def __init__(self):
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._make_methods()
def __init__(self):
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._make_methods()
def __init__(self, maxsize=0):
if maxsize <= 0:
maxsize = _multiprocessing.SemLock.SEM_VALUE_MAX
self._maxsize = maxsize
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
self._opid = os.getpid()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._sem = BoundedSemaphore(maxsize)
self._after_fork()
if sys.platform != 'win32':
register_after_fork(self, Queue._after_fork)
def submit(self, func, *args, **kwargs):
# noinspection PyUnresolvedReferences
from multiprocess import Process, Pipe
from concurrent.futures import Future
fut, (c0, c1) = Future(), Pipe(False)
task = Process(target=self._target, args=(c1.send, func, args, kwargs))
self.tasks[fut] = task
task.start()
return self._set_future(fut, c0.recv())
class SimpleQueue(object):
def __init__(self):
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._make_methods()
def empty(self):
return not self._reader.poll()
def __getstate__(self):
assert_spawning(self)
return (self._reader, self._writer, self._rlock, self._wlock)
def __setstate__(self, state):
(self._reader, self._writer, self._rlock, self._wlock) = state
self._make_methods()
def _make_methods(self):
recv = self._reader.recv
racquire, rrelease = self._rlock.acquire, self._rlock.release
def get():
racquire()
try:
return recv()
finally:
rrelease()
self.get = get
if self._wlock is None:
# writes to a message oriented win32 pipe are atomic
self.put = self._writer.send
else:
send = self._writer.send
wacquire, wrelease = self._wlock.acquire, self._wlock.release
def put(obj):
wacquire()
try:
return send(obj)
finally:
wrelease()
self.put = put
def __init__(self, num_cores):
self.num_cores = num_cores
self.names = set()
self.global_queue = Queue()
self.pool = []
self.channels = []
self.__terminated = False
atexit.register(self.__del__)
queues = [Queue() for _ in range(num_cores)]
for i in range(num_cores):
pipe_master, pipe_slave = Pipe()
state = Value('i', 0)
process = MRServer(i, queues, pipe_slave, state, self.global_queue)
self.channels.append(Channel(queues[i], pipe_master, state))
self.pool.append(process)
process.start()
def __init__(self, maxsize=0):
if maxsize <= 0:
maxsize = _multiprocessing.SemLock.SEM_VALUE_MAX
self._maxsize = maxsize
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
self._opid = os.getpid()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._sem = BoundedSemaphore(maxsize)
self._after_fork()
if sys.platform != 'win32':
register_after_fork(self, Queue._after_fork)
class SimpleQueue(object):
def __init__(self):
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._make_methods()
def empty(self):
return not self._reader.poll()
def __getstate__(self):
assert_spawning(self)
return (self._reader, self._writer, self._rlock, self._wlock)
def __setstate__(self, state):
(self._reader, self._writer, self._rlock, self._wlock) = state
self._make_methods()
def _make_methods(self):
recv = self._reader.recv
racquire, rrelease = self._rlock.acquire, self._rlock.release
def get():
racquire()
try:
return recv()
finally:
rrelease()
self.get = get
if self._wlock is None:
# writes to a message oriented win32 pipe are atomic
self.put = self._writer.send
else:
send = self._writer.send
wacquire, wrelease = self._wlock.acquire, self._wlock.release
def put(obj):
wacquire()
try:
return send(obj)
finally:
wrelease()
self.put = put
def __init__(self,
difficulty=1,
pool_size=4,
queue_size=16
): # NOTE: `queue_size` must be larger than 2x `pool_size`!!!
self._args_queue = Queue(queue_size)
# pipes for data dispatching
self._args_pipes = [Pipe() for _ in range(pool_size)]
self._return_queue = Queue(queue_size)
self._envs = [
self._factory_env(difficulty=difficulty) for _ in range(pool_size)
]
self._service_process = Process(target=self._service_job,
args=(self._envs, self._args_pipes,
self._args_queue,
self._return_queue))
self._service_process.start()
print('[LOG] environment service started!')
class Queue(object):
def __init__(self, maxsize=0):
if maxsize <= 0:
maxsize = _multiprocessing.SemLock.SEM_VALUE_MAX
self._maxsize = maxsize
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
self._opid = os.getpid()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._sem = BoundedSemaphore(maxsize)
self._after_fork()
if sys.platform != 'win32':
register_after_fork(self, Queue._after_fork)
def __getstate__(self):
assert_spawning(self)
return (self._maxsize, self._reader, self._writer,
self._rlock, self._wlock, self._sem, self._opid)
def __setstate__(self, state):
(self._maxsize, self._reader, self._writer,
self._rlock, self._wlock, self._sem, self._opid) = state
self._after_fork()
def _after_fork(self):
debug('Queue._after_fork()')
self._notempty = threading.Condition(threading.Lock())
self._buffer = collections.deque()
self._thread = None
self._jointhread = None
self._joincancelled = False
self._closed = False
self._close = None
self._send = self._writer.send
self._recv = self._reader.recv
self._poll = self._reader.poll
def put(self, obj, block=True, timeout=None):
assert not self._closed
if not self._sem.acquire(block, timeout):
raise Full
self._notempty.acquire()
try:
if self._thread is None:
self._start_thread()
self._buffer.append(obj)
self._notempty.notify()
finally:
self._notempty.release()
def get(self, block=True, timeout=None):
if block and timeout is None:
self._rlock.acquire()
try:
res = self._recv()
self._sem.release()
return res
finally:
self._rlock.release()
else:
if block:
deadline = time.time() + timeout
if not self._rlock.acquire(block, timeout):
raise Empty
try:
if not self._poll(block and (deadline-time.time()) or 0.0):
raise Empty
res = self._recv()
self._sem.release()
return res
finally:
self._rlock.release()
def qsize(self):
# Raises NotImplementedError on Mac OSX because of broken sem_getvalue()
return self._maxsize - self._sem._semlock._get_value()
def empty(self):
return not self._poll()
def full(self):
return self._sem._semlock._is_zero()
def get_nowait(self):
return self.get(False)
def put_nowait(self, obj):
return self.put(obj, False)
def close(self):
self._closed = True
self._reader.close()
if self._close:
self._close()
def join_thread(self):
debug('Queue.join_thread()')
assert self._closed
if self._jointhread:
self._jointhread()
def cancel_join_thread(self):
debug('Queue.cancel_join_thread()')
self._joincancelled = True
try:
self._jointhread.cancel()
except AttributeError:
pass
def _start_thread(self):
debug('Queue._start_thread()')
# Start thread which transfers data from buffer to pipe
self._buffer.clear()
self._thread = threading.Thread(
target=Queue._feed,
args=(self._buffer, self._notempty, self._send,
self._wlock, self._writer.close),
name='QueueFeederThread'
)
self._thread.daemon = True
debug('doing self._thread.start()')
self._thread.start()
debug('... done self._thread.start()')
# On process exit we will wait for data to be flushed to pipe.
#
# However, if this process created the queue then all
# processes which use the queue will be descendants of this
# process. Therefore waiting for the queue to be flushed
# is pointless once all the child processes have been joined.
created_by_this_process = (self._opid == os.getpid())
if not self._joincancelled and not created_by_this_process:
self._jointhread = Finalize(
self._thread, Queue._finalize_join,
[weakref.ref(self._thread)],
exitpriority=-5
)
# Send sentinel to the thread queue object when garbage collected
self._close = Finalize(
self, Queue._finalize_close,
[self._buffer, self._notempty],
exitpriority=10
)
@staticmethod
def _finalize_join(twr):
debug('joining queue thread')
thread = twr()
if thread is not None:
thread.join()
debug('... queue thread joined')
else:
debug('... queue thread already dead')
@staticmethod
def _finalize_close(buffer, notempty):
debug('telling queue thread to quit')
notempty.acquire()
try:
buffer.append(_sentinel)
notempty.notify()
finally:
notempty.release()
@staticmethod
def _feed(buffer, notempty, send, writelock, close):
debug('starting thread to feed data to pipe')
from .util import is_exiting
nacquire = notempty.acquire
nrelease = notempty.release
nwait = notempty.wait
bpopleft = buffer.popleft
sentinel = _sentinel
if sys.platform != 'win32':
wacquire = writelock.acquire
wrelease = writelock.release
else:
wacquire = None
try:
while 1:
nacquire()
try:
if not buffer:
nwait()
finally:
nrelease()
try:
while 1:
obj = bpopleft()
if obj is sentinel:
debug('feeder thread got sentinel -- exiting')
close()
return
if wacquire is None:
send(obj)
else:
wacquire()
try:
send(obj)
finally:
wrelease()
except IndexError:
pass
except Exception as e:
# Since this runs in a daemon thread the resources it uses
# may be become unusable while the process is cleaning up.
# We ignore errors which happen after the process has
# started to cleanup.
try:
if is_exiting():
info('error in queue thread: %s', e)
else:
import traceback
traceback.print_exc()
except Exception:
pass
class Queue(object):
def __init__(self, maxsize=0):
if maxsize <= 0:
maxsize = _multiprocessing.SemLock.SEM_VALUE_MAX
self._maxsize = maxsize
self._reader, self._writer = Pipe(duplex=False)
self._rlock = Lock()
self._opid = os.getpid()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = Lock()
self._sem = BoundedSemaphore(maxsize)
self._after_fork()
if sys.platform != 'win32':
register_after_fork(self, Queue._after_fork)
def __getstate__(self):
assert_spawning(self)
return (self._maxsize, self._reader, self._writer, self._rlock,
self._wlock, self._sem, self._opid)
def __setstate__(self, state):
(self._maxsize, self._reader, self._writer, self._rlock, self._wlock,
self._sem, self._opid) = state
self._after_fork()
def _after_fork(self):
debug('Queue._after_fork()')
self._notempty = threading.Condition(threading.Lock())
self._buffer = collections.deque()
self._thread = None
self._jointhread = None
self._joincancelled = False
self._closed = False
self._close = None
self._send = self._writer.send
self._recv = self._reader.recv
self._poll = self._reader.poll
def put(self, obj, block=True, timeout=None):
assert not self._closed
if not self._sem.acquire(block, timeout):
raise Full
self._notempty.acquire()
try:
if self._thread is None:
self._start_thread()
self._buffer.append(obj)
self._notempty.notify()
finally:
self._notempty.release()
def get(self, block=True, timeout=None):
if block and timeout is None:
self._rlock.acquire()
try:
res = self._recv()
self._sem.release()
return res
finally:
self._rlock.release()
else:
if block:
deadline = time.time() + timeout
if not self._rlock.acquire(block, timeout):
raise Empty
try:
if not self._poll(block and (deadline - time.time()) or 0.0):
raise Empty
res = self._recv()
self._sem.release()
return res
finally:
self._rlock.release()
def qsize(self):
# Raises NotImplementedError on Mac OSX because of broken sem_getvalue()
return self._maxsize - self._sem._semlock._get_value()
def empty(self):
return not self._poll()
def full(self):
return self._sem._semlock._is_zero()
def get_nowait(self):
return self.get(False)
def put_nowait(self, obj):
return self.put(obj, False)
def close(self):
self._closed = True
self._reader.close()
if self._close:
self._close()
def join_thread(self):
debug('Queue.join_thread()')
assert self._closed
if self._jointhread:
self._jointhread()
def cancel_join_thread(self):
debug('Queue.cancel_join_thread()')
self._joincancelled = True
try:
self._jointhread.cancel()
except AttributeError:
pass
def _start_thread(self):
debug('Queue._start_thread()')
# Start thread which transfers data from buffer to pipe
self._buffer.clear()
self._thread = threading.Thread(target=Queue._feed,
args=(self._buffer, self._notempty,
self._send, self._wlock,
self._writer.close),
name='QueueFeederThread')
self._thread.daemon = True
debug('doing self._thread.start()')
self._thread.start()
debug('... done self._thread.start()')
# On process exit we will wait for data to be flushed to pipe.
#
# However, if this process created the queue then all
# processes which use the queue will be descendants of this
# process. Therefore waiting for the queue to be flushed
# is pointless once all the child processes have been joined.
created_by_this_process = (self._opid == os.getpid())
if not self._joincancelled and not created_by_this_process:
self._jointhread = Finalize(self._thread,
Queue._finalize_join,
[weakref.ref(self._thread)],
exitpriority=-5)
# Send sentinel to the thread queue object when garbage collected
self._close = Finalize(self,
Queue._finalize_close,
[self._buffer, self._notempty],
exitpriority=10)
@staticmethod
def _finalize_join(twr):
debug('joining queue thread')
thread = twr()
if thread is not None:
thread.join()
debug('... queue thread joined')
else:
debug('... queue thread already dead')
@staticmethod
def _finalize_close(buffer, notempty):
debug('telling queue thread to quit')
notempty.acquire()
try:
buffer.append(_sentinel)
notempty.notify()
finally:
notempty.release()
@staticmethod
def _feed(buffer, notempty, send, writelock, close):
debug('starting thread to feed data to pipe')
from .util import is_exiting
nacquire = notempty.acquire
nrelease = notempty.release
nwait = notempty.wait
bpopleft = buffer.popleft
sentinel = _sentinel
if sys.platform != 'win32':
wacquire = writelock.acquire
wrelease = writelock.release
else:
wacquire = None
try:
while 1:
nacquire()
try:
if not buffer:
nwait()
finally:
nrelease()
try:
while 1:
obj = bpopleft()
if obj is sentinel:
debug('feeder thread got sentinel -- exiting')
close()
return
if wacquire is None:
send(obj)
else:
wacquire()
try:
send(obj)
finally:
wrelease()
except IndexError:
pass
except Exception as e:
# Since this runs in a daemon thread the resources it uses
# may be become unusable while the process is cleaning up.
# We ignore errors which happen after the process has
# started to cleanup.
try:
if is_exiting():
info('error in queue thread: %s', e)
else:
import traceback
traceback.print_exc()
except Exception:
pass
