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engine.py
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engine.py
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"""A simple engine that talks to a controller over 0MQ.
it handles registration, etc. and launches a kernel
connected to the Controller's Schedulers.
Authors:
* Min RK
"""
#-----------------------------------------------------------------------------
# Copyright (C) 2010-2011 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.
#-----------------------------------------------------------------------------
from __future__ import print_function
import sys
import time
from getpass import getpass
import zmq
from zmq.eventloop import ioloop, zmqstream
from IPython.external.ssh import tunnel
# internal
from IPython.utils.traitlets import (
Instance, Dict, Integer, Type, Float, Integer, 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.zmq.session import Message
from IPython.zmq.ipkernel import Kernel, IPKernelApp
class EngineFactory(RegistrationFactory):
"""IPython engine"""
# configurables:
out_stream_factory=Type('IPython.zmq.iostream.OutStream', config=True,
help="""The OutStream for handling stdout/err.
Typically 'IPython.zmq.iostream.OutStream'""")
display_hook_factory=Type('IPython.zmq.displayhook.ZMQDisplayHook', config=True,
help="""The class for handling displayhook.
Typically 'IPython.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.""")
# 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 tunnel.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 tunnel.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 = tunnel.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()
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://127.0.0.1')
mon.setsockopt(zmq.SUBSCRIBE, b"")
self._hb_listener = zmqstream.ZMQStream(mon, self.loop)
self._hb_listener.on_recv(self._report_ping)
hb_monitor = "tcp://127.0.0.1:%i"%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.pyout' % self.id)
self.kernel = Kernel(config=self.config, 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(config=self.config, 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()