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-:mod:`concurrent.futures` --- Asynchronous computation
-======================================================
-
-.. module:: concurrent.futures
-   :synopsis: Execute computations asynchronously using threads or processes. 
-
-The :mod:`concurrent.futures` module provides a high-level interface for
-asynchronously executing callables.
-
-The asynchronous execution can be be performed by threads using
-:class:`ThreadPoolExecutor` or seperate processes using
-:class:`ProcessPoolExecutor`. Both implement the same interface, which is
-defined by the abstract :class:`Executor` class.
-
-Executor Objects
-----------------
-
-:class:`Executor` is an abstract class that provides methods to execute calls
-asynchronously. It should not be used directly, but through its two
-subclasses: :class:`ThreadPoolExecutor` and :class:`ProcessPoolExecutor`.
-
-.. method:: Executor.submit(fn, *args, **kwargs)
-
-   Schedules the callable to be executed as *fn*(*\*args*, *\*\*kwargs*) and
-   returns a :class:`Future` representing the execution of the callable.
-
-::
-
-    with ThreadPoolExecutor(max_workers=1) as executor:
-        future = executor.submit(pow, 323, 1235)
-        print(future.result())
-
-.. method:: Executor.map(func, *iterables, timeout=None)
-
-   Equivalent to map(*func*, *\*iterables*) but func is executed asynchronously
-   and several calls to *func* may be made concurrently. The returned iterator
-   raises a :exc:`TimeoutError` if :meth:`__next__()` is called and the result
-   isn't available after *timeout* seconds from the original call to
-   :meth:`map()`. *timeout* can be an int or float. If *timeout* is not
-   specified or ``None`` then there is no limit to the wait time. If a call
-   raises an exception then that exception will be raised when its value is
-   retrieved from the iterator.
-
-.. method:: Executor.shutdown(wait=True)
-
-   Signal the executor that it should free any resources that it is using when
-   the currently pending futures are done executing. Calls to
-   :meth:`Executor.submit` and :meth:`Executor.map` made after shutdown will
-   raise :exc:`RuntimeError`.
-
-   If *wait* is `True` then this method will not return until all the pending
-   futures are done executing and the resources associated with the executor
-   have been freed. If *wait* is `False` then this method will return
-   immediately and the resources associated with the executor will be freed
-   when all pending futures are done executing. Regardless of the value of
-   *wait*, the entire Python program will not exit until all pending futures
-   are done executing.
-
-   You can avoid having to call this method explicitly if you use the `with`
-   statement, which will shutdown the `Executor` (waiting as if
-   `Executor.shutdown` were called with *wait* set to `True`):
-
-::
-
-    import shutil
-    with ThreadPoolExecutor(max_workers=4) as e:
-        e.submit(shutil.copy, 'src1.txt', 'dest1.txt')
-        e.submit(shutil.copy, 'src2.txt', 'dest2.txt')
-        e.submit(shutil.copy, 'src3.txt', 'dest3.txt')
-        e.submit(shutil.copy, 'src3.txt', 'dest4.txt')
-
-
-ThreadPoolExecutor Objects
---------------------------
-
-The :class:`ThreadPoolExecutor` class is an :class:`Executor` subclass that uses
-a pool of threads to execute calls asynchronously.
-
-Deadlock can occur when the callable associated with a :class:`Future` waits on
-the results of another :class:`Future`. For example:
-
-::
-
-    import time
-    def wait_on_b():
-        time.sleep(5)
-        print(b.result())  # b will never complete because it is waiting on a.
-        return 5
-
-    def wait_on_a():
-        time.sleep(5)
-        print(a.result())  # a will never complete because it is waiting on b.
-        return 6
-
-
-    executor = ThreadPoolExecutor(max_workers=2)
-    a = executor.submit(wait_on_b)
-    b = executor.submit(wait_on_a)
-
-And:
-
-::
-
-    def wait_on_future():
-        f = executor.submit(pow, 5, 2)
-        # This will never complete because there is only one worker thread and
-        # it is executing this function.
-        print(f.result())
-    
-    executor = ThreadPoolExecutor(max_workers=1)
-    executor.submit(wait_on_future)
-
-.. class:: ThreadPoolExecutor(max_workers)
-
-   Executes calls asynchronously using at pool of at most *max_workers* threads.
-
-.. _threadpoolexecutor-example:
-
-ThreadPoolExecutor Example
-^^^^^^^^^^^^^^^^^^^^^^^^^^
-::
-
-    from concurrent import futures
-    import urllib.request
-    
-    URLS = ['http://www.foxnews.com/',
-            'http://www.cnn.com/',
-            'http://europe.wsj.com/',
-            'http://www.bbc.co.uk/',
-            'http://some-made-up-domain.com/']
-    
-    def load_url(url, timeout):
-        return urllib.request.urlopen(url, timeout=timeout).read()
-    
-    with futures.ThreadPoolExecutor(max_workers=5) as executor:
-        future_to_url = dict((executor.submit(load_url, url, 60), url)
-                             for url in URLS)
-    
-        for future in futures.as_completed(future_to_url):
-            url = future_to_url[future]
-            if future.exception() is not None:
-                print('%r generated an exception: %s' % (url,
-                                                         future.exception()))
-            else:
-                print('%r page is %d bytes' % (url, len(future.result())))
-
-ProcessPoolExecutor Objects
----------------------------
-
-The :class:`ProcessPoolExecutor` class is an :class:`Executor` subclass that
-uses a pool of processes to execute calls asynchronously.
-:class:`ProcessPoolExecutor` uses the :mod:`multiprocessing` module, which
-allows it to side-step the :term:`Global Interpreter Lock` but also means that
-only picklable objects can be executed and returned.
-
-Calling :class:`Executor` or :class:`Future` methods from a callable submitted
-to a :class:`ProcessPoolExecutor` will result in deadlock.
-
-.. class:: ProcessPoolExecutor(max_workers=None)
-
-   Executes calls asynchronously using a pool of at most *max_workers*
-   processes. If *max_workers* is ``None`` or not given then as many worker
-   processes will be created as the machine has processors.
-
-.. _processpoolexecutor-example:
-
-ProcessPoolExecutor Example
-^^^^^^^^^^^^^^^^^^^^^^^^^^^
-::
-
-   import math
-
-   PRIMES = [
-       112272535095293,
-       112582705942171,
-       112272535095293,
-       115280095190773,
-       115797848077099,
-       1099726899285419]
-
-   def is_prime(n):
-       if n % 2 == 0:
-           return False
-
-       sqrt_n = int(math.floor(math.sqrt(n)))
-       for i in range(3, sqrt_n + 1, 2):
-           if n % i == 0:
-               return False
-       return True
-
-   def main():
-       with futures.ProcessPoolExecutor() as executor:
-           for number, prime in zip(PRIMES, executor.map(is_prime, PRIMES)):
-               print('%d is prime: %s' % (number, prime))
-
-   if __name__ == '__main__':
-       main()
-
-Future Objects
---------------
-
-The :class:`Future` class encapulates the asynchronous execution of a callable.
-:class:`Future` instances are created by :meth:`Executor.submit`.
-
-.. method:: Future.cancel()
-
-   Attempt to cancel the call. If the call is currently being executed then
-   it cannot be cancelled and the method will return `False`, otherwise the call
-   will be cancelled and the method will return `True`.
-
-.. method:: Future.cancelled()
-
-   Return `True` if the call was successfully cancelled.
-
-.. method:: Future.running()
-
-   Return `True` if the call is currently being executed and cannot be
-   cancelled.
-
-.. method:: Future.done()
-
-   Return `True` if the call was successfully cancelled or finished running.
-
-.. method:: Future.result(timeout=None)
-
-   Return the value returned by the call. If the call hasn't yet completed then
-   this method will wait up to *timeout* seconds. If the call hasn't completed
-   in *timeout* seconds then a :exc:`TimeoutError` will be raised. *timeout* can
-   be an int or float.If *timeout* is not specified or ``None`` then there is no
-   limit to the wait time.
-
-   If the future is cancelled before completing then :exc:`CancelledError` will
-   be raised.
-
-   If the call raised then this method will raise the same exception.
-
-.. method:: Future.exception(timeout=None)
-
-   Return the exception raised by the call. If the call hasn't yet completed
-   then this method will wait up to *timeout* seconds. If the call hasn't
-   completed in *timeout* seconds then a :exc:`TimeoutError` will be raised.
-   *timeout* can be an int or float. If *timeout* is not specified or ``None``
-   then there is no limit to the wait time.
-
-   If the future is cancelled before completing then :exc:`CancelledError` will
-   be raised.
-
-   If the call completed without raising then ``None`` is returned.   
-
-.. method:: Future.add_done_callback(fn)
-
-   Attaches the callable *fn* to the future. *fn* will be called, with the
-   future as its only argument, when the future is cancelled or finishes
-   running.
-
-   Added callables are called in the order that they were added and are always
-   called in a thread belonging to the process that added them. If the callable
-   raises an :exc:`Exception` then it will be logged and ignored. If the
-   callable raises another :exc:`BaseException` then the behavior is not
-   defined.
-
-   If the future has already completed or been cancelled then *fn* will be
-   called immediately.
-
-Internal Future Methods
-^^^^^^^^^^^^^^^^^^^^^^^
-
-The following :class:`Future` methods are meant for use in unit tests and
-:class:`Executor` implementations.
-
-.. method:: Future.set_running_or_notify_cancel()
-
-   This method should only be called by :class:`Executor` implementations before
-   executing the work associated with the :class:`Future` and by unit tests.
-
-   If the method returns `False` then the :class:`Future` was cancelled i.e.
-   :meth:`Future.cancel` was called and returned `True`. Any threads waiting
-   on the :class:`Future` completing (i.e. through :func:`as_completed` or
-   :func:`wait`) will be woken up.
-
-   If the method returns `True` then the :class:`Future` was not cancelled
-   and has been put in the running state i.e. calls to
-   :meth:`Future.running` will return `True`.
-
-   This method can only be called once and cannot be called after
-   :meth:`Future.set_result` or :meth:`Future.set_exception` have been
-   called.
-
-.. method:: Future.set_result(result)
-
-   Sets the result of the work associated with the :class:`Future` to *result*.
-
-   This method should only be used by Executor implementations and unit tests.
-
-.. method:: Future.set_exception(exception)
-
-   Sets the result of the work associated with the :class:`Future` to the
-   :class:`Exception` *exception*.
-
-   This method should only be used by Executor implementations and unit tests.
-
-Module Functions
-----------------
-
-.. function:: wait(fs, timeout=None, return_when=ALL_COMPLETED)
-
-   Wait for the :class:`Future` instances (possibly created by different
-   :class:`Executor` instances) given by *fs*  to complete. Returns a named
-   2-tuple of sets. The first set, named "done", contains the futures that
-   completed (finished or were cancelled) before the wait completed. The second
-   set, named "not_done", contains uncompleted futures.
-
-   *timeout* can be used to control the maximum number of seconds to wait before
-   returning. *timeout* can be an int or float. If *timeout* is not specified or
-   ``None`` then there is no limit to the wait time.
-
-   *return_when* indicates when this function should return. It must be one of
-   the following constants:
-
-      +-----------------------------+----------------------------------------+
-      | Constant                    | Description                            |
-      +=============================+========================================+
-      | :const:`FIRST_COMPLETED`    | The function will return when any      |
-      |                             | future finishes or is cancelled.       |
-      +-----------------------------+----------------------------------------+
-      | :const:`FIRST_EXCEPTION`    | The function will return when any      |
-      |                             | future finishes by raising an          |
-      |                             | exception. If no future raises an      |
-      |                             | exception then it is equivalent to     |
-      |                             | `ALL_COMPLETED`.                       |
-      +-----------------------------+----------------------------------------+
-      | :const:`ALL_COMPLETED`      | The function will return when all      |
-      |                             | futures finish or are cancelled.       |
-      +-----------------------------+----------------------------------------+
-
-.. function:: as_completed(fs, timeout=None)
-
-   Returns an iterator over the :class:`Future` instances  (possibly created
-   by different :class:`Executor` instances) given by *fs* that yields futures
-   as they complete (finished or were cancelled). Any futures that completed
-   before :func:`as_completed()` was called will be yielded first. The returned
-   iterator raises a :exc:`TimeoutError` if :meth:`__next__()` is called and
-   the result isn't available after *timeout* seconds from the original call
-   to :func:`as_completed()`. *timeout* can be an int or float. If *timeout*
-   is not specified or ``None`` then there is no limit to the wait time.