python 中是否有 threading.Condition 变量的替代方案可以更好地支持超时而无需轮询?

发布于 2024-08-20 09:29:55 字数 184 浏览 10 评论 0原文

我在需要超时的线程中使用条件变量。直到我看到运行大量线程时的 CPU 使用情况时,我才注意到线程模块中提供的条件变量实际上并没有休眠,而是在提供超时作为参数时进行轮询。

有没有一种替代方案可以像 pthreads 一样休眠?

让大量线程以多秒的时间间隔休眠,却仍然占用 CPU 时间,这似乎很痛苦。

谢谢!

I'm using condition variables in threads that require a timeout. I didn't notice until I saw the CPU usage when having a lot of threads running, that the condition variable provided in the threading module doesn't actually sleep, but polls when a timeout is provided as an argument.

Is there an alternative to this that actually sleeps like pthreads?

Seems painful to have a lot of threads sleeping at multiple second intervals only to have it still eating CPU time.

Thanks!

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北城孤痞 2024-08-27 09:29:55

在 Python 中这似乎很难做到,但这里有一个解决方案。它依赖于生成额外的线程,但不使用轮询,并确保一旦超时到期或原始 wait() 返回后,原始线程就会被唤醒。

注意:以下代码包含一个测试用例,该测试用例测试由于超时以及由于通知而导致的条件等待结束。

from thread import start_new_thread
from threading import Condition, Timer

class ConditionWithoutPolling():
    """Implements wait() with a timeout without polling.  Wraps the Condition
    class."""
    def __init__(self, condition):
        self.condition = condition
        self.wait_timeout_condition = Condition()

    def wait(self, timeout=None):
        """Same as Condition.wait() but it does not use a poll-and-sleep method
        to implement timeouts.  Instead, if a timeout is requested two new
        threads are spawned to implement a non-pol-and-wait method."""
        if timeout is None:
            # just use the original implementation if no waiting is involved
            self.condition.wait()
            return
        else:
            # this new boolean will tell us whether we are done waiting or not
            done = [False]

            # wait on the original condition in a new thread
            start_new_thread(self.wait_on_original, (done,))

            # wait for a timeout (without polling) in a new thread
            Timer(timeout, lambda : self.wait_timed_out(done)).start()

            # wait for EITHER of the previous threads to stop waiting
            with self.wait_timeout_condition:
                while not done[0]:
                    self.wait_timeout_condition.wait()

    def wait_on_original(self, done):
        """Waits on the original Condition and signals wait_is_over when done."""
        self.condition.wait()
        self.wait_is_over(done)

    def wait_timed_out(self, done):
        """Called when the timeout time is reached."""
        # we must re-acquire the lock we were waiting on before we can return
        self.condition.acquire()
        self.wait_is_over(done)

    def wait_is_over(self, done):
        """Modifies done to indicate that the wait is over."""
        done[0] = True
        with self.wait_timeout_condition:
            self.wait_timeout_condition.notify()

    # wrap Condition methods since it wouldn't let us subclass it ...
    def acquire(self, *args):
        self.condition.acquire(*args)
    def release(self):
        self.condition.release()
    def notify(self):
        self.condition.notify()
    def notify_all(self):
        self.condition.notify_all()
    def notifyAll(self):
        self.condition.notifyAll()

def test(wait_timeout, wait_sec_before_notification):
    import time
    from threading import Lock
    lock = Lock()
    cwp = ConditionWithoutPolling(Condition(lock))
    start = time.time()

    def t1():
        with lock:
            print 't1 has the lock, will wait up to %f sec' % (wait_timeout,)
            cwp.wait(wait_timeout)
        time_elapsed = time.time() - start
        print 't1: alive after %f sec' % (time_elapsed,)        

    # this thread will acquire the lock and then conditionally wait for up to 
    # timeout seconds and then print a message 
    start_new_thread(t1, ())

    # wait until it is time to send the notification and then send it
    print 'main thread sleeping (will notify in %f sec)' % (wait_sec_before_notification,)
    time.sleep(wait_sec_before_notification)
    with lock:
        cwp.notifyAll()
        print 'notification sent, will continue in 2sec'
    time.sleep(2.0) # give the other time thread to finish before exiting

if __name__ == "__main__":
    print 'test wait() ending before the timeout ...'
    test(2.0, 1.0)

    print '\ntest wait() ending due to the timeout ...'
    test(2.0, 4.0)

This seems tricky to do in Python, but here is a one solution. It relies on spawning additional threads but doesn't use polling AND ensures that the original thread is woken up as soon as the timeout expires or as soon as the original wait() returns.

Note: The following code includes a test case which tests both the conditional wait ending due to a timeout as well as due to a notification.

from thread import start_new_thread
from threading import Condition, Timer

class ConditionWithoutPolling():
    """Implements wait() with a timeout without polling.  Wraps the Condition
    class."""
    def __init__(self, condition):
        self.condition = condition
        self.wait_timeout_condition = Condition()

    def wait(self, timeout=None):
        """Same as Condition.wait() but it does not use a poll-and-sleep method
        to implement timeouts.  Instead, if a timeout is requested two new
        threads are spawned to implement a non-pol-and-wait method."""
        if timeout is None:
            # just use the original implementation if no waiting is involved
            self.condition.wait()
            return
        else:
            # this new boolean will tell us whether we are done waiting or not
            done = [False]

            # wait on the original condition in a new thread
            start_new_thread(self.wait_on_original, (done,))

            # wait for a timeout (without polling) in a new thread
            Timer(timeout, lambda : self.wait_timed_out(done)).start()

            # wait for EITHER of the previous threads to stop waiting
            with self.wait_timeout_condition:
                while not done[0]:
                    self.wait_timeout_condition.wait()

    def wait_on_original(self, done):
        """Waits on the original Condition and signals wait_is_over when done."""
        self.condition.wait()
        self.wait_is_over(done)

    def wait_timed_out(self, done):
        """Called when the timeout time is reached."""
        # we must re-acquire the lock we were waiting on before we can return
        self.condition.acquire()
        self.wait_is_over(done)

    def wait_is_over(self, done):
        """Modifies done to indicate that the wait is over."""
        done[0] = True
        with self.wait_timeout_condition:
            self.wait_timeout_condition.notify()

    # wrap Condition methods since it wouldn't let us subclass it ...
    def acquire(self, *args):
        self.condition.acquire(*args)
    def release(self):
        self.condition.release()
    def notify(self):
        self.condition.notify()
    def notify_all(self):
        self.condition.notify_all()
    def notifyAll(self):
        self.condition.notifyAll()

def test(wait_timeout, wait_sec_before_notification):
    import time
    from threading import Lock
    lock = Lock()
    cwp = ConditionWithoutPolling(Condition(lock))
    start = time.time()

    def t1():
        with lock:
            print 't1 has the lock, will wait up to %f sec' % (wait_timeout,)
            cwp.wait(wait_timeout)
        time_elapsed = time.time() - start
        print 't1: alive after %f sec' % (time_elapsed,)        

    # this thread will acquire the lock and then conditionally wait for up to 
    # timeout seconds and then print a message 
    start_new_thread(t1, ())

    # wait until it is time to send the notification and then send it
    print 'main thread sleeping (will notify in %f sec)' % (wait_sec_before_notification,)
    time.sleep(wait_sec_before_notification)
    with lock:
        cwp.notifyAll()
        print 'notification sent, will continue in 2sec'
    time.sleep(2.0) # give the other time thread to finish before exiting

if __name__ == "__main__":
    print 'test wait() ending before the timeout ...'
    test(2.0, 1.0)

    print '\ntest wait() ending due to the timeout ...'
    test(2.0, 4.0)
短暂陪伴 2024-08-27 09:29:55

我对Python不熟悉,但如果你能够阻塞条件变量(没有超时),你可以自己实现超时。让阻塞线程存储它开始阻塞的时间,并设置一个计时器来向它发出信号。当它醒来时,检查超时时间。这不是一个很好的方法,除非您可以将计时器聚合到单个线程,否则,您的线程计数将无缘无故地增加一倍。

I'm not familiar with Python, but if you are able to block on a condition variable (without a timeout), you could implement the timeout yourself. Let the blocking thread store the time it began blocking and set a timer to signal it. When it wakes, check the time elapsed for a timeout. This isn't a very good way to do it unless you can aggregate the timers to a single thread, otherwise, your thread count would double without reason.

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