#!/usr/bin/env python """ DMLC submission script by ssh One need to make sure all slaves machines are ssh-able. """ from __future__ import absolute_import from multiprocessing import Pool, Process import os, subprocess, logging from threading import Thread from . import tracker def sync_dir(local_dir, slave_node, slave_dir): """ sync the working directory from root node into slave node """ remote = slave_node[0] + ':' + slave_dir logging.info('rsync %s -> %s', local_dir, remote) prog = 'rsync -az --rsh="ssh -o StrictHostKeyChecking=no -p %s" %s %s' % ( slave_node[1], local_dir, remote) subprocess.check_call([prog], shell = True) def get_env(pass_envs): envs = [] # get system envs keys = ['OMP_NUM_THREADS', 'KMP_AFFINITY', 'LD_LIBRARY_PATH', 'AWS_ACCESS_KEY_ID', 'AWS_SECRET_ACCESS_KEY', 'DMLC_INTERFACE'] for k in keys: v = os.getenv(k) if v is not None: envs.append('export ' + k + '=' + v + ';') # get ass_envs for k, v in pass_envs.items(): envs.append('export ' + str(k) + '=' + str(v) + ';') return (' '.join(envs)) def submit(args): assert args.host_file is not None with open(args.host_file) as f: tmp = f.readlines() assert len(tmp) > 0 hosts=[] for h in tmp: if len(h.strip()) > 0: # parse addresses of the form ip:port h = h.strip() i = h.find(":") p = "22" if i != -1: p = h[i+1:] h = h[:i] # hosts now contain the pair ip, port hosts.append((h, p)) def ssh_submit(nworker, nserver, pass_envs): """ customized submit script """ # thread func to run the job def run(prog): subprocess.check_call(prog, shell = True) # sync programs if necessary local_dir = os.getcwd()+'/' working_dir = local_dir if args.sync_dst_dir is not None and args.sync_dst_dir != 'None': working_dir = args.sync_dst_dir pool = Pool(processes=len(hosts)) for h in hosts: pool.apply_async(sync_dir, args=(local_dir, h, working_dir)) pool.close() pool.join() # launch jobs for i in range(nworker + nserver): pass_envs['DMLC_ROLE'] = 'server' if i < nserver else 'worker' (node, port) = hosts[i % len(hosts)] pass_envs['DMLC_NODE_HOST'] = node prog = get_env(pass_envs) + ' cd ' + working_dir + '; ' + (' '.join(args.command)) prog = 'ssh -o StrictHostKeyChecking=no ' + node + ' -p ' + port + ' \'' + prog + '\'' thread = Thread(target = run, args=(prog,)) thread.setDaemon(True) thread.start() return ssh_submit tracker.submit(args.num_workers, args.num_servers, fun_submit=ssh_submit, pscmd=(' '.join(args.command)), hostIP=args.host_ip)