2022-02-04 11:07:02 +01:00
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import logging
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from asyncio import gather
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2022-02-05 18:02:32 +01:00
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from asyncio.coroutines import iscoroutinefunction
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from asyncio.exceptions import CancelledError
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2022-02-06 13:08:39 +01:00
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from asyncio.locks import Event, Semaphore
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2022-02-05 18:02:32 +01:00
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from asyncio.tasks import Task, create_task
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from math import inf
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from typing import Any, Awaitable, Callable, Dict, Iterable, Iterator, List, Optional, Tuple
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2022-02-04 11:07:02 +01:00
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2022-02-05 18:02:32 +01:00
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from . import exceptions
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from .types import ArgsT, KwArgsT, CoroutineFunc, EndCallbackT, CancelCallbackT
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2022-02-04 11:07:02 +01:00
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log = logging.getLogger(__name__)
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2022-02-05 18:02:32 +01:00
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class BaseTaskPool:
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"""The base class for task pools. Not intended to be used directly."""
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_pools: List['BaseTaskPool'] = []
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2022-02-04 18:00:23 +01:00
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@classmethod
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def _add_pool(cls, pool: 'BaseTaskPool') -> int:
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"""Adds a `pool` (instance of any subclass) to the general list of pools and returns it's index in the list."""
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cls._pools.append(pool)
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return len(cls._pools) - 1
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2022-02-05 22:26:02 +01:00
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def __init__(self, pool_size: int = inf, name: str = None) -> None:
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"""Initializes the necessary internal attributes and adds the new pool to the general pools list."""
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self._enough_room: Semaphore = Semaphore()
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self.pool_size = pool_size
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self._open: bool = True
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self._counter: int = 0
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self._running: Dict[int, Task] = {}
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self._cancelled: Dict[int, Task] = {}
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self._ended: Dict[int, Task] = {}
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self._num_cancelled: int = 0
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self._num_ended: int = 0
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self._idx: int = self._add_pool(self)
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self._name: str = name
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self._all_tasks_known_flag: Event = Event()
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self._all_tasks_known_flag.set()
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self._interrupt_flag: Event = Event()
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log.debug("%s initialized", str(self))
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def __str__(self) -> str:
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return f'{self.__class__.__name__}-{self._name or self._idx}'
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@property
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def pool_size(self) -> int:
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"""Returns the maximum number of concurrently running tasks currently set in the pool."""
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return self._pool_size
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@pool_size.setter
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def pool_size(self, value: int) -> None:
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"""
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Sets the maximum number of concurrently running tasks in the pool.
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Args:
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value:
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A non-negative integer.
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NOTE: Increasing the pool size will immediately start tasks that are awaiting enough room to run.
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Raises:
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`ValueError` if `value` is less than 0.
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"""
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if value < 0:
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raise ValueError("Pool size can not be less than 0")
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self._enough_room._value = value
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self._pool_size = value
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@property
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def is_open(self) -> bool:
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"""Returns `True` if more the pool has not been closed yet."""
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return self._open
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@property
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def num_running(self) -> int:
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"""
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Returns the number of tasks in the pool that are (at that moment) still running.
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At the moment a task's `end_callback` is fired, it is no longer considered to be running.
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"""
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return len(self._running)
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@property
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def num_cancelled(self) -> int:
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"""
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Returns the number of tasks in the pool that have been cancelled through the pool (up until that moment).
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At the moment a task's `cancel_callback` is fired, it is considered cancelled and no longer running.
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"""
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return self._num_cancelled
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@property
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def num_ended(self) -> int:
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"""
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Returns the number of tasks started through the pool that have stopped running (up until that moment).
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At the moment a task's `end_callback` is fired, it is considered ended.
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When a task is cancelled, it is not immediately considered ended; only after its `cancel_callback` has returned,
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does it then actually end.
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"""
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return self._num_ended
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@property
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def num_finished(self) -> int:
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"""
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Returns the number of tasks in the pool that have actually finished running (without having been cancelled).
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"""
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return self._num_ended - self._num_cancelled + len(self._cancelled)
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@property
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def is_full(self) -> bool:
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"""
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Returns `False` only if (at that moment) the number of running tasks is below the pool's specified size.
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When the pool is full, any call to start a new task within it will block.
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"""
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return self._enough_room.locked()
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# TODO: Consider adding task group names
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def _task_name(self, task_id: int) -> str:
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"""Returns a standardized name for a task with a specific `task_id`."""
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return f'{self}_Task-{task_id}'
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2022-02-06 13:49:57 +01:00
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async def _task_cancellation(self, task_id: int, custom_callback: CancelCallbackT = None) -> None:
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"""
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Universal callback to be run upon any task in the pool being cancelled.
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Required for keeping track of running/cancelled tasks and proper logging.
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Args:
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task_id:
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The ID of the task that has been cancelled.
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custom_callback (optional):
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A callback to execute after cancellation of the task.
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It is run at the end of this function with the `task_id` as its only positional argument.
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"""
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log.debug("Cancelling %s ...", self._task_name(task_id))
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self._cancelled[task_id] = self._running.pop(task_id)
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self._num_cancelled += 1
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log.debug("Cancelled %s", self._task_name(task_id))
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await _execute_function(custom_callback, args=(task_id, ))
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async def _task_ending(self, task_id: int, custom_callback: EndCallbackT = None) -> None:
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"""
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Universal callback to be run upon any task in the pool ending its work.
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Required for keeping track of running/cancelled/ended tasks and proper logging.
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Also releases room in the task pool for potentially waiting tasks.
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Args:
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task_id:
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The ID of the task that has reached its end.
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custom_callback (optional):
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A callback to execute after the task has ended.
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It is run at the end of this function with the `task_id` as its only positional argument.
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"""
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try:
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self._ended[task_id] = self._running.pop(task_id)
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except KeyError:
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self._ended[task_id] = self._cancelled.pop(task_id)
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self._num_ended += 1
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self._enough_room.release()
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log.info("Ended %s", self._task_name(task_id))
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await _execute_function(custom_callback, args=(task_id, ))
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async def _task_wrapper(self, awaitable: Awaitable, task_id: int, end_callback: EndCallbackT = None,
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cancel_callback: CancelCallbackT = None) -> Any:
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"""
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Universal wrapper around every task to be run in the pool.
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Returns/raises whatever the wrapped coroutine does.
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Args:
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awaitable:
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The actual coroutine to be run within the task pool.
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task_id:
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The ID of the newly created task.
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end_callback (optional):
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A callback to execute after the task has ended.
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It is run with the `task_id` as its only positional argument.
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cancel_callback (optional):
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A callback to execute after cancellation of the task.
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It is run with the `task_id` as its only positional argument.
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"""
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log.info("Started %s", self._task_name(task_id))
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try:
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return await awaitable
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except CancelledError:
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await self._task_cancellation(task_id, custom_callback=cancel_callback)
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finally:
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await self._task_ending(task_id, custom_callback=end_callback)
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async def _start_task(self, awaitable: Awaitable, ignore_closed: bool = False, end_callback: EndCallbackT = None,
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cancel_callback: CancelCallbackT = None) -> int:
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"""
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Starts a coroutine as a new task in the pool.
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This method blocks, **only if** the pool is full.
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Returns/raises whatever the wrapped coroutine does.
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Args:
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awaitable:
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The actual coroutine to be run within the task pool.
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ignore_closed (optional):
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If `True`, even if the pool is closed, the task will still be started.
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end_callback (optional):
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A callback to execute after the task has ended.
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It is run with the `task_id` as its only positional argument.
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cancel_callback (optional):
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A callback to execute after cancellation of the task.
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It is run with the `task_id` as its only positional argument.
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Raises:
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`asyncio_taskpool.exceptions.PoolIsClosed` if the pool has been closed and `ignore_closed` is `False`.
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"""
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if not (self.is_open or ignore_closed):
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raise exceptions.PoolIsClosed("Cannot start new tasks")
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await self._enough_room.acquire()
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task_id = self._counter
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self._counter += 1
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try:
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self._running[task_id] = create_task(
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self._task_wrapper(awaitable, task_id, end_callback, cancel_callback),
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name=self._task_name(task_id)
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)
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except Exception as e:
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self._enough_room.release()
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raise e
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return task_id
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def _get_running_task(self, task_id: int) -> Task:
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"""
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Gets a running task by its task ID.
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Args:
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task_id: The ID of a task still running within the pool.
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Raises:
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`asyncio_taskpool.exceptions.AlreadyCancelled` if the task with `task_id` has been (recently) cancelled.
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`asyncio_taskpool.exceptions.AlreadyEnded` if the task with `task_id` has ended (recently).
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`asyncio_taskpool.exceptions.InvalidTaskID` if no task with `task_id` is known to the pool.
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"""
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try:
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return self._running[task_id]
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except KeyError:
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if self._cancelled.get(task_id):
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raise exceptions.AlreadyCancelled(f"{self._task_name(task_id)} has already been cancelled")
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if self._ended.get(task_id):
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raise exceptions.AlreadyEnded(f"{self._task_name(task_id)} has finished running")
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raise exceptions.InvalidTaskID(f"No task with ID {task_id} found in {self}")
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def cancel(self, *task_ids: int, msg: str = None) -> None:
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"""
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Cancels the tasks with the specified IDs.
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Each task ID must belong to a task still running within the pool. Otherwise one of the following exceptions will
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be raised:
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- `AlreadyCancelled` if one of the `task_ids` belongs to a task that has been (recently) cancelled.
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- `AlreadyEnded` if one of the `task_ids` belongs to a task that has ended (recently).
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- `InvalidTaskID` if any of the `task_ids` is not known to the pool.
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Note that once a pool has been flushed, any IDs of tasks that have ended previously will be forgotten.
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Args:
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task_ids:
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Arbitrary number of integers. Each must be an ID of a task still running within the pool.
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msg (optional):
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Passed to the `Task.cancel()` method of every task specified by the `task_ids`.
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"""
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tasks = [self._get_running_task(task_id) for task_id in task_ids]
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for task in tasks:
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task.cancel(msg=msg)
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def cancel_all(self, msg: str = None) -> None:
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"""
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Cancels all tasks still running within the pool.
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Note that there may be an unknown number of coroutine functions "queued" to be run as tasks.
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This can happen, if for example the `TaskPool.map` method was called with `num_tasks` set to a number smaller
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than the number of arguments from `args_iter`.
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|
|
|
In this case, those already running will be cancelled, while the following will **never even start**.
|
2022-02-06 15:00:47 +01:00
|
|
|
|
|
|
|
Args:
|
|
|
|
msg (optional):
|
|
|
|
Passed to the `Task.cancel()` method of every task specified by the `task_ids`.
|
|
|
|
"""
|
2022-02-06 16:32:42 +01:00
|
|
|
log.warning("%s cancelling all tasks!", str(self))
|
|
|
|
self._interrupt_flag.set()
|
2022-02-05 18:02:32 +01:00
|
|
|
for task in self._running.values():
|
|
|
|
task.cancel(msg=msg)
|
|
|
|
|
2022-02-06 13:42:34 +01:00
|
|
|
async def flush(self, return_exceptions: bool = False):
|
2022-02-06 15:00:47 +01:00
|
|
|
"""
|
2022-02-06 16:32:42 +01:00
|
|
|
Calls `asyncio.gather` on all ended/cancelled tasks from the pool, returns their results, and forgets the tasks.
|
2022-02-06 15:00:47 +01:00
|
|
|
This method blocks, **only if** any of the tasks block while catching a `asyncio.CancelledError` or any of the
|
|
|
|
callbacks registered for the tasks block.
|
|
|
|
|
|
|
|
Args:
|
|
|
|
return_exceptions (optional): Passed directly into `gather`.
|
|
|
|
"""
|
2022-02-06 13:42:34 +01:00
|
|
|
results = await gather(*self._ended.values(), *self._cancelled.values(), return_exceptions=return_exceptions)
|
|
|
|
self._ended = self._cancelled = {}
|
2022-02-07 14:23:49 +01:00
|
|
|
if self._interrupt_flag.is_set():
|
|
|
|
self._interrupt_flag.clear()
|
2022-02-06 13:42:34 +01:00
|
|
|
return results
|
|
|
|
|
2022-02-05 18:02:32 +01:00
|
|
|
def close(self) -> None:
|
2022-02-06 15:00:47 +01:00
|
|
|
"""Disallows any more tasks to be started in the pool."""
|
2022-02-05 18:02:32 +01:00
|
|
|
self._open = False
|
|
|
|
log.info("%s is closed!", str(self))
|
|
|
|
|
|
|
|
async def gather(self, return_exceptions: bool = False):
|
2022-02-06 15:00:47 +01:00
|
|
|
"""
|
2022-02-06 16:32:42 +01:00
|
|
|
Calls `asyncio.gather` on **all** tasks from the pool, returns their results, and forgets the tasks.
|
|
|
|
|
2022-02-06 15:00:47 +01:00
|
|
|
The `close()` method must have been called prior to this.
|
|
|
|
|
2022-02-06 16:32:42 +01:00
|
|
|
Note that there may be an unknown number of coroutine functions "queued" to be run as tasks.
|
|
|
|
This can happen, if for example the `TaskPool.map` method was called with `num_tasks` set to a number smaller
|
|
|
|
than the number of arguments from `args_iter`.
|
|
|
|
In this case, calling `cancel_all()` prior to this, will prevent those tasks from starting and potentially
|
|
|
|
blocking this method. Otherwise it will wait until they all have started.
|
2022-02-06 15:00:47 +01:00
|
|
|
|
2022-02-06 16:32:42 +01:00
|
|
|
This method may also block, if any task blocks while catching a `asyncio.CancelledError` or if any of the
|
|
|
|
callbacks registered for a task blocks.
|
2022-02-06 15:00:47 +01:00
|
|
|
|
|
|
|
Args:
|
|
|
|
return_exceptions (optional): Passed directly into `gather`.
|
|
|
|
|
|
|
|
Raises:
|
|
|
|
`asyncio_taskpool.exceptions.PoolStillOpen` if the pool has not been closed yet.
|
|
|
|
"""
|
2022-02-05 18:02:32 +01:00
|
|
|
if self._open:
|
|
|
|
raise exceptions.PoolStillOpen("Pool must be closed, before tasks can be gathered")
|
2022-02-05 18:28:30 +01:00
|
|
|
await self._all_tasks_known_flag.wait()
|
2022-02-06 13:42:34 +01:00
|
|
|
results = await gather(*self._ended.values(), *self._cancelled.values(), *self._running.values(),
|
|
|
|
return_exceptions=return_exceptions)
|
|
|
|
self._ended = self._cancelled = self._running = {}
|
2022-02-07 14:23:49 +01:00
|
|
|
if self._interrupt_flag.is_set():
|
|
|
|
self._interrupt_flag.clear()
|
2022-02-05 18:02:32 +01:00
|
|
|
return results
|
|
|
|
|
|
|
|
|
|
|
|
class TaskPool(BaseTaskPool):
|
2022-02-06 13:08:39 +01:00
|
|
|
async def _apply_one(self, func: CoroutineFunc, args: ArgsT = (), kwargs: KwArgsT = None,
|
|
|
|
end_callback: EndCallbackT = None, cancel_callback: CancelCallbackT = None) -> int:
|
2022-02-05 18:02:32 +01:00
|
|
|
if kwargs is None:
|
|
|
|
kwargs = {}
|
2022-02-06 13:08:39 +01:00
|
|
|
return await self._start_task(func(*args, **kwargs), end_callback=end_callback, cancel_callback=cancel_callback)
|
2022-02-05 18:02:32 +01:00
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def apply(self, func: CoroutineFunc, args: ArgsT = (), kwargs: KwArgsT = None, num: int = 1,
|
|
|
|
end_callback: EndCallbackT = None, cancel_callback: CancelCallbackT = None) -> Tuple[int]:
|
|
|
|
return tuple(await self._apply_one(func, args, kwargs, end_callback, cancel_callback) for _ in range(num))
|
2022-02-05 18:02:32 +01:00
|
|
|
|
|
|
|
@staticmethod
|
|
|
|
def _get_next_coroutine(func: CoroutineFunc, args_iter: Iterator[Any], arg_stars: int = 0) -> Optional[Awaitable]:
|
|
|
|
try:
|
|
|
|
arg = next(args_iter)
|
|
|
|
except StopIteration:
|
|
|
|
return
|
|
|
|
if arg_stars == 0:
|
|
|
|
return func(arg)
|
|
|
|
if arg_stars == 1:
|
|
|
|
return func(*arg)
|
|
|
|
if arg_stars == 2:
|
|
|
|
return func(**arg)
|
|
|
|
raise ValueError
|
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def _map(self, func: CoroutineFunc, args_iter: ArgsT, arg_stars: int = 0, num_tasks: int = 1,
|
|
|
|
end_callback: EndCallbackT = None, cancel_callback: CancelCallbackT = None) -> None:
|
2022-02-05 18:02:32 +01:00
|
|
|
|
2022-02-05 18:28:30 +01:00
|
|
|
if self._all_tasks_known_flag.is_set():
|
|
|
|
self._all_tasks_known_flag.clear()
|
2022-02-05 18:02:32 +01:00
|
|
|
args_iter = iter(args_iter)
|
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def _start_next_coroutine() -> bool:
|
2022-02-05 18:02:32 +01:00
|
|
|
cor = self._get_next_coroutine(func, args_iter, arg_stars)
|
2022-02-06 16:32:42 +01:00
|
|
|
if cor is None or self._interrupt_flag.is_set():
|
2022-02-05 18:28:30 +01:00
|
|
|
self._all_tasks_known_flag.set()
|
2022-02-05 18:02:32 +01:00
|
|
|
return True
|
2022-02-06 13:08:39 +01:00
|
|
|
await self._start_task(cor, ignore_closed=True, end_callback=_start_next, cancel_callback=cancel_callback)
|
2022-02-05 18:02:32 +01:00
|
|
|
return False
|
|
|
|
|
|
|
|
async def _start_next(task_id: int) -> None:
|
2022-02-06 13:08:39 +01:00
|
|
|
await _start_next_coroutine()
|
|
|
|
await _execute_function(end_callback, args=(task_id, ))
|
2022-02-05 18:02:32 +01:00
|
|
|
|
|
|
|
for _ in range(num_tasks):
|
2022-02-06 13:08:39 +01:00
|
|
|
reached_end = await _start_next_coroutine()
|
2022-02-05 18:02:32 +01:00
|
|
|
if reached_end:
|
|
|
|
break
|
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def map(self, func: CoroutineFunc, args_iter: ArgsT, num_tasks: int = 1,
|
|
|
|
end_callback: EndCallbackT = None, cancel_callback: CancelCallbackT = None) -> None:
|
|
|
|
await self._map(func, args_iter, arg_stars=0, num_tasks=num_tasks,
|
|
|
|
end_callback=end_callback, cancel_callback=cancel_callback)
|
2022-02-05 18:02:32 +01:00
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def starmap(self, func: CoroutineFunc, args_iter: Iterable[ArgsT], num_tasks: int = 1,
|
|
|
|
end_callback: EndCallbackT = None, cancel_callback: CancelCallbackT = None) -> None:
|
|
|
|
await self._map(func, args_iter, arg_stars=1, num_tasks=num_tasks,
|
|
|
|
end_callback=end_callback, cancel_callback=cancel_callback)
|
2022-02-05 18:02:32 +01:00
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def doublestarmap(self, func: CoroutineFunc, kwargs_iter: Iterable[KwArgsT], num_tasks: int = 1,
|
|
|
|
end_callback: EndCallbackT = None, cancel_callback: CancelCallbackT = None) -> None:
|
|
|
|
await self._map(func, kwargs_iter, arg_stars=2, num_tasks=num_tasks,
|
|
|
|
end_callback=end_callback, cancel_callback=cancel_callback)
|
2022-02-05 18:02:32 +01:00
|
|
|
|
|
|
|
|
|
|
|
class SimpleTaskPool(BaseTaskPool):
|
|
|
|
def __init__(self, func: CoroutineFunc, args: ArgsT = (), kwargs: KwArgsT = None,
|
2022-02-06 13:08:39 +01:00
|
|
|
end_callback: EndCallbackT = None, cancel_callback: CancelCallbackT = None,
|
2022-02-04 18:00:23 +01:00
|
|
|
name: str = None) -> None:
|
2022-02-04 11:07:02 +01:00
|
|
|
self._func: CoroutineFunc = func
|
2022-02-05 18:02:32 +01:00
|
|
|
self._args: ArgsT = args
|
|
|
|
self._kwargs: KwArgsT = kwargs if kwargs is not None else {}
|
2022-02-06 13:08:39 +01:00
|
|
|
self._end_callback: EndCallbackT = end_callback
|
2022-02-04 11:07:02 +01:00
|
|
|
self._cancel_callback: CancelCallbackT = cancel_callback
|
2022-02-05 18:02:32 +01:00
|
|
|
super().__init__(name=name)
|
2022-02-04 11:07:02 +01:00
|
|
|
|
|
|
|
@property
|
|
|
|
def func_name(self) -> str:
|
|
|
|
return self._func.__name__
|
|
|
|
|
|
|
|
@property
|
|
|
|
def size(self) -> int:
|
2022-02-05 18:02:32 +01:00
|
|
|
return self.num_running
|
2022-02-04 11:07:02 +01:00
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def _start_one(self) -> int:
|
|
|
|
return await self._start_task(self._func(*self._args, **self._kwargs),
|
|
|
|
end_callback=self._end_callback, cancel_callback=self._cancel_callback)
|
2022-02-04 11:07:02 +01:00
|
|
|
|
2022-02-06 13:08:39 +01:00
|
|
|
async def start(self, num: int = 1) -> List[int]:
|
|
|
|
return [await self._start_one() for _ in range(num)]
|
2022-02-04 11:07:02 +01:00
|
|
|
|
2022-02-05 18:02:32 +01:00
|
|
|
def stop(self, num: int = 1) -> List[int]:
|
|
|
|
num = min(num, self.size)
|
|
|
|
ids = []
|
|
|
|
for i, task_id in enumerate(reversed(self._running)):
|
|
|
|
if i >= num:
|
2022-02-04 16:25:09 +01:00
|
|
|
break
|
2022-02-05 18:02:32 +01:00
|
|
|
ids.append(task_id)
|
|
|
|
self.cancel(*ids)
|
|
|
|
return ids
|
2022-02-04 16:25:09 +01:00
|
|
|
|
2022-02-05 18:02:32 +01:00
|
|
|
def stop_all(self) -> List[int]:
|
2022-02-04 16:25:09 +01:00
|
|
|
return self.stop(self.size)
|
2022-02-04 11:07:02 +01:00
|
|
|
|
2022-02-05 18:02:32 +01:00
|
|
|
|
|
|
|
async def _execute_function(func: Callable, args: ArgsT = (), kwargs: KwArgsT = None) -> None:
|
|
|
|
if kwargs is None:
|
|
|
|
kwargs = {}
|
|
|
|
if callable(func):
|
|
|
|
if iscoroutinefunction(func):
|
|
|
|
await func(*args, **kwargs)
|
|
|
|
else:
|
|
|
|
func(*args, **kwargs)
|