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ipcontrollerapp.py
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#!/usr/bin/env python
# encoding: utf-8
"""
The IPython controller application.
Authors:
* Brian Granger
* MinRK
"""
#-----------------------------------------------------------------------------
# Copyright (C) 2008-2011 The IPython Development Team
#
# Distributed under the terms of the BSD License. The full license is in
# the file COPYING, distributed as part of this software.
#-----------------------------------------------------------------------------
#-----------------------------------------------------------------------------
# Imports
#-----------------------------------------------------------------------------
from __future__ import with_statement
import os
import socket
import stat
import sys
import uuid
from multiprocessing import Process
import zmq
from zmq.devices import ProcessMonitoredQueue
from zmq.log.handlers import PUBHandler
from zmq.utils import jsonapi as json
from IPython.config.application import boolean_flag
from IPython.core.profiledir import ProfileDir
from IPython.parallel.apps.baseapp import (
BaseParallelApplication,
base_aliases,
base_flags,
)
from IPython.utils.importstring import import_item
from IPython.utils.traitlets import Instance, Unicode, Bool, List, Dict
# from IPython.parallel.controller.controller import ControllerFactory
from IPython.zmq.session import Session
from IPython.parallel.controller.heartmonitor import HeartMonitor
from IPython.parallel.controller.hub import HubFactory
from IPython.parallel.controller.scheduler import TaskScheduler,launch_scheduler
from IPython.parallel.controller.sqlitedb import SQLiteDB
from IPython.parallel.util import signal_children, split_url, asbytes
# conditional import of MongoDB backend class
try:
from IPython.parallel.controller.mongodb import MongoDB
except ImportError:
maybe_mongo = []
else:
maybe_mongo = [MongoDB]
#-----------------------------------------------------------------------------
# Module level variables
#-----------------------------------------------------------------------------
#: The default config file name for this application
default_config_file_name = u'ipcontroller_config.py'
_description = """Start the IPython controller for parallel computing.
The IPython controller provides a gateway between the IPython engines and
clients. The controller needs to be started before the engines and can be
configured using command line options or using a cluster directory. Cluster
directories contain config, log and security files and are usually located in
your ipython directory and named as "profile_name". See the `profile`
and `profile-dir` options for details.
"""
_examples = """
ipcontroller --ip=192.168.0.1 --port=1000 # listen on ip, port for engines
ipcontroller --scheme=pure # use the pure zeromq scheduler
"""
#-----------------------------------------------------------------------------
# The main application
#-----------------------------------------------------------------------------
flags = {}
flags.update(base_flags)
flags.update({
'usethreads' : ( {'IPControllerApp' : {'use_threads' : True}},
'Use threads instead of processes for the schedulers'),
'sqlitedb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.sqlitedb.SQLiteDB'}},
'use the SQLiteDB backend'),
'mongodb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.mongodb.MongoDB'}},
'use the MongoDB backend'),
'dictdb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.dictdb.DictDB'}},
'use the in-memory DictDB backend'),
'reuse' : ({'IPControllerApp' : {'reuse_files' : True}},
'reuse existing json connection files')
})
flags.update(boolean_flag('secure', 'IPControllerApp.secure',
"Use HMAC digests for authentication of messages.",
"Don't authenticate messages."
))
aliases = dict(
secure = 'IPControllerApp.secure',
ssh = 'IPControllerApp.ssh_server',
enginessh = 'IPControllerApp.engine_ssh_server',
location = 'IPControllerApp.location',
ident = 'Session.session',
user = 'Session.username',
keyfile = 'Session.keyfile',
url = 'HubFactory.url',
ip = 'HubFactory.ip',
transport = 'HubFactory.transport',
port = 'HubFactory.regport',
ping = 'HeartMonitor.period',
scheme = 'TaskScheduler.scheme_name',
hwm = 'TaskScheduler.hwm',
)
aliases.update(base_aliases)
class IPControllerApp(BaseParallelApplication):
name = u'ipcontroller'
description = _description
examples = _examples
config_file_name = Unicode(default_config_file_name)
classes = [ProfileDir, Session, HubFactory, TaskScheduler, HeartMonitor, SQLiteDB] + maybe_mongo
# change default to True
auto_create = Bool(True, config=True,
help="""Whether to create profile dir if it doesn't exist.""")
reuse_files = Bool(False, config=True,
help='Whether to reuse existing json connection files.'
)
secure = Bool(True, config=True,
help='Whether to use HMAC digests for extra message authentication.'
)
ssh_server = Unicode(u'', config=True,
help="""ssh url for clients to use when connecting to the Controller
processes. It should be of the form: [user@]server[:port]. The
Controller's listening addresses must be accessible from the ssh server""",
)
engine_ssh_server = Unicode(u'', config=True,
help="""ssh url for engines to use when connecting to the Controller
processes. It should be of the form: [user@]server[:port]. The
Controller's listening addresses must be accessible from the ssh server""",
)
location = Unicode(u'', config=True,
help="""The external IP or domain name of the Controller, used for disambiguating
engine and client connections.""",
)
import_statements = List([], config=True,
help="import statements to be run at startup. Necessary in some environments"
)
use_threads = Bool(False, config=True,
help='Use threads instead of processes for the schedulers',
)
# internal
children = List()
mq_class = Unicode('zmq.devices.ProcessMonitoredQueue')
def _use_threads_changed(self, name, old, new):
self.mq_class = 'zmq.devices.%sMonitoredQueue'%('Thread' if new else 'Process')
aliases = Dict(aliases)
flags = Dict(flags)
def save_connection_dict(self, fname, cdict):
"""save a connection dict to json file."""
c = self.config
url = cdict['url']
location = cdict['location']
if not location:
try:
proto,ip,port = split_url(url)
except AssertionError:
pass
else:
try:
location = socket.gethostbyname_ex(socket.gethostname())[2][-1]
except (socket.gaierror, IndexError):
self.log.warn("Could not identify this machine's IP, assuming 127.0.0.1."
" You may need to specify '--location=<external_ip_address>' to help"
" IPython decide when to connect via loopback.")
location = '127.0.0.1'
cdict['location'] = location
fname = os.path.join(self.profile_dir.security_dir, fname)
with open(fname, 'wb') as f:
f.write(json.dumps(cdict, indent=2))
os.chmod(fname, stat.S_IRUSR|stat.S_IWUSR)
def load_config_from_json(self):
"""load config from existing json connector files."""
c = self.config
# load from engine config
with open(os.path.join(self.profile_dir.security_dir, 'ipcontroller-engine.json')) as f:
cfg = json.loads(f.read())
key = c.Session.key = asbytes(cfg['exec_key'])
xport,addr = cfg['url'].split('://')
c.HubFactory.engine_transport = xport
ip,ports = addr.split(':')
c.HubFactory.engine_ip = ip
c.HubFactory.regport = int(ports)
self.location = cfg['location']
if not self.engine_ssh_server:
self.engine_ssh_server = cfg['ssh']
# load client config
with open(os.path.join(self.profile_dir.security_dir, 'ipcontroller-client.json')) as f:
cfg = json.loads(f.read())
assert key == cfg['exec_key'], "exec_key mismatch between engine and client keys"
xport,addr = cfg['url'].split('://')
c.HubFactory.client_transport = xport
ip,ports = addr.split(':')
c.HubFactory.client_ip = ip
if not self.ssh_server:
self.ssh_server = cfg['ssh']
assert int(ports) == c.HubFactory.regport, "regport mismatch"
def init_hub(self):
c = self.config
self.do_import_statements()
reusing = self.reuse_files
if reusing:
try:
self.load_config_from_json()
except (AssertionError,IOError):
reusing=False
# check again, because reusing may have failed:
if reusing:
pass
elif self.secure:
key = str(uuid.uuid4())
# keyfile = os.path.join(self.profile_dir.security_dir, self.exec_key)
# with open(keyfile, 'w') as f:
# f.write(key)
# os.chmod(keyfile, stat.S_IRUSR|stat.S_IWUSR)
c.Session.key = asbytes(key)
else:
key = c.Session.key = b''
try:
self.factory = HubFactory(config=c, log=self.log)
# self.start_logging()
self.factory.init_hub()
except:
self.log.error("Couldn't construct the Controller", exc_info=True)
self.exit(1)
if not reusing:
# save to new json config files
f = self.factory
cdict = {'exec_key' : key,
'ssh' : self.ssh_server,
'url' : "%s://%s:%s"%(f.client_transport, f.client_ip, f.regport),
'location' : self.location
}
self.save_connection_dict('ipcontroller-client.json', cdict)
edict = cdict
edict['url']="%s://%s:%s"%((f.client_transport, f.client_ip, f.regport))
edict['ssh'] = self.engine_ssh_server
self.save_connection_dict('ipcontroller-engine.json', edict)
#
def init_schedulers(self):
children = self.children
mq = import_item(str(self.mq_class))
hub = self.factory
# maybe_inproc = 'inproc://monitor' if self.use_threads else self.monitor_url
# IOPub relay (in a Process)
q = mq(zmq.PUB, zmq.SUB, zmq.PUB, b'N/A',b'iopub')
q.bind_in(hub.client_info['iopub'])
q.bind_out(hub.engine_info['iopub'])
q.setsockopt_out(zmq.SUBSCRIBE, b'')
q.connect_mon(hub.monitor_url)
q.daemon=True
children.append(q)
# Multiplexer Queue (in a Process)
q = mq(zmq.ROUTER, zmq.ROUTER, zmq.PUB, b'in', b'out')
q.bind_in(hub.client_info['mux'])
q.setsockopt_in(zmq.IDENTITY, b'mux')
q.bind_out(hub.engine_info['mux'])
q.connect_mon(hub.monitor_url)
q.daemon=True
children.append(q)
# Control Queue (in a Process)
q = mq(zmq.ROUTER, zmq.ROUTER, zmq.PUB, b'incontrol', b'outcontrol')
q.bind_in(hub.client_info['control'])
q.setsockopt_in(zmq.IDENTITY, b'control')
q.bind_out(hub.engine_info['control'])
q.connect_mon(hub.monitor_url)
q.daemon=True
children.append(q)
try:
scheme = self.config.TaskScheduler.scheme_name
except AttributeError:
scheme = TaskScheduler.scheme_name.get_default_value()
# Task Queue (in a Process)
if scheme == 'pure':
self.log.warn("task::using pure XREQ Task scheduler")
q = mq(zmq.ROUTER, zmq.DEALER, zmq.PUB, b'intask', b'outtask')
# q.setsockopt_out(zmq.HWM, hub.hwm)
q.bind_in(hub.client_info['task'][1])
q.setsockopt_in(zmq.IDENTITY, b'task')
q.bind_out(hub.engine_info['task'])
q.connect_mon(hub.monitor_url)
q.daemon=True
children.append(q)
elif scheme == 'none':
self.log.warn("task::using no Task scheduler")
else:
self.log.info("task::using Python %s Task scheduler"%scheme)
sargs = (hub.client_info['task'][1], hub.engine_info['task'],
hub.monitor_url, hub.client_info['notification'])
kwargs = dict(logname='scheduler', loglevel=self.log_level,
log_url = self.log_url, config=dict(self.config))
if 'Process' in self.mq_class:
# run the Python scheduler in a Process
q = Process(target=launch_scheduler, args=sargs, kwargs=kwargs)
q.daemon=True
children.append(q)
else:
# single-threaded Controller
kwargs['in_thread'] = True
launch_scheduler(*sargs, **kwargs)
def save_urls(self):
"""save the registration urls to files."""
c = self.config
sec_dir = self.profile_dir.security_dir
cf = self.factory
with open(os.path.join(sec_dir, 'ipcontroller-engine.url'), 'w') as f:
f.write("%s://%s:%s"%(cf.engine_transport, cf.engine_ip, cf.regport))
with open(os.path.join(sec_dir, 'ipcontroller-client.url'), 'w') as f:
f.write("%s://%s:%s"%(cf.client_transport, cf.client_ip, cf.regport))
def do_import_statements(self):
statements = self.import_statements
for s in statements:
try:
self.log.msg("Executing statement: '%s'" % s)
exec s in globals(), locals()
except:
self.log.msg("Error running statement: %s" % s)
def forward_logging(self):
if self.log_url:
self.log.info("Forwarding logging to %s"%self.log_url)
context = zmq.Context.instance()
lsock = context.socket(zmq.PUB)
lsock.connect(self.log_url)
handler = PUBHandler(lsock)
self.log.removeHandler(self._log_handler)
handler.root_topic = 'controller'
handler.setLevel(self.log_level)
self.log.addHandler(handler)
self._log_handler = handler
# #
def initialize(self, argv=None):
super(IPControllerApp, self).initialize(argv)
self.forward_logging()
self.init_hub()
self.init_schedulers()
def start(self):
# Start the subprocesses:
self.factory.start()
child_procs = []
for child in self.children:
child.start()
if isinstance(child, ProcessMonitoredQueue):
child_procs.append(child.launcher)
elif isinstance(child, Process):
child_procs.append(child)
if child_procs:
signal_children(child_procs)
self.write_pid_file(overwrite=True)
try:
self.factory.loop.start()
except KeyboardInterrupt:
self.log.critical("Interrupted, Exiting...\n")
def launch_new_instance():
"""Create and run the IPython controller"""
if sys.platform == 'win32':
# make sure we don't get called from a multiprocessing subprocess
# this can result in infinite Controllers being started on Windows
# which doesn't have a proper fork, so multiprocessing is wonky
# this only comes up when IPython has been installed using vanilla
# setuptools, and *not* distribute.
import multiprocessing
p = multiprocessing.current_process()
# the main process has name 'MainProcess'
# subprocesses will have names like 'Process-1'
if p.name != 'MainProcess':
# we are a subprocess, don't start another Controller!
return
app = IPControllerApp.instance()
app.initialize()
app.start()
if __name__ == '__main__':
launch_new_instance()