/usr/lib/python2.7/dist-packages/scoop/launcher.py is in python-scoop 0.7.1.1-1.
This file is owned by root:root, with mode 0o644.
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#
# This file is part of Scalable COncurrent Operations in Python (SCOOP).
#
# SCOOP is free software: you can redistribute it and/or modify
# it under the terms of the GNU Lesser General Public License as
# published by the Free Software Foundation, either version 3 of
# the License, or (at your option) any later version.
#
# SCOOP is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Lesser General Public License for more details.
#
# You should have received a copy of the GNU Lesser General Public
# License along with SCOOP. If not, see <http://www.gnu.org/licenses/>.
#
# Global imports
import argparse
import os
import sys
import socket
import subprocess
import time
import logging
import traceback
import signal
from threading import Thread
# Local imports
from scoop import utils
from scoop.launch import Host
from scoop.launch.brokerLaunch import localBroker, remoteBroker
from .broker.structs import BrokerInfo
import scoop
try:
signal.signal(signal.SIGQUIT, utils.KeyboardInterruptHandler)
except AttributeError:
# SIGQUIT doesn't exist on Windows
signal.signal(signal.SIGTERM, utils.KeyboardInterruptHandler)
class ScoopApp(object):
"""SCOOP application. Coordinates the broker and worker launches."""
LAUNCH_HOST_CLASS = Host
def __init__(self, hosts, n, b, verbose, python_executable,
externalHostname, executable, arguments, tunnel, path, debug,
nice, env, profile, pythonPath, prolog, backend):
# Assure setup sanity
assert type(hosts) == list and hosts, ("You should at least "
"specify one host.")
self.workersLeft = n
self.createdSubprocesses = []
# launch information
self.python_executable = python_executable[0]
self.pythonpath = pythonPath
self.prolog = prolog
self.n = n
self.b = b
self.tunnel = tunnel
self.executable = executable
self.args = arguments
self.verbose = verbose
self.path = path
self.debug = debug
self.nice = nice
self.profile = profile
self.backend = backend
self.errors = None
# Logging configuration
if self.verbose > 2:
self.verbose = 2
scoop.logger = utils.initLogging(
verbosity=self.verbose,
name="launcher",
)
# Show runtime information (useful for debugging)
scoop.logger.info("SCOOP {0} {1} on {2} using Python {3}, API: {4}".format(
scoop.__version__,
scoop.__revision__,
sys.platform,
sys.version.replace("\n", ""),
sys.api_version,
)
)
if env in ["SLURM","PBS", "SGE"]:
scoop.logger.info("Detected {0} environment.".format(env))
scoop.logger.info("Deploying {0} worker(s) over {1} "
"host(s).".format(
n,
len(hosts)
)
)
# Handling External Hostname
self.externalHostname = '127.0.0.1' if self.tunnel else externalHostname
scoop.logger.debug('Using hostname/ip: "{0}" as external broker '
'reference.'.format(self.externalHostname))
scoop.logger.debug('The python executable to execute the program with is: '
'{0}.'.format(self.python_executable))
# Create launch lists
self.broker_hosts = self.divideHosts(hosts[:], self.b)
self.worker_hosts = self.divideHosts(hosts, self.n)
# Logging of worker distribution warnings
maximumWorkers = sum(host[1] for host in hosts)
if self.n > maximumWorkers:
scoop.logger.debug("The -n flag is set at {0} workers, which is higher "
"than the maximum number of workers ({1}) specified "
"by the hostfile.\nThis behavior may degrade the "
"performances of scoop for cpu-bound operations."
"".format(qty, maximumWorkers))
elif self.n < maximumWorkers:
scoop.logger.debug("The -n flag is set at {0} workers, which is lower "
"than the maximum number of workers ({1}) specified "
"by the hostfile."
"".format(qty, maximumWorkers))
# Display
self.showHostDivision(headless=not executable)
self.workers = []
self.brokers = []
def initLogging(self):
"""Configures the logger."""
verbose_levels = {
0: logging.WARNING,
1: logging.INFO,
2: logging.DEBUG,
}
logging.basicConfig(
level=verbose_levels[self.verbose],
format="[%(asctime)-15s] %(module)-9s %(levelname)-7s %(message)s"
)
return logging.getLogger(self.__class__.__name__)
def divideHosts(self, hosts, qty):
"""Divide processes among hosts."""
maximumWorkers = sum(host[1] for host in hosts)
# If specified amount of workers is greater than sum of each specified.
if qty > maximumWorkers:
index = 0
while qty > maximumWorkers:
hosts[index] = (hosts[index][0], hosts[index][1] + 1)
index = (index + 1) % len(hosts)
maximumWorkers += 1
# If specified amount of workers if lower than sum of each specified.
elif qty < maximumWorkers:
while qty < maximumWorkers:
maximumWorkers -= hosts[-1][1]
if qty > maximumWorkers:
hosts[-1] = (hosts[-1][0], qty - maximumWorkers)
maximumWorkers += hosts[-1][1]
else:
del hosts[-1]
# Checking if the broker if externally routable
if self.externalHostname in utils.loopbackReferences and \
len(hosts) > 1 and \
not self.tunnel:
raise Exception("\n"
"Could not find route from external worker to the "
"broker: Unresolvable hostname or IP address.\n "
"Please specify your externally routable hostname "
"or IP using the --external-hostname parameter or "
" use the --tunnel flag.")
hosts.reverse()
return hosts
def showHostDivision(self, headless):
"""Show the worker distribution over the hosts"""
scoop.logger.info('Worker distribution: ')
for worker, number in reversed(self.worker_hosts):
first_worker = (worker == self.worker_hosts[-1][0])
scoop.logger.info(' {0}:\t{1} {2}'.format(
worker,
number - 1 if first_worker or headless else str(number),
"+ origin" if first_worker or headless else "",
)
)
def _addWorker_args(self, workerinfo):
"""Create the arguments to pass to the addWorker call.
The returned args and kwargs must ordered/named according to the namedtuple
in LAUNCH_HOST_CLASS.LAUNCHING_ARGUMENTS
both args and kwargs are supported for full flexibilty,
but usage of kwargs only is strongly advised
workerinfo is a dict with information that can be used to start the worker
"""
args = []
kwargs = {
'pythonPath': self.pythonpath,
'prolog': self.prolog,
'path': self.path,
'nice': self.nice,
'pythonExecutable': self.python_executable,
'size': self.n,
'origin': self.workersLeft == 1,
'brokerHostname': self.externalHostname,
'brokerPorts': (self.brokers[0].brokerPort,
self.brokers[0].infoPort),
'debug': self.debug,
'profiling': self.profile,
'executable': self.executable,
'verbose': self.verbose,
'backend': self.backend,
'args': self.args,
}
return args, kwargs
def addWorkerToHost(self, workerinfo):
"""Adds a worker to current host"""
hostname = workerinfo['hostname']
scoop.logger.debug('Initialising {0}{1} worker {2} [{3}].'.format(
"local" if hostname in utils.localHostnames else "remote",
" origin" if self.workersLeft == 1 else "",
self.workersLeft,
hostname,
)
)
add_args, add_kwargs = self._addWorker_args(workerinfo)
self.workers[-1].addWorker(*add_args, **add_kwargs)
def run(self):
"""Launch the broker(s) and worker(s) assigned on every hosts."""
# Launch the brokers
for hostname, nb_brokers in self.broker_hosts:
for ind in range(nb_brokers):
# Launching the broker(s)
if self.externalHostname in utils.localHostnames:
self.brokers.append(localBroker(
debug=self.debug,
nice=self.nice,
backend=self.backend,
))
else:
self.brokers.append(remoteBroker(
hostname=hostname,
pythonExecutable=self.python_executable,
debug=self.debug,
nice=self.nice,
backend=self.backend,
))
# Share connection information between brokers
if self.b > 1:
for broker in self.brokers:
# Only send data of other brokers to a given broker
connect_data = [
BrokerInfo(
x.getHost(),
*x.getPorts(),
externalHostname=x.getHost()
)
for x in self.brokers
if x is not broker
]
broker.sendConnect(connect_data)
# Launch the workers
for hostname, nb_workers in self.worker_hosts:
self.workers.append(self.LAUNCH_HOST_CLASS(hostname))
total_workers_host = min(nb_workers, self.workersLeft)
for worker_idx_host in range(total_workers_host):
workerinfo = {
'hostname': hostname,
'total_workers_host': total_workers_host,
'worker_idx_host': worker_idx_host,
}
self.addWorkerToHost(workerinfo)
self.workersLeft -= 1
# Launch every workers at the same time
scoop.logger.debug(
"{0}: Launching '{1}'".format(
hostname,
self.workers[-1].getCommand(),
)
)
shells = self.workers[-1].launch(
(self.brokers[0].brokerPort,
self.brokers[0].infoPort)
if self.tunnel else None,
stdPipe=not self.workers[-1].isLocal(),
)
if self.workersLeft <= 0:
# We've launched every worker we needed, so let's exit the loop
rootProcess = shells[-1]
break
# Wait for the root program
if self.workers[-1].isLocal():
self.errors = self.workers[-1].subprocesses[-1].wait()
else:
# Process stdout first, then the whole stderr at the end
for outStream, inStream in [(sys.stdout, rootProcess.stdout),
(sys.stderr, rootProcess.stderr)]:
data = inStream.read(1)
while len(data) > 0:
# Should not rely on utf-8 codec
outStream.write(data.decode("utf-8"))
outStream.flush()
data = inStream.read(1)
self.errors = rootProcess.wait()
scoop.logger.info('Root process is done.')
return self.errors
def close(self):
"""Subprocess cleanup."""
# Give time to flush data if debug was on
if self.debug:
time.sleep(5)
# Terminate workers
for host in self.workers:
host.close()
# Terminate the brokers
for broker in self.brokers:
try:
broker.close()
except AttributeError:
# Broker was not started (probably mislaunched)
pass
scoop.logger.info('Finished cleaning spawned subprocesses.')
def makeParser():
"""Create the SCOOP module arguments parser."""
# TODO: Add environment variable (all + selection)
parser = argparse.ArgumentParser(
description="Starts a parallel program using SCOOP.",
prog="{0} -m scoop".format(sys.executable),
)
group = parser.add_mutually_exclusive_group()
group.add_argument('--hosts', '--host',
help="The list of hosts. The first host will execute "
"the origin. (default is 127.0.0.1)",
metavar="Address",
nargs='*')
group.add_argument('--hostfile',
help="The hostfile name",
metavar="FileName")
parser.add_argument('--path', '-p',
help="The path to the executable on remote hosts "
"(default is local directory)",
default=os.getcwd())
parser.add_argument('--nice',
type=int,
metavar="NiceLevel",
help="*nix niceness level (-20 to 19) to run the "
"executable")
parser.add_argument('--verbose', '-v',
action='count',
help="Verbosity level of this launch script (-vv for "
"more)",
default=1)
parser.add_argument('--quiet', '-q',
action='store_true')
parser.add_argument('-n',
help="Total number of workers to launch on the hosts. "
"Workers are spawned sequentially over the hosts. "
"(ie. -n 3 with 2 hosts will spawn 2 workers on "
"the first host and 1 on the second.) (default: "
"Number of CPUs on current machine)",
type=int,
metavar="NumberOfWorkers")
parser.add_argument('-b',
help="Total number of brokers to launch on the hosts. "
"Brokers are spawned sequentially over the hosts. "
"(ie. -b 3 with 2 hosts will spawn 2 brokers on "
"the first host and 1 on the second.) (default: "
"1)",
type=int,
default=1,
metavar="NumberOfBrokers")
parser.add_argument('--tunnel',
help="Activate ssh tunnels to route toward the broker "
"sockets over remote connections (may eliminate "
"routing problems and activate encryption but "
"slows down communications)",
action='store_true')
parser.add_argument('--external-hostname',
nargs=1,
help="The externally routable hostname / ip of this "
"machine. (defaults to the local hostname)",
metavar="Address")
parser.add_argument('--python-interpreter',
nargs=1,
help="The python interpreter executable with which to "
"execute the script",
default=[sys.executable],
metavar="Path")
parser.add_argument('--pythonpath',
nargs=1,
help="The PYTHONPATH environment variable (default is "
"current PYTHONPATH)",
default=[os.environ.get('PYTHONPATH', '')])
parser.add_argument('--prolog',
nargs=1,
help="Absolute Path to a shell script or executable "
"that will be executed at the launch of every "
"worker",
default=[None])
parser.add_argument('--debug',
help=argparse.SUPPRESS,
action='store_true')
parser.add_argument('--profile',
help=("Turn on the profiling. SCOOP will call "
"cProfile.run on the executable for every worker and"
" will produce files in directory profile/ named "
"workerX where X is the number of the worker."),
action='store_true')
parser.add_argument('--backend',
help="Choice of communication backend",
choices=['ZMQ', 'TCP'],
default='ZMQ')
parser.add_argument('executable',
nargs='?',
help='The executable to start with SCOOP')
parser.add_argument('args',
nargs=argparse.REMAINDER,
help='The arguments to pass to the executable',
default=[],
metavar="args")
return parser
def main():
"""Execution of the SCOOP module. Parses its command-line arguments and
launch needed resources."""
# Generate a argparse parser and parse the command-line arguments
parser = makeParser()
args = parser.parse_args()
# Get a list of resources to launch worker(s) on
hosts = utils.getHosts(args.hostfile, args.hosts)
if args.n:
n = args.n
else:
n = utils.getWorkerQte(hosts)
assert n > 0, ("Scoop couldn't determine the number of worker to start.\n"
"Use the '-n' flag to set it manually.")
if not args.external_hostname:
args.external_hostname = [utils.externalHostname(hosts)]
# Launch SCOOP
thisScoopApp = ScoopApp(hosts, n, args.b,
args.verbose if not args.quiet else 0,
args.python_interpreter,
args.external_hostname[0],
args.executable, args.args, args.tunnel,
args.path, args.debug, args.nice,
utils.getEnv(), args.profile, args.pythonpath[0],
args.prolog[0], args.backend)
rootTaskExitCode = False
interruptPreventer = Thread(target=thisScoopApp.close)
try:
rootTaskExitCode = thisScoopApp.run()
except Exception as e:
logging.error('Error while launching SCOOP subprocesses:')
logging.error(traceback.format_exc())
rootTaskExitCode = -1
finally:
# This should not be interrupted (ie. by a KeyboadInterrupt)
# The only cross-platform way to do it I found was by using a thread.
interruptPreventer.start()
interruptPreventer.join()
# Exit with the proper exit code
if rootTaskExitCode:
sys.exit(rootTaskExitCode)
if __name__ == "__main__":
main()
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