首页 > 解决方案 > 如何等待尚未提交到线程池的 Future?

问题描述

我想创建一个“TaskPoolManager”,它在 a 中启动“Task”(自定义对象),ThreadPoolExecutor并根据重要性级别、提交后的时间等对它们进行优先级排序。(这些是 Task 的属性)

我的问题是当ThreadPoolExecutor满了时,提交到池中的其他任务将在“FIFO”中执行而不是优先级。

这里的TaskPoolManager类:


class TaskPoolManager:
    def __init__(self, max_workers: int = None):
        self.max_workers = max_workers or (os.cpu_count() or 1) * 5
        self._pool_executor = ThreadPoolExecutor(max_workers=self.max_workers, 
                                                 thread_name_prefix="TaskPoolManager")
        self.pending_task: Dict[Task, Future] = {Task(func=None): Future()}
        self.running_workers = 0

    # Task are callable
    def submit(self, task: Task) -> Future:
        if self.running_workers == self.max_workers:
            return self._add_task_to_queue(task)
        else:
            return self._start_task(task)

    def _start_task(self, task: Task) -> Future:
        """Submit a task in the pool"""
        self.running_workers = self.running_workers + 1
        future = self._pool_executor.submit(task)
        future.add_done_callback(lambda x: self._completed_thread())
        return future

    def _add_task_to_queue(self, task: Task) -> Future:
        """Add task to the not started task queue"""
        not_started_future = Future()
        self.pending_task[task] = not_started_future
        return not_started_future

    def _completed_thread(self):
        """Call when a thread in the pool as terminated a task"""
        self.running_workers = self.running_workers - 1
        self._start_task_in_queue()  # By priority level

这是一个如何使用它的示例:

manager = TaskPoolManager()

for i in range(0, 10000):
    manager.submit(Task(func=wait_random_time_task))

f = manager.submit(Task(func=wait_random_time_task))

# This isn't submitted to the thread pool yet, but need to be waitable like it is.
f.result()

有没有办法将实例化的客户端连接Future到稍后在执行中Future创建的实例?ThreadPoolExecutor.submit

如果没有,有没有办法返回一个Future类似的对象,该对象可以在以后与未来相关联并仍在等待.result()

换句话说:如何等待尚未提交到线程池的Future?

标签: pythonmultithreadingconcurrent.futures

解决方案


最后,它并没有那么复杂:

def _start_task_in_queue(self):
    try:
        # Algorithm could be more complex than just the first one
        task, returned_future = next(iter(self.pending_task.items()))
    except StopIteration:
        return
    started_future = self._pool_executor.submit(task)
    started_future.add_done_callback(lambda result: returned_future.set_result(result))

我不知道这是否是解决我的问题的最佳方法,请Future.__init__指定:

初始化未来。不应被客户调用

但它是这样工作的。


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