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#!/usr/bin/env python
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# encoding: utf-8
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"""
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The IPython controller application.
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Authors:
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* Brian Granger
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* MinRK
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"""
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#-----------------------------------------------------------------------------
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# Copyright (C) 2008 The IPython Development Team
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#
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# Distributed under the terms of the BSD License. The full license is in
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# the file COPYING, distributed as part of this software.
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#-----------------------------------------------------------------------------
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#-----------------------------------------------------------------------------
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# Imports
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#-----------------------------------------------------------------------------
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from __future__ import with_statement
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import json
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import os
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import stat
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import sys
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from multiprocessing import Process
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from signal import signal, SIGINT, SIGABRT, SIGTERM
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import zmq
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from zmq.devices import ProcessMonitoredQueue
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from zmq.log.handlers import PUBHandler
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from IPython.core.profiledir import ProfileDir
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from IPython.parallel.apps.baseapp import (
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BaseParallelApplication,
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base_aliases,
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base_flags,
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catch_config_error,
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)
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from IPython.utils.importstring import import_item
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from IPython.utils.localinterfaces import localhost, public_ips
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from IPython.utils.traitlets import Instance, Unicode, Bool, List, Dict, TraitError
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from IPython.kernel.zmq.session import (
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Session, session_aliases, session_flags, default_secure
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)
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from IPython.parallel.controller.heartmonitor import HeartMonitor
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from IPython.parallel.controller.hub import HubFactory
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from IPython.parallel.controller.scheduler import TaskScheduler,launch_scheduler
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from IPython.parallel.controller.dictdb import DictDB
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from IPython.parallel.util import split_url, disambiguate_url, set_hwm
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# conditional import of SQLiteDB / MongoDB backend class
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real_dbs = []
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try:
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from IPython.parallel.controller.sqlitedb import SQLiteDB
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except ImportError:
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pass
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else:
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real_dbs.append(SQLiteDB)
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try:
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from IPython.parallel.controller.mongodb import MongoDB
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except ImportError:
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pass
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else:
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real_dbs.append(MongoDB)
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#-----------------------------------------------------------------------------
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# Module level variables
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#-----------------------------------------------------------------------------
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_description = """Start the IPython controller for parallel computing.
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The IPython controller provides a gateway between the IPython engines and
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clients. The controller needs to be started before the engines and can be
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configured using command line options or using a cluster directory. Cluster
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directories contain config, log and security files and are usually located in
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your ipython directory and named as "profile_name". See the `profile`
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and `profile-dir` options for details.
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"""
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_examples = """
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ipcontroller --ip=192.168.0.1 --port=1000 # listen on ip, port for engines
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ipcontroller --scheme=pure # use the pure zeromq scheduler
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"""
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#-----------------------------------------------------------------------------
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# The main application
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#-----------------------------------------------------------------------------
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flags = {}
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flags.update(base_flags)
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flags.update({
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'usethreads' : ( {'IPControllerApp' : {'use_threads' : True}},
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'Use threads instead of processes for the schedulers'),
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'sqlitedb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.sqlitedb.SQLiteDB'}},
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'use the SQLiteDB backend'),
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'mongodb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.mongodb.MongoDB'}},
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'use the MongoDB backend'),
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'dictdb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.dictdb.DictDB'}},
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'use the in-memory DictDB backend'),
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'nodb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.dictdb.NoDB'}},
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"""use dummy DB backend, which doesn't store any information.
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This is the default as of IPython 0.13.
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To enable delayed or repeated retrieval of results from the Hub,
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select one of the true db backends.
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"""),
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'reuse' : ({'IPControllerApp' : {'reuse_files' : True}},
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'reuse existing json connection files'),
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'restore' : ({'IPControllerApp' : {'restore_engines' : True, 'reuse_files' : True}},
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'Attempt to restore engines from a JSON file. '
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'For use when resuming a crashed controller'),
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})
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flags.update(session_flags)
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aliases = dict(
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ssh = 'IPControllerApp.ssh_server',
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enginessh = 'IPControllerApp.engine_ssh_server',
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location = 'IPControllerApp.location',
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url = 'HubFactory.url',
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ip = 'HubFactory.ip',
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transport = 'HubFactory.transport',
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port = 'HubFactory.regport',
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ping = 'HeartMonitor.period',
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scheme = 'TaskScheduler.scheme_name',
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hwm = 'TaskScheduler.hwm',
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)
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aliases.update(base_aliases)
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aliases.update(session_aliases)
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class IPControllerApp(BaseParallelApplication):
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name = u'ipcontroller'
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description = _description
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examples = _examples
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classes = [ProfileDir, Session, HubFactory, TaskScheduler, HeartMonitor, DictDB] + real_dbs
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# change default to True
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auto_create = Bool(True, config=True,
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help="""Whether to create profile dir if it doesn't exist.""")
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reuse_files = Bool(False, config=True,
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help="""Whether to reuse existing json connection files.
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If False, connection files will be removed on a clean exit.
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"""
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)
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restore_engines = Bool(False, config=True,
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help="""Reload engine state from JSON file
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"""
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)
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ssh_server = Unicode(u'', config=True,
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help="""ssh url for clients to use when connecting to the Controller
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processes. It should be of the form: [user@]server[:port]. The
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Controller's listening addresses must be accessible from the ssh server""",
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)
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engine_ssh_server = Unicode(u'', config=True,
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help="""ssh url for engines to use when connecting to the Controller
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processes. It should be of the form: [user@]server[:port]. The
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Controller's listening addresses must be accessible from the ssh server""",
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)
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location = Unicode(u'', config=True,
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help="""The external IP or domain name of the Controller, used for disambiguating
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engine and client connections.""",
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)
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import_statements = List([], config=True,
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help="import statements to be run at startup. Necessary in some environments"
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)
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use_threads = Bool(False, config=True,
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help='Use threads instead of processes for the schedulers',
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)
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engine_json_file = Unicode('ipcontroller-engine.json', config=True,
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help="JSON filename where engine connection info will be stored.")
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client_json_file = Unicode('ipcontroller-client.json', config=True,
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help="JSON filename where client connection info will be stored.")
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def _cluster_id_changed(self, name, old, new):
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super(IPControllerApp, self)._cluster_id_changed(name, old, new)
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self.engine_json_file = "%s-engine.json" % self.name
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self.client_json_file = "%s-client.json" % self.name
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# internal
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children = List()
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mq_class = Unicode('zmq.devices.ProcessMonitoredQueue')
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def _use_threads_changed(self, name, old, new):
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self.mq_class = 'zmq.devices.%sMonitoredQueue'%('Thread' if new else 'Process')
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write_connection_files = Bool(True,
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help="""Whether to write connection files to disk.
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True in all cases other than runs with `reuse_files=True` *after the first*
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"""
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)
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aliases = Dict(aliases)
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flags = Dict(flags)
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def save_connection_dict(self, fname, cdict):
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"""save a connection dict to json file."""
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c = self.config
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url = cdict['registration']
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location = cdict['location']
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if not location:
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if public_ips():
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location = public_ips()[-1]
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else:
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self.log.warn("Could not identify this machine's IP, assuming %s."
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" You may need to specify '--location=<external_ip_address>' to help"
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" IPython decide when to connect via loopback." % localhost() )
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location = localhost()
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cdict['location'] = location
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fname = os.path.join(self.profile_dir.security_dir, fname)
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self.log.info("writing connection info to %s", fname)
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with open(fname, 'w') as f:
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f.write(json.dumps(cdict, indent=2))
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os.chmod(fname, stat.S_IRUSR|stat.S_IWUSR)
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def load_config_from_json(self):
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"""load config from existing json connector files."""
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c = self.config
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self.log.debug("loading config from JSON")
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# load engine config
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fname = os.path.join(self.profile_dir.security_dir, self.engine_json_file)
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self.log.info("loading connection info from %s", fname)
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with open(fname) as f:
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ecfg = json.loads(f.read())
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# json gives unicode, Session.key wants bytes
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c.Session.key = ecfg['key'].encode('ascii')
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xport,ip = ecfg['interface'].split('://')
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c.HubFactory.engine_ip = ip
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c.HubFactory.engine_transport = xport
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self.location = ecfg['location']
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if not self.engine_ssh_server:
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self.engine_ssh_server = ecfg['ssh']
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# load client config
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fname = os.path.join(self.profile_dir.security_dir, self.client_json_file)
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self.log.info("loading connection info from %s", fname)
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with open(fname) as f:
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ccfg = json.loads(f.read())
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for key in ('key', 'registration', 'pack', 'unpack', 'signature_scheme'):
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assert ccfg[key] == ecfg[key], "mismatch between engine and client info: %r" % key
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xport,addr = ccfg['interface'].split('://')
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c.HubFactory.client_transport = xport
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c.HubFactory.client_ip = ip
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if not self.ssh_server:
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self.ssh_server = ccfg['ssh']
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# load port config:
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c.HubFactory.regport = ecfg['registration']
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c.HubFactory.hb = (ecfg['hb_ping'], ecfg['hb_pong'])
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c.HubFactory.control = (ccfg['control'], ecfg['control'])
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c.HubFactory.mux = (ccfg['mux'], ecfg['mux'])
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c.HubFactory.task = (ccfg['task'], ecfg['task'])
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c.HubFactory.iopub = (ccfg['iopub'], ecfg['iopub'])
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c.HubFactory.notifier_port = ccfg['notification']
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def cleanup_connection_files(self):
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if self.reuse_files:
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self.log.debug("leaving JSON connection files for reuse")
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return
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self.log.debug("cleaning up JSON connection files")
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for f in (self.client_json_file, self.engine_json_file):
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f = os.path.join(self.profile_dir.security_dir, f)
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try:
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os.remove(f)
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except Exception as e:
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self.log.error("Failed to cleanup connection file: %s", e)
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else:
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self.log.debug(u"removed %s", f)
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def load_secondary_config(self):
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"""secondary config, loading from JSON and setting defaults"""
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if self.reuse_files:
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try:
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self.load_config_from_json()
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except (AssertionError,IOError) as e:
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self.log.error("Could not load config from JSON: %s" % e)
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else:
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# successfully loaded config from JSON, and reuse=True
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# no need to wite back the same file
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self.write_connection_files = False
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# switch Session.key default to secure
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default_secure(self.config)
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self.log.debug("Config changed")
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self.log.debug(repr(self.config))
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def init_hub(self):
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c = self.config
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self.do_import_statements()
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try:
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self.factory = HubFactory(config=c, log=self.log)
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# self.start_logging()
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self.factory.init_hub()
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except TraitError:
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raise
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except Exception:
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self.log.error("Couldn't construct the Controller", exc_info=True)
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self.exit(1)
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if self.write_connection_files:
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# save to new json config files
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f = self.factory
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base = {
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'key' : f.session.key.decode('ascii'),
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'location' : self.location,
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'pack' : f.session.packer,
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'unpack' : f.session.unpacker,
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'signature_scheme' : f.session.signature_scheme,
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}
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cdict = {'ssh' : self.ssh_server}
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cdict.update(f.client_info)
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cdict.update(base)
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self.save_connection_dict(self.client_json_file, cdict)
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edict = {'ssh' : self.engine_ssh_server}
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edict.update(f.engine_info)
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edict.update(base)
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self.save_connection_dict(self.engine_json_file, edict)
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fname = "engines%s.json" % self.cluster_id
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self.factory.hub.engine_state_file = os.path.join(self.profile_dir.log_dir, fname)
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if self.restore_engines:
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self.factory.hub._load_engine_state()
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def init_schedulers(self):
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children = self.children
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mq = import_item(str(self.mq_class))
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f = self.factory
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ident = f.session.bsession
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# disambiguate url, in case of *
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monitor_url = disambiguate_url(f.monitor_url)
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# maybe_inproc = 'inproc://monitor' if self.use_threads else monitor_url
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# IOPub relay (in a Process)
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q = mq(zmq.PUB, zmq.SUB, zmq.PUB, b'N/A',b'iopub')
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q.bind_in(f.client_url('iopub'))
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q.setsockopt_in(zmq.IDENTITY, ident + b"_iopub")
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q.bind_out(f.engine_url('iopub'))
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q.setsockopt_out(zmq.SUBSCRIBE, b'')
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q.connect_mon(monitor_url)
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q.daemon=True
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children.append(q)
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# Multiplexer Queue (in a Process)
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q = mq(zmq.ROUTER, zmq.ROUTER, zmq.PUB, b'in', b'out')
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q.bind_in(f.client_url('mux'))
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q.setsockopt_in(zmq.IDENTITY, b'mux_in')
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q.bind_out(f.engine_url('mux'))
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q.setsockopt_out(zmq.IDENTITY, b'mux_out')
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q.connect_mon(monitor_url)
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q.daemon=True
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children.append(q)
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# Control Queue (in a Process)
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q = mq(zmq.ROUTER, zmq.ROUTER, zmq.PUB, b'incontrol', b'outcontrol')
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q.bind_in(f.client_url('control'))
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q.setsockopt_in(zmq.IDENTITY, b'control_in')
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q.bind_out(f.engine_url('control'))
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q.setsockopt_out(zmq.IDENTITY, b'control_out')
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q.connect_mon(monitor_url)
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q.daemon=True
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children.append(q)
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if 'TaskScheduler.scheme_name' in self.config:
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scheme = self.config.TaskScheduler.scheme_name
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else:
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scheme = TaskScheduler.scheme_name.get_default_value()
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# Task Queue (in a Process)
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if scheme == 'pure':
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self.log.warn("task::using pure DEALER Task scheduler")
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q = mq(zmq.ROUTER, zmq.DEALER, zmq.PUB, b'intask', b'outtask')
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# q.setsockopt_out(zmq.HWM, hub.hwm)
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q.bind_in(f.client_url('task'))
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q.setsockopt_in(zmq.IDENTITY, b'task_in')
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q.bind_out(f.engine_url('task'))
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q.setsockopt_out(zmq.IDENTITY, b'task_out')
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q.connect_mon(monitor_url)
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q.daemon=True
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|
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 = (f.client_url('task'), f.engine_url('task'),
|
|
|
monitor_url, disambiguate_url(f.client_url('notification')),
|
|
|
disambiguate_url(f.client_url('registration')),
|
|
|
)
|
|
|
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)
|
|
|
|
|
|
# set unlimited HWM for all relay devices
|
|
|
if hasattr(zmq, 'SNDHWM'):
|
|
|
q = children[0]
|
|
|
q.setsockopt_in(zmq.RCVHWM, 0)
|
|
|
q.setsockopt_out(zmq.SNDHWM, 0)
|
|
|
|
|
|
for q in children[1:]:
|
|
|
if not hasattr(q, 'setsockopt_in'):
|
|
|
continue
|
|
|
q.setsockopt_in(zmq.SNDHWM, 0)
|
|
|
q.setsockopt_in(zmq.RCVHWM, 0)
|
|
|
q.setsockopt_out(zmq.SNDHWM, 0)
|
|
|
q.setsockopt_out(zmq.RCVHWM, 0)
|
|
|
q.setsockopt_mon(zmq.SNDHWM, 0)
|
|
|
|
|
|
|
|
|
def terminate_children(self):
|
|
|
child_procs = []
|
|
|
for child in self.children:
|
|
|
if isinstance(child, ProcessMonitoredQueue):
|
|
|
child_procs.append(child.launcher)
|
|
|
elif isinstance(child, Process):
|
|
|
child_procs.append(child)
|
|
|
if child_procs:
|
|
|
self.log.critical("terminating children...")
|
|
|
for child in child_procs:
|
|
|
try:
|
|
|
child.terminate()
|
|
|
except OSError:
|
|
|
# already dead
|
|
|
pass
|
|
|
|
|
|
def handle_signal(self, sig, frame):
|
|
|
self.log.critical("Received signal %i, shutting down", sig)
|
|
|
self.terminate_children()
|
|
|
self.loop.stop()
|
|
|
|
|
|
def init_signal(self):
|
|
|
for sig in (SIGINT, SIGABRT, SIGTERM):
|
|
|
signal(sig, self.handle_signal)
|
|
|
|
|
|
def do_import_statements(self):
|
|
|
statements = self.import_statements
|
|
|
for s in statements:
|
|
|
try:
|
|
|
self.log.msg("Executing statement: '%s'" % s)
|
|
|
exec(s, 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)
|
|
|
handler.root_topic = 'controller'
|
|
|
handler.setLevel(self.log_level)
|
|
|
self.log.addHandler(handler)
|
|
|
|
|
|
@catch_config_error
|
|
|
def initialize(self, argv=None):
|
|
|
super(IPControllerApp, self).initialize(argv)
|
|
|
self.forward_logging()
|
|
|
self.load_secondary_config()
|
|
|
self.init_hub()
|
|
|
self.init_schedulers()
|
|
|
|
|
|
def start(self):
|
|
|
# Start the subprocesses:
|
|
|
self.factory.start()
|
|
|
# children must be started before signals are setup,
|
|
|
# otherwise signal-handling will fire multiple times
|
|
|
for child in self.children:
|
|
|
child.start()
|
|
|
self.init_signal()
|
|
|
|
|
|
self.write_pid_file(overwrite=True)
|
|
|
|
|
|
try:
|
|
|
self.factory.loop.start()
|
|
|
except KeyboardInterrupt:
|
|
|
self.log.critical("Interrupted, Exiting...\n")
|
|
|
finally:
|
|
|
self.cleanup_connection_files()
|
|
|
|
|
|
|
|
|
def launch_new_instance(*args, **kwargs):
|
|
|
"""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
|
|
|
return IPControllerApp.launch_instance(*args, **kwargs)
|
|
|
|
|
|
|
|
|
if __name__ == '__main__':
|
|
|
launch_new_instance()
|
|
|
|
