_NUM_THREADS=$NSLOTS ./omp_program < input We're assuming 16 threads in this example, you'll have to change that if you're using a different number. Note that this number should not exceed the number of cores available on the nodes you are planning to run this, because otherwise the job won't get scheduled. How do I submit a parallel MPI job?A specific parallel environment needs to be specified, to let the system know which environment and how many processors are going to be used. This is done via the script line: #$ -pe dist.pe 16 where the number of processors is 16 in this case. In the standard mpirun command, you specify the number of processes through the -np option, because the Cluster Tools runtime system knows that resource allocation will be done by Grid Engine and determines the number of processes from the -pe directive. Here is an MPI sample script that has to be modified to fit your case: #!/bin/bash #$ -S /bin/bash #$ -q abaqus.q #$ -l qname=abaqus.q #$ -V #$ -cwd #$ -M hpcXXXX@localhost #$ -m be #$ -o STD.out #$ -e STD.err #$ -pe dist.pe 16 mpirun -np $NSLOTS ./mpi_program < input 16 should be replaced by the number of MPI processes you actually want to use. Since by default we are operating our cluster nodes "in box", i.e. no internode communication is used, the number of processes should not exceed the number of cores for the node the job is running on. Otherwise the job will not be scheduled. To run this job you simply type qsub mpi_job.sh Note: Presently the dist.pe and shm.pe parallel environments are configured the same way. This means that an MPI job will only be scheduled on a single node. This is done for reasons of efficiency. Where can I get more help and documentation?Grid Engine has a lot more options and possibilities for every kind of jobs. Here, we gave the user only the basic steps to get started using GE. Detailed documentation is available. First, there is the User's Guide which should answer almost all of your questions. For specific commands, the man pages are very comprehensive and should be consulted. For instance "man qstat" explains the meaning of the qstat command options. The Centre for Advanced Computing offers user support; for questions about this help file and the usage of Grid Engine on our machines contact us. |