Files
catalyst/zipline/core/component.py
T
2012-08-02 18:02:43 -04:00

643 lines
20 KiB
Python

"""
Contains the base class for all components.
"""
import os
import sys
import uuid
import time
import socket
import logbook
import humanhash
import multiprocessing
from setproctitle import setproctitle
from collections import namedtuple
# pyzmq
import zmq
from zipline.gens.zmqgen import gen_from_poller
from zipline.core.monitor import PARAMETERS
from zipline.protocol import (
CONTROL_PROTOCOL,
COMPONENT_STATE,
CONTROL_FRAME,
CONTROL_UNFRAME,
EXCEPTION_FRAME
)
log = logbook.Logger('Component')
class KillSignal(Exception):
def __init__(self):
pass
ComponentSocketArgs = namedtuple('ComponentSocketArgs',['uri','style','bind'])
class Component(object):
# ------------
# Construction
# ------------
def __init__(self,
generator,
monitor,
socket_uri,
frame,
unframe
):
# -----------------
# Generator
# -----------------
self.generator = generator
self.frame = frame
self.component_id = self.generator.get_hash()
# lock for waiting on monitor "GO"
self.waiting = None
# -----------------
# ZMQ properties
# -----------------
self.in_socket_args = ComponentSocketArgs(
uri = socket_uri,
style = zmq.PULL,
bind = False
)
self.out_socket_args = ComponentSocketArgs(
uri = socket_uri,
style = zmq.PUSH,
bind = True
)
self.zmq = None
self.context = None
self.out_socket = None
self.in_socket = None
self.monitor = monitor
self.unframe = unframe
self.prefix = ""
# register two components with the monitor
monitor.add_to_topology(self.component_id)
monitor.add_to_topology("FORK-"+self.component_id)
# TODO: state_flag is deprecated, remove
self.state_flag = COMPONENT_STATE.OK
# track time of last ping we received from monitor
self.last_ping = None
# Humanhashes make this way easier to debug because they stick
# in your mind unlike a 32 byte string of random hex.
self.guid = uuid.uuid4()
self.huid = humanhash.humanize(self.guid.hex)
# ------------
# Generator
# ------------
self.gen = None
# ------------
# Core Methods
# ------------
def _run_out(self):
"""
The main component loop. This is wrapped inside a
exception reporting context inside of run.
The core logic of the all components is run here.
"""
# The process title so you can watch it in top, ps.
setproctitle(self.generator.__class__.__name__)
self.prefix = "FORK-"
log.info("Start %r" % self)
log.info("Pid %s" % os.getpid())
log.info("Group %s" % os.getpgrp())
self.open()
self.signal_ready()
self.lock_ready()
self.wait_ready()
# -----------------------
# YOU SHALL NOT PASS!!!!!
# -----------------------
# ... until the monitor signals GO
for event in self.generator:
self.heartbeat()
event.source_id = self.get_id
msg = self.frame(event)
self.out_socket.send(msg)
self.signal_done()
def _run_in(self):
self.open(send=False)
self.signal_ready()
self.lock_ready()
self.wait_ready()
# -----------------------
# YOU SHALL NOT PASS!!!!!
# -----------------------
# ... until the monitor signals GO
# return the generator
for event in gen_from_poller(self.poll, self.in_socket, self.unframe):
event.source_id = self.get_id
yield event
self.signal_done()
def run_safe(self, func):
"""
Run a function that is assumed to include wait_ready and
heartbeat. Used to wrap fork_generator and consume_gen.
"""
try:
return func()
except Exception as exc:
if not isinstance(exc, KillSignal):
self.signal_exception(exc)
else:
# if we get a kill signal, forcibly close all the
# sockets.
self.teardown_sockets()
finally:
log.info("Exiting %r" % self)
def _launch(self):
# first, start the generator in its own process. Once
# Monitor says "go", Events from the generator will be
# FRAME'd and PUSH'd to self.socket_uri.
proc = multiprocessing.Process(
target=self.run_safe,
args=(self._run_out,)
)
proc.start()
# Start the poller-generator, which will PULL messages
# from self.sockiet_uri, UNFRAME'd them, and yield them.
return self.run_safe(self._run_in)
def __iter__(self):
if not self.gen:
self.gen = self._launch()
return self.gen
# ----------------------------
# Cleanup & Modes of Failure
# ----------------------------
def teardown_sockets(self):
"""
Close all zmq sockets safely. This is universal, no matter where
this is running it will need the sockets closed.
"""
log.warn("{id} closing all sockets".format(id=self.get_id))
#close all the sockets
for sock in self.sockets:
sock.close()
def kill(self):
"""
Unclean shutdown.
Tear down ( fast ) as a mode of failure in the simulation or on
service halt.
"""
raise KillSignal()
def signal_exception(self, exc=None, scope=None):
"""
All exceptions inside any component should boil back to
this handler.
Will inform the system that the component has failed and how it
has failed.
"""
self.state_flag = COMPONENT_STATE.EXCEPTION
exc_type, exc_value, exc_traceback = sys.exc_info()
# if a downstream component fails, this component may try
# sending when there are zero connections to the socket,
# which will raise ZMQError(EAGAIN). So, it doesn't make
# sense to relay this exception to Monitor and the rest
# of the zipline.
if isinstance(exc, zmq.ZMQError) and exc.errno == zmq.EAGAIN:
log.warn("{id} raised a ZMQError(EAGAIN) not relaying"\
.format(id=self.get_id))
return
# sys.stdout.write(trace)
log.exception("Unexpected error in run for {id}.".format(id=self.get_id))
try:
log.info('{id} sending exception to monitor'\
.format(id=self.get_id))
msg = EXCEPTION_FRAME(
exc_traceback,
exc_type.__name__,
exc_value.message
)
exception_frame = CONTROL_FRAME(
CONTROL_PROTOCOL.EXCEPTION,
msg
)
self.control_out.send(exception_frame, self.zmq.NOBLOCK)
# The monitor should relay the exception back
# to all zipline components. Wait here until the
# notice arrives, and we can assume other zipline
# components have broken out of their message
# loops.
for i in xrange(PARAMETERS.MAX_COMPONENT_WAIT):
self.heartbeat(timeout=1000)
log.warn("{id} never heard back from monitor."\
.format(id=self.get_id))
except KillSignal:
log.info("{id} received confirmation from monitor"\
.format(id=self.get_id))
except:
log.exception("Exception waiting for monitor reply")
# ----------------------
# Internal Maintenance
# ----------------------
def lock_ready(self):
"""
Unlock the component, topology is now ready to run.
"""
self.waiting = True
def unlock_ready(self):
"""
Unlock the component, topology is still pending.
"""
self.waiting = False
def wait_ready(self):
# Implicit side-effect of unlocking the component iff
# the GO message is received from the monitor level.
# This then unlocks the barrier and proceeds to the
# do_work state.
# Poll on a subset of the control protocol while we exist
# in the locked quasimode. Respond to HEARTBEAT and GO
# messages.
start_wait = time.time()
while self.waiting:
socks = dict(self.poll.poll(0))
assert self.control_in, \
'Component does not have a control_in socket'
if socks.get(self.control_in) == zmq.POLLIN:
msg = self.control_in.recv()
event, payload = CONTROL_UNFRAME(msg)
# ====
# Go
# ====
# A distributed lock from the monitor to ensure
# synchronized start.
if event == CONTROL_PROTOCOL.HEARTBEAT:
heartbeat_frame = CONTROL_FRAME(
CONTROL_PROTOCOL.OK,
payload
)
self.control_out.send(heartbeat_frame)
log.info('Prestart Heartbeat ' + self.get_id)
elif event == CONTROL_PROTOCOL.GO:
# Side effectful call from the monitor to unlock
# and begin doing work only when the entire topology
# of the system beings to come online
log.info('Unlocking ' + self.__class__.__name__)
self.unlock_ready()
# =========
# Soft Kill
# =========
# Try and clean up properly and send out any reports or
# data that are done during a clean shutdown. Inform the
# monitor that we're done.
elif event == CONTROL_PROTOCOL.SHUTDOWN:
self.signal_done()
break
# =========
# Hard Kill
# =========
# Just exit.
elif event == CONTROL_PROTOCOL.KILL:
self.kill()
break
elif time.time() - start_wait > PARAMETERS.MAX_COMPONENT_WAIT:
log.info('No go signal from monitor, %s exiting' \
% self.__class__.__name__)
self.kill()
break
def heartbeat(self, timeout=0):
# wait for synchronization reply from the host
socks = dict(self.poll.poll(timeout))
# ----------------
# Control Dispatch
# ----------------
assert self.control_in, 'Component does not have a control_in socket'
if socks.get(self.control_in) == zmq.POLLIN:
msg = self.control_in.recv()
event, payload = CONTROL_UNFRAME(msg)
# ===========
# Heartbeat
# ===========
# The monitor will send out a single number packed in
# a CONTROL_FRAME with ``heartbeat`` event every
# (n)-seconds. The component then has n seconds to
# respond to it. If not then it will be considered as
# malfunctioning or maybe CPU bound.
if event == CONTROL_PROTOCOL.HEARTBEAT:
# Heart outgoing
heartbeat_frame = CONTROL_FRAME(
CONTROL_PROTOCOL.OK,
payload
)
self.last_ping = float(payload)
# Echo back the heartbeat identifier to tell the
# monitor that this component is still alive and
# doing work
self.control_out.send(heartbeat_frame)
# =========
# Soft Kill
# =========
# Try and clean up properly and send out any reports or
# data that are done during a clean shutdown. Inform the
# monitor that we're done.
elif event == CONTROL_PROTOCOL.SHUTDOWN:
self.signal_done()
# =========
# Hard Kill
# =========
# Just exit.
elif event == CONTROL_PROTOCOL.KILL:
self.kill()
# In case we didn't receive a ping, send a pre-emptive
# pong to the monitor.
elif self.last_ping and time.time() - self.last_ping > 1:
# send a ping ahead of schedule
pre_pong = time.time()
heartbeat_frame = CONTROL_FRAME(
CONTROL_PROTOCOL.OK,
str(pre_pong)
)
# Echo back the heartbeat identifier to tell the
# monitor that this component is still alive and
# doing work
self.control_out.send(heartbeat_frame, self.zmq.NOBLOCK)
self.last_ping = pre_pong
elif self.last_ping and \
time.time() - self.last_ping > PARAMETERS.MAX_COMPONENT_WAIT:
# monitor is gone without sending the shutdown
# signal, do a hard exit.
self.kill()
def signal_ready(self):
log.info(self.__class__.__name__ + ' is ready')
frame = CONTROL_FRAME(
CONTROL_PROTOCOL.READY,
''
)
self.control_out.send(frame)
def signal_done(self):
"""
Notify down stream components that we're done.
"""
self.state_flag = COMPONENT_STATE.DONE
# notify internal work loop that we're done
self.done = True # TODO: use state flag
if self.out_socket:
msg = zmq.Message(str(CONTROL_PROTOCOL.DONE))
self.out_socket.send(msg)
# notify monitor we're done
done_frame = CONTROL_FRAME(
CONTROL_PROTOCOL.DONE,
''
)
self.control_out.send(done_frame)
log.info("[%s] sent control done" % self.get_id)
# there is a narrow race condition where we finish just
# after the Monitor accepts our prior heartbeat, but just
# before the next one is sent. So, we hang around for one
# last heartbeat, and wait an unusually long time.
# TODO: decided if this is really necessary.
# self.heartbeat(timeout=5000)
# -----------
# Messaging
# -----------
def open(self, send=True):
"""
Open the connections needed to start doing work.
Perform any setup that must be done within process.
"""
self.sockets = []
self.zmq = zmq
self.context = self.zmq.Context()
self.poll = self.zmq.Poller()
self.setup_control()
if send:
self.out_socket = self.open_socket(self.out_socket_args)
self.sockets.extend([self.out_socket])
else:
self.in_socket = self.open_socket(self.in_socket_args)
self.sockets.extend([self.in_socket])
def open_socket(self, sock_args):
if sock_args.bind:
return self.bind_socket(sock_args)
else:
return self.connect_socket(sock_args)
def bind_socket(self, sock_args):
if sock_args.style == zmq.PULL:
return self.bind_pull_socket(sock_args.uri)
if sock_args.style == zmq.PUSH:
return self.bind_push_socket(sock_args.uri)
if sock_args.style == zmq.PUB:
return self.bind_pub_socket(sock_args.uri)
raise Exception("Invalid socket arguments")
def connect_socket(self, sock_args):
if sock_args.style == zmq.PULL:
return self.connect_pull_socket(sock_args.uri)
if sock_args.style == zmq.PUSH:
return self.connect_push_socket(sock_args.uri)
if sock_args.style == zmq.SUB:
return self.connect_sub_socket(sock_args.uri)
raise Exception("Invalid socket arguments")
def bind_push_socket(self, addr):
push_socket = self.context.socket(self.zmq.PUSH)
push_socket.bind(addr)
self.out_socket = push_socket
self.sockets.append(push_socket)
return push_socket
def connect_pull_socket(self, addr):
pull_socket = self.context.socket(self.zmq.PULL)
pull_socket.connect(addr)
self.sockets.append(pull_socket)
self.poll.register(pull_socket, self.zmq.POLLIN)
return pull_socket
def bind_pull_socket(self, addr):
pull_socket = self.context.socket(self.zmq.PULL)
pull_socket.bind(addr)
self.poll.register(pull_socket, self.zmq.POLLIN)
self.sockets.append(pull_socket)
return pull_socket
def connect_push_socket(self, addr):
push_socket = self.context.socket(self.zmq.PUSH)
push_socket.connect(addr)
self.sockets.append(push_socket)
self.out_socket = push_socket
return push_socket
def bind_pub_socket(self, addr):
pub_socket = self.context.socket(self.zmq.PUB)
pub_socket.bind(addr)
self.out_socket = pub_socket
return pub_socket
def connect_sub_socket(self, addr):
sub_socket = self.context.socket(self.zmq.SUB)
sub_socket.connect(addr)
sub_socket.setsockopt(self.zmq.SUBSCRIBE,'')
self.sockets.append(sub_socket)
self.poll.register(sub_socket, self.zmq.POLLIN)
return sub_socket
def setup_control(self):
"""
Set up the control socket. Used to monitor the overall status
of the simulation and to forcefully tear down the simulation in
case of a failure.
"""
self.control_out = self.monitor.message_sender(
identity = self.get_id,
context = self.context,
)
self.control_in = self.monitor.message_listener(
context = self.context
)
self.poll.register(self.control_in, self.zmq.POLLIN)
self.sockets.extend([self.control_in, self.control_out])
# ---------------------
# Description and Debug
# ---------------------
@property
def get_id(self):
"""
The time invariant name for this component.
Must be unique within this zipline.
"""
return self.prefix + self.component_id
def get_hash(self):
return self.component_id
def debug(self):
"""
Debug information about the component.
"""
return {
'id' : self.get_id ,
'huid' : self.huid ,
'host' : socket.gethostname() ,
'pid' : os.getpid() ,
'memaddress' : hex(id(self)) ,
'ready' : self.successful() ,
'successful' : self.ready() ,
}
def __repr__(self):
"""
Return a useful string representation of the component to
indicate its type, unique identifier, and computational context
identifier name.
"""
return "<{name} {uuid} at {host} {pid} {pointer}>".format(
name = self.get_id ,
uuid = self.guid ,
host = socket.gethostname() ,
pid = os.getpid() ,
pointer = hex(id(self)) ,
)