venv/lib/python3.10/site-packages/joblib/externals/loky/backend/queues.py

###############################################################################
# Queue and SimpleQueue implementation for loky
#
# authors: Thomas Moreau, Olivier Grisel
#
# based on multiprocessing/queues.py (16/02/2017)
# * 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.queues import (
    Full,
    Queue as mp_Queue,
    SimpleQueue as mp_SimpleQueue,
    _sentinel,
)
from multiprocessing.context import assert_spawning

from .reduction import dumps


__all__ = ["Queue", "SimpleQueue", "Full"]


class Queue(mp_Queue):
    def __init__(self, maxsize=0, reducers=None, ctx=None):
        super().__init__(maxsize=maxsize, ctx=ctx)
        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 True:
            try:
                nacquire()
                try:
                    if not buffer:
                        nwait()
                finally:
                    nrelease()
                try:
                    while True:
                        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(f"error in queue thread: {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()


class SimpleQueue(mp_SimpleQueue):
    def __init__(self, reducers=None, ctx=None):
        super().__init__(ctx=ctx)

        # 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

    # 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)