stop using deprecated DelayedCallback

in favor of simpler IOLoop.add_timeout

It was added in pyzmq, but deprecated in pyzmq-13.

IPython/html/services/clusters/clustermanager.py

@@ -1,173 +1,174 b''
 """Manage IPython.parallel clusters in the notebook.
 
 Authors:
 
 * Brian Granger
 """
 
 #-----------------------------------------------------------------------------
 #  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 tornado import web
-from zmq.eventloop import ioloop
 
 from IPython.config.configurable import LoggingConfigurable
-from IPython.utils.traitlets import Dict, Instance, CFloat
+from IPython.utils.traitlets import Dict, Instance, Float
 from IPython.core.profileapp import list_profiles_in
 from IPython.core.profiledir import ProfileDir
 from IPython.utils import py3compat
 from IPython.utils.path import get_ipython_dir
 
 
 #-----------------------------------------------------------------------------
 # Classes
 #-----------------------------------------------------------------------------
 
 
 
 
 class ClusterManager(LoggingConfigurable):
 
     profiles = Dict()
 
-    delay = CFloat(1., config=True,
+    delay = Float(1., config=True,
         help="delay (in s) between starting the controller and the engines")
 
     loop = Instance('zmq.eventloop.ioloop.IOLoop')
     def _loop_default(self):
         from zmq.eventloop.ioloop import IOLoop
         return IOLoop.instance()
 
     def build_launchers(self, profile_dir):
         from IPython.parallel.apps.ipclusterapp import IPClusterStart
         
         class DummyIPClusterStart(IPClusterStart):
             """Dummy subclass to skip init steps that conflict with global app.
     
             Instantiating and initializing this class should result in fully configured
             launchers, but no other side effects or state.
             """
 
             def init_signal(self):
                 pass
             def reinit_logging(self):
                 pass
         
         starter = DummyIPClusterStart(log=self.log)
         starter.initialize(['--profile-dir', profile_dir])
         cl = starter.controller_launcher
         esl = starter.engine_launcher
         n = starter.n
         return cl, esl, n
 
     def get_profile_dir(self, name, path):
         p = ProfileDir.find_profile_dir_by_name(path,name=name)
         return p.location
 
     def update_profiles(self):
         """List all profiles in the ipython_dir and cwd.
         """
         for path in [get_ipython_dir(), py3compat.getcwd()]:
             for profile in list_profiles_in(path):
                 pd = self.get_profile_dir(profile, path)
                 if profile not in self.profiles:
                     self.log.debug("Adding cluster profile '%s'" % profile)
                     self.profiles[profile] = {
                         'profile': profile,
                         'profile_dir': pd,
                         'status': 'stopped'
                     }
 
     def list_profiles(self):
         self.update_profiles()
         # sorted list, but ensure that 'default' always comes first
         default_first = lambda name: name if name != 'default' else ''
         result = [self.profile_info(p) for p in sorted(self.profiles, key=default_first)]
         return result
 
     def check_profile(self, profile):
         if profile not in self.profiles:
             raise web.HTTPError(404, u'profile not found')
 
     def profile_info(self, profile):
         self.check_profile(profile)
         result = {}
         data = self.profiles.get(profile)
         result['profile'] = profile
         result['profile_dir'] = data['profile_dir']
         result['status'] = data['status']
         if 'n' in data:
             result['n'] = data['n']
         return result
 
     def start_cluster(self, profile, n=None):
         """Start a cluster for a given profile."""
         self.check_profile(profile)
         data = self.profiles[profile]
         if data['status'] == 'running':
             raise web.HTTPError(409, u'cluster already running')
         cl, esl, default_n = self.build_launchers(data['profile_dir'])
         n = n if n is not None else default_n
         def clean_data():
             data.pop('controller_launcher',None)
             data.pop('engine_set_launcher',None)
             data.pop('n',None)
             data['status'] = 'stopped'
         def engines_stopped(r):
             self.log.debug('Engines stopped')
             if cl.running:
                 cl.stop()
             clean_data()
         esl.on_stop(engines_stopped)
         def controller_stopped(r):
             self.log.debug('Controller stopped')
             if esl.running:
                 esl.stop()
             clean_data()
         cl.on_stop(controller_stopped)
-
-        dc = ioloop.DelayedCallback(lambda: cl.start(), 0, self.loop)
-        dc.start()
-        dc = ioloop.DelayedCallback(lambda: esl.start(n), 1000*self.delay, self.loop)
-        dc.start()
+        loop = self.loop
+        
+        def start():
+            """start the controller, then the engines after a delay"""
+            cl.start()
+            loop.add_timeout(self.loop.time() + self.delay, lambda : esl.start(n))
+        self.loop.add_callback(start)
 
         self.log.debug('Cluster started')
         data['controller_launcher'] = cl
         data['engine_set_launcher'] = esl
         data['n'] = n
         data['status'] = 'running'
         return self.profile_info(profile)
 
     def stop_cluster(self, profile):
         """Stop a cluster for a given profile."""
         self.check_profile(profile)
         data = self.profiles[profile]
         if data['status'] == 'stopped':
             raise web.HTTPError(409, u'cluster not running')
         data = self.profiles[profile]
         cl = data['controller_launcher']
         esl = data['engine_set_launcher']
         if cl.running:
             cl.stop()
         if esl.running:
             esl.stop()
         # Return a temp info dict, the real one is updated in the on_stop
         # logic above.
         result = {
             'profile': data['profile'],
             'profile_dir': data['profile_dir'],
             'status': 'stopped'
         }
         return result
 
     def stop_all_clusters(self):
         for p in self.profiles.keys():
             self.stop_cluster(p)

IPython/parallel/apps/baseapp.py

@@ -1,260 +1,242 b''
 # encoding: utf-8
 """
 The Base Application class for IPython.parallel apps
-
-Authors:
-
-* Brian Granger
-* Min RK
-
 """
 
-#-----------------------------------------------------------------------------
-#  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
-#-----------------------------------------------------------------------------
 
 import os
 import logging
 import re
 import sys
 
-from subprocess import Popen, PIPE
-
 from IPython.config.application import catch_config_error, LevelFormatter
 from IPython.core import release
 from IPython.core.crashhandler import CrashHandler
 from IPython.core.application import (
     BaseIPythonApplication,
     base_aliases as base_ip_aliases,
     base_flags as base_ip_flags
 )
 from IPython.utils.path import expand_path
 from IPython.utils.process import check_pid
 from IPython.utils import py3compat
 from IPython.utils.py3compat import unicode_type
 
 from IPython.utils.traitlets import Unicode, Bool, Instance, Dict
 
 #-----------------------------------------------------------------------------
 # Module errors
 #-----------------------------------------------------------------------------
 
 class PIDFileError(Exception):
     pass
 
 
 #-----------------------------------------------------------------------------
 # Crash handler for this application
 #-----------------------------------------------------------------------------
 
 class ParallelCrashHandler(CrashHandler):
     """sys.excepthook for IPython itself, leaves a detailed report on disk."""
 
     def __init__(self, app):
         contact_name = release.authors['Min'][0]
         contact_email = release.author_email
         bug_tracker = 'https://github.com/ipython/ipython/issues'
         super(ParallelCrashHandler,self).__init__(
             app, contact_name, contact_email, bug_tracker
         )
 
 
 #-----------------------------------------------------------------------------
 # Main application
 #-----------------------------------------------------------------------------
 base_aliases = {}
 base_aliases.update(base_ip_aliases)
 base_aliases.update({
     'work-dir' : 'BaseParallelApplication.work_dir',
     'log-to-file' : 'BaseParallelApplication.log_to_file',
     'clean-logs' : 'BaseParallelApplication.clean_logs',
     'log-url' : 'BaseParallelApplication.log_url',
     'cluster-id' : 'BaseParallelApplication.cluster_id',
 })
 
 base_flags = {
     'log-to-file' : (
         {'BaseParallelApplication' : {'log_to_file' : True}},
         "send log output to a file"
     )
 }
 base_flags.update(base_ip_flags)
 
 class BaseParallelApplication(BaseIPythonApplication):
     """The base Application for IPython.parallel apps
     
     Principle extensions to BaseIPyythonApplication:
     
     * work_dir
     * remote logging via pyzmq
     * IOLoop instance
     """
 
     crash_handler_class = ParallelCrashHandler
     
     def _log_level_default(self):
         # temporarily override default_log_level to INFO
         return logging.INFO
     
     def _log_format_default(self):
         """override default log format to include time"""
         return u"%(asctime)s.%(msecs).03d [%(name)s]%(highlevel)s %(message)s"
 
     work_dir = Unicode(py3compat.getcwd(), config=True,
         help='Set the working dir for the process.'
     )
     def _work_dir_changed(self, name, old, new):
         self.work_dir = unicode_type(expand_path(new))
 
     log_to_file = Bool(config=True,
         help="whether to log to a file")
 
     clean_logs = Bool(False, config=True,
         help="whether to cleanup old logfiles before starting")
 
     log_url = Unicode('', config=True,
         help="The ZMQ URL of the iplogger to aggregate logging.")
 
     cluster_id = Unicode('', config=True,
         help="""String id to add to runtime files, to prevent name collisions when
         using multiple clusters with a single profile simultaneously.
         
         When set, files will be named like: 'ipcontroller-<cluster_id>-engine.json'
         
         Since this is text inserted into filenames, typical recommendations apply:
         Simple character strings are ideal, and spaces are not recommended (but should
         generally work).
         """
     )
     def _cluster_id_changed(self, name, old, new):
         self.name = self.__class__.name
         if new:
             self.name += '-%s'%new
     
     def _config_files_default(self):
         return ['ipcontroller_config.py', 'ipengine_config.py', 'ipcluster_config.py']
     
     loop = Instance('zmq.eventloop.ioloop.IOLoop')
     def _loop_default(self):
         from zmq.eventloop.ioloop import IOLoop
         return IOLoop.instance()
 
     aliases = Dict(base_aliases)
     flags = Dict(base_flags)
     
     @catch_config_error
     def initialize(self, argv=None):
         """initialize the app"""
         super(BaseParallelApplication, self).initialize(argv)
         self.to_work_dir()
         self.reinit_logging()
         
     def to_work_dir(self):
         wd = self.work_dir
         if unicode_type(wd) != py3compat.getcwd():
             os.chdir(wd)
             self.log.info("Changing to working dir: %s" % wd)
         # This is the working dir by now.
         sys.path.insert(0, '')
 
     def reinit_logging(self):
         # Remove old log files
         log_dir = self.profile_dir.log_dir
         if self.clean_logs:
             for f in os.listdir(log_dir):
                 if re.match(r'%s-\d+\.(log|err|out)' % self.name, f):
                     try:
                         os.remove(os.path.join(log_dir, f))
                     except (OSError, IOError):
                         # probably just conflict from sibling process
                         # already removing it
                         pass
         if self.log_to_file:
             # Start logging to the new log file
             log_filename = self.name + u'-' + str(os.getpid()) + u'.log'
             logfile = os.path.join(log_dir, log_filename)
             open_log_file = open(logfile, 'w')
         else:
             open_log_file = None
         if open_log_file is not None:
             while self.log.handlers:
                 self.log.removeHandler(self.log.handlers[0])
             self._log_handler = logging.StreamHandler(open_log_file)
             self.log.addHandler(self._log_handler)
         else:
             self._log_handler = self.log.handlers[0]
         # Add timestamps to log format:
         self._log_formatter = LevelFormatter(self.log_format,
                                                 datefmt=self.log_datefmt)
         self._log_handler.setFormatter(self._log_formatter)
         # do not propagate log messages to root logger
         # ipcluster app will sometimes print duplicate messages during shutdown
         # if this is 1 (default):
         self.log.propagate = False
 
     def write_pid_file(self, overwrite=False):
         """Create a .pid file in the pid_dir with my pid.
 
         This must be called after pre_construct, which sets `self.pid_dir`.
         This raises :exc:`PIDFileError` if the pid file exists already.
         """
         pid_file = os.path.join(self.profile_dir.pid_dir, self.name + u'.pid')
         if os.path.isfile(pid_file):
             pid = self.get_pid_from_file()
             if not overwrite:
                 raise PIDFileError(
                     'The pid file [%s] already exists. \nThis could mean that this '
                     'server is already running with [pid=%s].' % (pid_file, pid)
                 )
         with open(pid_file, 'w') as f:
             self.log.info("Creating pid file: %s" % pid_file)
             f.write(repr(os.getpid())+'\n')
 
     def remove_pid_file(self):
         """Remove the pid file.
 
         This should be called at shutdown by registering a callback with
         :func:`reactor.addSystemEventTrigger`. This needs to return
         ``None``.
         """
         pid_file = os.path.join(self.profile_dir.pid_dir, self.name + u'.pid')
         if os.path.isfile(pid_file):
             try:
                 self.log.info("Removing pid file: %s" % pid_file)
                 os.remove(pid_file)
             except:
                 self.log.warn("Error removing the pid file: %s" % pid_file)
 
     def get_pid_from_file(self):
         """Get the pid from the pid file.
 
         If the  pid file doesn't exist a :exc:`PIDFileError` is raised.
         """
         pid_file = os.path.join(self.profile_dir.pid_dir, self.name + u'.pid')
         if os.path.isfile(pid_file):
             with open(pid_file, 'r') as f:
                 s = f.read().strip()
                 try:
                     pid = int(s)
                 except:
                     raise PIDFileError("invalid pid file: %s (contents: %r)"%(pid_file, s))
                 return pid
         else:
             raise PIDFileError('pid file not found: %s' % pid_file)
     
     def check_pid(self, pid):
         try:
             return check_pid(pid)
         except Exception:
             self.log.warn(
                 "Could not determine whether pid %i is running. "
                 " Making the likely assumption that it is."%pid
             )
             return True

IPython/parallel/apps/ipclusterapp.py

@@ -1,618 +1,596 b''
 #!/usr/bin/env python
 # encoding: utf-8
-"""
-The ipcluster application.
-
-Authors:
-
-* Brian Granger
-* MinRK
-
-"""
+"""The ipcluster application."""
 from __future__ import print_function
 
-#-----------------------------------------------------------------------------
-#  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
-#-----------------------------------------------------------------------------
-
 import errno
 import logging
 import os
 import re
 import signal
 
 from subprocess import check_call, CalledProcessError, PIPE
 import zmq
-from zmq.eventloop import ioloop
 
-from IPython.config.application import Application, boolean_flag, catch_config_error
+from IPython.config.application import catch_config_error
 from IPython.config.loader import Config
 from IPython.core.application import BaseIPythonApplication
 from IPython.core.profiledir import ProfileDir
 from IPython.utils.daemonize import daemonize
 from IPython.utils.importstring import import_item
 from IPython.utils.py3compat import string_types
 from IPython.utils.sysinfo import num_cpus
 from IPython.utils.traitlets import (Integer, Unicode, Bool, CFloat, Dict, List, Any,
                                         DottedObjectName)
 
 from IPython.parallel.apps.baseapp import (
     BaseParallelApplication,
     PIDFileError,
     base_flags, base_aliases
 )
 
 
 #-----------------------------------------------------------------------------
 # Module level variables
 #-----------------------------------------------------------------------------
 
 
 _description = """Start an IPython cluster for parallel computing.
 
 An IPython cluster consists of 1 controller and 1 or more engines.
 This command automates the startup of these processes using a wide range of
 startup methods (SSH, local processes, PBS, mpiexec, SGE, LSF, HTCondor,
 Windows HPC Server 2008). To start a cluster with 4 engines on your
 local host simply do 'ipcluster start --n=4'. For more complex usage
 you will typically do 'ipython profile create mycluster --parallel', then edit
 configuration files, followed by 'ipcluster start --profile=mycluster --n=4'.
 """
 
 _main_examples = """
 ipcluster start --n=4 # start a 4 node cluster on localhost
 ipcluster start -h    # show the help string for the start subcmd
 
 ipcluster stop -h     # show the help string for the stop subcmd
 ipcluster engines -h  # show the help string for the engines subcmd
 """
 
 _start_examples = """
 ipython profile create mycluster --parallel # create mycluster profile
 ipcluster start --profile=mycluster --n=4   # start mycluster with 4 nodes
 """
 
 _stop_examples = """
 ipcluster stop --profile=mycluster  # stop a running cluster by profile name
 """
 
 _engines_examples = """
 ipcluster engines --profile=mycluster --n=4  # start 4 engines only
 """
 
 
 # Exit codes for ipcluster
 
 # This will be the exit code if the ipcluster appears to be running because
 # a .pid file exists
 ALREADY_STARTED = 10
 
 
 # This will be the exit code if ipcluster stop is run, but there is not .pid
 # file to be found.
 ALREADY_STOPPED = 11
 
 # This will be the exit code if ipcluster engines is run, but there is not .pid
 # file to be found.
 NO_CLUSTER = 12
 
 
 #-----------------------------------------------------------------------------
 # Utilities
 #-----------------------------------------------------------------------------
 
 def find_launcher_class(clsname, kind):
     """Return a launcher for a given clsname and kind.
 
     Parameters
     ==========
     clsname : str
         The full name of the launcher class, either with or without the
         module path, or an abbreviation (MPI, SSH, SGE, PBS, LSF, HTCondor
         WindowsHPC).
     kind : str
         Either 'EngineSet' or 'Controller'.
     """
     if '.' not in clsname:
         # not a module, presume it's the raw name in apps.launcher
         if kind and kind not in clsname:
             # doesn't match necessary full class name, assume it's
             # just 'PBS' or 'MPI' etc prefix:
             clsname = clsname + kind + 'Launcher'
         clsname = 'IPython.parallel.apps.launcher.'+clsname
     klass = import_item(clsname)
     return klass
 
 #-----------------------------------------------------------------------------
 # Main application
 #-----------------------------------------------------------------------------
 
 start_help = """Start an IPython cluster for parallel computing
 
 Start an ipython cluster by its profile name or cluster
 directory. Cluster directories contain configuration, log and
 security related files and are named using the convention
 'profile_<name>' and should be creating using the 'start'
 subcommand of 'ipcluster'. If your cluster directory is in
 the cwd or the ipython directory, you can simply refer to it
 using its profile name, 'ipcluster start --n=4 --profile=<profile>`,
 otherwise use the 'profile-dir' option.
 """
 stop_help = """Stop a running IPython cluster
 
 Stop a running ipython cluster by its profile name or cluster
 directory. Cluster directories are named using the convention
 'profile_<name>'. If your cluster directory is in
 the cwd or the ipython directory, you can simply refer to it
 using its profile name, 'ipcluster stop --profile=<profile>`, otherwise
 use the '--profile-dir' option.
 """
 engines_help = """Start engines connected to an existing IPython cluster
 
 Start one or more engines to connect to an existing Cluster
 by profile name or cluster directory.
 Cluster directories contain configuration, log and
 security related files and are named using the convention
 'profile_<name>' and should be creating using the 'start'
 subcommand of 'ipcluster'. If your cluster directory is in
 the cwd or the ipython directory, you can simply refer to it
 using its profile name, 'ipcluster engines --n=4 --profile=<profile>`,
 otherwise use the 'profile-dir' option.
 """
 stop_aliases = dict(
     signal='IPClusterStop.signal',
 )
 stop_aliases.update(base_aliases)
 
 class IPClusterStop(BaseParallelApplication):
     name = u'ipcluster'
     description = stop_help
     examples = _stop_examples
 
     signal = Integer(signal.SIGINT, config=True,
         help="signal to use for stopping processes.")
 
     aliases = Dict(stop_aliases)
 
     def start(self):
         """Start the app for the stop subcommand."""
         try:
             pid = self.get_pid_from_file()
         except PIDFileError:
             self.log.critical(
                 'Could not read pid file, cluster is probably not running.'
             )
             # Here I exit with a unusual exit status that other processes
             # can watch for to learn how I existed.
             self.remove_pid_file()
             self.exit(ALREADY_STOPPED)
 
         if not self.check_pid(pid):
             self.log.critical(
                 'Cluster [pid=%r] is not running.' % pid
             )
             self.remove_pid_file()
             # Here I exit with a unusual exit status that other processes
             # can watch for to learn how I existed.
             self.exit(ALREADY_STOPPED)
 
         elif os.name=='posix':
             sig = self.signal
             self.log.info(
                 "Stopping cluster [pid=%r] with [signal=%r]" % (pid, sig)
             )
             try:
                 os.kill(pid, sig)
             except OSError:
                 self.log.error("Stopping cluster failed, assuming already dead.",
                     exc_info=True)
                 self.remove_pid_file()
         elif os.name=='nt':
             try:
                 # kill the whole tree
                 p = check_call(['taskkill', '-pid', str(pid), '-t', '-f'], stdout=PIPE,stderr=PIPE)
             except (CalledProcessError, OSError):
                 self.log.error("Stopping cluster failed, assuming already dead.",
                     exc_info=True)
             self.remove_pid_file()
 
 engine_aliases = {}
 engine_aliases.update(base_aliases)
 engine_aliases.update(dict(
     n='IPClusterEngines.n',
     engines = 'IPClusterEngines.engine_launcher_class',
     daemonize = 'IPClusterEngines.daemonize',
 ))
 engine_flags = {}
 engine_flags.update(base_flags)
 
 engine_flags.update(dict(
     daemonize=(
         {'IPClusterEngines' : {'daemonize' : True}},
         """run the cluster into the background (not available on Windows)""",
     )
 ))
 class IPClusterEngines(BaseParallelApplication):
 
     name = u'ipcluster'
     description = engines_help
     examples = _engines_examples
     usage = None
     default_log_level = logging.INFO
     classes = List()
     def _classes_default(self):
         from IPython.parallel.apps import launcher
         launchers = launcher.all_launchers
         eslaunchers = [ l for l in launchers if 'EngineSet' in l.__name__]
         return [ProfileDir]+eslaunchers
 
     n = Integer(num_cpus(), config=True,
         help="""The number of engines to start. The default is to use one for each
         CPU on your machine""")
 
     engine_launcher = Any(config=True, help="Deprecated, use engine_launcher_class")
     def _engine_launcher_changed(self, name, old, new):
         if isinstance(new, string_types):
             self.log.warn("WARNING: %s.engine_launcher is deprecated as of 0.12,"
                     " use engine_launcher_class" % self.__class__.__name__)
             self.engine_launcher_class = new
     engine_launcher_class = DottedObjectName('LocalEngineSetLauncher',
         config=True,
         help="""The class for launching a set of Engines. Change this value
         to use various batch systems to launch your engines, such as PBS,SGE,MPI,etc.
         Each launcher class has its own set of configuration options, for making sure
         it will work in your environment.
 
         You can also write your own launcher, and specify it's absolute import path,
         as in 'mymodule.launcher.FTLEnginesLauncher`.
 
         IPython's bundled examples include:
 
             Local : start engines locally as subprocesses [default]
             MPI : use mpiexec to launch engines in an MPI environment
             PBS : use PBS (qsub) to submit engines to a batch queue
             SGE : use SGE (qsub) to submit engines to a batch queue
             LSF : use LSF (bsub) to submit engines to a batch queue
             SSH : use SSH to start the controller
                         Note that SSH does *not* move the connection files
                         around, so you will likely have to do this manually
                         unless the machines are on a shared file system.
             HTCondor : use HTCondor to submit engines to a batch queue
             WindowsHPC : use Windows HPC
 
         If you are using one of IPython's builtin launchers, you can specify just the
         prefix, e.g:
 
             c.IPClusterEngines.engine_launcher_class = 'SSH'
 
         or:
 
             ipcluster start --engines=MPI
 
         """
         )
     daemonize = Bool(False, config=True,
         help="""Daemonize the ipcluster program. This implies --log-to-file.
         Not available on Windows.
         """)
 
     def _daemonize_changed(self, name, old, new):
         if new:
             self.log_to_file = True
 
     early_shutdown = Integer(30, config=True, help="The timeout (in seconds)")
     _stopping = False
     
     aliases = Dict(engine_aliases)
     flags = Dict(engine_flags)
 
     @catch_config_error
     def initialize(self, argv=None):
         super(IPClusterEngines, self).initialize(argv)
         self.init_signal()
         self.init_launchers()
 
     def init_launchers(self):
         self.engine_launcher = self.build_launcher(self.engine_launcher_class, 'EngineSet')
 
     def init_signal(self):
         # Setup signals
         signal.signal(signal.SIGINT, self.sigint_handler)
 
     def build_launcher(self, clsname, kind=None):
         """import and instantiate a Launcher based on importstring"""
         try:
             klass = find_launcher_class(clsname, kind)
         except (ImportError, KeyError):
             self.log.fatal("Could not import launcher class: %r"%clsname)
             self.exit(1)
 
         launcher = klass(
             work_dir=u'.', parent=self, log=self.log,
             profile_dir=self.profile_dir.location, cluster_id=self.cluster_id,
         )
         return launcher
 
     def engines_started_ok(self):
         self.log.info("Engines appear to have started successfully")
         self.early_shutdown = 0
     
     def start_engines(self):
         # Some EngineSetLaunchers ignore `n` and use their own engine count, such as SSH:
         n = getattr(self.engine_launcher, 'engine_count', self.n)
         self.log.info("Starting %s Engines with %s", n, self.engine_launcher_class)
         try:
             self.engine_launcher.start(self.n)
         except:
             self.log.exception("Engine start failed")
             raise
         self.engine_launcher.on_stop(self.engines_stopped_early)
         if self.early_shutdown:
-            ioloop.DelayedCallback(self.engines_started_ok, self.early_shutdown*1000, self.loop).start()
+            self.loop.add_timeout(self.loop.time() + self.early_shutdown, self.engines_started_ok)
 
     def engines_stopped_early(self, r):
         if self.early_shutdown and not self._stopping:
             self.log.error("""
             Engines shutdown early, they probably failed to connect.
             
             Check the engine log files for output.
             
             If your controller and engines are not on the same machine, you probably
             have to instruct the controller to listen on an interface other than localhost.
             
             You can set this by adding "--ip='*'" to your ControllerLauncher.controller_args.
             
             Be sure to read our security docs before instructing your controller to listen on
             a public interface.
             """)
             self.stop_launchers()
         
         return self.engines_stopped(r)
     
     def engines_stopped(self, r):
         return self.loop.stop()
 
     def stop_engines(self):
         if self.engine_launcher.running:
             self.log.info("Stopping Engines...")
             d = self.engine_launcher.stop()
             return d
         else:
             return None
 
     def stop_launchers(self, r=None):
         if not self._stopping:
             self._stopping = True
             self.log.error("IPython cluster: stopping")
             self.stop_engines()
             # Wait a few seconds to let things shut down.
-            dc = ioloop.DelayedCallback(self.loop.stop, 3000, self.loop)
-            dc.start()
+            self.loop.add_timeout(self.loop.time() + 3, self.loop.stop)
 
     def sigint_handler(self, signum, frame):
         self.log.debug("SIGINT received, stopping launchers...")
         self.stop_launchers()
 
     def start_logging(self):
         # Remove old log files of the controller and engine
         if self.clean_logs:
             log_dir = self.profile_dir.log_dir
             for f in os.listdir(log_dir):
                 if re.match(r'ip(engine|controller)-.+\.(log|err|out)',f):
                     os.remove(os.path.join(log_dir, f))
 
     def start(self):
         """Start the app for the engines subcommand."""
         self.log.info("IPython cluster: started")
         # First see if the cluster is already running
 
         # Now log and daemonize
         self.log.info(
             'Starting engines with [daemon=%r]' % self.daemonize
         )
         # TODO: Get daemonize working on Windows or as a Windows Server.
         if self.daemonize:
             if os.name=='posix':
                 daemonize()
-
-        dc = ioloop.DelayedCallback(self.start_engines, 0, self.loop)
-        dc.start()
+        
+        self.loop.add_callback(self.start_engines)
         # Now write the new pid file AFTER our new forked pid is active.
         # self.write_pid_file()
         try:
             self.loop.start()
         except KeyboardInterrupt:
             pass
         except zmq.ZMQError as e:
             if e.errno == errno.EINTR:
                 pass
             else:
                 raise
 
 start_aliases = {}
 start_aliases.update(engine_aliases)
 start_aliases.update(dict(
     delay='IPClusterStart.delay',
     controller = 'IPClusterStart.controller_launcher_class',
 ))
 start_aliases['clean-logs'] = 'IPClusterStart.clean_logs'
 
 class IPClusterStart(IPClusterEngines):
 
     name = u'ipcluster'
     description = start_help
     examples = _start_examples
     default_log_level = logging.INFO
     auto_create = Bool(True, config=True,
         help="whether to create the profile_dir if it doesn't exist")
     classes = List()
     def _classes_default(self,):
         from IPython.parallel.apps import launcher
         return [ProfileDir] + [IPClusterEngines] + launcher.all_launchers
 
     clean_logs = Bool(True, config=True,
         help="whether to cleanup old logs before starting")
 
     delay = CFloat(1., config=True,
         help="delay (in s) between starting the controller and the engines")
 
     controller_launcher = Any(config=True, help="Deprecated, use controller_launcher_class")
     def _controller_launcher_changed(self, name, old, new):
         if isinstance(new, string_types):
             # old 0.11-style config
             self.log.warn("WARNING: %s.controller_launcher is deprecated as of 0.12,"
                     " use controller_launcher_class" % self.__class__.__name__)
             self.controller_launcher_class = new
     controller_launcher_class = DottedObjectName('LocalControllerLauncher',
         config=True,
         help="""The class for launching a Controller. Change this value if you want
         your controller to also be launched by a batch system, such as PBS,SGE,MPI,etc.
 
         Each launcher class has its own set of configuration options, for making sure
         it will work in your environment.
         
         Note that using a batch launcher for the controller *does not* put it
         in the same batch job as the engines, so they will still start separately.
 
         IPython's bundled examples include:
 
             Local : start engines locally as subprocesses
             MPI : use mpiexec to launch the controller in an MPI universe
             PBS : use PBS (qsub) to submit the controller to a batch queue
             SGE : use SGE (qsub) to submit the controller to a batch queue
             LSF : use LSF (bsub) to submit the controller to a batch queue
             HTCondor : use HTCondor to submit the controller to a batch queue
             SSH : use SSH to start the controller
             WindowsHPC : use Windows HPC
 
         If you are using one of IPython's builtin launchers, you can specify just the
         prefix, e.g:
 
             c.IPClusterStart.controller_launcher_class = 'SSH'
 
         or:
 
             ipcluster start --controller=MPI
 
         """
         )
     reset = Bool(False, config=True,
         help="Whether to reset config files as part of '--create'."
         )
 
     # flags = Dict(flags)
     aliases = Dict(start_aliases)
 
     def init_launchers(self):
         self.controller_launcher = self.build_launcher(self.controller_launcher_class, 'Controller')
         self.engine_launcher = self.build_launcher(self.engine_launcher_class, 'EngineSet')
     
     def engines_stopped(self, r):
         """prevent parent.engines_stopped from stopping everything on engine shutdown"""
         pass
     
     def start_controller(self):
         self.log.info("Starting Controller with %s", self.controller_launcher_class)
         self.controller_launcher.on_stop(self.stop_launchers)
         try:
             self.controller_launcher.start()
         except:
             self.log.exception("Controller start failed")
             raise
 
     def stop_controller(self):
         # self.log.info("In stop_controller")
         if self.controller_launcher and self.controller_launcher.running:
             return self.controller_launcher.stop()
 
     def stop_launchers(self, r=None):
         if not self._stopping:
             self.stop_controller()
             super(IPClusterStart, self).stop_launchers()
 
     def start(self):
         """Start the app for the start subcommand."""
         # First see if the cluster is already running
         try:
             pid = self.get_pid_from_file()
         except PIDFileError:
             pass
         else:
             if self.check_pid(pid):
                 self.log.critical(
                     'Cluster is already running with [pid=%s]. '
                     'use "ipcluster stop" to stop the cluster.' % pid
                 )
                 # Here I exit with a unusual exit status that other processes
                 # can watch for to learn how I existed.
                 self.exit(ALREADY_STARTED)
             else:
                 self.remove_pid_file()
 
 
         # Now log and daemonize
         self.log.info(
             'Starting ipcluster with [daemon=%r]' % self.daemonize
         )
         # TODO: Get daemonize working on Windows or as a Windows Server.
         if self.daemonize:
             if os.name=='posix':
                 daemonize()
-
-        dc = ioloop.DelayedCallback(self.start_controller, 0, self.loop)
-        dc.start()
-        dc = ioloop.DelayedCallback(self.start_engines, 1000*self.delay, self.loop)
-        dc.start()
+        
+        def start():
+            self.start_controller()
+            self.loop.add_timeout(self.loop.time() + self.delay, self.start_engines)
+        self.loop.add_callback(start)
         # Now write the new pid file AFTER our new forked pid is active.
         self.write_pid_file()
         try:
             self.loop.start()
         except KeyboardInterrupt:
             pass
         except zmq.ZMQError as e:
             if e.errno == errno.EINTR:
                 pass
             else:
                 raise
         finally:
             self.remove_pid_file()
 
 base='IPython.parallel.apps.ipclusterapp.IPCluster'
 
 class IPClusterApp(BaseIPythonApplication):
     name = u'ipcluster'
     description = _description
     examples = _main_examples
 
     subcommands = {
                 'start' : (base+'Start', start_help),
                 'stop' : (base+'Stop', stop_help),
                 'engines' : (base+'Engines', engines_help),
     }
 
     # no aliases or flags for parent App
     aliases = Dict()
     flags = Dict()
 
     def start(self):
         if self.subapp is None:
             print("No subcommand specified. Must specify one of: %s"%(self.subcommands.keys()))
             print()
             self.print_description()
             self.print_subcommands()
             self.exit(1)
         else:
             return self.subapp.start()
 
 launch_new_instance = IPClusterApp.launch_instance
 
 if __name__ == '__main__':
     launch_new_instance()
 

IPython/parallel/apps/launcher.py

@@ -1,1447 +1,1446 b''
 # encoding: utf-8
 """Facilities for launching IPython processes asynchronously."""
 
 # Copyright (c) IPython Development Team.
 # Distributed under the terms of the Modified BSD License.
 
 import copy
 import logging
 import os
 import pipes
 import stat
 import sys
 import time
 
 # signal imports, handling various platforms, versions
 
 from signal import SIGINT, SIGTERM
 try:
     from signal import SIGKILL
 except ImportError:
     # Windows
     SIGKILL=SIGTERM
 
 try:
     # Windows >= 2.7, 3.2
     from signal import CTRL_C_EVENT as SIGINT
 except ImportError:
     pass
 
 from subprocess import Popen, PIPE, STDOUT
 try:
     from subprocess import check_output
 except ImportError:
     # pre-2.7, define check_output with Popen
     def check_output(*args, **kwargs):
         kwargs.update(dict(stdout=PIPE))
         p = Popen(*args, **kwargs)
         out,err = p.communicate()
         return out
 
 from zmq.eventloop import ioloop
 
 from IPython.config.application import Application
 from IPython.config.configurable import LoggingConfigurable
 from IPython.utils.text import EvalFormatter
 from IPython.utils.traitlets import (
     Any, Integer, CFloat, List, Unicode, Dict, Instance, HasTraits, CRegExp
 )
 from IPython.utils.encoding import DEFAULT_ENCODING
 from IPython.utils.path import get_home_dir, ensure_dir_exists
 from IPython.utils.process import find_cmd, FindCmdError
 from IPython.utils.py3compat import iteritems, itervalues
 
 from .win32support import forward_read_events
 
 from .winhpcjob import IPControllerTask, IPEngineTask, IPControllerJob, IPEngineSetJob
 
 WINDOWS = os.name == 'nt'
 
 #-----------------------------------------------------------------------------
 # Paths to the kernel apps
 #-----------------------------------------------------------------------------
 
 ipcluster_cmd_argv = [sys.executable, "-m", "IPython.parallel.cluster"]
 
 ipengine_cmd_argv = [sys.executable, "-m", "IPython.parallel.engine"]
 
 ipcontroller_cmd_argv = [sys.executable, "-m", "IPython.parallel.controller"]
 
 if WINDOWS and sys.version_info < (3,):
     # `python -m package` doesn't work on Windows Python 2,
     # but `python -m module` does.
     ipengine_cmd_argv = [sys.executable, "-m", "IPython.parallel.apps.ipengineapp"]
     ipcontroller_cmd_argv = [sys.executable, "-m", "IPython.parallel.apps.ipcontrollerapp"]
 
 #-----------------------------------------------------------------------------
 # Base launchers and errors
 #-----------------------------------------------------------------------------
 
 class LauncherError(Exception):
     pass
 
 
 class ProcessStateError(LauncherError):
     pass
 
 
 class UnknownStatus(LauncherError):
     pass
 
 
 class BaseLauncher(LoggingConfigurable):
     """An asbtraction for starting, stopping and signaling a process."""
 
     # In all of the launchers, the work_dir is where child processes will be
     # run. This will usually be the profile_dir, but may not be. any work_dir
     # passed into the __init__ method will override the config value.
     # This should not be used to set the work_dir for the actual engine
     # and controller. Instead, use their own config files or the
     # controller_args, engine_args attributes of the launchers to add
     # the work_dir option.
     work_dir = Unicode(u'.')
     loop = Instance('zmq.eventloop.ioloop.IOLoop')
 
     start_data = Any()
     stop_data = Any()
 
     def _loop_default(self):
         return ioloop.IOLoop.instance()
 
     def __init__(self, work_dir=u'.', config=None, **kwargs):
         super(BaseLauncher, self).__init__(work_dir=work_dir, config=config, **kwargs)
         self.state = 'before' # can be before, running, after
         self.stop_callbacks = []
         self.start_data = None
         self.stop_data = None
 
     @property
     def args(self):
         """A list of cmd and args that will be used to start the process.
 
         This is what is passed to :func:`spawnProcess` and the first element
         will be the process name.
         """
         return self.find_args()
 
     def find_args(self):
         """The ``.args`` property calls this to find the args list.
 
         Subcommand should implement this to construct the cmd and args.
         """
         raise NotImplementedError('find_args must be implemented in a subclass')
 
     @property
     def arg_str(self):
         """The string form of the program arguments."""
         return ' '.join(self.args)
 
     @property
     def running(self):
         """Am I running."""
         if self.state == 'running':
             return True
         else:
             return False
 
     def start(self):
         """Start the process."""
         raise NotImplementedError('start must be implemented in a subclass')
 
     def stop(self):
         """Stop the process and notify observers of stopping.
 
         This method will return None immediately.
         To observe the actual process stopping, see :meth:`on_stop`.
         """
         raise NotImplementedError('stop must be implemented in a subclass')
 
     def on_stop(self, f):
         """Register a callback to be called with this Launcher's stop_data
         when the process actually finishes.
         """
         if self.state=='after':
             return f(self.stop_data)
         else:
             self.stop_callbacks.append(f)
 
     def notify_start(self, data):
         """Call this to trigger startup actions.
 
         This logs the process startup and sets the state to 'running'.  It is
         a pass-through so it can be used as a callback.
         """
 
         self.log.debug('Process %r started: %r', self.args[0], data)
         self.start_data = data
         self.state = 'running'
         return data
 
     def notify_stop(self, data):
         """Call this to trigger process stop actions.
 
         This logs the process stopping and sets the state to 'after'. Call
         this to trigger callbacks registered via :meth:`on_stop`."""
 
         self.log.debug('Process %r stopped: %r', self.args[0], data)
         self.stop_data = data
         self.state = 'after'
         for i in range(len(self.stop_callbacks)):
             d = self.stop_callbacks.pop()
             d(data)
         return data
 
     def signal(self, sig):
         """Signal the process.
 
         Parameters
         ----------
         sig : str or int
             'KILL', 'INT', etc., or any signal number
         """
         raise NotImplementedError('signal must be implemented in a subclass')
 
 class ClusterAppMixin(HasTraits):
     """MixIn for cluster args as traits"""
     profile_dir=Unicode('')
     cluster_id=Unicode('')
 
     @property
     def cluster_args(self):
         return ['--profile-dir', self.profile_dir, '--cluster-id', self.cluster_id]
 
 class ControllerMixin(ClusterAppMixin):
     controller_cmd = List(ipcontroller_cmd_argv, config=True,
         help="""Popen command to launch ipcontroller.""")
     # Command line arguments to ipcontroller.
     controller_args = List(['--log-to-file','--log-level=%i' % logging.INFO], config=True,
         help="""command-line args to pass to ipcontroller""")
 
 class EngineMixin(ClusterAppMixin):
     engine_cmd = List(ipengine_cmd_argv, config=True,
         help="""command to launch the Engine.""")
     # Command line arguments for ipengine.
     engine_args = List(['--log-to-file','--log-level=%i' % logging.INFO], config=True,
         help="command-line arguments to pass to ipengine"
     )
 
 
 #-----------------------------------------------------------------------------
 # Local process launchers
 #-----------------------------------------------------------------------------
 
 
 class LocalProcessLauncher(BaseLauncher):
     """Start and stop an external process in an asynchronous manner.
 
     This will launch the external process with a working directory of
     ``self.work_dir``.
     """
 
     # This is used to to construct self.args, which is passed to
     # spawnProcess.
     cmd_and_args = List([])
     poll_frequency = Integer(100) # in ms
 
     def __init__(self, work_dir=u'.', config=None, **kwargs):
         super(LocalProcessLauncher, self).__init__(
             work_dir=work_dir, config=config, **kwargs
         )
         self.process = None
         self.poller = None
 
     def find_args(self):
         return self.cmd_and_args
 
     def start(self):
         self.log.debug("Starting %s: %r", self.__class__.__name__, self.args)
         if self.state == 'before':
             self.process = Popen(self.args,
                 stdout=PIPE,stderr=PIPE,stdin=PIPE,
                 env=os.environ,
                 cwd=self.work_dir
             )
             if WINDOWS:
                 self.stdout = forward_read_events(self.process.stdout)
                 self.stderr = forward_read_events(self.process.stderr)
             else:
                 self.stdout = self.process.stdout.fileno()
                 self.stderr = self.process.stderr.fileno()
             self.loop.add_handler(self.stdout, self.handle_stdout, self.loop.READ)
             self.loop.add_handler(self.stderr, self.handle_stderr, self.loop.READ)
             self.poller = ioloop.PeriodicCallback(self.poll, self.poll_frequency, self.loop)
             self.poller.start()
             self.notify_start(self.process.pid)
         else:
             s = 'The process was already started and has state: %r' % self.state
             raise ProcessStateError(s)
 
     def stop(self):
         return self.interrupt_then_kill()
 
     def signal(self, sig):
         if self.state == 'running':
             if WINDOWS and sig != SIGINT:
                 # use Windows tree-kill for better child cleanup
                 check_output(['taskkill', '-pid', str(self.process.pid), '-t', '-f'])
             else:
                 self.process.send_signal(sig)
 
     def interrupt_then_kill(self, delay=2.0):
         """Send INT, wait a delay and then send KILL."""
         try:
             self.signal(SIGINT)
         except Exception:
             self.log.debug("interrupt failed")
             pass
-        self.killer  = ioloop.DelayedCallback(lambda : self.signal(SIGKILL), delay*1000, self.loop)
-        self.killer.start()
+        self.killer  = self.loop.add_timeout(self.loop.time() + delay, lambda : self.signal(SIGKILL))
 
     # callbacks, etc:
 
     def handle_stdout(self, fd, events):
         if WINDOWS:
             line = self.stdout.recv()
         else:
             line = self.process.stdout.readline()
         # a stopped process will be readable but return empty strings
         if line:
             self.log.debug(line[:-1])
         else:
             self.poll()
 
     def handle_stderr(self, fd, events):
         if WINDOWS:
             line = self.stderr.recv()
         else:
             line = self.process.stderr.readline()
         # a stopped process will be readable but return empty strings
         if line:
             self.log.debug(line[:-1])
         else:
             self.poll()
 
     def poll(self):
         status = self.process.poll()
         if status is not None:
             self.poller.stop()
             self.loop.remove_handler(self.stdout)
             self.loop.remove_handler(self.stderr)
             self.notify_stop(dict(exit_code=status, pid=self.process.pid))
         return status
 
 class LocalControllerLauncher(LocalProcessLauncher, ControllerMixin):
     """Launch a controller as a regular external process."""
 
     def find_args(self):
         return self.controller_cmd + self.cluster_args + self.controller_args
 
     def start(self):
         """Start the controller by profile_dir."""
         return super(LocalControllerLauncher, self).start()
 
 
 class LocalEngineLauncher(LocalProcessLauncher, EngineMixin):
     """Launch a single engine as a regular externall process."""
 
     def find_args(self):
         return self.engine_cmd + self.cluster_args + self.engine_args
 
 
 class LocalEngineSetLauncher(LocalEngineLauncher):
     """Launch a set of engines as regular external processes."""
 
     delay = CFloat(0.1, config=True,
         help="""delay (in seconds) between starting each engine after the first.
         This can help force the engines to get their ids in order, or limit
         process flood when starting many engines."""
     )
 
     # launcher class
     launcher_class = LocalEngineLauncher
 
     launchers = Dict()
     stop_data = Dict()
 
     def __init__(self, work_dir=u'.', config=None, **kwargs):
         super(LocalEngineSetLauncher, self).__init__(
             work_dir=work_dir, config=config, **kwargs
         )
         self.stop_data = {}
 
     def start(self, n):
         """Start n engines by profile or profile_dir."""
         dlist = []
         for i in range(n):
             if i > 0:
                 time.sleep(self.delay)
             el = self.launcher_class(work_dir=self.work_dir, parent=self, log=self.log,
                                     profile_dir=self.profile_dir, cluster_id=self.cluster_id,
             )
 
             # Copy the engine args over to each engine launcher.
             el.engine_cmd = copy.deepcopy(self.engine_cmd)
             el.engine_args = copy.deepcopy(self.engine_args)
             el.on_stop(self._notice_engine_stopped)
             d = el.start()
             self.launchers[i] = el
             dlist.append(d)
         self.notify_start(dlist)
         return dlist
 
     def find_args(self):
         return ['engine set']
 
     def signal(self, sig):
         dlist = []
         for el in itervalues(self.launchers):
             d = el.signal(sig)
             dlist.append(d)
         return dlist
 
     def interrupt_then_kill(self, delay=1.0):
         dlist = []
         for el in itervalues(self.launchers):
             d = el.interrupt_then_kill(delay)
             dlist.append(d)
         return dlist
 
     def stop(self):
         return self.interrupt_then_kill()
 
     def _notice_engine_stopped(self, data):
         pid = data['pid']
         for idx,el in iteritems(self.launchers):
             if el.process.pid == pid:
                 break
         self.launchers.pop(idx)
         self.stop_data[idx] = data
         if not self.launchers:
             self.notify_stop(self.stop_data)
 
 
 #-----------------------------------------------------------------------------
 # MPI launchers
 #-----------------------------------------------------------------------------
 
 
 class MPILauncher(LocalProcessLauncher):
     """Launch an external process using mpiexec."""
 
     mpi_cmd = List(['mpiexec'], config=True,
         help="The mpiexec command to use in starting the process."
     )
     mpi_args = List([], config=True,
         help="The command line arguments to pass to mpiexec."
     )
     program = List(['date'],
         help="The program to start via mpiexec.")
     program_args = List([],
         help="The command line argument to the program."
     )
     n = Integer(1)
     
     def __init__(self, *args, **kwargs):
         # deprecation for old MPIExec names:
         config = kwargs.get('config', {})
         for oldname in ('MPIExecLauncher', 'MPIExecControllerLauncher', 'MPIExecEngineSetLauncher'):
             deprecated = config.get(oldname)
             if deprecated:
                 newname = oldname.replace('MPIExec', 'MPI')
                 config[newname].update(deprecated)
                 self.log.warn("WARNING: %s name has been deprecated, use %s", oldname, newname)
 
         super(MPILauncher, self).__init__(*args, **kwargs)
 
     def find_args(self):
         """Build self.args using all the fields."""
         return self.mpi_cmd + ['-n', str(self.n)] + self.mpi_args + \
                self.program + self.program_args
 
     def start(self, n):
         """Start n instances of the program using mpiexec."""
         self.n = n
         return super(MPILauncher, self).start()
 
 
 class MPIControllerLauncher(MPILauncher, ControllerMixin):
     """Launch a controller using mpiexec."""
 
     # alias back to *non-configurable* program[_args] for use in find_args()
     # this way all Controller/EngineSetLaunchers have the same form, rather
     # than *some* having `program_args` and others `controller_args`
     @property
     def program(self):
         return self.controller_cmd
 
     @property
     def program_args(self):
         return self.cluster_args + self.controller_args
 
     def start(self):
         """Start the controller by profile_dir."""
         return super(MPIControllerLauncher, self).start(1)
 
 
 class MPIEngineSetLauncher(MPILauncher, EngineMixin):
     """Launch engines using mpiexec"""
 
     # alias back to *non-configurable* program[_args] for use in find_args()
     # this way all Controller/EngineSetLaunchers have the same form, rather
     # than *some* having `program_args` and others `controller_args`
     @property
     def program(self):
         return self.engine_cmd
 
     @property
     def program_args(self):
         return self.cluster_args + self.engine_args
 
     def start(self, n):
         """Start n engines by profile or profile_dir."""
         self.n = n
         return super(MPIEngineSetLauncher, self).start(n)
 
 # deprecated MPIExec names
 class DeprecatedMPILauncher(object):
     def warn(self):
         oldname = self.__class__.__name__
         newname = oldname.replace('MPIExec', 'MPI')
         self.log.warn("WARNING: %s name is deprecated, use %s", oldname, newname)
     
 class MPIExecLauncher(MPILauncher, DeprecatedMPILauncher):
     """Deprecated, use MPILauncher"""
     def __init__(self, *args, **kwargs):
         super(MPIExecLauncher, self).__init__(*args, **kwargs)
         self.warn()
 
 class MPIExecControllerLauncher(MPIControllerLauncher, DeprecatedMPILauncher):
     """Deprecated, use MPIControllerLauncher"""
     def __init__(self, *args, **kwargs):
         super(MPIExecControllerLauncher, self).__init__(*args, **kwargs)
         self.warn()
 
 class MPIExecEngineSetLauncher(MPIEngineSetLauncher, DeprecatedMPILauncher):
     """Deprecated, use MPIEngineSetLauncher"""
     def __init__(self, *args, **kwargs):
         super(MPIExecEngineSetLauncher, self).__init__(*args, **kwargs)
         self.warn()
 
 
 #-----------------------------------------------------------------------------
 # SSH launchers
 #-----------------------------------------------------------------------------
 
 # TODO: Get SSH Launcher back to level of sshx in 0.10.2
 
 class SSHLauncher(LocalProcessLauncher):
     """A minimal launcher for ssh.
 
     To be useful this will probably have to be extended to use the ``sshx``
     idea for environment variables.  There could be other things this needs
     as well.
     """
 
     ssh_cmd = List(['ssh'], config=True,
         help="command for starting ssh")
     ssh_args = List(['-tt'], config=True,
         help="args to pass to ssh")
     scp_cmd = List(['scp'], config=True,
         help="command for sending files")
     program = List(['date'],
         help="Program to launch via ssh")
     program_args = List([],
         help="args to pass to remote program")
     hostname = Unicode('', config=True,
         help="hostname on which to launch the program")
     user = Unicode('', config=True,
         help="username for ssh")
     location = Unicode('', config=True,
         help="user@hostname location for ssh in one setting")
     to_fetch = List([], config=True,
         help="List of (remote, local) files to fetch after starting")
     to_send = List([], config=True,
         help="List of (local, remote) files to send before starting")
 
     def _hostname_changed(self, name, old, new):
         if self.user:
             self.location = u'%s@%s' % (self.user, new)
         else:
             self.location = new
 
     def _user_changed(self, name, old, new):
         self.location = u'%s@%s' % (new, self.hostname)
 
     def find_args(self):
         return self.ssh_cmd + self.ssh_args + [self.location] + \
                list(map(pipes.quote, self.program + self.program_args))
     
     def _send_file(self, local, remote):
         """send a single file"""
         full_remote = "%s:%s" % (self.location, remote)
         for i in range(10):
             if not os.path.exists(local):
                 self.log.debug("waiting for %s" % local)
                 time.sleep(1)
             else:
                 break
         remote_dir = os.path.dirname(remote)
         self.log.info("ensuring remote %s:%s/ exists", self.location, remote_dir)
         check_output(self.ssh_cmd + self.ssh_args + \
             [self.location, 'mkdir', '-p', '--', remote_dir]
         )
         self.log.info("sending %s to %s", local, full_remote)
         check_output(self.scp_cmd + [local, full_remote])
     
     def send_files(self):
         """send our files (called before start)"""
         if not self.to_send:
             return
         for local_file, remote_file in self.to_send:
             self._send_file(local_file, remote_file)
 
     def _fetch_file(self, remote, local):
         """fetch a single file"""
         full_remote = "%s:%s" % (self.location, remote)
         self.log.info("fetching %s from %s", local, full_remote)
         for i in range(10):
             # wait up to 10s for remote file to exist
             check = check_output(self.ssh_cmd + self.ssh_args + \
                 [self.location, 'test -e', remote, "&& echo 'yes' || echo 'no'"])
             check = check.decode(DEFAULT_ENCODING, 'replace').strip()
             if check == u'no':
                 time.sleep(1)
             elif check == u'yes':
                 break
         local_dir = os.path.dirname(local)
         ensure_dir_exists(local_dir, 775)
         check_output(self.scp_cmd + [full_remote, local])
     
     def fetch_files(self):
         """fetch remote files (called after start)"""
         if not self.to_fetch:
             return
         for remote_file, local_file in self.to_fetch:
             self._fetch_file(remote_file, local_file)
 
     def start(self, hostname=None, user=None):
         if hostname is not None:
             self.hostname = hostname
         if user is not None:
             self.user = user
         
         self.send_files()
         super(SSHLauncher, self).start()
         self.fetch_files()
 
     def signal(self, sig):
         if self.state == 'running':
             # send escaped ssh connection-closer
             self.process.stdin.write('~.')
             self.process.stdin.flush()
 
 class SSHClusterLauncher(SSHLauncher, ClusterAppMixin):
     
     remote_profile_dir = Unicode('', config=True,
         help="""The remote profile_dir to use.  
         
         If not specified, use calling profile, stripping out possible leading homedir.
         """)
     
     def _profile_dir_changed(self, name, old, new):
         if not self.remote_profile_dir:
             # trigger remote_profile_dir_default logic again,
             # in case it was already triggered before profile_dir was set
             self.remote_profile_dir = self._strip_home(new)
     
     @staticmethod
     def _strip_home(path):
         """turns /home/you/.ipython/profile_foo into .ipython/profile_foo"""
         home = get_home_dir()
         if not home.endswith('/'):
             home = home+'/'
         
         if path.startswith(home):
             return path[len(home):]
         else:
             return path
 
     def _remote_profile_dir_default(self):
         return self._strip_home(self.profile_dir)
     
     def _cluster_id_changed(self, name, old, new):
         if new:
             raise ValueError("cluster id not supported by SSH launchers")
     
     @property
     def cluster_args(self):
         return ['--profile-dir', self.remote_profile_dir]
 
 class SSHControllerLauncher(SSHClusterLauncher, ControllerMixin):
 
     # alias back to *non-configurable* program[_args] for use in find_args()
     # this way all Controller/EngineSetLaunchers have the same form, rather
     # than *some* having `program_args` and others `controller_args`
 
     def _controller_cmd_default(self):
         return ['ipcontroller']
     
     @property
     def program(self):
         return self.controller_cmd
     
     @property
     def program_args(self):
         return self.cluster_args + self.controller_args
 
     def _to_fetch_default(self):
         return [
             (os.path.join(self.remote_profile_dir, 'security', cf),
              os.path.join(self.profile_dir, 'security', cf),)
             for cf in ('ipcontroller-client.json', 'ipcontroller-engine.json')
         ]
 
 class SSHEngineLauncher(SSHClusterLauncher, EngineMixin):
 
     # alias back to *non-configurable* program[_args] for use in find_args()
     # this way all Controller/EngineSetLaunchers have the same form, rather
     # than *some* having `program_args` and others `controller_args`
     
     def _engine_cmd_default(self):
         return ['ipengine']
     
     @property
     def program(self):
         return self.engine_cmd
 
     @property
     def program_args(self):
         return self.cluster_args + self.engine_args
     
     def _to_send_default(self):
         return [
             (os.path.join(self.profile_dir, 'security', cf), 
              os.path.join(self.remote_profile_dir, 'security', cf))
             for cf in ('ipcontroller-client.json', 'ipcontroller-engine.json')
         ]
 
 
 class SSHEngineSetLauncher(LocalEngineSetLauncher):
     launcher_class = SSHEngineLauncher
     engines = Dict(config=True,
         help="""dict of engines to launch.  This is a dict by hostname of ints,
         corresponding to the number of engines to start on that host.""")
     
     def _engine_cmd_default(self):
         return ['ipengine']
     
     @property
     def engine_count(self):
         """determine engine count from `engines` dict"""
         count = 0
         for n in itervalues(self.engines):
             if isinstance(n, (tuple,list)):
                 n,args = n
             count += n
         return count
     
     def start(self, n):
         """Start engines by profile or profile_dir.
         `n` is ignored, and the `engines` config property is used instead.
         """
 
         dlist = []
         for host, n in iteritems(self.engines):
             if isinstance(n, (tuple, list)):
                 n, args = n
             else:
                 args = copy.deepcopy(self.engine_args)
 
             if '@' in host:
                 user,host = host.split('@',1)
             else:
                 user=None
             for i in range(n):
                 if i > 0:
                     time.sleep(self.delay)
                 el = self.launcher_class(work_dir=self.work_dir, parent=self, log=self.log,
                                         profile_dir=self.profile_dir, cluster_id=self.cluster_id,
                 )
                 if i > 0:
                     # only send files for the first engine on each host
                     el.to_send = []
 
                 # Copy the engine args over to each engine launcher.
                 el.engine_cmd = self.engine_cmd
                 el.engine_args = args
                 el.on_stop(self._notice_engine_stopped)
                 d = el.start(user=user, hostname=host)
                 self.launchers[ "%s/%i" % (host,i) ] = el
                 dlist.append(d)
         self.notify_start(dlist)
         return dlist
 
 
 class SSHProxyEngineSetLauncher(SSHClusterLauncher):
     """Launcher for calling
     `ipcluster engines` on a remote machine.
     
     Requires that remote profile is already configured.
     """
     
     n = Integer()
     ipcluster_cmd = List(['ipcluster'], config=True)
     
     @property
     def program(self):
         return self.ipcluster_cmd + ['engines']
     
     @property
     def program_args(self):
         return ['-n', str(self.n), '--profile-dir', self.remote_profile_dir]
     
     def _to_send_default(self):
         return [
             (os.path.join(self.profile_dir, 'security', cf), 
              os.path.join(self.remote_profile_dir, 'security', cf))
             for cf in ('ipcontroller-client.json', 'ipcontroller-engine.json')
     ]
     
     def start(self, n):
         self.n = n
         super(SSHProxyEngineSetLauncher, self).start()
 
 
 #-----------------------------------------------------------------------------
 # Windows HPC Server 2008 scheduler launchers
 #-----------------------------------------------------------------------------
 
 
 # This is only used on Windows.
 def find_job_cmd():
     if WINDOWS:
         try:
             return find_cmd('job')
         except (FindCmdError, ImportError):
             # ImportError will be raised if win32api is not installed
             return 'job'
     else:
         return 'job'
 
 
 class WindowsHPCLauncher(BaseLauncher):
 
     job_id_regexp = CRegExp(r'\d+', config=True,
         help="""A regular expression used to get the job id from the output of the
         submit_command. """
         )
     job_file_name = Unicode(u'ipython_job.xml', config=True,
         help="The filename of the instantiated job script.")
     # The full path to the instantiated job script. This gets made dynamically
     # by combining the work_dir with the job_file_name.
     job_file = Unicode(u'')
     scheduler = Unicode('', config=True,
         help="The hostname of the scheduler to submit the job to.")
     job_cmd = Unicode(find_job_cmd(), config=True,
         help="The command for submitting jobs.")
 
     def __init__(self, work_dir=u'.', config=None, **kwargs):
         super(WindowsHPCLauncher, self).__init__(
             work_dir=work_dir, config=config, **kwargs
         )
 
     @property
     def job_file(self):
         return os.path.join(self.work_dir, self.job_file_name)
 
     def write_job_file(self, n):
         raise NotImplementedError("Implement write_job_file in a subclass.")
 
     def find_args(self):
         return [u'job.exe']
 
     def parse_job_id(self, output):
         """Take the output of the submit command and return the job id."""
         m = self.job_id_regexp.search(output)
         if m is not None:
             job_id = m.group()
         else:
             raise LauncherError("Job id couldn't be determined: %s" % output)
         self.job_id = job_id
         self.log.info('Job started with id: %r', job_id)
         return job_id
 
     def start(self, n):
         """Start n copies of the process using the Win HPC job scheduler."""
         self.write_job_file(n)
         args = [
             'submit',
             '/jobfile:%s' % self.job_file,
             '/scheduler:%s' % self.scheduler
         ]
         self.log.debug("Starting Win HPC Job: %s" % (self.job_cmd + ' ' + ' '.join(args),))
 
         output = check_output([self.job_cmd]+args,
             env=os.environ,
             cwd=self.work_dir,
             stderr=STDOUT
         )
         output = output.decode(DEFAULT_ENCODING, 'replace')
         job_id = self.parse_job_id(output)
         self.notify_start(job_id)
         return job_id
 
     def stop(self):
         args = [
             'cancel',
             self.job_id,
             '/scheduler:%s' % self.scheduler
         ]
         self.log.info("Stopping Win HPC Job: %s" % (self.job_cmd + ' ' + ' '.join(args),))
         try:
             output = check_output([self.job_cmd]+args,
                 env=os.environ,
                 cwd=self.work_dir,
                 stderr=STDOUT
             )
             output = output.decode(DEFAULT_ENCODING, 'replace')
         except:
             output = u'The job already appears to be stopped: %r' % self.job_id
         self.notify_stop(dict(job_id=self.job_id, output=output))  # Pass the output of the kill cmd
         return output
 
 
 class WindowsHPCControllerLauncher(WindowsHPCLauncher, ClusterAppMixin):
 
     job_file_name = Unicode(u'ipcontroller_job.xml', config=True,
         help="WinHPC xml job file.")
     controller_args = List([], config=False,
         help="extra args to pass to ipcontroller")
 
     def write_job_file(self, n):
         job = IPControllerJob(parent=self)
 
         t = IPControllerTask(parent=self)
         # The tasks work directory is *not* the actual work directory of
         # the controller. It is used as the base path for the stdout/stderr
         # files that the scheduler redirects to.
         t.work_directory = self.profile_dir
         # Add the profile_dir and from self.start().
         t.controller_args.extend(self.cluster_args)
         t.controller_args.extend(self.controller_args)
         job.add_task(t)
 
         self.log.debug("Writing job description file: %s", self.job_file)
         job.write(self.job_file)
 
     @property
     def job_file(self):
         return os.path.join(self.profile_dir, self.job_file_name)
 
     def start(self):
         """Start the controller by profile_dir."""
         return super(WindowsHPCControllerLauncher, self).start(1)
 
 
 class WindowsHPCEngineSetLauncher(WindowsHPCLauncher, ClusterAppMixin):
 
     job_file_name = Unicode(u'ipengineset_job.xml', config=True,
         help="jobfile for ipengines job")
     engine_args = List([], config=False,
         help="extra args to pas to ipengine")
 
     def write_job_file(self, n):
         job = IPEngineSetJob(parent=self)
 
         for i in range(n):
             t = IPEngineTask(parent=self)
             # The tasks work directory is *not* the actual work directory of
             # the engine. It is used as the base path for the stdout/stderr
             # files that the scheduler redirects to.
             t.work_directory = self.profile_dir
             # Add the profile_dir and from self.start().
             t.engine_args.extend(self.cluster_args)
             t.engine_args.extend(self.engine_args)
             job.add_task(t)
 
         self.log.debug("Writing job description file: %s", self.job_file)
         job.write(self.job_file)
 
     @property
     def job_file(self):
         return os.path.join(self.profile_dir, self.job_file_name)
 
     def start(self, n):
         """Start the controller by profile_dir."""
         return super(WindowsHPCEngineSetLauncher, self).start(n)
 
 
 #-----------------------------------------------------------------------------
 # Batch (PBS) system launchers
 #-----------------------------------------------------------------------------
 
 class BatchClusterAppMixin(ClusterAppMixin):
     """ClusterApp mixin that updates the self.context dict, rather than cl-args."""
     def _profile_dir_changed(self, name, old, new):
         self.context[name] = new
     _cluster_id_changed = _profile_dir_changed
 
     def _profile_dir_default(self):
         self.context['profile_dir'] = ''
         return ''
     def _cluster_id_default(self):
         self.context['cluster_id'] = ''
         return ''
 
 
 class BatchSystemLauncher(BaseLauncher):
     """Launch an external process using a batch system.
 
     This class is designed to work with UNIX batch systems like PBS, LSF,
     GridEngine, etc.  The overall model is that there are different commands
     like qsub, qdel, etc. that handle the starting and stopping of the process.
 
     This class also has the notion of a batch script. The ``batch_template``
     attribute can be set to a string that is a template for the batch script.
     This template is instantiated using string formatting. Thus the template can
     use {n} fot the number of instances. Subclasses can add additional variables
     to the template dict.
     """
 
     # Subclasses must fill these in.  See PBSEngineSet
     submit_command = List([''], config=True,
         help="The name of the command line program used to submit jobs.")
     delete_command = List([''], config=True,
         help="The name of the command line program used to delete jobs.")
     job_id_regexp = CRegExp('', config=True,
         help="""A regular expression used to get the job id from the output of the
         submit_command.""")
     job_id_regexp_group = Integer(0, config=True,
         help="""The group we wish to match in job_id_regexp (0 to match all)""")
     batch_template = Unicode('', config=True,
         help="The string that is the batch script template itself.")
     batch_template_file = Unicode(u'', config=True,
         help="The file that contains the batch template.")
     batch_file_name = Unicode(u'batch_script', config=True,
         help="The filename of the instantiated batch script.")
     queue = Unicode(u'', config=True,
         help="The PBS Queue.")
 
     def _queue_changed(self, name, old, new):
         self.context[name] = new
 
     n = Integer(1)
     _n_changed = _queue_changed
 
     # not configurable, override in subclasses
     # PBS Job Array regex
     job_array_regexp = CRegExp('')
     job_array_template = Unicode('')
     # PBS Queue regex
     queue_regexp = CRegExp('')
     queue_template = Unicode('')
     # The default batch template, override in subclasses
     default_template = Unicode('')
     # The full path to the instantiated batch script.
     batch_file = Unicode(u'')
     # the format dict used with batch_template:
     context = Dict()
 
     def _context_default(self):
         """load the default context with the default values for the basic keys
 
         because the _trait_changed methods only load the context if they
         are set to something other than the default value.
         """
         return dict(n=1, queue=u'', profile_dir=u'', cluster_id=u'')
     
     # the Formatter instance for rendering the templates:
     formatter = Instance(EvalFormatter, (), {})
 
     def find_args(self):
         return self.submit_command + [self.batch_file]
 
     def __init__(self, work_dir=u'.', config=None, **kwargs):
         super(BatchSystemLauncher, self).__init__(
             work_dir=work_dir, config=config, **kwargs
         )
         self.batch_file = os.path.join(self.work_dir, self.batch_file_name)
 
     def parse_job_id(self, output):
         """Take the output of the submit command and return the job id."""
         m = self.job_id_regexp.search(output)
         if m is not None:
             job_id = m.group(self.job_id_regexp_group)
         else:
             raise LauncherError("Job id couldn't be determined: %s" % output)
         self.job_id = job_id
         self.log.info('Job submitted with job id: %r', job_id)
         return job_id
 
     def write_batch_script(self, n):
         """Instantiate and write the batch script to the work_dir."""
         self.n = n
         # first priority is batch_template if set
         if self.batch_template_file and not self.batch_template:
             # second priority is batch_template_file
             with open(self.batch_template_file) as f:
                 self.batch_template = f.read()
         if not self.batch_template:
             # third (last) priority is default_template
             self.batch_template = self.default_template
             # add jobarray or queue lines to user-specified template
             # note that this is *only* when user did not specify a template.
             self._insert_queue_in_script()
             self._insert_job_array_in_script()
         script_as_string = self.formatter.format(self.batch_template, **self.context)
         self.log.debug('Writing batch script: %s', self.batch_file)
         with open(self.batch_file, 'w') as f:
             f.write(script_as_string)
         os.chmod(self.batch_file, stat.S_IRUSR | stat.S_IWUSR | stat.S_IXUSR)
 
     def _insert_queue_in_script(self):
         """Inserts a queue if required into the batch script.
         """
         if self.queue and not self.queue_regexp.search(self.batch_template):
             self.log.debug("adding PBS queue settings to batch script")
             firstline, rest = self.batch_template.split('\n',1)
             self.batch_template = u'\n'.join([firstline, self.queue_template, rest])
 
     def _insert_job_array_in_script(self):
         """Inserts a job array if required into the batch script.
         """
         if not self.job_array_regexp.search(self.batch_template):
             self.log.debug("adding job array settings to batch script")
             firstline, rest = self.batch_template.split('\n',1)
             self.batch_template = u'\n'.join([firstline, self.job_array_template, rest])
 
     def start(self, n):
         """Start n copies of the process using a batch system."""
         self.log.debug("Starting %s: %r", self.__class__.__name__, self.args)
         # Here we save profile_dir in the context so they
         # can be used in the batch script template as {profile_dir}
         self.write_batch_script(n)
         output = check_output(self.args, env=os.environ)
         output = output.decode(DEFAULT_ENCODING, 'replace')
 
         job_id = self.parse_job_id(output)
         self.notify_start(job_id)
         return job_id
 
     def stop(self):
         try:
             p = Popen(self.delete_command+[self.job_id], env=os.environ,
                       stdout=PIPE, stderr=PIPE)
             out, err = p.communicate()
             output = out + err
         except:
             self.log.exception("Problem stopping cluster with command: %s" %
                                (self.delete_command + [self.job_id]))
             output = ""
         output = output.decode(DEFAULT_ENCODING, 'replace')
         self.notify_stop(dict(job_id=self.job_id, output=output)) # Pass the output of the kill cmd
         return output
 
 
 class PBSLauncher(BatchSystemLauncher):
     """A BatchSystemLauncher subclass for PBS."""
 
     submit_command = List(['qsub'], config=True,
         help="The PBS submit command ['qsub']")
     delete_command = List(['qdel'], config=True,
         help="The PBS delete command ['qsub']")
     job_id_regexp = CRegExp(r'\d+', config=True,
         help="Regular expresion for identifying the job ID [r'\d+']")
 
     batch_file = Unicode(u'')
     job_array_regexp = CRegExp('#PBS\W+-t\W+[\w\d\-\$]+')
     job_array_template = Unicode('#PBS -t 1-{n}')
     queue_regexp = CRegExp('#PBS\W+-q\W+\$?\w+')
     queue_template = Unicode('#PBS -q {queue}')
 
 
 class PBSControllerLauncher(PBSLauncher, BatchClusterAppMixin):
     """Launch a controller using PBS."""
 
     batch_file_name = Unicode(u'pbs_controller', config=True,
         help="batch file name for the controller job.")
     default_template= Unicode("""#!/bin/sh
 #PBS -V
 #PBS -N ipcontroller
 %s --log-to-file --profile-dir="{profile_dir}" --cluster-id="{cluster_id}"
 """%(' '.join(map(pipes.quote, ipcontroller_cmd_argv))))
 
     def start(self):
         """Start the controller by profile or profile_dir."""
         return super(PBSControllerLauncher, self).start(1)
 
 
 class PBSEngineSetLauncher(PBSLauncher, BatchClusterAppMixin):
     """Launch Engines using PBS"""
     batch_file_name = Unicode(u'pbs_engines', config=True,
         help="batch file name for the engine(s) job.")
     default_template= Unicode(u"""#!/bin/sh
 #PBS -V
 #PBS -N ipengine
 %s --profile-dir="{profile_dir}" --cluster-id="{cluster_id}"
 """%(' '.join(map(pipes.quote,ipengine_cmd_argv))))
 
 
 #SGE is very similar to PBS
 
 class SGELauncher(PBSLauncher):
     """Sun GridEngine is a PBS clone with slightly different syntax"""
     job_array_regexp = CRegExp('#\$\W+\-t')
     job_array_template = Unicode('#$ -t 1-{n}')
     queue_regexp = CRegExp('#\$\W+-q\W+\$?\w+')
     queue_template = Unicode('#$ -q {queue}')
 
 
 class SGEControllerLauncher(SGELauncher, BatchClusterAppMixin):
     """Launch a controller using SGE."""
 
     batch_file_name = Unicode(u'sge_controller', config=True,
         help="batch file name for the ipontroller job.")
     default_template= Unicode(u"""#$ -V
 #$ -S /bin/sh
 #$ -N ipcontroller
 %s --log-to-file --profile-dir="{profile_dir}" --cluster-id="{cluster_id}"
 """%(' '.join(map(pipes.quote, ipcontroller_cmd_argv))))
 
     def start(self):
         """Start the controller by profile or profile_dir."""
         return super(SGEControllerLauncher, self).start(1)
 
 
 class SGEEngineSetLauncher(SGELauncher, BatchClusterAppMixin):
     """Launch Engines with SGE"""
     batch_file_name = Unicode(u'sge_engines', config=True,
         help="batch file name for the engine(s) job.")
     default_template = Unicode("""#$ -V
 #$ -S /bin/sh
 #$ -N ipengine
 %s --profile-dir="{profile_dir}" --cluster-id="{cluster_id}"
 """%(' '.join(map(pipes.quote, ipengine_cmd_argv))))
 
 
 # LSF launchers
 
 class LSFLauncher(BatchSystemLauncher):
     """A BatchSystemLauncher subclass for LSF."""
 
     submit_command = List(['bsub'], config=True,
                           help="The PBS submit command ['bsub']")
     delete_command = List(['bkill'], config=True,
                           help="The PBS delete command ['bkill']")
     job_id_regexp = CRegExp(r'\d+', config=True,
                             help="Regular expresion for identifying the job ID [r'\d+']")
 
     batch_file = Unicode(u'')
     job_array_regexp = CRegExp('#BSUB[ \t]-J+\w+\[\d+-\d+\]')
     job_array_template = Unicode('#BSUB -J ipengine[1-{n}]')
     queue_regexp = CRegExp('#BSUB[ \t]+-q[ \t]+\w+')
     queue_template = Unicode('#BSUB -q {queue}')
 
     def start(self, n):
         """Start n copies of the process using LSF batch system.
         This cant inherit from the base class because bsub expects
         to be piped a shell script in order to honor the #BSUB directives :
         bsub < script
         """
         # Here we save profile_dir in the context so they
         # can be used in the batch script template as {profile_dir}
         self.write_batch_script(n)
         piped_cmd = self.args[0]+'<\"'+self.args[1]+'\"'
         self.log.debug("Starting %s: %s", self.__class__.__name__, piped_cmd)
         p = Popen(piped_cmd, shell=True,env=os.environ,stdout=PIPE)
         output,err = p.communicate()
         output = output.decode(DEFAULT_ENCODING, 'replace')
         job_id = self.parse_job_id(output)
         self.notify_start(job_id)
         return job_id
 
 
 class LSFControllerLauncher(LSFLauncher, BatchClusterAppMixin):
     """Launch a controller using LSF."""
 
     batch_file_name = Unicode(u'lsf_controller', config=True,
                               help="batch file name for the controller job.")
     default_template= Unicode("""#!/bin/sh
     #BSUB -J ipcontroller
     #BSUB -oo ipcontroller.o.%%J
     #BSUB -eo ipcontroller.e.%%J
     %s --log-to-file --profile-dir="{profile_dir}" --cluster-id="{cluster_id}"
     """%(' '.join(map(pipes.quote,ipcontroller_cmd_argv))))
 
     def start(self):
         """Start the controller by profile or profile_dir."""
         return super(LSFControllerLauncher, self).start(1)
 
 
 class LSFEngineSetLauncher(LSFLauncher, BatchClusterAppMixin):
     """Launch Engines using LSF"""
     batch_file_name = Unicode(u'lsf_engines', config=True,
                               help="batch file name for the engine(s) job.")
     default_template= Unicode(u"""#!/bin/sh
     #BSUB -oo ipengine.o.%%J
     #BSUB -eo ipengine.e.%%J
     %s --profile-dir="{profile_dir}" --cluster-id="{cluster_id}"
     """%(' '.join(map(pipes.quote, ipengine_cmd_argv))))
 
 
 
 class HTCondorLauncher(BatchSystemLauncher):
     """A BatchSystemLauncher subclass for HTCondor.
 
     HTCondor requires that we launch the ipengine/ipcontroller scripts rather
     that the python instance but otherwise is very similar to PBS.  This is because 
     HTCondor destroys sys.executable when launching remote processes - a launched 
     python process depends on sys.executable to effectively evaluate its
     module search paths. Without it, regardless of which python interpreter you launch
     you will get the to built in module search paths.
 
     We use the ip{cluster, engine, controller} scripts as our executable to circumvent 
     this - the mechanism of shebanged scripts means that the python binary will be 
     launched with argv[0] set to the *location of the ip{cluster, engine, controller} 
     scripts on the remote node*. This means you need to take care that:
 
     a. Your remote nodes have their paths configured correctly, with the ipengine and ipcontroller
        of the python environment you wish to execute code in having top precedence.
     b. This functionality is untested on Windows.
 
     If you need different behavior, consider making you own template.
     """
 
     submit_command = List(['condor_submit'], config=True,
         help="The HTCondor submit command ['condor_submit']")
     delete_command = List(['condor_rm'], config=True,
         help="The HTCondor delete command ['condor_rm']")
     job_id_regexp = CRegExp(r'(\d+)\.$', config=True,
         help="Regular expression for identifying the job ID [r'(\d+)\.$']")
     job_id_regexp_group = Integer(1, config=True,
         help="""The group we wish to match in job_id_regexp [1]""")
 
     job_array_regexp = CRegExp('queue\W+\$')
     job_array_template = Unicode('queue {n}')
 
 
     def _insert_job_array_in_script(self):
         """Inserts a job array if required into the batch script.
         """
         if not self.job_array_regexp.search(self.batch_template):
             self.log.debug("adding job array settings to batch script")
             #HTCondor requires that the job array goes at the bottom of the script
             self.batch_template = '\n'.join([self.batch_template,
                 self.job_array_template])
 
     def _insert_queue_in_script(self):
         """AFAIK, HTCondor doesn't have a concept of multiple queues that can be
         specified in the script.
         """
         pass
 
 
 class HTCondorControllerLauncher(HTCondorLauncher, BatchClusterAppMixin):
     """Launch a controller using HTCondor."""
 
     batch_file_name = Unicode(u'htcondor_controller', config=True,
                               help="batch file name for the controller job.")
     default_template = Unicode(r"""
 universe        = vanilla
 executable      = ipcontroller
 # by default we expect a shared file system
 transfer_executable = False
 arguments       = --log-to-file '--profile-dir={profile_dir}' --cluster-id='{cluster_id}'
 """)
 
     def start(self):
         """Start the controller by profile or profile_dir."""
         return super(HTCondorControllerLauncher, self).start(1)
 
 
 class HTCondorEngineSetLauncher(HTCondorLauncher, BatchClusterAppMixin):
     """Launch Engines using HTCondor"""
     batch_file_name = Unicode(u'htcondor_engines', config=True,
                               help="batch file name for the engine(s) job.")
     default_template = Unicode("""
 universe        = vanilla
 executable      = ipengine
 # by default we expect a shared file system
 transfer_executable = False
 arguments       = "--log-to-file '--profile-dir={profile_dir}' '--cluster-id={cluster_id}'"
 """)
 
 
 #-----------------------------------------------------------------------------
 # A launcher for ipcluster itself!
 #-----------------------------------------------------------------------------
 
 
 class IPClusterLauncher(LocalProcessLauncher):
     """Launch the ipcluster program in an external process."""
 
     ipcluster_cmd = List(ipcluster_cmd_argv, config=True,
         help="Popen command for ipcluster")
     ipcluster_args = List(
         ['--clean-logs=True', '--log-to-file', '--log-level=%i'%logging.INFO], config=True,
         help="Command line arguments to pass to ipcluster.")
     ipcluster_subcommand = Unicode('start')
     profile = Unicode('default')
     n = Integer(2)
 
     def find_args(self):
         return self.ipcluster_cmd + [self.ipcluster_subcommand] + \
             ['--n=%i'%self.n, '--profile=%s'%self.profile] + \
             self.ipcluster_args
 
     def start(self):
         return super(IPClusterLauncher, self).start()
 
 #-----------------------------------------------------------------------------
 # Collections of launchers
 #-----------------------------------------------------------------------------
 
 local_launchers = [
     LocalControllerLauncher,
     LocalEngineLauncher,
     LocalEngineSetLauncher,
 ]
 mpi_launchers = [
     MPILauncher,
     MPIControllerLauncher,
     MPIEngineSetLauncher,
 ]
 ssh_launchers = [
     SSHLauncher,
     SSHControllerLauncher,
     SSHEngineLauncher,
     SSHEngineSetLauncher,
     SSHProxyEngineSetLauncher,
 ]
 winhpc_launchers = [
     WindowsHPCLauncher,
     WindowsHPCControllerLauncher,
     WindowsHPCEngineSetLauncher,
 ]
 pbs_launchers = [
     PBSLauncher,
     PBSControllerLauncher,
     PBSEngineSetLauncher,
 ]
 sge_launchers = [
     SGELauncher,
     SGEControllerLauncher,
     SGEEngineSetLauncher,
 ]
 lsf_launchers = [
     LSFLauncher,
     LSFControllerLauncher,
     LSFEngineSetLauncher,
 ]
 htcondor_launchers = [
     HTCondorLauncher,
     HTCondorControllerLauncher,
     HTCondorEngineSetLauncher,
 ]
 all_launchers = local_launchers + mpi_launchers + ssh_launchers + winhpc_launchers\
                 + pbs_launchers + sge_launchers + lsf_launchers + htcondor_launchers

IPython/parallel/controller/hub.py

@@ -1,1449 +1,1438 b''
 """The IPython Controller Hub with 0MQ
 
 This is the master object that handles connections from engines and clients,
 and monitors traffic through the various queues.
 """
 
 # Copyright (c) IPython Development Team.
 # Distributed under the terms of the Modified BSD License.
 
 from __future__ import print_function
 
 import json
 import os
 import sys
 import time
 from datetime import datetime
 
 import zmq
-from zmq.eventloop import ioloop
 from zmq.eventloop.zmqstream import ZMQStream
 
 # internal:
 from IPython.utils.importstring import import_item
 from IPython.utils.jsonutil import extract_dates
 from IPython.utils.localinterfaces import localhost
 from IPython.utils.py3compat import cast_bytes, unicode_type, iteritems
 from IPython.utils.traitlets import (
-        HasTraits, Instance, Integer, Unicode, Dict, Set, Tuple, CBytes, DottedObjectName
+        HasTraits, Any, Instance, Integer, Unicode, Dict, Set, Tuple, DottedObjectName
         )
 
 from IPython.parallel import error, util
 from IPython.parallel.factory import RegistrationFactory
 
 from IPython.kernel.zmq.session import SessionFactory
 
 from .heartmonitor import HeartMonitor
 
-#-----------------------------------------------------------------------------
-# Code
-#-----------------------------------------------------------------------------
 
 def _passer(*args, **kwargs):
     return
 
 def _printer(*args, **kwargs):
     print (args)
     print (kwargs)
 
 def empty_record():
     """Return an empty dict with all record keys."""
     return {
         'msg_id' : None,
         'header' : None,
         'metadata' : None,
         'content': None,
         'buffers': None,
         'submitted': None,
         'client_uuid' : None,
         'engine_uuid' : None,
         'started': None,
         'completed': None,
         'resubmitted': None,
         'received': None,
         'result_header' : None,
         'result_metadata' : None,
         'result_content' : None,
         'result_buffers' : None,
         'queue' : None,
         'execute_input' : None,
         'execute_result': None,
         'error': None,
         'stdout': '',
         'stderr': '',
     }
 
 def init_record(msg):
     """Initialize a TaskRecord based on a request."""
     header = msg['header']
     return {
         'msg_id' : header['msg_id'],
         'header' : header,
         'content': msg['content'],
         'metadata': msg['metadata'],
         'buffers': msg['buffers'],
         'submitted': header['date'],
         'client_uuid' : None,
         'engine_uuid' : None,
         'started': None,
         'completed': None,
         'resubmitted': None,
         'received': None,
         'result_header' : None,
         'result_metadata': None,
         'result_content' : None,
         'result_buffers' : None,
         'queue' : None,
         'execute_input' : None,
         'execute_result': None,
         'error': None,
         'stdout': '',
         'stderr': '',
     }
 
 
 class EngineConnector(HasTraits):
     """A simple object for accessing the various zmq connections of an object.
     Attributes are:
     id (int): engine ID
     uuid (unicode): engine UUID
     pending: set of msg_ids
-    stallback: DelayedCallback for stalled registration
+    stallback: tornado timeout for stalled registration
     """
     
     id = Integer(0)
     uuid = Unicode()
     pending = Set()
-    stallback = Instance(ioloop.DelayedCallback)
+    stallback = Any()
 
 
 _db_shortcuts = {
     'sqlitedb' : 'IPython.parallel.controller.sqlitedb.SQLiteDB',
     'mongodb'  : 'IPython.parallel.controller.mongodb.MongoDB',
     'dictdb'   : 'IPython.parallel.controller.dictdb.DictDB',
     'nodb'     : 'IPython.parallel.controller.dictdb.NoDB',
 }
 
 class HubFactory(RegistrationFactory):
     """The Configurable for setting up a Hub."""
 
     # port-pairs for monitoredqueues:
     hb = Tuple(Integer,Integer,config=True,
         help="""PUB/ROUTER Port pair for Engine heartbeats""")
     def _hb_default(self):
         return tuple(util.select_random_ports(2))
 
     mux = Tuple(Integer,Integer,config=True,
         help="""Client/Engine Port pair for MUX queue""")
 
     def _mux_default(self):
         return tuple(util.select_random_ports(2))
 
     task = Tuple(Integer,Integer,config=True,
         help="""Client/Engine Port pair for Task queue""")
     def _task_default(self):
         return tuple(util.select_random_ports(2))
 
     control = Tuple(Integer,Integer,config=True,
         help="""Client/Engine Port pair for Control queue""")
 
     def _control_default(self):
         return tuple(util.select_random_ports(2))
 
     iopub = Tuple(Integer,Integer,config=True,
         help="""Client/Engine Port pair for IOPub relay""")
 
     def _iopub_default(self):
         return tuple(util.select_random_ports(2))
 
     # single ports:
     mon_port = Integer(config=True,
         help="""Monitor (SUB) port for queue traffic""")
 
     def _mon_port_default(self):
         return util.select_random_ports(1)[0]
 
     notifier_port = Integer(config=True,
         help="""PUB port for sending engine status notifications""")
 
     def _notifier_port_default(self):
         return util.select_random_ports(1)[0]
 
     engine_ip = Unicode(config=True,
         help="IP on which to listen for engine connections. [default: loopback]")
     def _engine_ip_default(self):
         return localhost()
     engine_transport = Unicode('tcp', config=True,
         help="0MQ transport for engine connections. [default: tcp]")
 
     client_ip = Unicode(config=True,
         help="IP on which to listen for client connections. [default: loopback]")
     client_transport = Unicode('tcp', config=True,
         help="0MQ transport for client connections. [default : tcp]")
 
     monitor_ip = Unicode(config=True,
         help="IP on which to listen for monitor messages. [default: loopback]")
     monitor_transport = Unicode('tcp', config=True,
         help="0MQ transport for monitor messages. [default : tcp]")
 
     _client_ip_default = _monitor_ip_default = _engine_ip_default
 
 
     monitor_url = Unicode('')
 
     db_class = DottedObjectName('NoDB',
         config=True, help="""The class to use for the DB backend
         
         Options include:
         
         SQLiteDB: SQLite
         MongoDB : use MongoDB
         DictDB  : in-memory storage (fastest, but be mindful of memory growth of the Hub)
         NoDB    : disable database altogether (default)
         
         """)
 
     registration_timeout = Integer(0, config=True,
         help="Engine registration timeout in seconds [default: max(30,"
              "10*heartmonitor.period)]" )
     
     def _registration_timeout_default(self):
         if self.heartmonitor is None:
             # early initialization, this value will be ignored
             return 0
             # heartmonitor period is in milliseconds, so 10x in seconds is .01
         return max(30, int(.01 * self.heartmonitor.period))
 
     # not configurable
     db = Instance('IPython.parallel.controller.dictdb.BaseDB')
     heartmonitor = Instance('IPython.parallel.controller.heartmonitor.HeartMonitor')
 
     def _ip_changed(self, name, old, new):
         self.engine_ip = new
         self.client_ip = new
         self.monitor_ip = new
         self._update_monitor_url()
 
     def _update_monitor_url(self):
         self.monitor_url = "%s://%s:%i" % (self.monitor_transport, self.monitor_ip, self.mon_port)
 
     def _transport_changed(self, name, old, new):
         self.engine_transport = new
         self.client_transport = new
         self.monitor_transport = new
         self._update_monitor_url()
 
     def __init__(self, **kwargs):
         super(HubFactory, self).__init__(**kwargs)
         self._update_monitor_url()
 
 
     def construct(self):
         self.init_hub()
 
     def start(self):
         self.heartmonitor.start()
         self.log.info("Heartmonitor started")
 
     def client_url(self, channel):
         """return full zmq url for a named client channel"""
         return "%s://%s:%i" % (self.client_transport, self.client_ip, self.client_info[channel])
     
     def engine_url(self, channel):
         """return full zmq url for a named engine channel"""
         return "%s://%s:%i" % (self.engine_transport, self.engine_ip, self.engine_info[channel])
     
     def init_hub(self):
         """construct Hub object"""
 
         ctx = self.context
         loop = self.loop
         if 'TaskScheduler.scheme_name' in self.config:
             scheme = self.config.TaskScheduler.scheme_name
         else:
             from .scheduler import TaskScheduler
             scheme = TaskScheduler.scheme_name.get_default_value()
         
         # build connection dicts
         engine = self.engine_info = {
             'interface'     : "%s://%s" % (self.engine_transport, self.engine_ip),
             'registration'  : self.regport,
             'control'       : self.control[1],
             'mux'           : self.mux[1],
             'hb_ping'       : self.hb[0],
             'hb_pong'       : self.hb[1],
             'task'          : self.task[1],
             'iopub'         : self.iopub[1],
             }
 
         client = self.client_info = {
             'interface'     : "%s://%s" % (self.client_transport, self.client_ip),
             'registration'  : self.regport,
             'control'       : self.control[0],
             'mux'           : self.mux[0],
             'task'          : self.task[0],
             'task_scheme'   : scheme,
             'iopub'         : self.iopub[0],
             'notification'  : self.notifier_port,
             }
         
         self.log.debug("Hub engine addrs: %s", self.engine_info)
         self.log.debug("Hub client addrs: %s", self.client_info)
         
         # Registrar socket
         q = ZMQStream(ctx.socket(zmq.ROUTER), loop)
         util.set_hwm(q, 0)
         q.bind(self.client_url('registration'))
         self.log.info("Hub listening on %s for registration.", self.client_url('registration'))
         if self.client_ip != self.engine_ip:
             q.bind(self.engine_url('registration'))
             self.log.info("Hub listening on %s for registration.", self.engine_url('registration'))
 
         ### Engine connections ###
 
         # heartbeat
         hpub = ctx.socket(zmq.PUB)
         hpub.bind(self.engine_url('hb_ping'))
         hrep = ctx.socket(zmq.ROUTER)
         util.set_hwm(hrep, 0)
         hrep.bind(self.engine_url('hb_pong'))
         self.heartmonitor = HeartMonitor(loop=loop, parent=self, log=self.log,
                                 pingstream=ZMQStream(hpub,loop),
                                 pongstream=ZMQStream(hrep,loop)
                             )
 
         ### Client connections ###
         
         # Notifier socket
         n = ZMQStream(ctx.socket(zmq.PUB), loop)
         n.bind(self.client_url('notification'))
 
         ### build and launch the queues ###
 
         # monitor socket
         sub = ctx.socket(zmq.SUB)
         sub.setsockopt(zmq.SUBSCRIBE, b"")
         sub.bind(self.monitor_url)
         sub.bind('inproc://monitor')
         sub = ZMQStream(sub, loop)
 
         # connect the db
         db_class = _db_shortcuts.get(self.db_class.lower(), self.db_class)
         self.log.info('Hub using DB backend: %r', (db_class.split('.')[-1]))
         self.db = import_item(str(db_class))(session=self.session.session,
                                             parent=self, log=self.log)
         time.sleep(.25)
 
         # resubmit stream
         r = ZMQStream(ctx.socket(zmq.DEALER), loop)
         url = util.disambiguate_url(self.client_url('task'))
         r.connect(url)
 
-        # convert seconds to msec
-        registration_timeout = 1000*self.registration_timeout
-
         self.hub = Hub(loop=loop, session=self.session, monitor=sub, heartmonitor=self.heartmonitor,
                 query=q, notifier=n, resubmit=r, db=self.db,
                 engine_info=self.engine_info, client_info=self.client_info,
-                log=self.log, registration_timeout=registration_timeout)
+                log=self.log, registration_timeout=self.registration_timeout)
 
 
 class Hub(SessionFactory):
     """The IPython Controller Hub with 0MQ connections
 
     Parameters
     ==========
     loop: zmq IOLoop instance
     session: Session object
     <removed> context: zmq context for creating new connections (?)
     queue: ZMQStream for monitoring the command queue (SUB)
     query: ZMQStream for engine registration and client queries requests (ROUTER)
     heartbeat: HeartMonitor object checking the pulse of the engines
     notifier: ZMQStream for broadcasting engine registration changes (PUB)
     db: connection to db for out of memory logging of commands
                 NotImplemented
     engine_info: dict of zmq connection information for engines to connect
                 to the queues.
     client_info: dict of zmq connection information for engines to connect
                 to the queues.
     """
     
     engine_state_file = Unicode()
     
     # internal data structures:
     ids=Set() # engine IDs
     keytable=Dict()
     by_ident=Dict()
     engines=Dict()
     clients=Dict()
     hearts=Dict()
     pending=Set()
     queues=Dict()  # pending msg_ids keyed by engine_id
     tasks=Dict() # pending msg_ids submitted as tasks, keyed by client_id
     completed=Dict() # completed msg_ids keyed by engine_id
     all_completed=Set() # completed msg_ids keyed by engine_id
     dead_engines=Set() # completed msg_ids keyed by engine_id
     unassigned=Set() # set of task msg_ds not yet assigned a destination
     incoming_registrations=Dict()
     registration_timeout=Integer()
     _idcounter=Integer(0)
 
     # objects from constructor:
     query=Instance(ZMQStream)
     monitor=Instance(ZMQStream)
     notifier=Instance(ZMQStream)
     resubmit=Instance(ZMQStream)
     heartmonitor=Instance(HeartMonitor)
     db=Instance(object)
     client_info=Dict()
     engine_info=Dict()
 
 
     def __init__(self, **kwargs):
         """
         # universal:
         loop: IOLoop for creating future connections
         session: streamsession for sending serialized data
         # engine:
         queue: ZMQStream for monitoring queue messages
         query: ZMQStream for engine+client registration and client requests
         heartbeat: HeartMonitor object for tracking engines
         # extra:
         db: ZMQStream for db connection (NotImplemented)
         engine_info: zmq address/protocol dict for engine connections
         client_info: zmq address/protocol dict for client connections
         """
 
         super(Hub, self).__init__(**kwargs)
 
         # register our callbacks
         self.query.on_recv(self.dispatch_query)
         self.monitor.on_recv(self.dispatch_monitor_traffic)
 
         self.heartmonitor.add_heart_failure_handler(self.handle_heart_failure)
         self.heartmonitor.add_new_heart_handler(self.handle_new_heart)
 
         self.monitor_handlers = {b'in' : self.save_queue_request,
                                 b'out': self.save_queue_result,
                                 b'intask': self.save_task_request,
                                 b'outtask': self.save_task_result,
                                 b'tracktask': self.save_task_destination,
                                 b'incontrol': _passer,
                                 b'outcontrol': _passer,
                                 b'iopub': self.save_iopub_message,
         }
 
         self.query_handlers = {'queue_request': self.queue_status,
                                 'result_request': self.get_results,
                                 'history_request': self.get_history,
                                 'db_request': self.db_query,
                                 'purge_request': self.purge_results,
                                 'load_request': self.check_load,
                                 'resubmit_request': self.resubmit_task,
                                 'shutdown_request': self.shutdown_request,
                                 'registration_request' : self.register_engine,
                                 'unregistration_request' : self.unregister_engine,
                                 'connection_request': self.connection_request,
         }
 
         # ignore resubmit replies
         self.resubmit.on_recv(lambda msg: None, copy=False)
 
         self.log.info("hub::created hub")
     
     @property
     def _next_id(self):
         """gemerate a new ID.
 
         No longer reuse old ids, just count from 0."""
         newid = self._idcounter
         self._idcounter += 1
         return newid
         # newid = 0
         # incoming = [id[0] for id in itervalues(self.incoming_registrations)]
         # # print newid, self.ids, self.incoming_registrations
         # while newid in self.ids or newid in incoming:
         #     newid += 1
         # return newid
     
     #-----------------------------------------------------------------------------
     # message validation
     #-----------------------------------------------------------------------------
 
     def _validate_targets(self, targets):
         """turn any valid targets argument into a list of integer ids"""
         if targets is None:
             # default to all
             return self.ids
 
         if isinstance(targets, (int,str,unicode_type)):
             # only one target specified
             targets = [targets]
         _targets = []
         for t in targets:
             # map raw identities to ids
             if isinstance(t, (str,unicode_type)):
                 t = self.by_ident.get(cast_bytes(t), t)
             _targets.append(t)
         targets = _targets
         bad_targets = [ t for t in targets if t not in self.ids ]
         if bad_targets:
             raise IndexError("No Such Engine: %r" % bad_targets)
         if not targets:
             raise IndexError("No Engines Registered")
         return targets
 
     #-----------------------------------------------------------------------------
     # dispatch methods (1 per stream)
     #-----------------------------------------------------------------------------
 
 
     @util.log_errors
     def dispatch_monitor_traffic(self, msg):
         """all ME and Task queue messages come through here, as well as
         IOPub traffic."""
         self.log.debug("monitor traffic: %r", msg[0])
         switch = msg[0]
         try:
             idents, msg = self.session.feed_identities(msg[1:])
         except ValueError:
             idents=[]
         if not idents:
             self.log.error("Monitor message without topic: %r", msg)
             return
         handler = self.monitor_handlers.get(switch, None)
         if handler is not None:
             handler(idents, msg)
         else:
             self.log.error("Unrecognized monitor topic: %r", switch)
 
 
     @util.log_errors
     def dispatch_query(self, msg):
         """Route registration requests and queries from clients."""
         try:
             idents, msg = self.session.feed_identities(msg)
         except ValueError:
             idents = []
         if not idents:
             self.log.error("Bad Query Message: %r", msg)
             return
         client_id = idents[0]
         try:
             msg = self.session.unserialize(msg, content=True)
         except Exception:
             content = error.wrap_exception()
             self.log.error("Bad Query Message: %r", msg, exc_info=True)
             self.session.send(self.query, "hub_error", ident=client_id,
                     content=content)
             return
         # print client_id, header, parent, content
         #switch on message type:
         msg_type = msg['header']['msg_type']
         self.log.info("client::client %r requested %r", client_id, msg_type)
         handler = self.query_handlers.get(msg_type, None)
         try:
             assert handler is not None, "Bad Message Type: %r" % msg_type
         except:
             content = error.wrap_exception()
             self.log.error("Bad Message Type: %r", msg_type, exc_info=True)
             self.session.send(self.query, "hub_error", ident=client_id,
                     content=content)
             return
 
         else:
             handler(idents, msg)
 
     def dispatch_db(self, msg):
         """"""
         raise NotImplementedError
 
     #---------------------------------------------------------------------------
     # handler methods (1 per event)
     #---------------------------------------------------------------------------
 
     #----------------------- Heartbeat --------------------------------------
 
     def handle_new_heart(self, heart):
         """handler to attach to heartbeater.
         Called when a new heart starts to beat.
         Triggers completion of registration."""
         self.log.debug("heartbeat::handle_new_heart(%r)", heart)
         if heart not in self.incoming_registrations:
             self.log.info("heartbeat::ignoring new heart: %r", heart)
         else:
             self.finish_registration(heart)
 
 
     def handle_heart_failure(self, heart):
         """handler to attach to heartbeater.
         called when a previously registered heart fails to respond to beat request.
         triggers unregistration"""
         self.log.debug("heartbeat::handle_heart_failure(%r)", heart)
         eid = self.hearts.get(heart, None)
         uuid = self.engines[eid].uuid
         if eid is None or self.keytable[eid] in self.dead_engines:
             self.log.info("heartbeat::ignoring heart failure %r (not an engine or already dead)", heart)
         else:
             self.unregister_engine(heart, dict(content=dict(id=eid, queue=uuid)))
 
     #----------------------- MUX Queue Traffic ------------------------------
 
     def save_queue_request(self, idents, msg):
         if len(idents) < 2:
             self.log.error("invalid identity prefix: %r", idents)
             return
         queue_id, client_id = idents[:2]
         try:
             msg = self.session.unserialize(msg)
         except Exception:
             self.log.error("queue::client %r sent invalid message to %r: %r", client_id, queue_id, msg, exc_info=True)
             return
 
         eid = self.by_ident.get(queue_id, None)
         if eid is None:
             self.log.error("queue::target %r not registered", queue_id)
             self.log.debug("queue::    valid are: %r", self.by_ident.keys())
             return
         record = init_record(msg)
         msg_id = record['msg_id']
         self.log.info("queue::client %r submitted request %r to %s", client_id, msg_id, eid)
         # Unicode in records
         record['engine_uuid'] = queue_id.decode('ascii')
         record['client_uuid'] = msg['header']['session']
         record['queue'] = 'mux'
 
         try:
             # it's posible iopub arrived first:
             existing = self.db.get_record(msg_id)
             for key,evalue in iteritems(existing):
                 rvalue = record.get(key, None)
                 if evalue and rvalue and evalue != rvalue:
                     self.log.warn("conflicting initial state for record: %r:%r <%r> %r", msg_id, rvalue, key, evalue)
                 elif evalue and not rvalue:
                     record[key] = evalue
             try:
                 self.db.update_record(msg_id, record)
             except Exception:
                 self.log.error("DB Error updating record %r", msg_id, exc_info=True)
         except KeyError:
             try:
                 self.db.add_record(msg_id, record)
             except Exception:
                 self.log.error("DB Error adding record %r", msg_id, exc_info=True)
 
 
         self.pending.add(msg_id)
         self.queues[eid].append(msg_id)
 
     def save_queue_result(self, idents, msg):
         if len(idents) < 2:
             self.log.error("invalid identity prefix: %r", idents)
             return
 
         client_id, queue_id = idents[:2]
         try:
             msg = self.session.unserialize(msg)
         except Exception:
             self.log.error("queue::engine %r sent invalid message to %r: %r",
                     queue_id, client_id, msg, exc_info=True)
             return
 
         eid = self.by_ident.get(queue_id, None)
         if eid is None:
             self.log.error("queue::unknown engine %r is sending a reply: ", queue_id)
             return
 
         parent = msg['parent_header']
         if not parent:
             return
         msg_id = parent['msg_id']
         if msg_id in self.pending:
             self.pending.remove(msg_id)
             self.all_completed.add(msg_id)
             self.queues[eid].remove(msg_id)
             self.completed[eid].append(msg_id)
             self.log.info("queue::request %r completed on %s", msg_id, eid)
         elif msg_id not in self.all_completed:
             # it could be a result from a dead engine that died before delivering the
             # result
             self.log.warn("queue:: unknown msg finished %r", msg_id)
             return
         # update record anyway, because the unregistration could have been premature
         rheader = msg['header']
         md = msg['metadata']
         completed = rheader['date']
         started = extract_dates(md.get('started', None))
         result = {
             'result_header' : rheader,
             'result_metadata': md,
             'result_content': msg['content'],
             'received': datetime.now(),
             'started' : started,
             'completed' : completed
         }
 
         result['result_buffers'] = msg['buffers']
         try:
             self.db.update_record(msg_id, result)
         except Exception:
             self.log.error("DB Error updating record %r", msg_id, exc_info=True)
 
 
     #--------------------- Task Queue Traffic ------------------------------
 
     def save_task_request(self, idents, msg):
         """Save the submission of a task."""
         client_id = idents[0]
 
         try:
             msg = self.session.unserialize(msg)
         except Exception:
             self.log.error("task::client %r sent invalid task message: %r",
                     client_id, msg, exc_info=True)
             return
         record = init_record(msg)
 
         record['client_uuid'] = msg['header']['session']
         record['queue'] = 'task'
         header = msg['header']
         msg_id = header['msg_id']
         self.pending.add(msg_id)
         self.unassigned.add(msg_id)
         try:
             # it's posible iopub arrived first:
             existing = self.db.get_record(msg_id)
             if existing['resubmitted']:
                 for key in ('submitted', 'client_uuid', 'buffers'):
                     # don't clobber these keys on resubmit
                     # submitted and client_uuid should be different
                     # and buffers might be big, and shouldn't have changed
                     record.pop(key)
                     # still check content,header which should not change
                     # but are not expensive to compare as buffers
 
             for key,evalue in iteritems(existing):
                 if key.endswith('buffers'):
                     # don't compare buffers
                     continue
                 rvalue = record.get(key, None)
                 if evalue and rvalue and evalue != rvalue:
                     self.log.warn("conflicting initial state for record: %r:%r <%r> %r", msg_id, rvalue, key, evalue)
                 elif evalue and not rvalue:
                     record[key] = evalue
             try:
                 self.db.update_record(msg_id, record)
             except Exception:
                 self.log.error("DB Error updating record %r", msg_id, exc_info=True)
         except KeyError:
             try:
                 self.db.add_record(msg_id, record)
             except Exception:
                 self.log.error("DB Error adding record %r", msg_id, exc_info=True)
         except Exception:
             self.log.error("DB Error saving task request %r", msg_id, exc_info=True)
 
     def save_task_result(self, idents, msg):
         """save the result of a completed task."""
         client_id = idents[0]
         try:
             msg = self.session.unserialize(msg)
         except Exception:
             self.log.error("task::invalid task result message send to %r: %r",
                     client_id, msg, exc_info=True)
             return
 
         parent = msg['parent_header']
         if not parent:
             # print msg
             self.log.warn("Task %r had no parent!", msg)
             return
         msg_id = parent['msg_id']
         if msg_id in self.unassigned:
             self.unassigned.remove(msg_id)
 
         header = msg['header']
         md = msg['metadata']
         engine_uuid = md.get('engine', u'')
         eid = self.by_ident.get(cast_bytes(engine_uuid), None)
         
         status = md.get('status', None)
 
         if msg_id in self.pending:
             self.log.info("task::task %r finished on %s", msg_id, eid)
             self.pending.remove(msg_id)
             self.all_completed.add(msg_id)
             if eid is not None:
                 if status != 'aborted':
                     self.completed[eid].append(msg_id)
                 if msg_id in self.tasks[eid]:
                     self.tasks[eid].remove(msg_id)
             completed = header['date']
             started = extract_dates(md.get('started', None))
             result = {
                 'result_header' : header,
                 'result_metadata': msg['metadata'],
                 'result_content': msg['content'],
                 'started' : started,
                 'completed' : completed,
                 'received' : datetime.now(),
                 'engine_uuid': engine_uuid,
             }
 
             result['result_buffers'] = msg['buffers']
             try:
                 self.db.update_record(msg_id, result)
             except Exception:
                 self.log.error("DB Error saving task request %r", msg_id, exc_info=True)
 
         else:
             self.log.debug("task::unknown task %r finished", msg_id)
 
     def save_task_destination(self, idents, msg):
         try:
             msg = self.session.unserialize(msg, content=True)
         except Exception:
             self.log.error("task::invalid task tracking message", exc_info=True)
             return
         content = msg['content']
         # print (content)
         msg_id = content['msg_id']
         engine_uuid = content['engine_id']
         eid = self.by_ident[cast_bytes(engine_uuid)]
 
         self.log.info("task::task %r arrived on %r", msg_id, eid)
         if msg_id in self.unassigned:
             self.unassigned.remove(msg_id)
         # else:
         #     self.log.debug("task::task %r not listed as MIA?!"%(msg_id))
 
         self.tasks[eid].append(msg_id)
         # self.pending[msg_id][1].update(received=datetime.now(),engine=(eid,engine_uuid))
         try:
             self.db.update_record(msg_id, dict(engine_uuid=engine_uuid))
         except Exception:
             self.log.error("DB Error saving task destination %r", msg_id, exc_info=True)
 
 
     def mia_task_request(self, idents, msg):
         raise NotImplementedError
         client_id = idents[0]
         # content = dict(mia=self.mia,status='ok')
         # self.session.send('mia_reply', content=content, idents=client_id)
 
 
     #--------------------- IOPub Traffic ------------------------------
 
     def save_iopub_message(self, topics, msg):
         """save an iopub message into the db"""
         # print (topics)
         try:
             msg = self.session.unserialize(msg, content=True)
         except Exception:
             self.log.error("iopub::invalid IOPub message", exc_info=True)
             return
 
         parent = msg['parent_header']
         if not parent:
             self.log.debug("iopub::IOPub message lacks parent: %r", msg)
             return
         msg_id = parent['msg_id']
         msg_type = msg['header']['msg_type']
         content = msg['content']
         
         # ensure msg_id is in db
         try:
             rec = self.db.get_record(msg_id)
         except KeyError:
             rec = None
         
         # stream
         d = {}
         if msg_type == 'stream':
             name = content['name']
             s = '' if rec is None else rec[name]
             d[name] = s + content['data']
 
         elif msg_type == 'error':
             d['error'] = content
         elif msg_type == 'execute_input':
             d['execute_input'] = content['code']
         elif msg_type in ('display_data', 'execute_result'):
             d[msg_type] = content
         elif msg_type == 'status':
             pass
         elif msg_type == 'data_pub':
             self.log.info("ignored data_pub message for %s" % msg_id)
         else:
             self.log.warn("unhandled iopub msg_type: %r", msg_type)
 
         if not d:
             return
         
         if rec is None:
             # new record
             rec = empty_record()
             rec['msg_id'] = msg_id
             rec.update(d)
             d = rec
             update_record = self.db.add_record
         else:
             update_record = self.db.update_record
         
         try:
             update_record(msg_id, d)
         except Exception:
             self.log.error("DB Error saving iopub message %r", msg_id, exc_info=True)
 
 
 
     #-------------------------------------------------------------------------
     # Registration requests
     #-------------------------------------------------------------------------
 
     def connection_request(self, client_id, msg):
         """Reply with connection addresses for clients."""
         self.log.info("client::client %r connected", client_id)
         content = dict(status='ok')
         jsonable = {}
         for k,v in iteritems(self.keytable):
             if v not in self.dead_engines:
                 jsonable[str(k)] = v
         content['engines'] = jsonable
         self.session.send(self.query, 'connection_reply', content, parent=msg, ident=client_id)
 
     def register_engine(self, reg, msg):
         """Register a new engine."""
         content = msg['content']
         try:
             uuid = content['uuid']
         except KeyError:
             self.log.error("registration::queue not specified", exc_info=True)
             return
 
         eid = self._next_id
 
         self.log.debug("registration::register_engine(%i, %r)", eid, uuid)
 
         content = dict(id=eid,status='ok',hb_period=self.heartmonitor.period)
         # check if requesting available IDs:
         if cast_bytes(uuid) in self.by_ident:
             try:
                 raise KeyError("uuid %r in use" % uuid)
             except:
                 content = error.wrap_exception()
                 self.log.error("uuid %r in use", uuid, exc_info=True)
         else:
             for h, ec in iteritems(self.incoming_registrations):
                 if uuid == h:
                     try:
                         raise KeyError("heart_id %r in use" % uuid)
                     except:
                         self.log.error("heart_id %r in use", uuid, exc_info=True)
                         content = error.wrap_exception()
                     break
                 elif uuid == ec.uuid:
                     try:
                         raise KeyError("uuid %r in use" % uuid)
                     except:
                         self.log.error("uuid %r in use", uuid, exc_info=True)
                         content = error.wrap_exception()
                     break
 
         msg = self.session.send(self.query, "registration_reply",
                 content=content,
                 ident=reg)
 
         heart = cast_bytes(uuid)
 
         if content['status'] == 'ok':
             if heart in self.heartmonitor.hearts:
                 # already beating
                 self.incoming_registrations[heart] = EngineConnector(id=eid,uuid=uuid)
                 self.finish_registration(heart)
             else:
                 purge = lambda : self._purge_stalled_registration(heart)
-                dc = ioloop.DelayedCallback(purge, self.registration_timeout, self.loop)
-                dc.start()
-                self.incoming_registrations[heart] = EngineConnector(id=eid,uuid=uuid,stallback=dc)
+                t = self.loop.add_timeout(
+                    self.loop.time() + self.registration_timeout,
+                    purge,
+                )
+                self.incoming_registrations[heart] = EngineConnector(id=eid,uuid=uuid,stallback=t)
         else:
             self.log.error("registration::registration %i failed: %r", eid, content['evalue'])
         
         return eid
 
     def unregister_engine(self, ident, msg):
         """Unregister an engine that explicitly requested to leave."""
         try:
             eid = msg['content']['id']
         except:
             self.log.error("registration::bad engine id for unregistration: %r", ident, exc_info=True)
             return
         self.log.info("registration::unregister_engine(%r)", eid)
-        # print (eid)
+        
         uuid = self.keytable[eid]
         content=dict(id=eid, uuid=uuid)
         self.dead_engines.add(uuid)
-        # self.ids.remove(eid)
-        # uuid = self.keytable.pop(eid)
-        #
-        # ec = self.engines.pop(eid)
-        # self.hearts.pop(ec.heartbeat)
-        # self.by_ident.pop(ec.queue)
-        # self.completed.pop(eid)
-        handleit = lambda : self._handle_stranded_msgs(eid, uuid)
-        dc = ioloop.DelayedCallback(handleit, self.registration_timeout, self.loop)
-        dc.start()
+        
+        self.loop.add_timeout(
+            self.loop.time() + self.registration_timeout,
+            lambda : self._handle_stranded_msgs(eid, uuid),
+        )
         ############## TODO: HANDLE IT ################
         
         self._save_engine_state()
 
         if self.notifier:
             self.session.send(self.notifier, "unregistration_notification", content=content)
 
     def _handle_stranded_msgs(self, eid, uuid):
         """Handle messages known to be on an engine when the engine unregisters.
 
         It is possible that this will fire prematurely - that is, an engine will
         go down after completing a result, and the client will be notified
         that the result failed and later receive the actual result.
         """
 
         outstanding = self.queues[eid]
 
         for msg_id in outstanding:
             self.pending.remove(msg_id)
             self.all_completed.add(msg_id)
             try:
                 raise error.EngineError("Engine %r died while running task %r" % (eid, msg_id))
             except:
                 content = error.wrap_exception()
             # build a fake header:
             header = {}
             header['engine'] = uuid
             header['date'] = datetime.now()
             rec = dict(result_content=content, result_header=header, result_buffers=[])
             rec['completed'] = header['date']
             rec['engine_uuid'] = uuid
             try:
                 self.db.update_record(msg_id, rec)
             except Exception:
                 self.log.error("DB Error handling stranded msg %r", msg_id, exc_info=True)
 
 
     def finish_registration(self, heart):
         """Second half of engine registration, called after our HeartMonitor
         has received a beat from the Engine's Heart."""
         try:
             ec = self.incoming_registrations.pop(heart)
         except KeyError:
             self.log.error("registration::tried to finish nonexistant registration", exc_info=True)
             return
         self.log.info("registration::finished registering engine %i:%s", ec.id, ec.uuid)
         if ec.stallback is not None:
-            ec.stallback.stop()
+            self.loop.remove_timeout(ec.stallback)
         eid = ec.id
         self.ids.add(eid)
         self.keytable[eid] = ec.uuid
         self.engines[eid] = ec
         self.by_ident[cast_bytes(ec.uuid)] = ec.id
         self.queues[eid] = list()
         self.tasks[eid] = list()
         self.completed[eid] = list()
         self.hearts[heart] = eid
         content = dict(id=eid, uuid=self.engines[eid].uuid)
         if self.notifier:
             self.session.send(self.notifier, "registration_notification", content=content)
         self.log.info("engine::Engine Connected: %i", eid)
         
         self._save_engine_state()
 
     def _purge_stalled_registration(self, heart):
         if heart in self.incoming_registrations:
             ec = self.incoming_registrations.pop(heart)
             self.log.info("registration::purging stalled registration: %i", ec.id)
         else:
             pass
 
     #-------------------------------------------------------------------------
     # Engine State
     #-------------------------------------------------------------------------
 
 
     def _cleanup_engine_state_file(self):
         """cleanup engine state mapping"""
         
         if os.path.exists(self.engine_state_file):
             self.log.debug("cleaning up engine state: %s", self.engine_state_file)
             try:
                 os.remove(self.engine_state_file)
             except IOError:
                 self.log.error("Couldn't cleanup file: %s", self.engine_state_file, exc_info=True)
 
 
     def _save_engine_state(self):
         """save engine mapping to JSON file"""
         if not self.engine_state_file:
             return
         self.log.debug("save engine state to %s" % self.engine_state_file)
         state = {}
         engines = {}
         for eid, ec in iteritems(self.engines):
             if ec.uuid not in self.dead_engines:
                 engines[eid] = ec.uuid
         
         state['engines'] = engines
         
         state['next_id'] = self._idcounter
         
         with open(self.engine_state_file, 'w') as f:
             json.dump(state, f)
 
 
     def _load_engine_state(self):
         """load engine mapping from JSON file"""
         if not os.path.exists(self.engine_state_file):
             return
         
         self.log.info("loading engine state from %s" % self.engine_state_file)
         
         with open(self.engine_state_file) as f:
             state = json.load(f)
         
         save_notifier = self.notifier
         self.notifier = None
         for eid, uuid in iteritems(state['engines']):
             heart = uuid.encode('ascii')
             # start with this heart as current and beating:
             self.heartmonitor.responses.add(heart)
             self.heartmonitor.hearts.add(heart)
             
             self.incoming_registrations[heart] = EngineConnector(id=int(eid), uuid=uuid)
             self.finish_registration(heart)
         
         self.notifier = save_notifier
         
         self._idcounter = state['next_id']
 
     #-------------------------------------------------------------------------
     # Client Requests
     #-------------------------------------------------------------------------
 
     def shutdown_request(self, client_id, msg):
         """handle shutdown request."""
         self.session.send(self.query, 'shutdown_reply', content={'status': 'ok'}, ident=client_id)
         # also notify other clients of shutdown
         self.session.send(self.notifier, 'shutdown_notice', content={'status': 'ok'})
-        dc = ioloop.DelayedCallback(lambda : self._shutdown(), 1000, self.loop)
-        dc.start()
+        self.loop.add_timeout(self.loop.time() + 1, self._shutdown)
 
     def _shutdown(self):
         self.log.info("hub::hub shutting down.")
         time.sleep(0.1)
         sys.exit(0)
 
 
     def check_load(self, client_id, msg):
         content = msg['content']
         try:
             targets = content['targets']
             targets = self._validate_targets(targets)
         except:
             content = error.wrap_exception()
             self.session.send(self.query, "hub_error",
                     content=content, ident=client_id)
             return
 
         content = dict(status='ok')
         # loads = {}
         for t in targets:
             content[bytes(t)] = len(self.queues[t])+len(self.tasks[t])
         self.session.send(self.query, "load_reply", content=content, ident=client_id)
 
 
     def queue_status(self, client_id, msg):
         """Return the Queue status of one or more targets.
 
         If verbose, return the msg_ids, else return len of each type.
 
         Keys:
 
         * queue (pending MUX jobs)
         * tasks (pending Task jobs)
         * completed (finished jobs from both queues)
         """
         content = msg['content']
         targets = content['targets']
         try:
             targets = self._validate_targets(targets)
         except:
             content = error.wrap_exception()
             self.session.send(self.query, "hub_error",
                     content=content, ident=client_id)
             return
         verbose = content.get('verbose', False)
         content = dict(status='ok')
         for t in targets:
             queue = self.queues[t]
             completed = self.completed[t]
             tasks = self.tasks[t]
             if not verbose:
                 queue = len(queue)
                 completed = len(completed)
                 tasks = len(tasks)
             content[str(t)] = {'queue': queue, 'completed': completed , 'tasks': tasks}
         content['unassigned'] = list(self.unassigned) if verbose else len(self.unassigned)
         # print (content)
         self.session.send(self.query, "queue_reply", content=content, ident=client_id)
 
     def purge_results(self, client_id, msg):
         """Purge results from memory. This method is more valuable before we move
         to a DB based message storage mechanism."""
         content = msg['content']
         self.log.info("Dropping records with %s", content)
         msg_ids = content.get('msg_ids', [])
         reply = dict(status='ok')
         if msg_ids == 'all':
             try:
                 self.db.drop_matching_records(dict(completed={'$ne':None}))
             except Exception:
                 reply = error.wrap_exception()
                 self.log.exception("Error dropping records")
         else:
             pending = [m for m in msg_ids if (m in self.pending)]
             if pending:
                 try:
                     raise IndexError("msg pending: %r" % pending[0])
                 except:
                     reply = error.wrap_exception()
                     self.log.exception("Error dropping records")
             else:
                 try:
                     self.db.drop_matching_records(dict(msg_id={'$in':msg_ids}))
                 except Exception:
                     reply = error.wrap_exception()
                     self.log.exception("Error dropping records")
 
             if reply['status'] == 'ok':
                 eids = content.get('engine_ids', [])
                 for eid in eids:
                     if eid not in self.engines:
                         try:
                             raise IndexError("No such engine: %i" % eid)
                         except:
                             reply = error.wrap_exception()
                             self.log.exception("Error dropping records")
                         break
                     uid = self.engines[eid].uuid
                     try:
                         self.db.drop_matching_records(dict(engine_uuid=uid, completed={'$ne':None}))
                     except Exception:
                         reply = error.wrap_exception()
                         self.log.exception("Error dropping records")
                         break
 
         self.session.send(self.query, 'purge_reply', content=reply, ident=client_id)
 
     def resubmit_task(self, client_id, msg):
         """Resubmit one or more tasks."""
         def finish(reply):
             self.session.send(self.query, 'resubmit_reply', content=reply, ident=client_id)
 
         content = msg['content']
         msg_ids = content['msg_ids']
         reply = dict(status='ok')
         try:
             records = self.db.find_records({'msg_id' : {'$in' : msg_ids}}, keys=[
                 'header', 'content', 'buffers'])
         except Exception:
             self.log.error('db::db error finding tasks to resubmit', exc_info=True)
             return finish(error.wrap_exception())
 
         # validate msg_ids
         found_ids = [ rec['msg_id'] for rec in records ]
         pending_ids = [ msg_id for msg_id in found_ids if msg_id in self.pending ]
         if len(records) > len(msg_ids):
             try:
                 raise RuntimeError("DB appears to be in an inconsistent state."
                     "More matching records were found than should exist")
             except Exception:
                 self.log.exception("Failed to resubmit task")
                 return finish(error.wrap_exception())
         elif len(records) < len(msg_ids):
             missing = [ m for m in msg_ids if m not in found_ids ]
             try:
                 raise KeyError("No such msg(s): %r" % missing)
             except KeyError:
                 self.log.exception("Failed to resubmit task")
                 return finish(error.wrap_exception())
         elif pending_ids:
             pass
             # no need to raise on resubmit of pending task, now that we
             # resubmit under new ID, but do we want to raise anyway?
             # msg_id = invalid_ids[0]
             # try:
             #     raise ValueError("Task(s) %r appears to be inflight" % )
             # except Exception:
             #     return finish(error.wrap_exception())
 
         # mapping of original IDs to resubmitted IDs
         resubmitted = {}
 
         # send the messages
         for rec in records:
             header = rec['header']
             msg = self.session.msg(header['msg_type'], parent=header)
             msg_id = msg['msg_id']
             msg['content'] = rec['content']
             
             # use the old header, but update msg_id and timestamp
             fresh = msg['header']
             header['msg_id'] = fresh['msg_id']
             header['date'] = fresh['date']
             msg['header'] = header
 
             self.session.send(self.resubmit, msg, buffers=rec['buffers'])
 
             resubmitted[rec['msg_id']] = msg_id
             self.pending.add(msg_id)
             msg['buffers'] = rec['buffers']
             try:
                 self.db.add_record(msg_id, init_record(msg))
             except Exception:
                 self.log.error("db::DB Error updating record: %s", msg_id, exc_info=True)
                 return finish(error.wrap_exception())
 
         finish(dict(status='ok', resubmitted=resubmitted))
         
         # store the new IDs in the Task DB
         for msg_id, resubmit_id in iteritems(resubmitted):
             try:
                 self.db.update_record(msg_id, {'resubmitted' : resubmit_id})
             except Exception:
                 self.log.error("db::DB Error updating record: %s", msg_id, exc_info=True)
 
 
     def _extract_record(self, rec):
         """decompose a TaskRecord dict into subsection of reply for get_result"""
         io_dict = {}
         for key in ('execute_input', 'execute_result', 'error', 'stdout', 'stderr'):
                 io_dict[key] = rec[key]
         content = { 
             'header': rec['header'],
             'metadata': rec['metadata'],
             'result_metadata': rec['result_metadata'],
             'result_header' : rec['result_header'],
             'result_content': rec['result_content'],
             'received' : rec['received'],
             'io' : io_dict,
         }
         if rec['result_buffers']:
             buffers = list(map(bytes, rec['result_buffers']))
         else:
             buffers = []
 
         return content, buffers
 
     def get_results(self, client_id, msg):
         """Get the result of 1 or more messages."""
         content = msg['content']
         msg_ids = sorted(set(content['msg_ids']))
         statusonly = content.get('status_only', False)
         pending = []
         completed = []
         content = dict(status='ok')
         content['pending'] = pending
         content['completed'] = completed
         buffers = []
         if not statusonly:
             try:
                 matches = self.db.find_records(dict(msg_id={'$in':msg_ids}))
                 # turn match list into dict, for faster lookup
                 records = {}
                 for rec in matches:
                     records[rec['msg_id']] = rec
             except Exception:
                 content = error.wrap_exception()
                 self.log.exception("Failed to get results")
                 self.session.send(self.query, "result_reply", content=content,
                                                     parent=msg, ident=client_id)
                 return
         else:
             records = {}
         for msg_id in msg_ids:
             if msg_id in self.pending:
                 pending.append(msg_id)
             elif msg_id in self.all_completed:
                 completed.append(msg_id)
                 if not statusonly:
                     c,bufs = self._extract_record(records[msg_id])
                     content[msg_id] = c
                     buffers.extend(bufs)
             elif msg_id in records:
                 if rec['completed']:
                     completed.append(msg_id)
                     c,bufs = self._extract_record(records[msg_id])
                     content[msg_id] = c
                     buffers.extend(bufs)
                 else:
                     pending.append(msg_id)
             else:
                 try:
                     raise KeyError('No such message: '+msg_id)
                 except:
                     content = error.wrap_exception()
                 break
         self.session.send(self.query, "result_reply", content=content,
                                             parent=msg, ident=client_id,
                                             buffers=buffers)
 
     def get_history(self, client_id, msg):
         """Get a list of all msg_ids in our DB records"""
         try:
             msg_ids = self.db.get_history()
         except Exception as e:
             content = error.wrap_exception()
             self.log.exception("Failed to get history")
         else:
             content = dict(status='ok', history=msg_ids)
 
         self.session.send(self.query, "history_reply", content=content,
                                             parent=msg, ident=client_id)
 
     def db_query(self, client_id, msg):
         """Perform a raw query on the task record database."""
         content = msg['content']
         query = extract_dates(content.get('query', {}))
         keys = content.get('keys', None)
         buffers = []
         empty = list()
         try:
             records = self.db.find_records(query, keys)
         except Exception as e:
             content = error.wrap_exception()
             self.log.exception("DB query failed")
         else:
             # extract buffers from reply content:
             if keys is not None:
                 buffer_lens = [] if 'buffers' in keys else None
                 result_buffer_lens = [] if 'result_buffers' in keys else None
             else:
                 buffer_lens = None
                 result_buffer_lens = None
 
             for rec in records:
                 # buffers may be None, so double check
                 b = rec.pop('buffers', empty) or empty
                 if buffer_lens is not None:
                     buffer_lens.append(len(b))
                     buffers.extend(b)
                 rb = rec.pop('result_buffers', empty) or empty
                 if result_buffer_lens is not None:
                     result_buffer_lens.append(len(rb))
                     buffers.extend(rb)
             content = dict(status='ok', records=records, buffer_lens=buffer_lens,
                                     result_buffer_lens=result_buffer_lens)
         # self.log.debug (content)
         self.session.send(self.query, "db_reply", content=content,
                                             parent=msg, ident=client_id,
                                             buffers=buffers)
 

IPython/parallel/controller/scheduler.py

@@ -1,848 +1,849 b''
 """The Python scheduler for rich scheduling.
 
 The Pure ZMQ scheduler does not allow routing schemes other than LRU,
 nor does it check msg_id DAG dependencies. For those, a slightly slower
 Python Scheduler exists.
 """
 
 # Copyright (c) IPython Development Team.
 # Distributed under the terms of the Modified BSD License.
 
 import logging
 import sys
 import time
 
 from collections import deque
 from datetime import datetime
 from random import randint, random
 from types import FunctionType
 
 try:
     import numpy
 except ImportError:
     numpy = None
 
 import zmq
 from zmq.eventloop import ioloop, zmqstream
 
 # local imports
 from IPython.external.decorator import decorator
 from IPython.config.application import Application
 from IPython.config.loader import Config
 from IPython.utils.traitlets import Instance, Dict, List, Set, Integer, Enum, CBytes
 from IPython.utils.py3compat import cast_bytes
 
 from IPython.parallel import error, util
 from IPython.parallel.factory import SessionFactory
 from IPython.parallel.util import connect_logger, local_logger
 
 from .dependency import Dependency
 
 @decorator
 def logged(f,self,*args,**kwargs):
     # print ("#--------------------")
     self.log.debug("scheduler::%s(*%s,**%s)", f.__name__, args, kwargs)
     # print ("#--")
     return f(self,*args, **kwargs)
 
 #----------------------------------------------------------------------
 # Chooser functions
 #----------------------------------------------------------------------
 
 def plainrandom(loads):
     """Plain random pick."""
     n = len(loads)
     return randint(0,n-1)
 
 def lru(loads):
     """Always pick the front of the line.
 
     The content of `loads` is ignored.
 
     Assumes LRU ordering of loads, with oldest first.
     """
     return 0
 
 def twobin(loads):
     """Pick two at random, use the LRU of the two.
 
     The content of loads is ignored.
 
     Assumes LRU ordering of loads, with oldest first.
     """
     n = len(loads)
     a = randint(0,n-1)
     b = randint(0,n-1)
     return min(a,b)
 
 def weighted(loads):
     """Pick two at random using inverse load as weight.
 
     Return the less loaded of the two.
     """
     # weight 0 a million times more than 1:
     weights = 1./(1e-6+numpy.array(loads))
     sums = weights.cumsum()
     t = sums[-1]
     x = random()*t
     y = random()*t
     idx = 0
     idy = 0
     while sums[idx] < x:
         idx += 1
     while sums[idy] < y:
         idy += 1
     if weights[idy] > weights[idx]:
         return idy
     else:
         return idx
 
 def leastload(loads):
     """Always choose the lowest load.
 
     If the lowest load occurs more than once, the first
     occurance will be used.  If loads has LRU ordering, this means
     the LRU of those with the lowest load is chosen.
     """
     return loads.index(min(loads))
 
 #---------------------------------------------------------------------
 # Classes
 #---------------------------------------------------------------------
 
 
 # store empty default dependency:
 MET = Dependency([])
 
 
 class Job(object):
     """Simple container for a job"""
     def __init__(self, msg_id, raw_msg, idents, msg, header, metadata,
                     targets, after, follow, timeout):
         self.msg_id = msg_id
         self.raw_msg = raw_msg
         self.idents = idents
         self.msg = msg
         self.header = header
         self.metadata = metadata
         self.targets = targets
         self.after = after
         self.follow = follow
         self.timeout = timeout
         
         self.removed = False # used for lazy-delete from sorted queue
         self.timestamp = time.time()
         self.timeout_id = 0
         self.blacklist = set()
 
     def __lt__(self, other):
         return self.timestamp < other.timestamp
 
     def __cmp__(self, other):
         return cmp(self.timestamp, other.timestamp)
 
     @property
     def dependents(self):
         return self.follow.union(self.after)
 
 
 class TaskScheduler(SessionFactory):
     """Python TaskScheduler object.
 
     This is the simplest object that supports msg_id based
     DAG dependencies. *Only* task msg_ids are checked, not
     msg_ids of jobs submitted via the MUX queue.
 
     """
 
     hwm = Integer(1, config=True,
         help="""specify the High Water Mark (HWM) for the downstream
         socket in the Task scheduler. This is the maximum number
         of allowed outstanding tasks on each engine.
         
         The default (1) means that only one task can be outstanding on each
         engine.  Setting TaskScheduler.hwm=0 means there is no limit, and the
         engines continue to be assigned tasks while they are working,
         effectively hiding network latency behind computation, but can result
         in an imbalance of work when submitting many heterogenous tasks all at
         once.  Any positive value greater than one is a compromise between the
         two.
 
         """
     )
     scheme_name = Enum(('leastload', 'pure', 'lru', 'plainrandom', 'weighted', 'twobin'),
         'leastload', config=True, allow_none=False,
         help="""select the task scheduler scheme  [default: Python LRU]
         Options are: 'pure', 'lru', 'plainrandom', 'weighted', 'twobin','leastload'"""
     )
     def _scheme_name_changed(self, old, new):
         self.log.debug("Using scheme %r"%new)
         self.scheme = globals()[new]
 
     # input arguments:
     scheme = Instance(FunctionType) # function for determining the destination
     def _scheme_default(self):
         return leastload
     client_stream = Instance(zmqstream.ZMQStream) # client-facing stream
     engine_stream = Instance(zmqstream.ZMQStream) # engine-facing stream
     notifier_stream = Instance(zmqstream.ZMQStream) # hub-facing sub stream
     mon_stream = Instance(zmqstream.ZMQStream) # hub-facing pub stream
     query_stream = Instance(zmqstream.ZMQStream) # hub-facing DEALER stream
 
     # internals:
     queue = Instance(deque) # sorted list of Jobs
     def _queue_default(self):
         return deque()
     queue_map = Dict() # dict by msg_id of Jobs (for O(1) access to the Queue)
     graph = Dict() # dict by msg_id of [ msg_ids that depend on key ]
     retries = Dict() # dict by msg_id of retries remaining (non-neg ints)
     # waiting = List() # list of msg_ids ready to run, but haven't due to HWM
     pending = Dict() # dict by engine_uuid of submitted tasks
     completed = Dict() # dict by engine_uuid of completed tasks
     failed = Dict() # dict by engine_uuid of failed tasks
     destinations = Dict() # dict by msg_id of engine_uuids where jobs ran (reverse of completed+failed)
     clients = Dict() # dict by msg_id for who submitted the task
     targets = List() # list of target IDENTs
     loads = List() # list of engine loads
     # full = Set() # set of IDENTs that have HWM outstanding tasks
     all_completed = Set() # set of all completed tasks
     all_failed = Set() # set of all failed tasks
     all_done = Set() # set of all finished tasks=union(completed,failed)
     all_ids = Set() # set of all submitted task IDs
 
     ident = CBytes() # ZMQ identity. This should just be self.session.session
                      # but ensure Bytes
     def _ident_default(self):
         return self.session.bsession
 
     def start(self):
         self.query_stream.on_recv(self.dispatch_query_reply)
         self.session.send(self.query_stream, "connection_request", {})
         
         self.engine_stream.on_recv(self.dispatch_result, copy=False)
         self.client_stream.on_recv(self.dispatch_submission, copy=False)
 
         self._notification_handlers = dict(
             registration_notification = self._register_engine,
             unregistration_notification = self._unregister_engine
         )
         self.notifier_stream.on_recv(self.dispatch_notification)
         self.log.info("Scheduler started [%s]" % self.scheme_name)
 
     def resume_receiving(self):
         """Resume accepting jobs."""
         self.client_stream.on_recv(self.dispatch_submission, copy=False)
 
     def stop_receiving(self):
         """Stop accepting jobs while there are no engines.
         Leave them in the ZMQ queue."""
         self.client_stream.on_recv(None)
 
     #-----------------------------------------------------------------------
     # [Un]Registration Handling
     #-----------------------------------------------------------------------
     
     
     def dispatch_query_reply(self, msg):
         """handle reply to our initial connection request"""
         try:
             idents,msg = self.session.feed_identities(msg)
         except ValueError:
             self.log.warn("task::Invalid Message: %r",msg)
             return
         try:
             msg = self.session.unserialize(msg)
         except ValueError:
             self.log.warn("task::Unauthorized message from: %r"%idents)
             return
         
         content = msg['content']
         for uuid in content.get('engines', {}).values():
             self._register_engine(cast_bytes(uuid))
 
     
     @util.log_errors
     def dispatch_notification(self, msg):
         """dispatch register/unregister events."""
         try:
             idents,msg = self.session.feed_identities(msg)
         except ValueError:
             self.log.warn("task::Invalid Message: %r",msg)
             return
         try:
             msg = self.session.unserialize(msg)
         except ValueError:
             self.log.warn("task::Unauthorized message from: %r"%idents)
             return
 
         msg_type = msg['header']['msg_type']
 
         handler = self._notification_handlers.get(msg_type, None)
         if handler is None:
             self.log.error("Unhandled message type: %r"%msg_type)
         else:
             try:
                 handler(cast_bytes(msg['content']['uuid']))
             except Exception:
                 self.log.error("task::Invalid notification msg: %r", msg, exc_info=True)
 
     def _register_engine(self, uid):
         """New engine with ident `uid` became available."""
         # head of the line:
         self.targets.insert(0,uid)
         self.loads.insert(0,0)
 
         # initialize sets
         self.completed[uid] = set()
         self.failed[uid] = set()
         self.pending[uid] = {}
 
         # rescan the graph:
         self.update_graph(None)
 
     def _unregister_engine(self, uid):
         """Existing engine with ident `uid` became unavailable."""
         if len(self.targets) == 1:
             # this was our only engine
             pass
 
         # handle any potentially finished tasks:
         self.engine_stream.flush()
 
         # don't pop destinations, because they might be used later
         # map(self.destinations.pop, self.completed.pop(uid))
         # map(self.destinations.pop, self.failed.pop(uid))
 
         # prevent this engine from receiving work
         idx = self.targets.index(uid)
         self.targets.pop(idx)
         self.loads.pop(idx)
 
         # wait 5 seconds before cleaning up pending jobs, since the results might
         # still be incoming
         if self.pending[uid]:
-            dc = ioloop.DelayedCallback(lambda : self.handle_stranded_tasks(uid), 5000, self.loop)
-            dc.start()
+            self.loop.add_timeout(self.loop.time() + 5,
+                lambda : self.handle_stranded_tasks(uid),
+            )
         else:
             self.completed.pop(uid)
             self.failed.pop(uid)
 
 
     def handle_stranded_tasks(self, engine):
         """Deal with jobs resident in an engine that died."""
         lost = self.pending[engine]
         for msg_id in lost.keys():
             if msg_id not in self.pending[engine]:
                 # prevent double-handling of messages
                 continue
 
             raw_msg = lost[msg_id].raw_msg
             idents,msg = self.session.feed_identities(raw_msg, copy=False)
             parent = self.session.unpack(msg[1].bytes)
             idents = [engine, idents[0]]
 
             # build fake error reply
             try:
                 raise error.EngineError("Engine %r died while running task %r"%(engine, msg_id))
             except:
                 content = error.wrap_exception()
             # build fake metadata
             md = dict(
                 status=u'error',
                 engine=engine.decode('ascii'),
                 date=datetime.now(),
             )
             msg = self.session.msg('apply_reply', content, parent=parent, metadata=md)
             raw_reply = list(map(zmq.Message, self.session.serialize(msg, ident=idents)))
             # and dispatch it
             self.dispatch_result(raw_reply)
 
         # finally scrub completed/failed lists
         self.completed.pop(engine)
         self.failed.pop(engine)
 
 
     #-----------------------------------------------------------------------
     # Job Submission
     #-----------------------------------------------------------------------
     
 
     @util.log_errors
     def dispatch_submission(self, raw_msg):
         """Dispatch job submission to appropriate handlers."""
         # ensure targets up to date:
         self.notifier_stream.flush()
         try:
             idents, msg = self.session.feed_identities(raw_msg, copy=False)
             msg = self.session.unserialize(msg, content=False, copy=False)
         except Exception:
             self.log.error("task::Invaid task msg: %r"%raw_msg, exc_info=True)
             return
 
 
         # send to monitor
         self.mon_stream.send_multipart([b'intask']+raw_msg, copy=False)
 
         header = msg['header']
         md = msg['metadata']
         msg_id = header['msg_id']
         self.all_ids.add(msg_id)
 
         # get targets as a set of bytes objects
         # from a list of unicode objects
         targets = md.get('targets', [])
         targets = set(map(cast_bytes, targets))
 
         retries = md.get('retries', 0)
         self.retries[msg_id] = retries
 
         # time dependencies
         after = md.get('after', None)
         if after:
             after = Dependency(after)
             if after.all:
                 if after.success:
                     after = Dependency(after.difference(self.all_completed),
                                 success=after.success,
                                 failure=after.failure,
                                 all=after.all,
                     )
                 if after.failure:
                     after = Dependency(after.difference(self.all_failed),
                                 success=after.success,
                                 failure=after.failure,
                                 all=after.all,
                     )
             if after.check(self.all_completed, self.all_failed):
                 # recast as empty set, if `after` already met,
                 # to prevent unnecessary set comparisons
                 after = MET
         else:
             after = MET
 
         # location dependencies
         follow = Dependency(md.get('follow', []))
 
         timeout = md.get('timeout', None)
         if timeout:
             timeout = float(timeout)
 
         job = Job(msg_id=msg_id, raw_msg=raw_msg, idents=idents, msg=msg,
                  header=header, targets=targets, after=after, follow=follow,
                  timeout=timeout, metadata=md,
         )
         # validate and reduce dependencies:
         for dep in after,follow:
             if not dep: # empty dependency
                 continue
             # check valid:
             if msg_id in dep or dep.difference(self.all_ids):
                 self.queue_map[msg_id] = job
                 return self.fail_unreachable(msg_id, error.InvalidDependency)
             # check if unreachable:
             if dep.unreachable(self.all_completed, self.all_failed):
                 self.queue_map[msg_id] = job
                 return self.fail_unreachable(msg_id)
 
         if after.check(self.all_completed, self.all_failed):
             # time deps already met, try to run
             if not self.maybe_run(job):
                 # can't run yet
                 if msg_id not in self.all_failed:
                     # could have failed as unreachable
                     self.save_unmet(job)
         else:
             self.save_unmet(job)
 
     def job_timeout(self, job, timeout_id):
         """callback for a job's timeout.
         
         The job may or may not have been run at this point.
         """
         if job.timeout_id != timeout_id:
             # not the most recent call
             return
         now = time.time()
         if job.timeout >= (now + 1):
             self.log.warn("task %s timeout fired prematurely: %s > %s",
                 job.msg_id, job.timeout, now
             )
         if job.msg_id in self.queue_map:
             # still waiting, but ran out of time
             self.log.info("task %r timed out", job.msg_id)
             self.fail_unreachable(job.msg_id, error.TaskTimeout)
 
     def fail_unreachable(self, msg_id, why=error.ImpossibleDependency):
         """a task has become unreachable, send a reply with an ImpossibleDependency
         error."""
         if msg_id not in self.queue_map:
             self.log.error("task %r already failed!", msg_id)
             return
         job = self.queue_map.pop(msg_id)
         # lazy-delete from the queue
         job.removed = True
         for mid in job.dependents:
             if mid in self.graph:
                 self.graph[mid].remove(msg_id)
 
         try:
             raise why()
         except:
             content = error.wrap_exception()
         self.log.debug("task %r failing as unreachable with: %s", msg_id, content['ename'])
 
         self.all_done.add(msg_id)
         self.all_failed.add(msg_id)
 
         msg = self.session.send(self.client_stream, 'apply_reply', content,
                                                 parent=job.header, ident=job.idents)
         self.session.send(self.mon_stream, msg, ident=[b'outtask']+job.idents)
 
         self.update_graph(msg_id, success=False)
 
     def available_engines(self):
         """return a list of available engine indices based on HWM"""
         if not self.hwm:
             return list(range(len(self.targets)))
         available = []
         for idx in range(len(self.targets)):
             if self.loads[idx] < self.hwm:
                 available.append(idx)
         return available
 
     def maybe_run(self, job):
         """check location dependencies, and run if they are met."""
         msg_id = job.msg_id
         self.log.debug("Attempting to assign task %s", msg_id)
         available = self.available_engines()
         if not available:
             # no engines, definitely can't run
             return False
         
         if job.follow or job.targets or job.blacklist or self.hwm:
             # we need a can_run filter
             def can_run(idx):
                 # check hwm
                 if self.hwm and self.loads[idx] == self.hwm:
                     return False
                 target = self.targets[idx]
                 # check blacklist
                 if target in job.blacklist:
                     return False
                 # check targets
                 if job.targets and target not in job.targets:
                     return False
                 # check follow
                 return job.follow.check(self.completed[target], self.failed[target])
 
             indices = list(filter(can_run, available))
 
             if not indices:
                 # couldn't run
                 if job.follow.all:
                     # check follow for impossibility
                     dests = set()
                     relevant = set()
                     if job.follow.success:
                         relevant = self.all_completed
                     if job.follow.failure:
                         relevant = relevant.union(self.all_failed)
                     for m in job.follow.intersection(relevant):
                         dests.add(self.destinations[m])
                     if len(dests) > 1:
                         self.queue_map[msg_id] = job
                         self.fail_unreachable(msg_id)
                         return False
                 if job.targets:
                     # check blacklist+targets for impossibility
                     job.targets.difference_update(job.blacklist)
                     if not job.targets or not job.targets.intersection(self.targets):
                         self.queue_map[msg_id] = job
                         self.fail_unreachable(msg_id)
                         return False
                 return False
         else:
             indices = None
 
         self.submit_task(job, indices)
         return True
 
     def save_unmet(self, job):
         """Save a message for later submission when its dependencies are met."""
         msg_id = job.msg_id
         self.log.debug("Adding task %s to the queue", msg_id)
         self.queue_map[msg_id] = job
         self.queue.append(job)
         # track the ids in follow or after, but not those already finished
         for dep_id in job.after.union(job.follow).difference(self.all_done):
             if dep_id not in self.graph:
                 self.graph[dep_id] = set()
             self.graph[dep_id].add(msg_id)
         
         # schedule timeout callback
         if job.timeout:
             timeout_id = job.timeout_id = job.timeout_id + 1
             self.loop.add_timeout(time.time() + job.timeout,
                 lambda : self.job_timeout(job, timeout_id)
             )
         
 
     def submit_task(self, job, indices=None):
         """Submit a task to any of a subset of our targets."""
         if indices:
             loads = [self.loads[i] for i in indices]
         else:
             loads = self.loads
         idx = self.scheme(loads)
         if indices:
             idx = indices[idx]
         target = self.targets[idx]
         # print (target, map(str, msg[:3]))
         # send job to the engine
         self.engine_stream.send(target, flags=zmq.SNDMORE, copy=False)
         self.engine_stream.send_multipart(job.raw_msg, copy=False)
         # update load
         self.add_job(idx)
         self.pending[target][job.msg_id] = job
         # notify Hub
         content = dict(msg_id=job.msg_id, engine_id=target.decode('ascii'))
         self.session.send(self.mon_stream, 'task_destination', content=content,
                         ident=[b'tracktask',self.ident])
 
 
     #-----------------------------------------------------------------------
     # Result Handling
     #-----------------------------------------------------------------------
     
     
     @util.log_errors
     def dispatch_result(self, raw_msg):
         """dispatch method for result replies"""
         try:
             idents,msg = self.session.feed_identities(raw_msg, copy=False)
             msg = self.session.unserialize(msg, content=False, copy=False)
             engine = idents[0]
             try:
                 idx = self.targets.index(engine)
             except ValueError:
                 pass # skip load-update for dead engines
             else:
                 self.finish_job(idx)
         except Exception:
             self.log.error("task::Invalid result: %r", raw_msg, exc_info=True)
             return
 
         md = msg['metadata']
         parent = msg['parent_header']
         if md.get('dependencies_met', True):
             success = (md['status'] == 'ok')
             msg_id = parent['msg_id']
             retries = self.retries[msg_id]
             if not success and retries > 0:
                 # failed
                 self.retries[msg_id] = retries - 1
                 self.handle_unmet_dependency(idents, parent)
             else:
                 del self.retries[msg_id]
                 # relay to client and update graph
                 self.handle_result(idents, parent, raw_msg, success)
                 # send to Hub monitor
                 self.mon_stream.send_multipart([b'outtask']+raw_msg, copy=False)
         else:
             self.handle_unmet_dependency(idents, parent)
 
     def handle_result(self, idents, parent, raw_msg, success=True):
         """handle a real task result, either success or failure"""
         # first, relay result to client
         engine = idents[0]
         client = idents[1]
         # swap_ids for ROUTER-ROUTER mirror
         raw_msg[:2] = [client,engine]
         # print (map(str, raw_msg[:4]))
         self.client_stream.send_multipart(raw_msg, copy=False)
         # now, update our data structures
         msg_id = parent['msg_id']
         self.pending[engine].pop(msg_id)
         if success:
             self.completed[engine].add(msg_id)
             self.all_completed.add(msg_id)
         else:
             self.failed[engine].add(msg_id)
             self.all_failed.add(msg_id)
         self.all_done.add(msg_id)
         self.destinations[msg_id] = engine
 
         self.update_graph(msg_id, success)
 
     def handle_unmet_dependency(self, idents, parent):
         """handle an unmet dependency"""
         engine = idents[0]
         msg_id = parent['msg_id']
 
         job = self.pending[engine].pop(msg_id)
         job.blacklist.add(engine)
 
         if job.blacklist == job.targets:
             self.queue_map[msg_id] = job
             self.fail_unreachable(msg_id)
         elif not self.maybe_run(job):
             # resubmit failed
             if msg_id not in self.all_failed:
                 # put it back in our dependency tree
                 self.save_unmet(job)
 
         if self.hwm:
             try:
                 idx = self.targets.index(engine)
             except ValueError:
                 pass # skip load-update for dead engines
             else:
                 if self.loads[idx] == self.hwm-1:
                     self.update_graph(None)
 
     def update_graph(self, dep_id=None, success=True):
         """dep_id just finished. Update our dependency
         graph and submit any jobs that just became runnable.
 
         Called with dep_id=None to update entire graph for hwm, but without finishing a task.
         """
         # print ("\n\n***********")
         # pprint (dep_id)
         # pprint (self.graph)
         # pprint (self.queue_map)
         # pprint (self.all_completed)
         # pprint (self.all_failed)
         # print ("\n\n***********\n\n")
         # update any jobs that depended on the dependency
         msg_ids = self.graph.pop(dep_id, [])
 
         # recheck *all* jobs if
         # a) we have HWM and an engine just become no longer full
         # or b) dep_id was given as None
         
         if dep_id is None or self.hwm and any( [ load==self.hwm-1 for load in self.loads ]):
             jobs = self.queue
             using_queue = True
         else:
             using_queue = False
             jobs = deque(sorted( self.queue_map[msg_id] for msg_id in msg_ids ))
         
         to_restore = []
         while jobs:
             job = jobs.popleft()
             if job.removed:
                 continue
             msg_id = job.msg_id
             
             put_it_back = True
             
             if job.after.unreachable(self.all_completed, self.all_failed)\
                     or job.follow.unreachable(self.all_completed, self.all_failed):
                 self.fail_unreachable(msg_id)
                 put_it_back = False
 
             elif job.after.check(self.all_completed, self.all_failed): # time deps met, maybe run
                 if self.maybe_run(job):
                     put_it_back = False
                     self.queue_map.pop(msg_id)
                     for mid in job.dependents:
                         if mid in self.graph:
                             self.graph[mid].remove(msg_id)
                     
                     # abort the loop if we just filled up all of our engines.
                     # avoids an O(N) operation in situation of full queue,
                     # where graph update is triggered as soon as an engine becomes
                     # non-full, and all tasks after the first are checked,
                     # even though they can't run.
                     if not self.available_engines():
                         break
             
             if using_queue and put_it_back:
                 # popped a job from the queue but it neither ran nor failed,
                 # so we need to put it back when we are done
                 # make sure to_restore preserves the same ordering
                 to_restore.append(job)
         
         # put back any tasks we popped but didn't run
         if using_queue:
             self.queue.extendleft(to_restore)
     
     #----------------------------------------------------------------------
     # methods to be overridden by subclasses
     #----------------------------------------------------------------------
 
     def add_job(self, idx):
         """Called after self.targets[idx] just got the job with header.
         Override with subclasses.  The default ordering is simple LRU.
         The default loads are the number of outstanding jobs."""
         self.loads[idx] += 1
         for lis in (self.targets, self.loads):
             lis.append(lis.pop(idx))
 
 
     def finish_job(self, idx):
         """Called after self.targets[idx] just finished a job.
         Override with subclasses."""
         self.loads[idx] -= 1
 
 
 
 def launch_scheduler(in_addr, out_addr, mon_addr, not_addr, reg_addr, config=None,
                         logname='root', log_url=None, loglevel=logging.DEBUG,
                         identity=b'task', in_thread=False):
 
     ZMQStream = zmqstream.ZMQStream
 
     if config:
         # unwrap dict back into Config
         config = Config(config)
 
     if in_thread:
         # use instance() to get the same Context/Loop as our parent
         ctx = zmq.Context.instance()
         loop = ioloop.IOLoop.instance()
     else:
         # in a process, don't use instance()
         # for safety with multiprocessing
         ctx = zmq.Context()
         loop = ioloop.IOLoop()
     ins = ZMQStream(ctx.socket(zmq.ROUTER),loop)
     util.set_hwm(ins, 0)
     ins.setsockopt(zmq.IDENTITY, identity + b'_in')
     ins.bind(in_addr)
 
     outs = ZMQStream(ctx.socket(zmq.ROUTER),loop)
     util.set_hwm(outs, 0)
     outs.setsockopt(zmq.IDENTITY, identity + b'_out')
     outs.bind(out_addr)
     mons = zmqstream.ZMQStream(ctx.socket(zmq.PUB),loop)
     util.set_hwm(mons, 0)
     mons.connect(mon_addr)
     nots = zmqstream.ZMQStream(ctx.socket(zmq.SUB),loop)
     nots.setsockopt(zmq.SUBSCRIBE, b'')
     nots.connect(not_addr)
     
     querys = ZMQStream(ctx.socket(zmq.DEALER),loop)
     querys.connect(reg_addr)
     
     # setup logging.
     if in_thread:
         log = Application.instance().log
     else:
         if log_url:
             log = connect_logger(logname, ctx, log_url, root="scheduler", loglevel=loglevel)
         else:
             log = local_logger(logname, loglevel)
 
     scheduler = TaskScheduler(client_stream=ins, engine_stream=outs,
                             mon_stream=mons, notifier_stream=nots,
                             query_stream=querys,
                             loop=loop, log=log,
                             config=config)
     scheduler.start()
     if not in_thread:
         try:
             loop.start()
         except KeyboardInterrupt:
             scheduler.log.critical("Interrupted, exiting...")
 

IPython/parallel/engine/engine.py

@@ -1,301 +1,301 b''
 """A simple engine that talks to a controller over 0MQ.
 it handles registration, etc. and launches a kernel
 connected to the Controller's Schedulers.
 """
 
 # Copyright (c) IPython Development Team.
 # Distributed under the terms of the Modified BSD License.
 
 from __future__ import print_function
 
 import sys
 import time
 from getpass import getpass
 
 import zmq
 from zmq.eventloop import ioloop, zmqstream
 
 from IPython.utils.localinterfaces import localhost
 from IPython.utils.traitlets import (
     Instance, Dict, Integer, Type, Float, Unicode, CBytes, Bool
 )
 from IPython.utils.py3compat import cast_bytes
 
 from IPython.parallel.controller.heartmonitor import Heart
 from IPython.parallel.factory import RegistrationFactory
 from IPython.parallel.util import disambiguate_url
 
-from IPython.kernel.zmq.session import Message
 from IPython.kernel.zmq.ipkernel import IPythonKernel as Kernel
 from IPython.kernel.zmq.kernelapp import IPKernelApp
 
 class EngineFactory(RegistrationFactory):
     """IPython engine"""
 
     # configurables:
     out_stream_factory=Type('IPython.kernel.zmq.iostream.OutStream', config=True,
         help="""The OutStream for handling stdout/err.
         Typically 'IPython.kernel.zmq.iostream.OutStream'""")
     display_hook_factory=Type('IPython.kernel.zmq.displayhook.ZMQDisplayHook', config=True,
         help="""The class for handling displayhook.
         Typically 'IPython.kernel.zmq.displayhook.ZMQDisplayHook'""")
     location=Unicode(config=True,
         help="""The location (an IP address) of the controller.  This is
         used for disambiguating URLs, to determine whether
         loopback should be used to connect or the public address.""")
     timeout=Float(5.0, config=True,
         help="""The time (in seconds) to wait for the Controller to respond
         to registration requests before giving up.""")
     max_heartbeat_misses=Integer(50, config=True,
         help="""The maximum number of times a check for the heartbeat ping of a 
         controller can be missed before shutting down the engine.
         
         If set to 0, the check is disabled.""")
     sshserver=Unicode(config=True,
         help="""The SSH server to use for tunneling connections to the Controller.""")
     sshkey=Unicode(config=True,
         help="""The SSH private key file to use when tunneling connections to the Controller.""")
     paramiko=Bool(sys.platform == 'win32', config=True,
         help="""Whether to use paramiko instead of openssh for tunnels.""")
     
     @property
     def tunnel_mod(self):
         from zmq.ssh import tunnel
         return tunnel
 
 
     # not configurable:
     connection_info = Dict()
     user_ns = Dict()
     id = Integer(allow_none=True)
     registrar = Instance('zmq.eventloop.zmqstream.ZMQStream')
     kernel = Instance(Kernel)
     hb_check_period=Integer()
     
     # States for the heartbeat monitoring
     # Initial values for monitored and pinged must satisfy "monitored > pinged == False" so that 
     # during the first check no "missed" ping is reported. Must be floats for Python 3 compatibility.
     _hb_last_pinged = 0.0
     _hb_last_monitored = 0.0
     _hb_missed_beats = 0
     # The zmq Stream which receives the pings from the Heart
     _hb_listener = None
 
     bident = CBytes()
     ident = Unicode()
     def _ident_changed(self, name, old, new):
         self.bident = cast_bytes(new)
     using_ssh=Bool(False)
 
 
     def __init__(self, **kwargs):
         super(EngineFactory, self).__init__(**kwargs)
         self.ident = self.session.session
 
     def init_connector(self):
         """construct connection function, which handles tunnels."""
         self.using_ssh = bool(self.sshkey or self.sshserver)
 
         if self.sshkey and not self.sshserver:
             # We are using ssh directly to the controller, tunneling localhost to localhost
             self.sshserver = self.url.split('://')[1].split(':')[0]
 
         if self.using_ssh:
             if self.tunnel_mod.try_passwordless_ssh(self.sshserver, self.sshkey, self.paramiko):
                 password=False
             else:
                 password = getpass("SSH Password for %s: "%self.sshserver)
         else:
             password = False
 
         def connect(s, url):
             url = disambiguate_url(url, self.location)
             if self.using_ssh:
                 self.log.debug("Tunneling connection to %s via %s", url, self.sshserver)
                 return self.tunnel_mod.tunnel_connection(s, url, self.sshserver,
                             keyfile=self.sshkey, paramiko=self.paramiko,
                             password=password,
                 )
             else:
                 return s.connect(url)
 
         def maybe_tunnel(url):
             """like connect, but don't complete the connection (for use by heartbeat)"""
             url = disambiguate_url(url, self.location)
             if self.using_ssh:
                 self.log.debug("Tunneling connection to %s via %s", url, self.sshserver)
                 url, tunnelobj = self.tunnel_mod.open_tunnel(url, self.sshserver,
                             keyfile=self.sshkey, paramiko=self.paramiko,
                             password=password,
                 )
             return str(url)
         return connect, maybe_tunnel
 
     def register(self):
         """send the registration_request"""
 
         self.log.info("Registering with controller at %s"%self.url)
         ctx = self.context
         connect,maybe_tunnel = self.init_connector()
         reg = ctx.socket(zmq.DEALER)
         reg.setsockopt(zmq.IDENTITY, self.bident)
         connect(reg, self.url)
         self.registrar = zmqstream.ZMQStream(reg, self.loop)
 
 
         content = dict(uuid=self.ident)
         self.registrar.on_recv(lambda msg: self.complete_registration(msg, connect, maybe_tunnel))
         # print (self.session.key)
         self.session.send(self.registrar, "registration_request", content=content)
 
     def _report_ping(self, msg):
         """Callback for when the heartmonitor.Heart receives a ping"""
         #self.log.debug("Received a ping: %s", msg)
         self._hb_last_pinged = time.time()
 
     def complete_registration(self, msg, connect, maybe_tunnel):
         # print msg
-        self._abort_dc.stop()
+        self.loop.remove_timeout(self._abort_dc)
         ctx = self.context
         loop = self.loop
         identity = self.bident
         idents,msg = self.session.feed_identities(msg)
         msg = self.session.unserialize(msg)
         content = msg['content']
         info = self.connection_info
         
         def url(key):
             """get zmq url for given channel"""
             return str(info["interface"] + ":%i" % info[key])
         
         if content['status'] == 'ok':
             self.id = int(content['id'])
 
             # launch heartbeat
             # possibly forward hb ports with tunnels
             hb_ping = maybe_tunnel(url('hb_ping'))
             hb_pong = maybe_tunnel(url('hb_pong'))
             
             hb_monitor = None
             if self.max_heartbeat_misses > 0:
                 # Add a monitor socket which will record the last time a ping was seen
                 mon = self.context.socket(zmq.SUB)
                 mport = mon.bind_to_random_port('tcp://%s' % localhost())
                 mon.setsockopt(zmq.SUBSCRIBE, b"")
                 self._hb_listener = zmqstream.ZMQStream(mon, self.loop)
                 self._hb_listener.on_recv(self._report_ping)
             
             
                 hb_monitor = "tcp://%s:%i" % (localhost(), mport)
 
             heart = Heart(hb_ping, hb_pong, hb_monitor , heart_id=identity)
             heart.start()
 
             # create Shell Connections (MUX, Task, etc.):
             shell_addrs = url('mux'), url('task')
 
             # Use only one shell stream for mux and tasks
             stream = zmqstream.ZMQStream(ctx.socket(zmq.ROUTER), loop)
             stream.setsockopt(zmq.IDENTITY, identity)
             shell_streams = [stream]
             for addr in shell_addrs:
                 connect(stream, addr)
 
             # control stream:
             control_addr = url('control')
             control_stream = zmqstream.ZMQStream(ctx.socket(zmq.ROUTER), loop)
             control_stream.setsockopt(zmq.IDENTITY, identity)
             connect(control_stream, control_addr)
 
             # create iopub stream:
             iopub_addr = url('iopub')
             iopub_socket = ctx.socket(zmq.PUB)
             iopub_socket.setsockopt(zmq.IDENTITY, identity)
             connect(iopub_socket, iopub_addr)
 
             # disable history:
             self.config.HistoryManager.hist_file = ':memory:'
             
             # Redirect input streams and set a display hook.
             if self.out_stream_factory:
                 sys.stdout = self.out_stream_factory(self.session, iopub_socket, u'stdout')
                 sys.stdout.topic = cast_bytes('engine.%i.stdout' % self.id)
                 sys.stderr = self.out_stream_factory(self.session, iopub_socket, u'stderr')
                 sys.stderr.topic = cast_bytes('engine.%i.stderr' % self.id)
             if self.display_hook_factory:
                 sys.displayhook = self.display_hook_factory(self.session, iopub_socket)
                 sys.displayhook.topic = cast_bytes('engine.%i.execute_result' % self.id)
 
             self.kernel = Kernel(parent=self, int_id=self.id, ident=self.ident, session=self.session,
                     control_stream=control_stream, shell_streams=shell_streams, iopub_socket=iopub_socket,
                     loop=loop, user_ns=self.user_ns, log=self.log)
             
             self.kernel.shell.display_pub.topic = cast_bytes('engine.%i.displaypub' % self.id)
             
                 
             # periodically check the heartbeat pings of the controller
             # Should be started here and not in "start()" so that the right period can be taken 
             # from the hubs HeartBeatMonitor.period
             if self.max_heartbeat_misses > 0:
                 # Use a slightly bigger check period than the hub signal period to not warn unnecessary 
                 self.hb_check_period = int(content['hb_period'])+10
                 self.log.info("Starting to monitor the heartbeat signal from the hub every %i ms." , self.hb_check_period)
                 self._hb_reporter = ioloop.PeriodicCallback(self._hb_monitor, self.hb_check_period, self.loop)
                 self._hb_reporter.start()
             else:
                 self.log.info("Monitoring of the heartbeat signal from the hub is not enabled.")
 
             
             # FIXME: This is a hack until IPKernelApp and IPEngineApp can be fully merged
             app = IPKernelApp(parent=self, shell=self.kernel.shell, kernel=self.kernel, log=self.log)
             app.init_profile_dir()
             app.init_code()
             
             self.kernel.start()
         else:
             self.log.fatal("Registration Failed: %s"%msg)
             raise Exception("Registration Failed: %s"%msg)
 
         self.log.info("Completed registration with id %i"%self.id)
 
 
     def abort(self):
         self.log.fatal("Registration timed out after %.1f seconds"%self.timeout)
         if self.url.startswith('127.'):
             self.log.fatal("""
             If the controller and engines are not on the same machine,
             you will have to instruct the controller to listen on an external IP (in ipcontroller_config.py):
                 c.HubFactory.ip='*' # for all interfaces, internal and external
                 c.HubFactory.ip='192.168.1.101' # or any interface that the engines can see
             or tunnel connections via ssh.
             """)
         self.session.send(self.registrar, "unregistration_request", content=dict(id=self.id))
         time.sleep(1)
         sys.exit(255)
 
     def _hb_monitor(self):
         """Callback to monitor the heartbeat from the controller"""
         self._hb_listener.flush()
         if self._hb_last_monitored > self._hb_last_pinged:
             self._hb_missed_beats += 1
             self.log.warn("No heartbeat in the last %s ms (%s time(s) in a row).", self.hb_check_period, self._hb_missed_beats)
         else:
             #self.log.debug("Heartbeat received (after missing %s beats).", self._hb_missed_beats)
             self._hb_missed_beats = 0
 
         if self._hb_missed_beats >= self.max_heartbeat_misses:
             self.log.fatal("Maximum number of heartbeats misses reached (%s times %s ms), shutting down.",
                            self.max_heartbeat_misses, self.hb_check_period)
             self.session.send(self.registrar, "unregistration_request", content=dict(id=self.id))
             self.loop.stop()
 
         self._hb_last_monitored = time.time()
             
         
     def start(self):
-        dc = ioloop.DelayedCallback(self.register, 0, self.loop)
-        dc.start()
-        self._abort_dc = ioloop.DelayedCallback(self.abort, self.timeout*1000, self.loop)
-        self._abort_dc.start()
+        loop = self.loop
+        def _start():
+            self.register()
+            loop.add_timeout(loop.time() + self.timeout, self.abort)
+        self.loop.add_callback(_start)