R MPI Example
Revision as of 20:12, 2 November 2016 by Moskalenko (talk | contribs)
Example, of using the parallel module to run MPI jobs under Rmpi.
{{#fileAnchor: rmpi_test.R}} Download raw source of the [{{#fileLink: rmpi_test.R}} rmpi_test.R] file.
# Load the R MPI package if it is not already loaded.
if (!is.loaded("mpi_initialize")) {
library("Rmpi")
}
ns <- mpi.universe.size() - 1
mpi.spawn.Rslaves(nslaves=ns)
#
# In case R exits unexpectedly, have it automatically clean up
# resources taken up by Rmpi (slaves, memory, etc...)
.Last <- function(){
if (is.loaded("mpi_initialize")){
if (mpi.comm.size(1) > 0){
print("Please use mpi.close.Rslaves() to close slaves.")
mpi.close.Rslaves()
}
print("Please use mpi.quit() to quit R")
.Call("mpi_finalize")
}
}
# Tell all slaves to return a message identifying themselves
mpi.bcast.cmd( id <- mpi.comm.rank() )
mpi.bcast.cmd( ns <- mpi.comm.size() )
mpi.bcast.cmd( host <- mpi.get.processor.name() )
mpi.remote.exec(paste("I am",mpi.comm.rank(),"of",mpi.comm.size()))
# Test computations
x <- 5
x <- mpi.remote.exec(rnorm, x)
length(x)
x
# Tell all slaves to close down, and exit the program
mpi.close.Rslaves(dellog = FALSE)
mpi.quit()
Example job script using rmpi_test.R script.
{{#fileAnchor: mpi_job.sh}}
Download raw source of the [{{#fileLink: mpi_job.sh}} mpi_job.sh] file.
#!/bin/sh
#SBATCH --job-name=mpi_job_test # Job name
#SBATCH --mail-type=ALL # Mail events (NONE, BEGIN, END, FAIL, ALL)
#SBATCH --mail-user=ENTER_YOUR_EMAIL_HERE # Where to send mail
#SBATCH --cpus-per-task=1 # Number of cores per MPI rank
#SBATCH --nodes=2 #Number of nodes
#SBATCH --ntasks=24 # Number of MPI ranks
#SBATCH --ntasks-per-node=12 #How many tasks on each node
#SBATCH --ntasks-per-socket=6 #How many tasks on each CPU or socket
#SBATCH --distribution=cyclic:cyclic #Distribute tasks cyclically on nodes and sockets
#SBATCH --mem-per-cpu=1gb # Memory per processor
#SBATCH --time=00:05:00 # Time limit hrs:min:sec
#SBATCH --output=mpi_test_%j.out # Standard output and error log
pwd; hostname; date
echo "Running example Rmpi script. Using $SLURM_JOB_NUM_NODES nodes with $SLURM_NTASKS
tasks, each with $SLURM_CPUS_PER_TASK cores."
module purge; module load intel/2016.0.109 openmpi/1.10.2 Rmpi/3.3.1
# Use '-np 1' since Rmpi does its own task management
# Make sure the mpi.spawn.Rslaves(nslaves=X) code spawns X slaves
# where X is one less than the total number of MPI ranks
mpiexec -np 1 Rscript /ufrc/data/training/SLURM/prime/rmpi_test.R
date