#!/usr/bin/python """ This is the demo submission script of rabit, it is created to submit rabit jobs using hadoop streaming """ import argparse import sys import os import subprocess from threading import Thread import rabit_tracker as tracker WRAPPER_PATH = os.path.dirname(__file__) + '/../wrapper' parser = argparse.ArgumentParser(description='Rabit script to submit rabit job locally using python subprocess') parser.add_argument('-n', '--nworker', required=True, type=int, help = 'number of worker proccess to be launched') 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() def exec_cmd(cmd, taskid): if cmd[0].find('/') == -1 and os.path.exists(cmd[0]): cmd[0] = './' + cmd[0] cmd = ' '.join(cmd) ntrial = 0 while True: prep = 'PYTHONPATH=\"%s\" ' % WRAPPER_PATH arg = ' rabit_task_id=%d rabit_num_trial=%d' % (taskid, ntrial) ret = subprocess.call(prep + cmd + arg, shell = True) if ret == 254 or ret == -2: ntrial += 1 continue if ret == 0: return raise Exception('Get nonzero return code=%d' % ret) # # Note: this submit script is only used for demo purpose # submission script using pyhton multi-threading # def mthread_submit(nslave, worker_args): """ 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 """ procs = {} for i in range(nslave): procs[i] = Thread(target = exec_cmd, args = (args.command + worker_args, i)) procs[i].start() for i in range(nslave): procs[i].join() # call submit, with nslave, the commands to run each job and submit function tracker.submit(args.nworker, [], fun_submit = mthread_submit, verbose = args.verbose)