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__author__ = 'Brian Quinlan ([email protected])' |
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import collections |
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import logging |
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import threading |
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import time |
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import types |
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FIRST_COMPLETED = 'FIRST_COMPLETED' |
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FIRST_EXCEPTION = 'FIRST_EXCEPTION' |
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ALL_COMPLETED = 'ALL_COMPLETED' |
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_AS_COMPLETED = '_AS_COMPLETED' |
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PENDING = 'PENDING' |
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RUNNING = 'RUNNING' |
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CANCELLED = 'CANCELLED' |
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CANCELLED_AND_NOTIFIED = 'CANCELLED_AND_NOTIFIED' |
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FINISHED = 'FINISHED' |
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_FUTURE_STATES = [ |
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PENDING, |
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RUNNING, |
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CANCELLED, |
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CANCELLED_AND_NOTIFIED, |
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FINISHED |
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] |
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_STATE_TO_DESCRIPTION_MAP = { |
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PENDING: "pending", |
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RUNNING: "running", |
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CANCELLED: "cancelled", |
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CANCELLED_AND_NOTIFIED: "cancelled", |
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FINISHED: "finished" |
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} |
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LOGGER = logging.getLogger("concurrent.futures") |
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class Error(Exception): |
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"""Base class for all future-related exceptions.""" |
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pass |
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class CancelledError(Error): |
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"""The Future was cancelled.""" |
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pass |
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class TimeoutError(Error): |
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"""The operation exceeded the given deadline.""" |
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pass |
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class InvalidStateError(Error): |
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"""The operation is not allowed in this state.""" |
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pass |
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class _Waiter(object): |
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"""Provides the event that wait() and as_completed() block on.""" |
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def __init__(self): |
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self.event = threading.Event() |
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self.finished_futures = [] |
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def add_result(self, future): |
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self.finished_futures.append(future) |
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def add_exception(self, future): |
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self.finished_futures.append(future) |
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def add_cancelled(self, future): |
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self.finished_futures.append(future) |
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class _AsCompletedWaiter(_Waiter): |
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"""Used by as_completed().""" |
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def __init__(self): |
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super(_AsCompletedWaiter, self).__init__() |
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self.lock = threading.Lock() |
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def add_result(self, future): |
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with self.lock: |
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super(_AsCompletedWaiter, self).add_result(future) |
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self.event.set() |
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def add_exception(self, future): |
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with self.lock: |
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super(_AsCompletedWaiter, self).add_exception(future) |
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self.event.set() |
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def add_cancelled(self, future): |
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with self.lock: |
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super(_AsCompletedWaiter, self).add_cancelled(future) |
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self.event.set() |
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class _FirstCompletedWaiter(_Waiter): |
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"""Used by wait(return_when=FIRST_COMPLETED).""" |
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def add_result(self, future): |
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super().add_result(future) |
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self.event.set() |
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def add_exception(self, future): |
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super().add_exception(future) |
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self.event.set() |
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def add_cancelled(self, future): |
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super().add_cancelled(future) |
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self.event.set() |
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class _AllCompletedWaiter(_Waiter): |
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"""Used by wait(return_when=FIRST_EXCEPTION and ALL_COMPLETED).""" |
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def __init__(self, num_pending_calls, stop_on_exception): |
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self.num_pending_calls = num_pending_calls |
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self.stop_on_exception = stop_on_exception |
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self.lock = threading.Lock() |
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super().__init__() |
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def _decrement_pending_calls(self): |
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with self.lock: |
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self.num_pending_calls -= 1 |
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if not self.num_pending_calls: |
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self.event.set() |
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def add_result(self, future): |
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super().add_result(future) |
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self._decrement_pending_calls() |
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def add_exception(self, future): |
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super().add_exception(future) |
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if self.stop_on_exception: |
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self.event.set() |
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else: |
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self._decrement_pending_calls() |
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def add_cancelled(self, future): |
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super().add_cancelled(future) |
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self._decrement_pending_calls() |
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class _AcquireFutures(object): |
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"""A context manager that does an ordered acquire of Future conditions.""" |
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def __init__(self, futures): |
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self.futures = sorted(futures, key=id) |
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def __enter__(self): |
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for future in self.futures: |
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future._condition.acquire() |
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def __exit__(self, *args): |
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for future in self.futures: |
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future._condition.release() |
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def _create_and_install_waiters(fs, return_when): |
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if return_when == _AS_COMPLETED: |
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waiter = _AsCompletedWaiter() |
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elif return_when == FIRST_COMPLETED: |
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waiter = _FirstCompletedWaiter() |
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else: |
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pending_count = sum( |
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f._state not in [CANCELLED_AND_NOTIFIED, FINISHED] for f in fs) |
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if return_when == FIRST_EXCEPTION: |
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waiter = _AllCompletedWaiter(pending_count, stop_on_exception=True) |
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elif return_when == ALL_COMPLETED: |
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waiter = _AllCompletedWaiter(pending_count, stop_on_exception=False) |
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else: |
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raise ValueError("Invalid return condition: %r" % return_when) |
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for f in fs: |
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f._waiters.append(waiter) |
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return waiter |
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def _yield_finished_futures(fs, waiter, ref_collect): |
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""" |
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Iterate on the list *fs*, yielding finished futures one by one in |
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reverse order. |
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Before yielding a future, *waiter* is removed from its waiters |
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and the future is removed from each set in the collection of sets |
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*ref_collect*. |
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The aim of this function is to avoid keeping stale references after |
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the future is yielded and before the iterator resumes. |
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""" |
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while fs: |
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f = fs[-1] |
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for futures_set in ref_collect: |
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futures_set.remove(f) |
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with f._condition: |
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f._waiters.remove(waiter) |
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del f |
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yield fs.pop() |
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def as_completed(fs, timeout=None): |
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"""An iterator over the given futures that yields each as it completes. |
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Args: |
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fs: The sequence of Futures (possibly created by different Executors) to |
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iterate over. |
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timeout: The maximum number of seconds to wait. If None, then there |
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is no limit on the wait time. |
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Returns: |
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An iterator that yields the given Futures as they complete (finished or |
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cancelled). If any given Futures are duplicated, they will be returned |
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once. |
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Raises: |
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TimeoutError: If the entire result iterator could not be generated |
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before the given timeout. |
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""" |
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if timeout is not None: |
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end_time = timeout + time.monotonic() |
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fs = set(fs) |
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total_futures = len(fs) |
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with _AcquireFutures(fs): |
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finished = set( |
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f for f in fs |
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if f._state in [CANCELLED_AND_NOTIFIED, FINISHED]) |
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pending = fs - finished |
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waiter = _create_and_install_waiters(fs, _AS_COMPLETED) |
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finished = list(finished) |
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try: |
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yield from _yield_finished_futures(finished, waiter, |
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ref_collect=(fs,)) |
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while pending: |
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if timeout is None: |
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wait_timeout = None |
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else: |
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wait_timeout = end_time - time.monotonic() |
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if wait_timeout < 0: |
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raise TimeoutError( |
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'%d (of %d) futures unfinished' % ( |
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len(pending), total_futures)) |
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waiter.event.wait(wait_timeout) |
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with waiter.lock: |
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finished = waiter.finished_futures |
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waiter.finished_futures = [] |
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waiter.event.clear() |
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finished.reverse() |
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yield from _yield_finished_futures(finished, waiter, |
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ref_collect=(fs, pending)) |
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finally: |
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for f in fs: |
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with f._condition: |
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f._waiters.remove(waiter) |
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DoneAndNotDoneFutures = collections.namedtuple( |
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'DoneAndNotDoneFutures', 'done not_done') |
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def wait(fs, timeout=None, return_when=ALL_COMPLETED): |
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"""Wait for the futures in the given sequence to complete. |
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Args: |
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fs: The sequence of Futures (possibly created by different Executors) to |
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wait upon. |
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timeout: The maximum number of seconds to wait. If None, then there |
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is no limit on the wait time. |
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return_when: Indicates when this function should return. The options |
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are: |
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FIRST_COMPLETED - Return when any future finishes or is |
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cancelled. |
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FIRST_EXCEPTION - Return when any future finishes by raising an |
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exception. If no future raises an exception |
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then it is equivalent to ALL_COMPLETED. |
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ALL_COMPLETED - Return when all futures finish or are cancelled. |
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Returns: |
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A named 2-tuple of sets. The first set, named 'done', contains the |
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futures that completed (is finished or cancelled) before the wait |
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completed. The second set, named 'not_done', contains uncompleted |
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futures. Duplicate futures given to *fs* are removed and will be |
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returned only once. |
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""" |
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fs = set(fs) |
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with _AcquireFutures(fs): |
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done = {f for f in fs |
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if f._state in [CANCELLED_AND_NOTIFIED, FINISHED]} |
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not_done = fs - done |
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if (return_when == FIRST_COMPLETED) and done: |
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return DoneAndNotDoneFutures(done, not_done) |
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elif (return_when == FIRST_EXCEPTION) and done: |
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if any(f for f in done |
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if not f.cancelled() and f.exception() is not None): |
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return DoneAndNotDoneFutures(done, not_done) |
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if len(done) == len(fs): |
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return DoneAndNotDoneFutures(done, not_done) |
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waiter = _create_and_install_waiters(fs, return_when) |
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waiter.event.wait(timeout) |
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for f in fs: |
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with f._condition: |
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f._waiters.remove(waiter) |
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done.update(waiter.finished_futures) |
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return DoneAndNotDoneFutures(done, fs - done) |
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def _result_or_cancel(fut, timeout=None): |
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try: |
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try: |
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return fut.result(timeout) |
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finally: |
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fut.cancel() |
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finally: |
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del fut |
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class Future(object): |
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"""Represents the result of an asynchronous computation.""" |
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def __init__(self): |
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"""Initializes the future. Should not be called by clients.""" |
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self._condition = threading.Condition() |
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self._state = PENDING |
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self._result = None |
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self._exception = None |
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self._waiters = [] |
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self._done_callbacks = [] |
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def _invoke_callbacks(self): |
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for callback in self._done_callbacks: |
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try: |
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callback(self) |
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except Exception: |
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LOGGER.exception('exception calling callback for %r', self) |
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def __repr__(self): |
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with self._condition: |
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if self._state == FINISHED: |
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if self._exception: |
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return '<%s at %#x state=%s raised %s>' % ( |
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self.__class__.__name__, |
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id(self), |
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_STATE_TO_DESCRIPTION_MAP[self._state], |
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self._exception.__class__.__name__) |
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else: |
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return '<%s at %#x state=%s returned %s>' % ( |
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self.__class__.__name__, |
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id(self), |
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_STATE_TO_DESCRIPTION_MAP[self._state], |
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self._result.__class__.__name__) |
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return '<%s at %#x state=%s>' % ( |
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self.__class__.__name__, |
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id(self), |
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_STATE_TO_DESCRIPTION_MAP[self._state]) |
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def cancel(self): |
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"""Cancel the future if possible. |
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Returns True if the future was cancelled, False otherwise. A future |
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cannot be cancelled if it is running or has already completed. |
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""" |
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with self._condition: |
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if self._state in [RUNNING, FINISHED]: |
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return False |
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if self._state in [CANCELLED, CANCELLED_AND_NOTIFIED]: |
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return True |
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self._state = CANCELLED |
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self._condition.notify_all() |
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self._invoke_callbacks() |
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return True |
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def cancelled(self): |
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"""Return True if the future was cancelled.""" |
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with self._condition: |
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return self._state in [CANCELLED, CANCELLED_AND_NOTIFIED] |
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def running(self): |
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"""Return True if the future is currently executing.""" |
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with self._condition: |
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return self._state == RUNNING |
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def done(self): |
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"""Return True if the future was cancelled or finished executing.""" |
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with self._condition: |
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return self._state in [CANCELLED, CANCELLED_AND_NOTIFIED, FINISHED] |
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def __get_result(self): |
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if self._exception: |
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try: |
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raise self._exception |
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finally: |
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self = None |
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else: |
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return self._result |
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def add_done_callback(self, fn): |
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"""Attaches a callable that will be called when the future finishes. |
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Args: |
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fn: A callable that will be called with this future as its only |
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argument when the future completes or is cancelled. The callable |
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will always be called by a thread in the same process in which |
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it was added. If the future has already completed or been |
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cancelled then the callable will be called immediately. These |
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callables are called in the order that they were added. |
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""" |
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with self._condition: |
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if self._state not in [CANCELLED, CANCELLED_AND_NOTIFIED, FINISHED]: |
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self._done_callbacks.append(fn) |
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return |
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try: |
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fn(self) |
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except Exception: |
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LOGGER.exception('exception calling callback for %r', self) |
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def result(self, timeout=None): |
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"""Return the result of the call that the future represents. |
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Args: |
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timeout: The number of seconds to wait for the result if the future |
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isn't done. If None, then there is no limit on the wait time. |
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Returns: |
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The result of the call that the future represents. |
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Raises: |
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CancelledError: If the future was cancelled. |
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TimeoutError: If the future didn't finish executing before the given |
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timeout. |
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Exception: If the call raised then that exception will be raised. |
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""" |
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try: |
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with self._condition: |
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if self._state in [CANCELLED, CANCELLED_AND_NOTIFIED]: |
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raise CancelledError() |
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elif self._state == FINISHED: |
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return self.__get_result() |
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self._condition.wait(timeout) |
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if self._state in [CANCELLED, CANCELLED_AND_NOTIFIED]: |
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raise CancelledError() |
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elif self._state == FINISHED: |
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return self.__get_result() |
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else: |
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raise TimeoutError() |
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finally: |
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self = None |
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def exception(self, timeout=None): |
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"""Return the exception raised by the call that the future represents. |
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Args: |
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timeout: The number of seconds to wait for the exception if the |
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future isn't done. If None, then there is no limit on the wait |
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time. |
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Returns: |
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The exception raised by the call that the future represents or None |
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if the call completed without raising. |
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Raises: |
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CancelledError: If the future was cancelled. |
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TimeoutError: If the future didn't finish executing before the given |
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timeout. |
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""" |
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with self._condition: |
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if self._state in [CANCELLED, CANCELLED_AND_NOTIFIED]: |
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raise CancelledError() |
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elif self._state == FINISHED: |
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return self._exception |
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self._condition.wait(timeout) |
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if self._state in [CANCELLED, CANCELLED_AND_NOTIFIED]: |
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raise CancelledError() |
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elif self._state == FINISHED: |
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return self._exception |
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else: |
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raise TimeoutError() |
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def set_running_or_notify_cancel(self): |
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"""Mark the future as running or process any cancel notifications. |
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Should only be used by Executor implementations and unit tests. |
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If the future has been cancelled (cancel() was called and returned |
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True) then any threads waiting on the future completing (though calls |
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to as_completed() or wait()) are notified and False is returned. |
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If the future was not cancelled then it is put in the running state |
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(future calls to running() will return True) and True is returned. |
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This method should be called by Executor implementations before |
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executing the work associated with this future. If this method returns |
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False then the work should not be executed. |
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Returns: |
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False if the Future was cancelled, True otherwise. |
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Raises: |
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RuntimeError: if this method was already called or if set_result() |
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or set_exception() was called. |
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""" |
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with self._condition: |
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if self._state == CANCELLED: |
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self._state = CANCELLED_AND_NOTIFIED |
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for waiter in self._waiters: |
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waiter.add_cancelled(self) |
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return False |
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elif self._state == PENDING: |
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self._state = RUNNING |
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return True |
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else: |
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LOGGER.critical('Future %s in unexpected state: %s', |
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id(self), |
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self._state) |
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raise RuntimeError('Future in unexpected state') |
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def set_result(self, result): |
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"""Sets the return value of work associated with the future. |
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|
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Should only be used by Executor implementations and unit tests. |
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""" |
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with self._condition: |
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if self._state in {CANCELLED, CANCELLED_AND_NOTIFIED, FINISHED}: |
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raise InvalidStateError('{}: {!r}'.format(self._state, self)) |
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self._result = result |
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self._state = FINISHED |
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for waiter in self._waiters: |
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waiter.add_result(self) |
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self._condition.notify_all() |
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self._invoke_callbacks() |
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|
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def set_exception(self, exception): |
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"""Sets the result of the future as being the given exception. |
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|
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Should only be used by Executor implementations and unit tests. |
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""" |
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with self._condition: |
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if self._state in {CANCELLED, CANCELLED_AND_NOTIFIED, FINISHED}: |
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raise InvalidStateError('{}: {!r}'.format(self._state, self)) |
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self._exception = exception |
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self._state = FINISHED |
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for waiter in self._waiters: |
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waiter.add_exception(self) |
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self._condition.notify_all() |
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self._invoke_callbacks() |
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|
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__class_getitem__ = classmethod(types.GenericAlias) |
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|
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class Executor(object): |
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"""This is an abstract base class for concrete asynchronous executors.""" |
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|
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def submit(self, fn, /, *args, **kwargs): |
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"""Submits a callable to be executed with the given arguments. |
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|
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Schedules the callable to be executed as fn(*args, **kwargs) and returns |
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a Future instance representing the execution of the callable. |
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|
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Returns: |
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A Future representing the given call. |
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""" |
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raise NotImplementedError() |
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def map(self, fn, *iterables, timeout=None, chunksize=1): |
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"""Returns an iterator equivalent to map(fn, iter). |
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|
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Args: |
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fn: A callable that will take as many arguments as there are |
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passed iterables. |
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timeout: The maximum number of seconds to wait. If None, then there |
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is no limit on the wait time. |
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chunksize: The size of the chunks the iterable will be broken into |
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before being passed to a child process. This argument is only |
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used by ProcessPoolExecutor; it is ignored by |
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ThreadPoolExecutor. |
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|
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Returns: |
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An iterator equivalent to: map(func, *iterables) but the calls may |
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be evaluated out-of-order. |
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|
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Raises: |
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TimeoutError: If the entire result iterator could not be generated |
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before the given timeout. |
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Exception: If fn(*args) raises for any values. |
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""" |
|
if timeout is not None: |
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end_time = timeout + time.monotonic() |
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|
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fs = [self.submit(fn, *args) for args in zip(*iterables)] |
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|
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def result_iterator(): |
|
try: |
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|
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fs.reverse() |
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while fs: |
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|
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if timeout is None: |
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yield _result_or_cancel(fs.pop()) |
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else: |
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yield _result_or_cancel(fs.pop(), end_time - time.monotonic()) |
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finally: |
|
for future in fs: |
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future.cancel() |
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return result_iterator() |
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|
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def shutdown(self, wait=True, *, cancel_futures=False): |
|
"""Clean-up the resources associated with the Executor. |
|
|
|
It is safe to call this method several times. Otherwise, no other |
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methods can be called after this one. |
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|
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Args: |
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wait: If True then shutdown will not return until all running |
|
futures have finished executing and the resources used by the |
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executor have been reclaimed. |
|
cancel_futures: If True then shutdown will cancel all pending |
|
futures. Futures that are completed or running will not be |
|
cancelled. |
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""" |
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pass |
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|
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def __enter__(self): |
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return self |
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|
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def __exit__(self, exc_type, exc_val, exc_tb): |
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self.shutdown(wait=True) |
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return False |
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|
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class BrokenExecutor(RuntimeError): |
|
""" |
|
Raised when a executor has become non-functional after a severe failure. |
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""" |
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|