state.py 16 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482
  1. # -*- coding: utf-8 -*-
  2. """
  3. celery.events.state
  4. ~~~~~~~~~~~~~~~~~~~
  5. This module implements a datastructure used to keep
  6. track of the state of a cluster of workers and the tasks
  7. it is working on (by consuming events).
  8. For every event consumed the state is updated,
  9. so the state represents the state of the cluster
  10. at the time of the last event.
  11. Snapshots (:mod:`celery.events.snapshot`) can be used to
  12. take "pictures" of this state at regular intervals
  13. to e.g. store that in a database.
  14. """
  15. from __future__ import absolute_import
  16. import threading
  17. from heapq import heappush, heappop
  18. from itertools import islice
  19. from operator import itemgetter
  20. from time import time
  21. from kombu.utils import kwdict
  22. from celery import states
  23. from celery.datastructures import AttributeDict
  24. from celery.five import items, values
  25. from celery.utils.functional import LRUCache
  26. from celery.utils.log import get_logger
  27. # The window (in percentage) is added to the workers heartbeat
  28. # frequency. If the time between updates exceeds this window,
  29. # then the worker is considered to be offline.
  30. HEARTBEAT_EXPIRE_WINDOW = 200
  31. # Max drift between event timestamp and time of event received
  32. # before we alert that clocks may be unsynchronized.
  33. HEARTBEAT_DRIFT_MAX = 16
  34. DRIFT_WARNING = """\
  35. Substantial drift from %s may mean clocks are out of sync. Current drift is
  36. %s seconds (including message overhead).\
  37. """
  38. logger = get_logger(__name__)
  39. warn = logger.warning
  40. R_STATE = '<State: events={0.event_count} tasks={0.task_count}>'
  41. R_CLOCK = '_lamport(clock={0}, timestamp={1}, id={2} {3!r})'
  42. R_WORKER = '<Worker: {0.hostname} ({0.status_string})'
  43. R_TASK = '<Task: {0.name}({0.uuid}) {0.state}>'
  44. def heartbeat_expires(timestamp, freq=60,
  45. expire_window=HEARTBEAT_EXPIRE_WINDOW):
  46. return timestamp + freq * (expire_window / 1e2)
  47. class _lamportinfo(tuple):
  48. __slots__ = ()
  49. def __new__(cls, clock, timestamp, id, obj):
  50. return tuple.__new__(cls, (clock, timestamp, id, obj))
  51. def __repr__(self):
  52. return R_CLOCK.format(*self)
  53. def __getnewargs__(self):
  54. return tuple(self)
  55. def __lt__(self, other):
  56. # 0: clock 1: timestamp 3: process id
  57. try:
  58. A, B = self[0], other[0]
  59. # uses logical clock value first
  60. if A and B: # use logical clock if available
  61. if A == B: # equal clocks use lower process id
  62. return self[2] < other[2]
  63. return A < B
  64. return self[1] < other[1] # ... or use timestamp
  65. except IndexError:
  66. return NotImplemented
  67. __gt__ = lambda self, other: other < self
  68. __le__ = lambda self, other: not other < self
  69. __ge__ = lambda self, other: not self < other
  70. clock = property(itemgetter(0))
  71. timestamp = property(itemgetter(1))
  72. id = property(itemgetter(2))
  73. obj = property(itemgetter(3))
  74. def with_unique_field(attr):
  75. def _decorate_cls(cls):
  76. def __eq__(this, other):
  77. if isinstance(other, this.__class__):
  78. return getattr(this, attr) == getattr(other, attr)
  79. return NotImplemented
  80. cls.__eq__ = __eq__
  81. def __ne__(this, other):
  82. return not this.__eq__(other)
  83. cls.__ne__ = __ne__
  84. def __hash__(this):
  85. return hash(getattr(this, attr))
  86. cls.__hash__ = __hash__
  87. return cls
  88. return _decorate_cls
  89. @with_unique_field('hostname')
  90. class Worker(AttributeDict):
  91. """Worker State."""
  92. heartbeat_max = 4
  93. expire_window = HEARTBEAT_EXPIRE_WINDOW
  94. pid = None
  95. _defaults = {'hostname': None, 'pid': None, 'freq': 60}
  96. def __init__(self, **fields):
  97. dict.__init__(self, self._defaults, **fields)
  98. self.heartbeats = []
  99. def on_online(self, timestamp=None, local_received=None, **kwargs):
  100. """Callback for the :event:`worker-online` event."""
  101. self.update(**kwargs)
  102. self.update_heartbeat(local_received, timestamp)
  103. def on_offline(self, **kwargs):
  104. """Callback for the :event:`worker-offline` event."""
  105. self.update(**kwargs)
  106. self.heartbeats = []
  107. def on_heartbeat(self, timestamp=None, local_received=None, **kwargs):
  108. """Callback for the :event:`worker-heartbeat` event."""
  109. self.update(**kwargs)
  110. self.update_heartbeat(local_received, timestamp)
  111. def update_heartbeat(self, received, timestamp):
  112. if not received or not timestamp:
  113. return
  114. drift = abs(int(received) - int(timestamp))
  115. if drift > HEARTBEAT_DRIFT_MAX:
  116. warn(DRIFT_WARNING, self.hostname, drift)
  117. heartbeats, hbmax = self.heartbeats, self.heartbeat_max
  118. if not heartbeats or (received and received > heartbeats[-1]):
  119. heappush(heartbeats, received)
  120. if len(heartbeats) > hbmax:
  121. heartbeats[:] = heartbeats[hbmax:]
  122. def __repr__(self):
  123. return R_WORKER.format(self)
  124. @property
  125. def status_string(self):
  126. return 'ONLINE' if self.alive else 'OFFLINE'
  127. @property
  128. def heartbeat_expires(self):
  129. return heartbeat_expires(self.heartbeats[-1],
  130. self.freq, self.expire_window)
  131. @property
  132. def alive(self):
  133. return bool(self.heartbeats and time() < self.heartbeat_expires)
  134. @property
  135. def id(self):
  136. return '{0.hostname}.{0.pid}'.format(self)
  137. @with_unique_field('uuid')
  138. class Task(AttributeDict):
  139. """Task State."""
  140. #: How to merge out of order events.
  141. #: Disorder is detected by logical ordering (e.g. :event:`task-received`
  142. #: must have happened before a :event:`task-failed` event).
  143. #:
  144. #: A merge rule consists of a state and a list of fields to keep from
  145. #: that state. ``(RECEIVED, ('name', 'args')``, means the name and args
  146. #: fields are always taken from the RECEIVED state, and any values for
  147. #: these fields received before or after is simply ignored.
  148. merge_rules = {states.RECEIVED: ('name', 'args', 'kwargs',
  149. 'retries', 'eta', 'expires')}
  150. #: meth:`info` displays these fields by default.
  151. _info_fields = ('args', 'kwargs', 'retries', 'result',
  152. 'eta', 'runtime', 'expires', 'exception',
  153. 'exchange', 'routing_key')
  154. #: Default values.
  155. _defaults = dict(uuid=None, name=None, state=states.PENDING,
  156. received=False, sent=False, started=False,
  157. succeeded=False, failed=False, retried=False,
  158. revoked=False, args=None, kwargs=None, eta=None,
  159. expires=None, retries=None, worker=None, result=None,
  160. exception=None, timestamp=None, runtime=None,
  161. traceback=None, exchange=None, routing_key=None,
  162. clock=0)
  163. def __init__(self, **fields):
  164. dict.__init__(self, self._defaults, **fields)
  165. def update(self, state, timestamp, fields, _state=states.state):
  166. """Update state from new event.
  167. :param state: State from event.
  168. :param timestamp: Timestamp from event.
  169. :param fields: Event data.
  170. """
  171. time_received = fields.get('local_received') or 0
  172. if self.worker and time_received:
  173. self.worker.update_heartbeat(time_received, timestamp)
  174. if state != states.RETRY and self.state != states.RETRY and \
  175. _state(state) < _state(self.state):
  176. # this state logically happens-before the current state, so merge.
  177. self.merge(state, timestamp, fields)
  178. else:
  179. self.state = state
  180. self.timestamp = timestamp
  181. super(Task, self).update(fields)
  182. def merge(self, state, timestamp, fields):
  183. """Merge with out of order event."""
  184. keep = self.merge_rules.get(state)
  185. if keep is not None:
  186. fields = dict((key, fields.get(key)) for key in keep)
  187. super(Task, self).update(fields)
  188. def on_sent(self, timestamp=None, **fields):
  189. """Callback for the :event:`task-sent` event."""
  190. self.sent = timestamp
  191. self.update(states.PENDING, timestamp, fields)
  192. def on_received(self, timestamp=None, **fields):
  193. """Callback for the :event:`task-received` event."""
  194. self.received = timestamp
  195. self.update(states.RECEIVED, timestamp, fields)
  196. def on_started(self, timestamp=None, **fields):
  197. """Callback for the :event:`task-started` event."""
  198. self.started = timestamp
  199. self.update(states.STARTED, timestamp, fields)
  200. def on_failed(self, timestamp=None, **fields):
  201. """Callback for the :event:`task-failed` event."""
  202. self.failed = timestamp
  203. self.update(states.FAILURE, timestamp, fields)
  204. def on_retried(self, timestamp=None, **fields):
  205. """Callback for the :event:`task-retried` event."""
  206. self.retried = timestamp
  207. self.update(states.RETRY, timestamp, fields)
  208. def on_succeeded(self, timestamp=None, **fields):
  209. """Callback for the :event:`task-succeeded` event."""
  210. self.succeeded = timestamp
  211. self.update(states.SUCCESS, timestamp, fields)
  212. def on_revoked(self, timestamp=None, **fields):
  213. """Callback for the :event:`task-revoked` event."""
  214. self.revoked = timestamp
  215. self.update(states.REVOKED, timestamp, fields)
  216. def on_unknown_event(self, shortype, timestamp=None, **fields):
  217. self.update(shortype.upper(), timestamp, fields)
  218. def info(self, fields=None, extra=[]):
  219. """Information about this task suitable for on-screen display."""
  220. fields = self._info_fields if fields is None else fields
  221. def _keys():
  222. for key in list(fields) + list(extra):
  223. value = getattr(self, key, None)
  224. if value is not None:
  225. yield key, value
  226. return dict(_keys())
  227. def __repr__(self):
  228. return R_TASK.format(self)
  229. @property
  230. def ready(self):
  231. return self.state in states.READY_STATES
  232. class State(object):
  233. """Records clusters state."""
  234. event_count = 0
  235. task_count = 0
  236. def __init__(self, callback=None,
  237. workers=None, tasks=None, taskheap=None,
  238. max_workers_in_memory=5000, max_tasks_in_memory=10000):
  239. self.event_callback = callback
  240. self.workers = (LRUCache(max_workers_in_memory)
  241. if workers is None else workers)
  242. self.tasks = (LRUCache(max_tasks_in_memory)
  243. if tasks is None else tasks)
  244. self._taskheap = [] if taskheap is None else taskheap
  245. self.max_workers_in_memory = max_workers_in_memory
  246. self.max_tasks_in_memory = max_tasks_in_memory
  247. self._mutex = threading.Lock()
  248. self.handlers = {'task': self.task_event,
  249. 'worker': self.worker_event}
  250. self._get_handler = self.handlers.__getitem__
  251. def freeze_while(self, fun, *args, **kwargs):
  252. clear_after = kwargs.pop('clear_after', False)
  253. with self._mutex:
  254. try:
  255. return fun(*args, **kwargs)
  256. finally:
  257. if clear_after:
  258. self._clear()
  259. def clear_tasks(self, ready=True):
  260. with self._mutex:
  261. return self._clear_tasks(ready)
  262. def _clear_tasks(self, ready=True):
  263. if ready:
  264. in_progress = dict(
  265. (uuid, task) for uuid, task in self.itertasks()
  266. if task.state not in states.READY_STATES)
  267. self.tasks.clear()
  268. self.tasks.update(in_progress)
  269. else:
  270. self.tasks.clear()
  271. self._taskheap[:] = []
  272. def _clear(self, ready=True):
  273. self.workers.clear()
  274. self._clear_tasks(ready)
  275. self.event_count = 0
  276. self.task_count = 0
  277. def clear(self, ready=True):
  278. with self._mutex:
  279. return self._clear(ready)
  280. def get_or_create_worker(self, hostname, **kwargs):
  281. """Get or create worker by hostname.
  282. Returns tuple of ``(worker, was_created)``.
  283. """
  284. try:
  285. worker = self.workers[hostname]
  286. worker.update(kwargs)
  287. return worker, False
  288. except KeyError:
  289. worker = self.workers[hostname] = Worker(
  290. hostname=hostname, **kwargs)
  291. return worker, True
  292. def get_or_create_task(self, uuid):
  293. """Get or create task by uuid."""
  294. try:
  295. return self.tasks[uuid], False
  296. except KeyError:
  297. task = self.tasks[uuid] = Task(uuid=uuid)
  298. return task, True
  299. def worker_event(self, type, fields):
  300. """Process worker event."""
  301. try:
  302. hostname = fields['hostname']
  303. except KeyError:
  304. pass
  305. else:
  306. worker, created = self.get_or_create_worker(hostname)
  307. handler = getattr(worker, 'on_' + type, None)
  308. if handler:
  309. handler(**fields)
  310. return worker, created
  311. def task_event(self, type, fields):
  312. """Process task event."""
  313. uuid = fields['uuid']
  314. hostname = fields['hostname']
  315. worker, _ = self.get_or_create_worker(hostname)
  316. task, created = self.get_or_create_task(uuid)
  317. task.worker = worker
  318. maxtasks = self.max_tasks_in_memory * 2
  319. taskheap = self._taskheap
  320. timestamp = fields.get('timestamp') or 0
  321. clock = 0 if type == 'sent' else fields.get('clock')
  322. heappush(taskheap, _lamportinfo(clock, timestamp, worker.id, task))
  323. if len(taskheap) > maxtasks:
  324. heappop(taskheap)
  325. handler = getattr(task, 'on_' + type, None)
  326. if type == 'received':
  327. self.task_count += 1
  328. if handler:
  329. handler(**fields)
  330. else:
  331. task.on_unknown_event(type, **fields)
  332. return created
  333. def event(self, event):
  334. with self._mutex:
  335. return self._dispatch_event(event)
  336. def _dispatch_event(self, event, kwdict=kwdict):
  337. self.event_count += 1
  338. event = kwdict(event)
  339. group, _, subject = event['type'].partition('-')
  340. try:
  341. self._get_handler(group)(subject, event)
  342. except KeyError:
  343. pass
  344. if self.event_callback:
  345. self.event_callback(self, event)
  346. def itertasks(self, limit=None):
  347. for index, row in enumerate(items(self.tasks)):
  348. yield row
  349. if limit and index + 1 >= limit:
  350. break
  351. def tasks_by_time(self, limit=None):
  352. """Generator giving tasks ordered by time,
  353. in ``(uuid, Task)`` tuples."""
  354. seen = set()
  355. for evtup in islice(reversed(self._taskheap), 0, limit):
  356. uuid = evtup[3].uuid
  357. if uuid not in seen:
  358. yield uuid, evtup[3]
  359. seen.add(uuid)
  360. tasks_by_timestamp = tasks_by_time
  361. def tasks_by_type(self, name, limit=None):
  362. """Get all tasks by type.
  363. Returns a list of ``(uuid, Task)`` tuples.
  364. """
  365. return islice(
  366. ((uuid, task) for uuid, task in self.tasks_by_time()
  367. if task.name == name),
  368. 0, limit,
  369. )
  370. def tasks_by_worker(self, hostname, limit=None):
  371. """Get all tasks by worker.
  372. """
  373. return islice(
  374. ((uuid, task) for uuid, task in self.tasks_by_time()
  375. if task.worker.hostname == hostname),
  376. 0, limit,
  377. )
  378. def task_types(self):
  379. """Returns a list of all seen task types."""
  380. return list(sorted(set(task.name for task in values(self.tasks))))
  381. def alive_workers(self):
  382. """Returns a list of (seemingly) alive workers."""
  383. return [w for w in values(self.workers) if w.alive]
  384. def __repr__(self):
  385. return R_STATE.format(self)
  386. def __reduce__(self):
  387. return self.__class__, (
  388. self.event_callback, self.workers, self.tasks, self._taskheap,
  389. self.max_workers_in_memory, self.max_tasks_in_memory,
  390. )