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				|  |  | -"""
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				|  |  | -
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				|  |  | -Process Pools.
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				|  |  | -
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				|  |  | -"""
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				|  |  | -import os
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				|  |  | -import errno
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				|  |  | -import multiprocessing
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				|  |  | -from multiprocessing.pool import Pool, worker
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				|  |  | -from operator import isNumberType
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				|  |  | -
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				|  |  | -from celery.utils import noop
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				|  |  | -from celery.utils.functional import curry
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				|  |  | -from celery.datastructures import ExceptionInfo
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				|  |  | -
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				|  |  | -
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				|  |  | -def pid_is_dead(pid):
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				|  |  | -    """Check if a process is not running by PID.
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				|  |  | -
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				|  |  | -    :rtype bool:
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				|  |  | -
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				|  |  | -    """
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				|  |  | -    try:
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				|  |  | -        return os.kill(pid, 0)
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				|  |  | -    except OSError, err:
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				|  |  | -        if err.errno == errno.ESRCH:
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				|  |  | -            return True # No such process.
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				|  |  | -        elif err.errno == errno.EPERM:
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				|  |  | -            return False # Operation not permitted.
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				|  |  | -        else:
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				|  |  | -            raise
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				|  |  | -
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				|  |  | -
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				|  |  | -def reap_process(pid):
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				|  |  | -    """Reap process if the process is a zombie.
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				|  |  | -
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				|  |  | -    :returns: ``True`` if process was reaped or is not running,
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				|  |  | -        ``False`` otherwise.
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				|  |  | -
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				|  |  | -    """
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				|  |  | -    if pid_is_dead(pid):
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				|  |  | -        return True
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				|  |  | -
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				|  |  | -    try:
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				|  |  | -        is_dead, _ = os.waitpid(pid, os.WNOHANG)
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				|  |  | -    except OSError, err:
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				|  |  | -        if err.errno == errno.ECHILD:
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				|  |  | -            return False # No child processes.
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				|  |  | -        raise
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				|  |  | -    return is_dead
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				|  |  | -
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				|  |  | -
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				|  |  | -def process_is_dead(process):
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				|  |  | -    """Check if process is not running anymore.
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				|  |  | -
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				|  |  | -    First it finds out if the process is running by sending
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				|  |  | -    signal 0. Then if the process is a child process, and is running
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				|  |  | -    it finds out if it's a zombie process and reaps it.
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				|  |  | -    If the process is running and is not a zombie it tries to send
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				|  |  | -    a ping through the process pipe.
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				|  |  | -
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				|  |  | -    :param process: A :class:`multiprocessing.Process` instance.
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				|  |  | -
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				|  |  | -    :returns: ``True`` if the process is not running, ``False`` otherwise.
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				|  |  | -
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				|  |  | -    """
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				|  |  | -
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				|  |  | -    # Only do this if os.kill exists for this platform (e.g. Windows doesn't
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				|  |  | -    # support it).
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				|  |  | -    if callable(getattr(os, "kill", None)) and reap_process(process.pid):
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				|  |  | -        return True
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				|  |  | -
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				|  |  | -    # Then try to ping the process using its pipe.
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				|  |  | -    try:
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				|  |  | -        proc_is_alive = process.is_alive()
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				|  |  | -    except OSError:
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				|  |  | -        return True
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				|  |  | -    else:
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				|  |  | -        return not proc_is_alive
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				|  |  | -
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				|  |  | -
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				|  |  | -class DynamicPool(Pool):
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				|  |  | -    """Version of :class:`multiprocessing.Pool` that can dynamically grow
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				|  |  | -    in size."""
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				|  |  | -
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				|  |  | -    def __init__(self, processes=None, initializer=None, initargs=()):
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				|  |  | -
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				|  |  | -        if processes is None:
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				|  |  | -            try:
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				|  |  | -                processes = multiprocessing.cpu_count()
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				|  |  | -            except NotImplementedError:
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				|  |  | -                processes = 1
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				|  |  | -
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				|  |  | -        super(DynamicPool, self).__init__(processes=processes,
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				|  |  | -                                          initializer=initializer,
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				|  |  | -                                          initargs=initargs)
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				|  |  | -        self._initializer = initializer
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				|  |  | -        self._initargs = initargs
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				|  |  | -        self._size = processes
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				|  |  | -        self.logger = multiprocessing.get_logger()
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				|  |  | -
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				|  |  | -    def _my_cleanup(self):
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				|  |  | -        from multiprocessing.process import _current_process
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				|  |  | -        for p in list(_current_process._children):
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				|  |  | -            discard = False
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				|  |  | -            try:
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				|  |  | -                status = p._popen.poll()
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				|  |  | -            except OSError:
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				|  |  | -                discard = True
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				|  |  | -            else:
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				|  |  | -                if status is not None:
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				|  |  | -                    discard = True
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				|  |  | -            if discard:
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				|  |  | -                _current_process._children.discard(p)
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				|  |  | -
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				|  |  | -    def add_worker(self):
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				|  |  | -        """Add another worker to the pool."""
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				|  |  | -        self._my_cleanup()
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				|  |  | -        w = self.Process(target=worker,
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				|  |  | -                         args=(self._inqueue, self._outqueue,
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				|  |  | -                               self._initializer, self._initargs))
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				|  |  | -        w.name = w.name.replace("Process", "PoolWorker")
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				|  |  | -        w.daemon = True
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				|  |  | -        w.start()
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				|  |  | -        self._pool.append(w)
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				|  |  | -        self.logger.debug(
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				|  |  | -            "DynamicPool: Started pool worker %s (PID: %s, Poolsize: %d)" %(
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				|  |  | -                w.name, w.pid, len(self._pool)))
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				|  |  | -
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				|  |  | -    def grow(self, size=1):
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				|  |  | -        """Add workers to the pool.
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				|  |  | -
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				|  |  | -        :keyword size: Number of workers to add (default: 1)
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				|  |  | -
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				|  |  | -        """
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				|  |  | -        [self.add_worker() for i in range(size)]
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				|  |  | -
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				|  |  | -    def _is_dead(self, process):
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				|  |  | -        """Try to find out if the process is dead.
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				|  |  | -
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				|  |  | -        :rtype bool:
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				|  |  | -
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				|  |  | -        """
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				|  |  | -        if process_is_dead(process):
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				|  |  | -            self.logger.info("DynamicPool: Found dead process (PID: %s)" % (
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				|  |  | -                process.pid))
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				|  |  | -            return True
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				|  |  | -        return False
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				|  |  | -
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				|  |  | -    def _bring_out_the_dead(self):
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				|  |  | -        """Sort out dead process from pool.
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				|  |  | -
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				|  |  | -        :returns: Tuple of two lists, the first list with dead processes,
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				|  |  | -            the second with active processes.
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				|  |  | -
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				|  |  | -        """
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				|  |  | -        dead, alive = [], []
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				|  |  | -        for process in self._pool:
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				|  |  | -            if process and process.pid and isNumberType(process.pid):
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				|  |  | -                dest = dead if self._is_dead(process) else alive
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				|  |  | -                dest.append(process)
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				|  |  | -        return dead, alive
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				|  |  | -
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				|  |  | -    def replace_dead_workers(self):
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				|  |  | -        """Replace dead workers in the pool by spawning new ones.
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				|  |  | -
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				|  |  | -        :returns: number of dead processes replaced, or ``None`` if all
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				|  |  | -            processes are alive and running.
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				|  |  | -
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				|  |  | -        """
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				|  |  | -        dead, alive = self._bring_out_the_dead()
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				|  |  | -        if dead:
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				|  |  | -            dead_count = len(dead)
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				|  |  | -            self._pool = alive
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				|  |  | -            self.grow(self._size if dead_count > self._size else dead_count)
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				|  |  | -            return dead_count
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				|  |  | -
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				|  |  | -
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				|  |  | -class TaskPool(object):
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				|  |  | -    """Process Pool for processing tasks in parallel.
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				|  |  | -
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				|  |  | -    :param limit: see :attr:`limit` attribute.
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				|  |  | -    :param logger: see :attr:`logger` attribute.
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				|  |  | -
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				|  |  | -
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				|  |  | -    .. attribute:: limit
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				|  |  | -
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				|  |  | -        The number of processes that can run simultaneously.
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				|  |  | -
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				|  |  | -    .. attribute:: logger
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				|  |  | -
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				|  |  | -        The logger used for debugging.
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				|  |  | -
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				|  |  | -    """
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				|  |  | -
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				|  |  | -    def __init__(self, limit, logger=None):
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				|  |  | -        self.limit = limit
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				|  |  | -        self.logger = logger or multiprocessing.get_logger()
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				|  |  | -        self._pool = None
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				|  |  | -
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				|  |  | -    def start(self):
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				|  |  | -        """Run the task pool.
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				|  |  | -
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				|  |  | -        Will pre-fork all workers so they're ready to accept tasks.
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				|  |  | -
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				|  |  | -        """
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				|  |  | -        self._pool = DynamicPool(processes=self.limit)
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				|  |  | -
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				|  |  | -    def stop(self):
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				|  |  | -        """Terminate the pool."""
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				|  |  | -        self._pool.terminate()
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				|  |  | -        self._pool = None
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				|  |  | -
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				|  |  | -    def replace_dead_workers(self):
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				|  |  | -        self.logger.debug("TaskPool: Finding dead pool processes...")
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				|  |  | -        dead_count = self._pool.replace_dead_workers()
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				|  |  | -        if dead_count:
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				|  |  | -            self.logger.info(
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				|  |  | -                "TaskPool: Replaced %d dead pool workers..." % (
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				|  |  | -                    dead_count))
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				|  |  | -
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				|  |  | -    def apply_async(self, target, args=None, kwargs=None, callbacks=None,
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				|  |  | -            errbacks=None, on_ack=noop):
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				|  |  | -        """Equivalent of the :func:``apply`` built-in function.
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				|  |  | -
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				|  |  | -        All ``callbacks`` and ``errbacks`` should complete immediately since
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				|  |  | -        otherwise the thread which handles the result will get blocked.
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				|  |  | -
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				|  |  | -        """
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				|  |  | -        args = args or []
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				|  |  | -        kwargs = kwargs or {}
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				|  |  | -        callbacks = callbacks or []
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				|  |  | -        errbacks = errbacks or []
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				|  |  | -
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				|  |  | -        on_ready = curry(self.on_ready, callbacks, errbacks, on_ack)
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				|  |  | -
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				|  |  | -        self.logger.debug("TaskPool: Apply %s (args:%s kwargs:%s)" % (
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				|  |  | -            target, args, kwargs))
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				|  |  | -
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				|  |  | -        self.replace_dead_workers()
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				|  |  | -
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				|  |  | -        return self._pool.apply_async(target, args, kwargs,
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				|  |  | -                                        callback=on_ready)
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				|  |  | -
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				|  |  | -    def on_ready(self, callbacks, errbacks, on_ack, ret_value):
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				|  |  | -        """What to do when a worker task is ready and its return value has
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				|  |  | -        been collected."""
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				|  |  | -        # Acknowledge the task as being processed.
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				|  |  | -        on_ack()
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				|  |  | -
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				|  |  | -        if isinstance(ret_value, ExceptionInfo):
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				|  |  | -            if isinstance(ret_value.exception, (
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				|  |  | -                    SystemExit, KeyboardInterrupt)):
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				|  |  | -                raise ret_value.exception
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				|  |  | -            [errback(ret_value) for errback in errbacks]
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				|  |  | -        else:
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				|  |  | -            [callback(ret_value) for callback in callbacks]
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