xgboost/tracker/rabit_sge.py
2015-03-10 15:26:40 -07:00

71 lines
3.0 KiB
Python
Executable File

#!/usr/bin/python
"""
This is the demo submission script of rabit, it is created to
submit rabit jobs to Sun Grid Engine
"""
import argparse
import sys
import os
import subprocess
import rabit_tracker as tracker
parser = argparse.ArgumentParser(description='Rabit script to submit rabit job using MPI')
parser.add_argument('-n', '--nworker', required=True, type=int,
help = 'number of worker proccess to be launched')
parser.add_argument('-q', '--queue', default='default', type=str,
help = 'the queue we want to submit the job to')
parser.add_argument('-hip', '--host_ip', default='auto', type=str,
help = 'host IP address if cannot be automatically guessed, specify the IP of submission machine')
parser.add_argument('--vcores', default = 1, type=int,
help = 'number of vcpores to request in each mapper, set it if each rabit job is multi-threaded')
parser.add_argument('--jobname', default='auto', help = 'customize jobname in tracker')
parser.add_argument('--logdir', default='auto', help = 'customize the directory to place the logs')
parser.add_argument('-v', '--verbose', default=0, choices=[0, 1], type=int,
help = 'print more messages into the console')
parser.add_argument('command', nargs='+',
help = 'command for rabit program')
args = parser.parse_args()
if args.jobname == 'auto':
args.jobname = ('rabit%d.' % args.nworker) + args.command[0].split('/')[-1];
if args.logdir == 'auto':
args.logdir = args.jobname + '.log'
if os.path.exists(args.logdir):
if not os.path.isdir(args.logdir):
raise RuntimeError('specified logdir %s is a file instead of directory' % args.logdir)
else:
os.mkdir(args.logdir)
runscript = '%s/runrabit.sh' % args.logdir
fo = open(runscript, 'w')
fo.write('\"$@\"')
fo.close()
#
# submission script using MPI
#
def sge_submit(nslave, worker_args, worker_envs):
"""
customized submit script, that submit nslave jobs, each must contain args as parameter
note this can be a lambda function containing additional parameters in input
Parameters
nslave number of slave process to start up
args arguments to launch each job
this usually includes the parameters of master_uri and parameters passed into submit
"""
env_arg = ','.join(['%s=\"%s\"' % (k, str(v)) for k, v in worker_envs.items()])
cmd = 'qsub -cwd -t 1-%d -S /bin/bash' % nslave
if args.queue != 'default':
cmd += '-q %s' % args.queue
cmd += ' -N %s ' % args.jobname
cmd += ' -e %s -o %s' % (args.logdir, args.logdir)
cmd += ' -pe orte %d' % (args.vcores)
cmd += ' -v %s,PATH=${PATH}:.' % env_arg
cmd += ' %s %s' % (runscript, ' '.join(args.command + worker_args))
print cmd
subprocess.check_call(cmd, shell = True)
print 'Waiting for the jobs to get up...' % args.jobname
# call submit, with nslave, the commands to run each job and submit function
tracker.submit(args.nworker, [], fun_submit = sge_submit, verbose = args.verbose)