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pool.pyc
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# Source Generated with Decompyle++
# File: in.pyc (Python 2.7)
__all__ = [
'Pool']
import threading
import Queue
import itertools
import collections
import time
from multiprocessing import Process, cpu_count, TimeoutError
from multiprocessing.util import Finalize, debug
RUN = 0
CLOSE = 1
TERMINATE = 2
job_counter = itertools.count()
def mapstar(args):
return map(*args)
class MaybeEncodingError(Exception):
'''Wraps possible unpickleable errors, so they can be
safely sent through the socket.'''
def __init__(self, exc, value):
self.exc = repr(exc)
self.value = repr(value)
super(MaybeEncodingError, self).__init__(self.exc, self.value)
def __str__(self):
return "Error sending result: '%s'. Reason: '%s'" % (self.value, self.exc)
def __repr__(self):
return '<MaybeEncodingError: %s>' % str(self)
def worker(inqueue, outqueue, initializer = None, initargs = (), maxtasks = None):
if not maxtasks is None:
if not type(maxtasks) == int or maxtasks > 0:
raise AssertionError
put = None.put
get = inqueue.get
if hasattr(inqueue, '_writer'):
inqueue._writer.close()
outqueue._reader.close()
if initializer is not None:
initializer(*initargs)
completed = 0
while (maxtasks is None or maxtasks) and completed < maxtasks:
try:
task = get()
except (EOFError, IOError):
debug('worker got EOFError or IOError -- exiting')
break
if task is None:
debug('worker got sentinel -- exiting')
break
(job, i, func, args, kwds) = task
try:
result = (True, func(*args, **kwds))
except Exception:
e = None
result = (False, e)
try:
put((job, i, result))
except Exception:
e = None
wrapped = MaybeEncodingError(e, result[1])
debug('Possible encoding error while sending result: %s' % wrapped)
put((job, i, (False, wrapped)))
completed += 1
debug('worker exiting after %d tasks' % completed)
return None
class Pool(object):
'''
Class which supports an async version of the `apply()` builtin
'''
Process = Process
def __init__(self, processes = None, initializer = None, initargs = (), maxtasksperchild = None):
self._setup_queues()
self._taskqueue = Queue.Queue()
self._cache = { }
self._state = RUN
self._maxtasksperchild = maxtasksperchild
self._initializer = initializer
self._initargs = initargs
if processes is None:
try:
processes = cpu_count()
except NotImplementedError:
processes = 1
if processes < 1:
raise ValueError('Number of processes must be at least 1')
if initializer is not None and not hasattr(initializer, '__call__'):
raise TypeError('initializer must be a callable')
self._processes = processes
self._pool = []
self._repopulate_pool()
self._worker_handler = threading.Thread(target = Pool._handle_workers, args = (self,))
self._worker_handler.daemon = True
self._worker_handler._state = RUN
self._worker_handler.start()
self._task_handler = threading.Thread(target = Pool._handle_tasks, args = (self._taskqueue, self._quick_put, self._outqueue, self._pool))
self._task_handler.daemon = True
self._task_handler._state = RUN
self._task_handler.start()
self._result_handler = threading.Thread(target = Pool._handle_results, args = (self._outqueue, self._quick_get, self._cache))
self._result_handler.daemon = True
self._result_handler._state = RUN
self._result_handler.start()
self._terminate = Finalize(self, self._terminate_pool, args = (self._taskqueue, self._inqueue, self._outqueue, self._pool, self._worker_handler, self._task_handler, self._result_handler, self._cache), exitpriority = 15)
def _join_exited_workers(self):
'''Cleanup after any worker processes which have exited due to reaching
their specified lifetime. Returns True if any workers were cleaned up.
'''
cleaned = False
for i in reversed(range(len(self._pool))):
worker = self._pool[i]
if worker.exitcode is not None:
debug('cleaning up worker %d' % i)
worker.join()
cleaned = True
del self._pool[i]
continue
return cleaned
def _repopulate_pool(self):
'''Bring the number of pool processes up to the specified number,
for use after reaping workers which have exited.
'''
for i in range(self._processes - len(self._pool)):
w = self.Process(target = worker, args = (self._inqueue, self._outqueue, self._initializer, self._initargs, self._maxtasksperchild))
self._pool.append(w)
w.name = w.name.replace('Process', 'PoolWorker')
w.daemon = True
w.start()
debug('added worker')
def _maintain_pool(self):
'''Clean up any exited workers and start replacements for them.
'''
if self._join_exited_workers():
self._repopulate_pool()
def _setup_queues(self):
SimpleQueue = SimpleQueue
import queues
self._inqueue = SimpleQueue()
self._outqueue = SimpleQueue()
self._quick_put = self._inqueue._writer.send
self._quick_get = self._outqueue._reader.recv
def apply(self, func, args = (), kwds = { }):
'''
Equivalent of `apply()` builtin
'''
if not self._state == RUN:
raise AssertionError
return None.apply_async(func, args, kwds).get()
def map(self, func, iterable, chunksize = None):
'''
Equivalent of `map()` builtin
'''
if not self._state == RUN:
raise AssertionError
return None.map_async(func, iterable, chunksize).get()
def imap(self, func, iterable, chunksize = 1):
'''
Equivalent of `itertools.imap()` -- can be MUCH slower than `Pool.map()`
'''
if not self._state == RUN:
raise AssertionError
if None == 1:
result = IMapIterator(self._cache)
(None, self._taskqueue.put)(((lambda .0: pass)(enumerate(iterable)), result._set_length))
return result
if not None > 1:
raise AssertionError
task_batches = None._get_tasks(func, iterable, chunksize)
result = IMapIterator(self._cache)
(self._taskqueue.put,)(((lambda .0: pass)(enumerate(task_batches)), result._set_length))
return (lambda .0: pass)(result)
def imap_unordered(self, func, iterable, chunksize = 1):
'''
Like `imap()` method but ordering of results is arbitrary
'''
if not self._state == RUN:
raise AssertionError
if None == 1:
result = IMapUnorderedIterator(self._cache)
(None, self._taskqueue.put)(((lambda .0: pass)(enumerate(iterable)), result._set_length))
return result
if not None > 1:
raise AssertionError
task_batches = None._get_tasks(func, iterable, chunksize)
result = IMapUnorderedIterator(self._cache)
(self._taskqueue.put,)(((lambda .0: pass)(enumerate(task_batches)), result._set_length))
return (lambda .0: pass)(result)
def apply_async(self, func, args = (), kwds = { }, callback = None):
'''
Asynchronous equivalent of `apply()` builtin
'''
if not self._state == RUN:
raise AssertionError
result = None(self._cache, callback)
self._taskqueue.put(([
(result._job, None, func, args, kwds)], None))
return result
def map_async(self, func, iterable, chunksize = None, callback = None):
'''
Asynchronous equivalent of `map()` builtin
'''
if not self._state == RUN:
raise AssertionError
if not None(iterable, '__len__'):
iterable = list(iterable)
if chunksize is None:
(chunksize, extra) = divmod(len(iterable), len(self._pool) * 4)
if extra:
chunksize += 1
if len(iterable) == 0:
chunksize = 0
task_batches = Pool._get_tasks(func, iterable, chunksize)
result = MapResult(self._cache, chunksize, len(iterable), callback)
(self._taskqueue.put,)(((lambda .0: pass)(enumerate(task_batches)), None))
return result
def _handle_workers(pool):
thread = threading.current_thread()
while (thread._state == RUN or pool._cache) and thread._state != TERMINATE:
pool._maintain_pool()
time.sleep(0.1)
pool._taskqueue.put(None)
debug('worker handler exiting')
_handle_workers = staticmethod(_handle_workers)
def _handle_tasks(taskqueue, put, outqueue, pool):
thread = threading.current_thread()
for taskseq, set_length in iter(taskqueue.get, None):
i = -1
for i, task in enumerate(taskseq):
if thread._state:
debug('task handler found thread._state != RUN')
break
try:
put(task)
continue
except IOError:
debug('could not put task on queue')
break
continue
elif set_length:
debug('doing set_length()')
set_length(i + 1)
continue
continue
break
debug('task handler got sentinel')
try:
debug('task handler sending sentinel to result handler')
outqueue.put(None)
debug('task handler sending sentinel to workers')
for p in pool:
put(None)
except IOError:
debug('task handler got IOError when sending sentinels')
debug('task handler exiting')
return None
_handle_tasks = staticmethod(_handle_tasks)
def _handle_results(outqueue, get, cache):
thread = threading.current_thread()
while None:
try:
task = get()
except (IOError, EOFError):
debug('result handler got EOFError/IOError -- exiting')
return None
if thread._state:
if not thread._state == TERMINATE:
raise AssertionError
None('result handler found thread._state=TERMINATE')
break
if task is None:
debug('result handler got sentinel')
break
(job, i, obj) = task
try:
cache[job]._set(i, obj)
continue
except KeyError:
continue
while cache and thread._state != TERMINATE:
try:
task = get()
except (IOError, EOFError):
debug('result handler got EOFError/IOError -- exiting')
return None
if task is None:
debug('result handler ignoring extra sentinel')
continue
(job, i, obj) = task
try:
cache[job]._set(i, obj)
continue
except KeyError:
continue
if hasattr(outqueue, '_reader'):
debug('ensuring that outqueue is not full')
try:
for i in range(10):
if not outqueue._reader.poll():
break
get()
except (IOError, EOFError):
pass
debug('result handler exiting: len(cache)=%s, thread._state=%s', len(cache), thread._state)
_handle_results = staticmethod(_handle_results)
def _get_tasks(func, it, size):
it = iter(it)
while None:
x = tuple(itertools.islice(it, size))
if not x:
return None
yield (None, x)
continue
return None
_get_tasks = staticmethod(_get_tasks)
def __reduce__(self):
raise NotImplementedError('pool objects cannot be passed between processes or pickled')
def close(self):
debug('closing pool')
if self._state == RUN:
self._state = CLOSE
self._worker_handler._state = CLOSE
def terminate(self):
debug('terminating pool')
self._state = TERMINATE
self._worker_handler._state = TERMINATE
self._terminate()
def join(self):
debug('joining pool')
if not self._state in (CLOSE, TERMINATE):
raise AssertionError
None._worker_handler.join()
self._task_handler.join()
self._result_handler.join()
for p in self._pool:
p.join()
def _help_stuff_finish(inqueue, task_handler, size):
debug('removing tasks from inqueue until task handler finished')
inqueue._rlock.acquire()
while task_handler.is_alive() and inqueue._reader.poll():
inqueue._reader.recv()
time.sleep(0)
_help_stuff_finish = staticmethod(_help_stuff_finish)
def _terminate_pool(cls, taskqueue, inqueue, outqueue, pool, worker_handler, task_handler, result_handler, cache):
debug('finalizing pool')
worker_handler._state = TERMINATE
task_handler._state = TERMINATE
debug('helping task handler/workers to finish')
cls._help_stuff_finish(inqueue, task_handler, len(pool))
if not result_handler.is_alive() and len(cache) == 0:
raise AssertionError
result_handler._state = None
outqueue.put(None)
debug('joining worker handler')
if threading.current_thread() is not worker_handler:
worker_handler.join(1e+100)
if pool and hasattr(pool[0], 'terminate'):
debug('terminating workers')
for p in pool:
if p.exitcode is None:
p.terminate()
continue
debug('joining task handler')
if threading.current_thread() is not task_handler:
task_handler.join(1e+100)
debug('joining result handler')
if threading.current_thread() is not result_handler:
result_handler.join(1e+100)
if pool and hasattr(pool[0], 'terminate'):
debug('joining pool workers')
for p in pool:
if p.is_alive():
debug('cleaning up worker %d' % p.pid)
p.join()
continue
_terminate_pool = classmethod(_terminate_pool)
class ApplyResult(object):
def __init__(self, cache, callback):
self._cond = threading.Condition(threading.Lock())
self._job = job_counter.next()
self._cache = cache
self._ready = False
self._callback = callback
cache[self._job] = self
def ready(self):
return self._ready
def successful(self):
if not self._ready:
raise AssertionError
return None._success
def wait(self, timeout = None):
self._cond.acquire()
try:
if not self._ready:
self._cond.wait(timeout)
finally:
self._cond.release()
def get(self, timeout = None):
self.wait(timeout)
if not self._ready:
raise TimeoutError
if self._success:
return self._value
raise None._value
def _set(self, i, obj):
(self._success, self._value) = obj
if self._callback and self._success:
self._callback(self._value)
self._cond.acquire()
try:
self._ready = True
self._cond.notify()
finally:
self._cond.release()
del self._cache[self._job]
AsyncResult = ApplyResult
class MapResult(ApplyResult):
def __init__(self, cache, chunksize, length, callback):
ApplyResult.__init__(self, cache, callback)
self._success = True
self._value = [
None] * length
self._chunksize = chunksize
if chunksize <= 0:
self._number_left = 0
self._ready = True
del cache[self._job]
else:
self._number_left = length // chunksize + bool(length % chunksize)
def _set(self, i, success_result):
(success, result) = success_result
class IMapIterator(object):
def __init__(self, cache):
self._cond = threading.Condition(threading.Lock())
self._job = job_counter.next()
self._cache = cache
self._items = collections.deque()
self._index = 0
self._length = None
self._unsorted = { }
cache[self._job] = self
def __iter__(self):
return self
def next(self, timeout = None):
self._cond.acquire()
try:
item = self._items.popleft()
except IndexError:
if self._index == self._length:
raise StopIteration
self._cond.wait(timeout)
try:
item = self._items.popleft()
except IndexError:
if self._index == self._length:
raise StopIteration
raise TimeoutError
finally:
self._cond.release()
(success, value) = item
if success:
return value
raise None
__next__ = next
def _set(self, i, obj):
self._cond.acquire()
try:
if self._index == self._length:
del self._cache[self._job]
finally:
self._cond.release()
def _set_length(self, length):
self._cond.acquire()
try:
self._length = length
if self._index == self._length:
self._cond.notify()
del self._cache[self._job]
finally:
self._cond.release()
class IMapUnorderedIterator(IMapIterator):
def _set(self, i, obj):
self._cond.acquire()
try:
self._items.append(obj)
self._index += 1
self._cond.notify()
if self._index == self._length:
del self._cache[self._job]
finally:
self._cond.release()
class ThreadPool(Pool):
from dummy import Process
def __init__(self, processes = None, initializer = None, initargs = ()):
Pool.__init__(self, processes, initializer, initargs)
def _setup_queues(self):
self._inqueue = Queue.Queue()
self._outqueue = Queue.Queue()
self._quick_put = self._inqueue.put
self._quick_get = self._outqueue.get
def _help_stuff_finish(inqueue, task_handler, size):
inqueue.not_empty.acquire()
try:
inqueue.queue.clear()
inqueue.queue.extend([
None] * size)
inqueue.not_empty.notify_all()
finally:
inqueue.not_empty.release()
_help_stuff_finish = staticmethod(_help_stuff_finish)