state.py 15 KB

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