##// END OF EJS Templates
Download as always starts downloads in new window/tab...
Download as always starts downloads in new window/tab This is a slightly worse user experience if it succeeds, because the new tab flashes up before closing again, but it will let us display an informative error page if it fails, without navigating the user away from the interactive notebook view.

File last commit:

r13595:41d387ee
r13838:19c6ee99
Show More
hub.py
1426 lines | 52.5 KiB | text/x-python | PythonLexer
"""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.
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.
#-----------------------------------------------------------------------------
#-----------------------------------------------------------------------------
# Imports
#-----------------------------------------------------------------------------
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
)
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,
'pyin' : None,
'pyout': None,
'pyerr': 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,
'pyin' : None,
'pyout': None,
'pyerr': 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
"""
id = Integer(0)
uuid = Unicode()
pending = Set()
stallback = Instance(ioloop.DelayedCallback)
_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)
""")
# 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)
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)
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)
self.registration_timeout = max(10000, 5*self.heartmonitor.period)
# 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 = 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 = 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.warn("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 = empty_record()
rec['msg_id'] = msg_id
self.db.add_record(msg_id, rec)
# stream
d = {}
if msg_type == 'stream':
name = content['name']
s = rec[name] or ''
d[name] = s + content['data']
elif msg_type == 'pyerr':
d['pyerr'] = content
elif msg_type == 'pyin':
d['pyin'] = content['code']
elif msg_type in ('display_data', 'pyout'):
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
try:
self.db.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)
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()
############## 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()
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()
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={'$ne':None}))
except Exception:
reply = error.wrap_exception()
else:
pending = [m for m in msg_ids if (m in self.pending)]
if pending:
try:
raise IndexError("msg pending: %r" % pending[0])
except:
reply = error.wrap_exception()
else:
try:
self.db.drop_matching_records(dict(msg_id={'$in':msg_ids}))
except Exception:
reply = error.wrap_exception()
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()
break
uid = self.engines[eid].uuid
try:
self.db.drop_matching_records(dict(engine_uuid=uid, completed={'$ne':None}))
except Exception:
reply = error.wrap_exception()
break
self.session.send(self.query, 'purge_reply', content=reply, ident=client_id)
def resubmit_task(self, client_id, msg):
"""Resubmit one or more tasks."""
def finish(reply):
self.session.send(self.query, 'resubmit_reply', content=reply, ident=client_id)
content = msg['content']
msg_ids = content['msg_ids']
reply = dict(status='ok')
try:
records = self.db.find_records({'msg_id' : {'$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:
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:
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 ('pyin', 'pyout', 'pyerr', '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.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()
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()
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)