state.py 11 KB

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  1. """
  2. celery.events.state
  3. ===================
  4. This module implements a way to keep track of the
  5. state of a cluster of workers and the tasks it is working on
  6. by consuming events.
  7. For every event consumed the state is updated, so
  8. it represents the state of the cluster at the time
  9. of the last event.
  10. Snapshots (:mod:`celery.events.snapshot`) can be used
  11. to take pictures of this state at regular intervals
  12. and e.g. store it inside a database.
  13. """
  14. from __future__ import absolute_import
  15. from __future__ import with_statement
  16. import time
  17. import heapq
  18. from threading import Lock
  19. from .. import states
  20. from ..datastructures import AttributeDict, LRUCache
  21. from ..utils import kwdict
  22. __all__ = ["HEARTBEAT_EXPIRE", "Worker", "Task", "State", "state"]
  23. #: Hartbeat expiry time in seconds. The worker will be considered offline
  24. #: if no heartbeat is received within this time.
  25. #: Default is 2:30 minutes.
  26. HEARTBEAT_EXPIRE = 150
  27. class Element(AttributeDict):
  28. """Base class for worker state elements."""
  29. class Worker(Element):
  30. """Worker State."""
  31. heartbeat_max = 4
  32. def __init__(self, **fields):
  33. super(Worker, self).__init__(**fields)
  34. self.heartbeats = []
  35. def on_online(self, timestamp=None, **kwargs):
  36. """Callback for the `worker-online` event."""
  37. self._heartpush(timestamp)
  38. def on_offline(self, **kwargs):
  39. """Callback for the `worker-offline` event."""
  40. self.heartbeats = []
  41. def on_heartbeat(self, timestamp=None, **kwargs):
  42. """Callback for the `worker-heartbeat` event."""
  43. self._heartpush(timestamp)
  44. def _heartpush(self, timestamp):
  45. if timestamp:
  46. heapq.heappush(self.heartbeats, timestamp)
  47. if len(self.heartbeats) > self.heartbeat_max:
  48. self.heartbeats = self.heartbeats[self.heartbeat_max:]
  49. def __repr__(self):
  50. return "<Worker: %s (%s)" % (self.hostname,
  51. self.alive and "ONLINE" or "OFFLINE")
  52. @property
  53. def alive(self):
  54. return (self.heartbeats and
  55. time.time() < self.heartbeats[-1] + HEARTBEAT_EXPIRE)
  56. class Task(Element):
  57. """Task State."""
  58. #: How to merge out of order events.
  59. #: Disorder is detected by logical ordering (e.g. task-received must have
  60. #: happened before a task-failed event).
  61. #:
  62. #: A merge rule consists of a state and a list of fields to keep from
  63. #: that state. ``(RECEIVED, ("name", "args")``, means the name and args
  64. #: fields are always taken from the RECEIVED state, and any values for
  65. #: these fields received before or after is simply ignored.
  66. merge_rules = {states.RECEIVED: ("name", "args", "kwargs",
  67. "retries", "eta", "expires")}
  68. #: meth:`info` displays these fields by default.
  69. _info_fields = ("args", "kwargs", "retries", "result",
  70. "eta", "runtime", "expires", "exception")
  71. #: Default values.
  72. _defaults = dict(uuid=None, name=None, state=states.PENDING,
  73. received=False, sent=False, started=False,
  74. succeeded=False, failed=False, retried=False,
  75. revoked=False, args=None, kwargs=None, eta=None,
  76. expires=None, retries=None, worker=None, result=None,
  77. exception=None, timestamp=None, runtime=None,
  78. traceback=None)
  79. def __init__(self, **fields):
  80. super(Task, self).__init__(**dict(self._defaults, **fields))
  81. def update(self, state, timestamp, fields):
  82. """Update state from new event.
  83. :param state: State from event.
  84. :param timestamp: Timestamp from event.
  85. :param fields: Event data.
  86. """
  87. if self.worker:
  88. self.worker.on_heartbeat(timestamp=timestamp)
  89. if state != states.RETRY and self.state != states.RETRY and \
  90. states.state(state) < states.state(self.state):
  91. # this state logically happens-before the current state, so merge.
  92. self.merge(state, timestamp, fields)
  93. else:
  94. self.state = state
  95. self.timestamp = timestamp
  96. super(Task, self).update(fields)
  97. def merge(self, state, timestamp, fields):
  98. """Merge with out of order event."""
  99. keep = self.merge_rules.get(state)
  100. if keep is not None:
  101. fields = dict((key, fields.get(key)) for key in keep)
  102. super(Task, self).update(fields)
  103. def on_sent(self, timestamp=None, **fields):
  104. """Callback for the ``task-sent`` event."""
  105. self.sent = timestamp
  106. self.update(states.PENDING, timestamp, fields)
  107. def on_received(self, timestamp=None, **fields):
  108. """Callback for the ``task-received`` event."""
  109. self.received = timestamp
  110. self.update(states.RECEIVED, timestamp, fields)
  111. def on_started(self, timestamp=None, **fields):
  112. """Callback for the ``task-started`` event."""
  113. self.started = timestamp
  114. self.update(states.STARTED, timestamp, fields)
  115. def on_failed(self, timestamp=None, **fields):
  116. """Callback for the ``task-failed`` event."""
  117. self.failed = timestamp
  118. self.update(states.FAILURE, timestamp, fields)
  119. def on_retried(self, timestamp=None, **fields):
  120. """Callback for the ``task-retried`` event."""
  121. self.retried = timestamp
  122. self.update(states.RETRY, timestamp, fields)
  123. def on_succeeded(self, timestamp=None, **fields):
  124. """Callback for the ``task-succeeded`` event."""
  125. self.succeeded = timestamp
  126. self.update(states.SUCCESS, timestamp, fields)
  127. def on_revoked(self, timestamp=None, **fields):
  128. """Callback for the ``task-revoked`` event."""
  129. self.revoked = timestamp
  130. self.update(states.REVOKED, timestamp, fields)
  131. def on_unknown_event(self, type, timestamp=None, **fields):
  132. self.update(type.upper(), timestamp, fields)
  133. def info(self, fields=None, extra=[]):
  134. """Information about this task suitable for on-screen display."""
  135. if fields is None:
  136. fields = self._info_fields
  137. return dict((key, getattr(self, key, None))
  138. for key in list(fields) + list(extra)
  139. if getattr(self, key, None) is not None)
  140. def __repr__(self):
  141. return "<Task: %s(%s) %s>" % (self.name, self.uuid, self.state)
  142. @property
  143. def ready(self):
  144. return self.state in states.READY_STATES
  145. class State(object):
  146. """Records clusters state."""
  147. event_count = 0
  148. task_count = 0
  149. def __init__(self, callback=None,
  150. max_workers_in_memory=5000, max_tasks_in_memory=10000):
  151. self.workers = LRUCache(limit=max_workers_in_memory)
  152. self.tasks = LRUCache(limit=max_tasks_in_memory)
  153. self.event_callback = callback
  154. self.group_handlers = {"worker": self.worker_event,
  155. "task": self.task_event}
  156. self._mutex = Lock()
  157. def freeze_while(self, fun, *args, **kwargs):
  158. clear_after = kwargs.pop("clear_after", False)
  159. with self._mutex:
  160. try:
  161. return fun(*args, **kwargs)
  162. finally:
  163. if clear_after:
  164. self._clear()
  165. def clear_tasks(self, ready=True):
  166. with self._mutex:
  167. return self._clear_tasks(ready)
  168. def _clear_tasks(self, ready=True):
  169. if ready:
  170. in_progress = dict((uuid, task) for uuid, task in self.itertasks()
  171. if task.state not in states.READY_STATES)
  172. self.tasks.clear()
  173. self.tasks.update(in_progress)
  174. else:
  175. self.tasks.clear()
  176. def _clear(self, ready=True):
  177. self.workers.clear()
  178. self._clear_tasks(ready)
  179. self.event_count = 0
  180. self.task_count = 0
  181. def clear(self, ready=True):
  182. with self._mutex:
  183. return self._clear(ready)
  184. def get_or_create_worker(self, hostname, **kwargs):
  185. """Get or create worker by hostname."""
  186. try:
  187. worker = self.workers[hostname]
  188. worker.update(kwargs)
  189. except KeyError:
  190. worker = self.workers[hostname] = Worker(
  191. hostname=hostname, **kwargs)
  192. return worker
  193. def get_or_create_task(self, uuid):
  194. """Get or create task by uuid."""
  195. try:
  196. return self.tasks[uuid]
  197. except KeyError:
  198. task = self.tasks[uuid] = Task(uuid=uuid)
  199. return task
  200. def worker_event(self, type, fields):
  201. """Process worker event."""
  202. hostname = fields.pop("hostname", None)
  203. if hostname:
  204. worker = self.get_or_create_worker(hostname)
  205. handler = getattr(worker, "on_%s" % type, None)
  206. if handler:
  207. handler(**fields)
  208. def task_event(self, type, fields):
  209. """Process task event."""
  210. uuid = fields.pop("uuid")
  211. hostname = fields.pop("hostname")
  212. worker = self.get_or_create_worker(hostname)
  213. task = self.get_or_create_task(uuid)
  214. handler = getattr(task, "on_%s" % type, None)
  215. if type == "received":
  216. self.task_count += 1
  217. if handler:
  218. handler(**fields)
  219. else:
  220. task.on_unknown_event(type, **fields)
  221. task.worker = worker
  222. def event(self, event):
  223. with self._mutex:
  224. return self._dispatch_event(event)
  225. def _dispatch_event(self, event):
  226. self.event_count += 1
  227. event = kwdict(event)
  228. group, _, type = event.pop("type").partition("-")
  229. self.group_handlers[group](type, event)
  230. if self.event_callback:
  231. self.event_callback(self, event)
  232. def itertasks(self, limit=None):
  233. for index, row in enumerate(self.tasks.iteritems()):
  234. yield row
  235. if limit and index >= limit:
  236. break
  237. def tasks_by_timestamp(self, limit=None):
  238. """Get tasks by timestamp.
  239. Returns a list of `(uuid, task)` tuples.
  240. """
  241. return self._sort_tasks_by_time(self.itertasks(limit))
  242. def _sort_tasks_by_time(self, tasks):
  243. """Sort task items by time."""
  244. return sorted(tasks, key=lambda t: t[1].timestamp,
  245. reverse=True)
  246. def tasks_by_type(self, name, limit=None):
  247. """Get all tasks by type.
  248. Returns a list of `(uuid, task)` tuples.
  249. """
  250. return self._sort_tasks_by_time([(uuid, task)
  251. for uuid, task in self.itertasks(limit)
  252. if task.name == name])
  253. def tasks_by_worker(self, hostname, limit=None):
  254. """Get all tasks by worker.
  255. Returns a list of `(uuid, task)` tuples.
  256. """
  257. return self._sort_tasks_by_time([(uuid, task)
  258. for uuid, task in self.itertasks(limit)
  259. if task.worker.hostname == hostname])
  260. def task_types(self):
  261. """Returns a list of all seen task types."""
  262. return list(sorted(set(task.name for task in self.tasks.itervalues())))
  263. def alive_workers(self):
  264. """Returns a list of (seemingly) alive workers."""
  265. return [w for w in self.workers.values() if w.alive]
  266. def __repr__(self):
  267. return "<ClusterState: events=%s tasks=%s>" % (self.event_count,
  268. self.task_count)
  269. state = State()