Files
catalyst/zipline/core/component.py
T
Stephen Diehl 0342ee7f62 Fix typos.
2012-07-10 14:31:01 -04:00

657 lines
19 KiB
Python

"""
Contains the base class for all components.
"""
import os
import sys
import uuid
import time
import socket
import logbook
import traceback
import humanhash
from setproctitle import setproctitle
# pyzmq
import zmq
# gevent_zeromq
import gevent_zeromq
# zmq_ctypes
#import zmq_ctypes
from zipline.protocol import CONTROL_UNFRAME
from zipline.utils.gpoll import _Poller as GeventPoller
from zipline.protocol import CONTROL_PROTOCOL, COMPONENT_STATE, \
COMPONENT_FAILURE, CONTROL_FRAME
log = logbook.Logger('Component')
from zipline.exceptions import ComponentNoInit
from zipline.transitions import WorkflowMeta
log = logbook.Logger('Base')
class Component(object):
"""
Base class for components. Defines the the base messaging
interface for components.
:param addresses: a dict of name_string -> zmq port address strings.
Must have the following entries
:param data_address: socket address used for data sources to stream
their records. Will be used in PUSH/PULL sockets
between data sources and a Feed. Bind will always
be on the PULL side (we always have N producers and
1 consumer)
:param feed_address: socket address used to publish consolidated feed
from serialization of data sources
will be used in PUB/SUB sockets between Feed and
Transforms. Bind is always on the PUB side.
:param merge_address: socket address used to publish transformed
values. will be used in PUSH/PULL from many
transforms to one Merge Bind will always be on
the PULL side (we always have N producers and
1 consumer)
:param result_address: socket address used to publish merged data
source feed and transforms to clients will be
used in PUB/SUB from one Merge to one or many
clients. Bind is always on the PUB side.
bind/connect methods will return the correct socket type for each
address.
"""
# ------------
# Construction
# ------------
abstract = True
#__metaclass__ = WorkflowMeta
def __init__(self, *args, **kwargs):
self.zmq = None
self.context = None
self.addresses = None
self.waiting = None
self.out_socket = None
self.killed = False
self.controller = None
# timeout after a full minute
self.heartbeat_timeout = 60 *1000
# TODO: state_flag is deprecated, remove
# TODO: error_state is deprecated, remove
self.state_flag = COMPONENT_STATE.OK
self.error_state = COMPONENT_FAILURE.NOFAILURE
self.on_done = None
self._exception = None
self.fail_time = None
self.start_tic = None
self.stop_tic = None
self.note = None
self.confirmed = False
self.devel = False
# 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)
# This is where component specific constructors should be
# defined. Arguments passed to init are threaded through.
self.init(*args, **kwargs)
def init(self):
"""
Subclasses should override this to extend the setup for the
class. Shouldn't have side effects.
"""
raise ComponentNoInit(self.__class__)
# ------------
# Core Methods
# ------------
def open(self):
"""
Open the connections needed to start doing work.
"""
raise NotImplementedError
def ready(self):
"""
Return ``True`` if and only if the component has finished
execution.
"""
return self.state_flag in [COMPONENT_STATE.DONE, \
COMPONENT_STATE.EXCEPTION]
def successful(self):
"""
Return ``True`` if and only if the component has finished
execution successfully, that is, without raising an error.
"""
return self.state_flag == COMPONENT_STATE.DONE and not \
self.exception
@property
def exception(self):
"""
Holds the exception that the component failed on, or ``None`` if
the component has not failed.
"""
return self._exception
def do_work(self):
raise NotImplementedError
def init_zmq(self, flavor):
"""
ZMQ in all flavors. Have it your way.
mp - Distinct contexts | pyzmq
thread - Same context | pyzmq
green - Same context | gevent_zeromq
pypy - Same context | zmq_ctypes
"""
if flavor == 'mp':
self.zmq = zmq
self.context = self.zmq.Context()
self.zmq_poller = self.zmq.Poller
# The the process title so you can watch it in top
setproctitle(self.__class__.__name__)
return
if flavor == 'thread':
self.zmq = zmq
self.context = self.zmq.Context.instance()
self.zmq_poller = self.zmq.Poller
return
if flavor == 'green':
self.zmq = gevent_zeromq.zmq
self.context = self.zmq.Context.instance()
self.zmq_poller = GeventPoller
return
if flavor == 'pypy':
self.zmq = zmq
self.context = self.zmq.Context.instance()
self.zmq_poller = self.zmq.Poller
return
raise Exception("Unknown ZeroMQ Flavor")
def _run(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.
"""
log.info("Start %r" % self)
log.info("Pid %s" % os.getpid())
log.info("Group %s" % os.getpgrp())
self.start_tic = time.time()
self.done = False # TODO: use state flag
self.sockets = []
self.init_zmq(self.zmq_flavor)
self.setup_poller()
self.open()
self.setup_control()
self.signal_ready()
self.lock_ready()
self.wait_ready()
# -----------------------
# YOU SHALL NOT PASS!!!!!
# -----------------------
# ... until the controller signals GO
self.loop()
self.shutdown()
log.info("Shutdown %r" % self)
self.stop_tic = time.time()
def run(self, catch_exceptions=True):
"""
Run the component.
Optionally takes an argument to catch and log all exceptions
raised during execution. Use this with care since it makes it
very hard to debug since it mucks up your stacktraces.
"""
if catch_exceptions:
try:
self._run()
except Exception as exc:
exc_info = sys.exc_info()
self.signal_exception(exc)
# Reraise the exception
raise exc_info[0], exc_info[1], exc_info[2]
finally:
self.shutdown()
self.teardown_sockets()
def working(self):
"""
Controls when the work loop will start and end
If we encounter an exception or signal done exit.
Overload for higher order behavior.
"""
return (not self.done)
def loop(self, lockstep=True):
"""
Loop to do work while we still have work to do.
"""
while self.working():
self.do_work()
def runtime(self):
if self.ready() and self.start_tic and self.stop_tic:
return self.stop_tic - self.start_tic
# ----------------------------
# 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.
"""
#close all the sockets
for sock in self.sockets:
sock.close()
def shutdown(self):
"""
Clean shutdown.
Tear down after normal operation.
"""
if self.on_done:
self.on_done()
def kill(self):
"""
Unclean shutdown.
Tear down ( fast ) as a mode of failure in the simulation or on
service halt.
"""
raise NotImplementedError
# ----------------------
# 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.
while self.waiting:
socks = dict(self.poll.poll(self.heartbeat_timeout))
msg = self.control_in.recv()
event, payload = CONTROL_UNFRAME(msg)
# ====
# Go
# ====
# A distributed lock from the controller 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 controller 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()
def signal_ready(self):
log.info(self.__class__.__name__ + ' is ready')
if hasattr(self, 'control_out'):
frame = CONTROL_FRAME(
CONTROL_PROTOCOL.READY,
''
)
self.control_out.send(frame)
def signal_cancel(self):
self.done = True
# TODO: no hasattr hacks
#if not self.controller:
if hasattr(self, 'control_out'):
frame = CONTROL_FRAME(
CONTROL_PROTOCOL.SHUTDOWN,
None
)
self.control_out.send(frame)
# then proceeds to do shutdown(), and teardown_sockets()
# to complete the process
def signal_exception(self, exc=None, scope=None):
"""
This is *very* important error tracking handler.
Will inform the system that the component has failed and how it
has failed.
"""
if scope == 'algo':
self.error_state = COMPONENT_FAILURE.ALGOEXCEPT
else:
self.error_state = COMPONENT_FAILURE.HOSTEXCEPT
self.state_flag = COMPONENT_STATE.EXCEPTION
# mark the time of failure so we can track the failure
# progogation through the system.
self.stop_tic = time.time()
self._exception = exc
exc_type, exc_value, exc_traceback = sys.exc_info()
trace = ''.join(traceback.format_exception(exc_type, exc_value, exc_traceback))
sys.stdout.write(trace)
if hasattr(self, 'control_out'):
exception_frame = CONTROL_FRAME(
CONTROL_PROTOCOL.EXCEPTION,
trace
)
self.control_out.send(exception_frame)
#LOGGER.exception("Unexpected error in run for {id}.".format(id=self.get_id))
def signal_done(self):
"""
Notify down stream components that we're done.
"""
self.state_flag = COMPONENT_STATE.DONE
if self.out_socket:
self.out_socket.send(str(CONTROL_PROTOCOL.DONE))
#notify controller we're done
done_frame = CONTROL_FRAME(
CONTROL_PROTOCOL.DONE,
''
)
self.control_out.send(done_frame)
#notify internal work look that we're done
self.done = True # TODO: use state flag
#log.info("[%s] DONE" % self.get_id)
# -----------
# Messaging
# -----------
def setup_poller(self):
"""
Setup the poller used for multiplexing the incoming data
handling sockets.
"""
# Initializes the poller class specified by the flavor of
# ZeroMQ. Either zmq.Poller or gpoll.Poller .
self.poll = self.zmq_poller()
def bind_data(self):
return self.bind_pull_socket(self.addresses['data_address'])
def connect_data(self):
return self.connect_push_socket(self.addresses['data_address'])
def bind_feed(self):
return self.bind_pub_socket(self.addresses['feed_address'])
def connect_feed(self):
return self.connect_sub_socket(self.addresses['feed_address'])
def bind_merge(self):
return self.bind_pull_socket(self.addresses['merge_address'])
def connect_merge(self):
return self.connect_push_socket(self.addresses['merge_address'])
def bind_result(self):
return self.bind_push_socket(self.addresses['result_address'])
def connect_result(self):
return self.connect_pull_socket(self.addresses['result_address'])
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)
#push_socket.setsockopt(self.zmq.LINGER,0)
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)
#pub_socket.setsockopt(self.zmq.LINGER,0)
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.
"""
# Allow for the possibility of not having a controller,
# possibly the zipline devsimulator may not want this.
if not self.controller:
return
self.control_out = self.controller.message_sender(
identity = self.get_id,
context = self.context,
)
self.control_in = self.controller.message_listener(
context = self.context
)
self.poll.register(self.control_in, self.zmq.POLLIN)
self.sockets.extend([self.control_in, self.control_out])
# -----------
# FSM Actions
# -----------
#@property
#def state(self):
#if not hasattr(self, '_state'):
#self._state = self.initial_state
#else:
#return self._state
#@state.setter
#def state(self, new):
#if not hasattr(self, '_state'):
#self._state = self.initial_state
#old = self._state
#if (old, new) in self.workflow:
#self._state = new
#else:
#raise RuntimeError("Invalid State Transition : %s -> %s" %(old, new))
# ---------------------
# Description and Debug
# ---------------------
def extern_logger(self):
"""
Pipe logs out to a provided logging interface.
"""
pass
def setup_extern_logger(self):
"""
Pipe logs out to a provided logging interface.
"""
pass
@property
def get_id(self):
"""
The descriptive name of the component.
"""
# Prevents the bug that Thomas ran into
raise NotImplementedError
@property
def get_type(self):
"""
The data flow type of the component.
- ``SOURCE``
- ``CONDUIT``
- ``SINK``
"""
raise NotImplementedError
@property
def get_pure(self):
"""
Describes whehter this component purely functional, i.e. for a
given set of inputs is it guaranteed to always give the same
output . Components that are side-effectful are, generally, not
pure.
"""
return False
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() ,
'succesfull' : self.ready() ,
}
def __len__(self):
"""
Some components overload this for debug purposes
"""
raise NotImplementedError
def __repr__(self):
"""
Return a usefull 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)) ,
)