# -*- coding: utf-8 -*-
"""
celery.events.state
~~~~~~~~~~~~~~~~~~~
This module implements a datastructure used to keep
track of the state of a cluster of workers and the tasks
it is working on (by consuming events).
For every event consumed the state is updated,
so the state represents the state of the cluster
at the time of the last event.
Snapshots (:mod:`celery.events.snapshot`) can be used to
take "pictures" of this state at regular intervals
to e.g. store that in a database.
"""
from __future__ import absolute_import
import bisect
import sys
import threading
from datetime import datetime
from decimal import Decimal
from itertools import islice
from operator import itemgetter
from time import time
from weakref import ref
from kombu.clocks import timetuple
from kombu.utils import cached_property, kwdict
from celery import states
from celery.five import class_property, items, values
from celery.utils import deprecated
from celery.utils.functional import LRUCache, memoize
from celery.utils.log import get_logger
PYPY = hasattr(sys, 'pypy_version_info')
# The window (in percentage) is added to the workers heartbeat
# frequency. If the time between updates exceeds this window,
# then the worker is considered to be offline.
HEARTBEAT_EXPIRE_WINDOW = 200
# Max drift between event timestamp and time of event received
# before we alert that clocks may be unsynchronized.
HEARTBEAT_DRIFT_MAX = 16
DRIFT_WARNING = """\
Substantial drift from %s may mean clocks are out of sync. Current drift is
%s seconds. [orig: %s recv: %s]
"""
CAN_KWDICT = sys.version_info >= (2, 6, 5)
logger = get_logger(__name__)
warn = logger.warning
R_STATE = '<State: events={0.event_count} tasks={0.task_count}>'
R_WORKER = '<Worker: {0.hostname} ({0.status_string} clock:{0.clock})'
R_TASK = '<Task: {0.name}({0.uuid}) {0.state} clock:{0.clock}>'
__all__ = ['Worker', 'Task', 'State', 'heartbeat_expires']
@memoize(maxsize=1000, keyfun=lambda a, _: a[0])
def _warn_drift(hostname, drift, local_received, timestamp):
# we use memoize here so the warning is only logged once per hostname
warn(DRIFT_WARNING, hostname, drift,
datetime.fromtimestamp(local_received),
datetime.fromtimestamp(timestamp))
def heartbeat_expires(timestamp, freq=60,
expire_window=HEARTBEAT_EXPIRE_WINDOW,
Decimal=Decimal, float=float, isinstance=isinstance):
# some json implementations returns decimal.Decimal objects,
# which are not compatible with float.
freq = float(freq) if isinstance(freq, Decimal) else freq
if isinstance(timestamp, Decimal):
timestamp = float(timestamp)
return timestamp + (freq * (expire_window / 1e2))
def _depickle_task(cls, fields):
return cls(**(fields if CAN_KWDICT else kwdict(fields)))
def with_unique_field(attr):
def _decorate_cls(cls):
def __eq__(this, other):
if isinstance(other, this.__class__):
return getattr(this, attr) == getattr(other, attr)
return NotImplemented
cls.__eq__ = __eq__
def __ne__(this, other):
return not this.__eq__(other)
cls.__ne__ = __ne__
def __hash__(this):
return hash(getattr(this, attr))
cls.__hash__ = __hash__
return cls
return _decorate_cls
@with_unique_field('hostname')
class Worker(object):
"""Worker State."""
heartbeat_max = 4
expire_window = HEARTBEAT_EXPIRE_WINDOW
_fields = ('hostname', 'pid', 'freq', 'heartbeats', 'clock',
'active', 'processed', 'loadavg', 'sw_ident',
'sw_ver', 'sw_sys')
if not PYPY:
__slots__ = _fields + ('event', '__dict__', '__weakref__')
def __init__(self, hostname=None, pid=None, freq=60,
heartbeats=None, clock=0, active=None, processed=None,
loadavg=None, sw_ident=None, sw_ver=None, sw_sys=None):
self.hostname = hostname
self.pid = pid
self.freq = freq
self.heartbeats = [] if heartbeats is None else heartbeats
self.clock = clock or 0
self.active = active
self.processed = processed
self.loadavg = loadavg
self.sw_ident = sw_ident
self.sw_ver = sw_ver
self.sw_sys = sw_sys
self.event = self._create_event_handler()
def __reduce__(self):
return self.__class__, (self.hostname, self.pid, self.freq,
self.heartbeats, self.clock, self.active,
self.processed, self.loadavg, self.sw_ident,
self.sw_ver, self.sw_sys)
def _create_event_handler(self):
_set = object.__setattr__
hbmax = self.heartbeat_max
heartbeats = self.heartbeats
hb_pop = self.heartbeats.pop
hb_append = self.heartbeats.append
def event(type_, timestamp=None,
local_received=None, fields=None,
max_drift=HEARTBEAT_DRIFT_MAX, items=items, abs=abs, int=int,
insort=bisect.insort, len=len):
fields = fields or {}
for k, v in items(fields):
_set(self, k, v)
if type_ == 'offline':
heartbeats[:] = []
else:
if not local_received or not timestamp:
return
drift = abs(int(local_received) - int(timestamp))
if drift > HEARTBEAT_DRIFT_MAX:
_warn_drift(self.hostname, drift,
local_received, timestamp)
if local_received:
hearts = len(heartbeats)
if hearts > hbmax - 1:
hb_pop(0)
if hearts and local_received > heartbeats[-1]:
hb_append(local_received)
else:
insort(heartbeats, local_received)
return event
def update(self, f, **kw):
for k, v in items(dict(f, **kw) if kw else f):
setattr(self, k, v)
def __repr__(self):
return R_WORKER.format(self)
@property
def status_string(self):
return 'ONLINE' if self.alive else 'OFFLINE'
@property
def heartbeat_expires(self):
return heartbeat_expires(self.heartbeats[-1],
self.freq, self.expire_window)
@property
def alive(self, nowfun=time):
return bool(self.heartbeats and nowfun() < self.heartbeat_expires)
@property
def id(self):
return '{0.hostname}.{0.pid}'.format(self)
@deprecated(3.2, 3.3)
def update_heartbeat(self, received, timestamp):
self.event(None, timestamp, received)
@deprecated(3.2, 3.3)
def on_online(self, timestamp=None, local_received=None, **fields):
self.event('online', timestamp, local_received, fields)
@deprecated(3.2, 3.3)
def on_offline(self, timestamp=None, local_received=None, **fields):
self.event('offline', timestamp, local_received, fields)
@deprecated(3.2, 3.3)
def on_heartbeat(self, timestamp=None, local_received=None, **fields):
self.event('heartbeat', timestamp, local_received, fields)
@class_property
def _defaults(cls):
"""Deprecated, to be removed in 3.3"""
source = cls()
return dict((k, getattr(source, k)) for k in cls._fields)
@with_unique_field('uuid')
class Task(object):
"""Task State."""
name = received = sent = started = succeeded = failed = retried = \
revoked = args = kwargs = eta = expires = retries = worker = result = \
exception = timestamp = runtime = traceback = exchange = \
routing_key = client = None
state = states.PENDING
clock = 0
_fields = ('uuid', 'name', 'state', 'received', 'sent', 'started',
'succeeded', 'failed', 'retried', 'revoked', 'args', 'kwargs',
'eta', 'expires', 'retries', 'worker', 'result', 'exception',
'timestamp', 'runtime', 'traceback', 'exchange', 'routing_key',
'clock', 'client')
if not PYPY:
__slots__ = ('__dict__', '__weakref__')
#: How to merge out of order events.
#: Disorder is detected by logical ordering (e.g. :event:`task-received`
#: must have happened before a :event:`task-failed` event).
#:
#: A merge rule consists of a state and a list of fields to keep from
#: that state. ``(RECEIVED, ('name', 'args')``, means the name and args
#: fields are always taken from the RECEIVED state, and any values for
#: these fields received before or after is simply ignored.
merge_rules = {states.RECEIVED: ('name', 'args', 'kwargs',
'retries', 'eta', 'expires')}
#: meth:`info` displays these fields by default.
_info_fields = ('args', 'kwargs', 'retries', 'result', 'eta', 'runtime',
'expires', 'exception', 'exchange', 'routing_key')
def __init__(self, uuid=None, **kwargs):
self.uuid = uuid
if kwargs:
for k, v in items(kwargs):
setattr(self, k, v)
def event(self, type_, timestamp=None, local_received=None, fields=None,
precedence=states.precedence, items=items, dict=dict,
PENDING=states.PENDING, RECEIVED=states.RECEIVED,
STARTED=states.STARTED, FAILURE=states.FAILURE,
RETRY=states.RETRY, SUCCESS=states.SUCCESS,
REVOKED=states.REVOKED):
fields = fields or {}
if type_ == 'sent':
state, self.sent = PENDING, timestamp
elif type_ == 'received':
state, self.received = RECEIVED, timestamp
elif type_ == 'started':
state, self.started = STARTED, timestamp
elif type_ == 'failed':
state, self.failed = FAILURE, timestamp
elif type_ == 'retried':
state, self.retried = RETRY, timestamp
elif type_ == 'succeeded':
state, self.succeeded = SUCCESS, timestamp
elif type_ == 'revoked':
state, self.revoked = REVOKED, timestamp
else:
state = type_.upper()
# note that precedence here is reversed
# see implementation in celery.states.state.__lt__
if state != RETRY and self.state != RETRY and \
precedence(state) > precedence(self.state):
# this state logically happens-before the current state, so merge.
keep = self.merge_rules.get(state)
if keep is not None:
fields = dict(
(k, v) for k, v in items(fields) if k in keep
)
for key, value in items(fields):
setattr(self, key, value)
else:
self.state = state
self.timestamp = timestamp
for key, value in items(fields):
setattr(self, key, value)
def info(self, fields=None, extra=[]):
"""Information about this task suitable for on-screen display."""
fields = self._info_fields if fields is None else fields
def _keys():
for key in list(fields) + list(extra):
value = getattr(self, key, None)
if value is not None:
yield key, value
return dict(_keys())
def __repr__(self):
return R_TASK.format(self)
def as_dict(self):
get = object.__getattribute__
return dict(
(k, get(self, k)) for k in self._fields
)
def __reduce__(self):
return _depickle_task, (self.__class__, self.as_dict())
@property
def origin(self):
return self.client if self.worker is None else self.worker.id
@property
def ready(self):
return self.state in states.READY_STATES
@deprecated(3.2, 3.3)
def on_sent(self, timestamp=None, **fields):
self.event('sent', timestamp, fields)
@deprecated(3.2, 3.3)
def on_received(self, timestamp=None, **fields):
self.event('received', timestamp, fields)
@deprecated(3.2, 3.3)
def on_started(self, timestamp=None, **fields):
self.event('started', timestamp, fields)
@deprecated(3.2, 3.3)
def on_failed(self, timestamp=None, **fields):
self.event('failed', timestamp, fields)
@deprecated(3.2, 3.3)
def on_retried(self, timestamp=None, **fields):
self.event('retried', timestamp, fields)
@deprecated(3.2, 3.3)
def on_succeeded(self, timestamp=None, **fields):
self.event('succeeded', timestamp, fields)
@deprecated(3.2, 3.3)
def on_revoked(self, timestamp=None, **fields):
self.event('revoked', timestamp, fields)
@deprecated(3.2, 3.3)
def on_unknown_event(self, shortype, timestamp=None, **fields):
self.event(shortype, timestamp, fields)
@deprecated(3.2, 3.3)
def update(self, state, timestamp, fields,
_state=states.state, RETRY=states.RETRY):
return self.event(state, timestamp, None, fields)
@deprecated(3.2, 3.3)
def merge(self, state, timestamp, fields):
keep = self.merge_rules.get(state)
if keep is not None:
fields = dict((k, v) for k, v in items(fields) if k in keep)
for key, value in items(fields):
setattr(self, key, value)
@class_property
def _defaults(cls):
"""Deprecated, to be removed in 3.3."""
source = cls()
return dict((k, getattr(source, k)) for k in source._fields)
class State(object):
"""Records clusters state."""
Worker = Worker
Task = Task
event_count = 0
task_count = 0
heap_multiplier = 4
def __init__(self, callback=None,
workers=None, tasks=None, taskheap=None,
max_workers_in_memory=5000, max_tasks_in_memory=10000,
on_node_join=None, on_node_leave=None):
self.event_callback = callback
self.workers = (LRUCache(max_workers_in_memory)
if workers is None else workers)
self.tasks = (LRUCache(max_tasks_in_memory)
if tasks is None else tasks)
self._taskheap = [] if taskheap is None else taskheap
self.max_workers_in_memory = max_workers_in_memory
self.max_tasks_in_memory = max_tasks_in_memory
self.on_node_join = on_node_join
self.on_node_leave = on_node_leave
self._mutex = threading.Lock()
self.handlers = {}
self._seen_types = set()
self.rebuild_taskheap()
@cached_property
def _event(self):
return self._create_dispatcher()
def freeze_while(self, fun, *args, **kwargs):
clear_after = kwargs.pop('clear_after', False)
with self._mutex:
try:
return fun(*args, **kwargs)
finally:
if clear_after:
self._clear()
def clear_tasks(self, ready=True):
with self._mutex:
return self._clear_tasks(ready)
def _clear_tasks(self, ready=True):
if ready:
in_progress = dict(
(uuid, task) for uuid, task in self.itertasks()
if task.state not in states.READY_STATES)
self.tasks.clear()
self.tasks.update(in_progress)
else:
self.tasks.clear()
self._taskheap[:] = []
def _clear(self, ready=True):
self.workers.clear()
self._clear_tasks(ready)
self.event_count = 0
self.task_count = 0
def clear(self, ready=True):
with self._mutex:
return self._clear(ready)
def get_or_create_worker(self, hostname, **kwargs):
"""Get or create worker by hostname.
Return tuple of ``(worker, was_created)``.
"""
try:
worker = self.workers[hostname]
if kwargs:
worker.update(kwargs)
return worker, False
except KeyError:
worker = self.workers[hostname] = self.Worker(
hostname, **kwargs)
return worker, True
def get_or_create_task(self, uuid):
"""Get or create task by uuid."""
try:
return self.tasks[uuid], False
except KeyError:
task = self.tasks[uuid] = self.Task(uuid)
return task, True
def event(self, event):
with self._mutex:
return self._event(event)
def task_event(self, type_, fields):
"""Deprecated, use :meth:`event`."""
return self._event(dict(fields, type='-'.join(['task', type_])))[0]
def worker_event(self, type_, fields):
"""Deprecated, use :meth:`event`."""
return self._event(dict(fields, type='-'.join(['worker', type_])))[0]
def _create_dispatcher(self):
get_handler = self.handlers.__getitem__
event_callback = self.event_callback
wfields = itemgetter('hostname', 'timestamp', 'local_received')
tfields = itemgetter('uuid', 'hostname', 'timestamp',
'local_received', 'clock')
taskheap = self._taskheap
th_append = taskheap.append
th_pop = taskheap.pop
# Removing events from task heap is an O(n) operation,
# so easier to just account for the common number of events
# for each task (PENDING->RECEIVED->STARTED->final)
#: an O(n) operation
max_events_in_heap = self.max_tasks_in_memory * self.heap_multiplier
add_type = self._seen_types.add
on_node_join, on_node_leave = self.on_node_join, self.on_node_leave
tasks, Task = self.tasks, self.Task
workers, Worker = self.workers, self.Worker
# avoid updating LRU entry at getitem
get_worker, get_task = workers.data.__getitem__, tasks.data.__getitem__
def _event(event,
timetuple=timetuple, KeyError=KeyError,
insort=bisect.insort, created=True):
self.event_count += 1
if event_callback:
event_callback(self, event)
group, _, subject = event['type'].partition('-')
try:
handler = get_handler(group)
except KeyError:
pass
else:
return handler(subject, event), subject
if group == 'worker':
try:
hostname, timestamp, local_received = wfields(event)
except KeyError:
pass
else:
is_offline = subject == 'offline'
try:
worker, created = get_worker(hostname), False
except KeyError:
if is_offline:
worker, created = Worker(hostname), False
else:
worker = workers[hostname] = Worker(hostname)
worker.event(subject, timestamp, local_received, event)
if on_node_join and (created or subject == 'online'):
on_node_join(worker)
if on_node_leave and is_offline:
on_node_leave(worker)
workers.pop(hostname, None)
return (worker, created), subject
elif group == 'task':
(uuid, hostname, timestamp,
local_received, clock) = tfields(event)
# task-sent event is sent by client, not worker
is_client_event = subject == 'sent'
try:
task, created = get_task(uuid), False
except KeyError:
task = tasks[uuid] = Task(uuid)
if is_client_event:
task.client = hostname
else:
try:
worker, created = get_worker(hostname), False
except KeyError:
worker = workers[hostname] = Worker(hostname)
task.worker = worker
if worker is not None and local_received:
worker.event(None, local_received, timestamp)
origin = hostname if is_client_event else worker.id
# remove oldest event if exceeding the limit.
heaps = len(taskheap)
if heaps + 1 > max_events_in_heap:
th_pop(0)
# most events will be dated later than the previous.
timetup = timetuple(clock, timestamp, origin, ref(task))
if heaps and timetup > taskheap[-1]:
th_append(timetup)
else:
insort(taskheap, timetup)
if subject == 'received':
self.task_count += 1
task.event(subject, timestamp, local_received, event)
task_name = task.name
if task_name is not None:
add_type(task_name)
return (task, created), subject
return _event
def rebuild_taskheap(self, timetuple=timetuple):
heap = self._taskheap[:] = [
timetuple(t.clock, t.timestamp, t.origin, ref(t))
for t in values(self.tasks)
]
heap.sort()
def itertasks(self, limit=None):
for index, row in enumerate(items(self.tasks)):
yield row
if limit and index + 1 >= limit:
break
def tasks_by_time(self, limit=None):
"""Generator giving tasks ordered by time,
in ``(uuid, Task)`` tuples."""
seen = set()
for evtup in islice(reversed(self._taskheap), 0, limit):
task = evtup[3]()
if task is not None:
uuid = task.uuid
if uuid not in seen:
yield uuid, task
seen.add(uuid)
tasks_by_timestamp = tasks_by_time
def tasks_by_type(self, name, limit=None):
"""Get all tasks by type.
Return a list of ``(uuid, Task)`` tuples.
"""
return islice(
((uuid, task) for uuid, task in self.tasks_by_time()
if task.name == name),
0, limit,
)
def tasks_by_worker(self, hostname, limit=None):
"""Get all tasks by worker.
"""
return islice(
((uuid, task) for uuid, task in self.tasks_by_time()
if task.worker.hostname == hostname),
0, limit,
)
def task_types(self):
"""Return a list of all seen task types."""
return sorted(self._seen_types)
def alive_workers(self):
"""Return a list of (seemingly) alive workers."""
return [w for w in values(self.workers) if w.alive]
def __repr__(self):
return R_STATE.format(self)
def __reduce__(self):
return self.__class__, (
self.event_callback, self.workers, self.tasks, None,
self.max_workers_in_memory, self.max_tasks_in_memory,
self.on_node_join, self.on_node_leave,
)