projektAI/venv/Lib/site-packages/joblib/externals/loky/backend/queues.py

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2021-06-06 22:13:05 +02:00
###############################################################################
# Queue and SimpleQueue implementation for loky
#
# authors: Thomas Moreau, Olivier Grisel
#
# based on multiprocessing/queues.py (16/02/2017)
# * Add some compatibility function for python2.7 and 3.3 and makes sure
# it uses the right synchronization primitive.
# * Add some custom reducers for the Queues/SimpleQueue to tweak the
# pickling process. (overload Queue._feed/SimpleQueue.put)
#
import os
import sys
import errno
import weakref
import threading
from multiprocessing import util
from multiprocessing import connection
from multiprocessing.synchronize import SEM_VALUE_MAX
from multiprocessing.queues import Full
from multiprocessing.queues import _sentinel, Queue as mp_Queue
from multiprocessing.queues import SimpleQueue as mp_SimpleQueue
from .reduction import loads, dumps
from .context import assert_spawning, get_context
__all__ = ['Queue', 'SimpleQueue', 'Full']
class Queue(mp_Queue):
def __init__(self, maxsize=0, reducers=None, ctx=None):
if sys.version_info[:2] >= (3, 4):
super().__init__(maxsize=maxsize, ctx=ctx)
else:
if maxsize <= 0:
# Can raise ImportError (see issues #3770 and #23400)
maxsize = SEM_VALUE_MAX
if ctx is None:
ctx = get_context()
self._maxsize = maxsize
self._reader, self._writer = connection.Pipe(duplex=False)
self._rlock = ctx.Lock()
self._opid = os.getpid()
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = ctx.Lock()
self._sem = ctx.BoundedSemaphore(maxsize)
# For use by concurrent.futures
self._ignore_epipe = False
self._after_fork()
if sys.platform != 'win32':
util.register_after_fork(self, Queue._after_fork)
self._reducers = reducers
# Use custom queue set/get state to be able to reduce the custom reducers
def __getstate__(self):
assert_spawning(self)
return (self._ignore_epipe, self._maxsize, self._reader, self._writer,
self._reducers, self._rlock, self._wlock, self._sem,
self._opid)
def __setstate__(self, state):
(self._ignore_epipe, self._maxsize, self._reader, self._writer,
self._reducers, self._rlock, self._wlock, self._sem,
self._opid) = state
if sys.version_info >= (3, 9):
self._reset()
else:
self._after_fork()
# Overload _start_thread to correctly call our custom _feed
def _start_thread(self):
util.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_bytes,
self._wlock, self._writer.close, self._reducers,
self._ignore_epipe, self._on_queue_feeder_error, self._sem),
name='QueueFeederThread'
)
self._thread.daemon = True
util.debug('doing self._thread.start()')
self._thread.start()
util.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 = util.Finalize(
self._thread, Queue._finalize_join,
[weakref.ref(self._thread)],
exitpriority=-5
)
# Send sentinel to the thread queue object when garbage collected
self._close = util.Finalize(
self, Queue._finalize_close,
[self._buffer, self._notempty],
exitpriority=10
)
# Overload the _feed methods to use our custom pickling strategy.
@staticmethod
def _feed(buffer, notempty, send_bytes, writelock, close, reducers,
ignore_epipe, onerror, queue_sem):
util.debug('starting thread to feed data to pipe')
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
while 1:
try:
nacquire()
try:
if not buffer:
nwait()
finally:
nrelease()
try:
while 1:
obj = bpopleft()
if obj is sentinel:
util.debug('feeder thread got sentinel -- exiting')
close()
return
# serialize the data before acquiring the lock
obj_ = dumps(obj, reducers=reducers)
if wacquire is None:
send_bytes(obj_)
else:
wacquire()
try:
send_bytes(obj_)
finally:
wrelease()
# Remove references early to avoid leaking memory
del obj, obj_
except IndexError:
pass
except BaseException as e:
if ignore_epipe and getattr(e, 'errno', 0) == errno.EPIPE:
return
# 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.
if util.is_exiting():
util.info('error in queue thread: %s', e)
return
else:
queue_sem.release()
onerror(e, obj)
def _on_queue_feeder_error(self, e, obj):
"""
Private API hook called when feeding data in the background thread
raises an exception. For overriding by concurrent.futures.
"""
import traceback
traceback.print_exc()
if sys.version_info[:2] < (3, 4):
# Compat for python2.7/3.3 that use _send instead of _send_bytes
def _after_fork(self):
super(Queue, self)._after_fork()
self._send_bytes = self._writer.send_bytes
class SimpleQueue(mp_SimpleQueue):
def __init__(self, reducers=None, ctx=None):
if sys.version_info[:2] >= (3, 4):
super().__init__(ctx=ctx)
else:
# Use the context to create the sync objects for python2.7/3.3
if ctx is None:
ctx = get_context()
self._reader, self._writer = connection.Pipe(duplex=False)
self._rlock = ctx.Lock()
self._poll = self._reader.poll
if sys.platform == 'win32':
self._wlock = None
else:
self._wlock = ctx.Lock()
# Add possiblity to use custom reducers
self._reducers = reducers
def close(self):
self._reader.close()
self._writer.close()
# Use custom queue set/get state to be able to reduce the custom reducers
def __getstate__(self):
assert_spawning(self)
return (self._reader, self._writer, self._reducers, self._rlock,
self._wlock)
def __setstate__(self, state):
(self._reader, self._writer, self._reducers, self._rlock,
self._wlock) = state
if sys.version_info[:2] < (3, 4):
# For python2.7/3.3, overload get to avoid creating deadlocks with
# unpickling errors.
def get(self):
with self._rlock:
res = self._reader.recv_bytes()
# unserialize the data after having released the lock
return loads(res)
# Overload put to use our customizable reducer
def put(self, obj):
# serialize the data before acquiring the lock
obj = dumps(obj, reducers=self._reducers)
if self._wlock is None:
# writes to a message oriented win32 pipe are atomic
self._writer.send_bytes(obj)
else:
with self._wlock:
self._writer.send_bytes(obj)