""" Helper functions for dealing with Twisted deferreds """ from __future__ import annotations import asyncio import inspect import warnings from asyncio import Future from collections import deque from collections.abc import Awaitable, Coroutine, Iterable, Iterator from functools import wraps from typing import ( TYPE_CHECKING, Any, Concatenate, Generic, ParamSpec, TypeVar, cast, overload, ) from twisted.internet.defer import Deferred, DeferredList, FirstError, fail, succeed from twisted.internet.task import Cooperator from twisted.python import failure from scrapy.exceptions import ScrapyDeprecationWarning from scrapy.utils.asyncio import is_asyncio_available from scrapy.utils.python import global_object_name if TYPE_CHECKING: from collections.abc import AsyncIterator, Callable from twisted.python.failure import Failure _T = TypeVar("_T") _T2 = TypeVar("_T2") _P = ParamSpec("_P") _DEFER_DELAY = 0.1 def defer_fail(_failure: Failure) -> Deferred[Any]: # pragma: no cover """Same as twisted.internet.defer.fail but delay calling errback until next reactor loop It delays by 100ms so reactor has a chance to go through readers and writers before attending pending delayed calls, so do not set delay to zero. """ warnings.warn( "scrapy.utils.defer.defer_fail() is deprecated, use" " twisted.internet.defer.fail(), plus an explicit sleep if needed.", category=ScrapyDeprecationWarning, stacklevel=2, ) from twisted.internet import reactor d: Deferred[Any] = Deferred() reactor.callLater(_DEFER_DELAY, d.errback, _failure) return d def defer_succeed(result: _T) -> Deferred[_T]: # pragma: no cover """Same as twisted.internet.defer.succeed but delay calling callback until next reactor loop It delays by 100ms so reactor has a chance to go through readers and writers before attending pending delayed calls, so do not set delay to zero. """ warnings.warn( "scrapy.utils.defer.defer_succeed() is deprecated, use" " twisted.internet.defer.succeed(), plus an explicit sleep if needed.", category=ScrapyDeprecationWarning, stacklevel=2, ) from twisted.internet import reactor d: Deferred[_T] = Deferred() reactor.callLater(_DEFER_DELAY, d.callback, result) return d async def _defer_sleep_async() -> None: """Delay by _DEFER_DELAY so reactor has a chance to go through readers and writers before attending pending delayed calls, so do not set delay to zero. """ if is_asyncio_available(): await asyncio.sleep(_DEFER_DELAY) else: from twisted.internet import reactor d: Deferred[None] = Deferred() reactor.callLater(_DEFER_DELAY, d.callback, None) await d def defer_result(result: Any) -> Deferred[Any]: # pragma: no cover warnings.warn( "scrapy.utils.defer.defer_result() is deprecated, use" " twisted.internet.defer.success() and twisted.internet.defer.fail()," " plus an explicit sleep if needed, or explicit reactor.callLater().", category=ScrapyDeprecationWarning, stacklevel=2, ) if isinstance(result, Deferred): return result from twisted.internet import reactor d: Deferred[Any] = Deferred() if isinstance(result, failure.Failure): reactor.callLater(_DEFER_DELAY, d.errback, result) else: reactor.callLater(_DEFER_DELAY, d.callback, result) return d @overload def mustbe_deferred( f: Callable[_P, Deferred[_T]], *args: _P.args, **kw: _P.kwargs ) -> Deferred[_T]: ... @overload def mustbe_deferred( f: Callable[_P, _T], *args: _P.args, **kw: _P.kwargs ) -> Deferred[_T]: ... def mustbe_deferred( f: Callable[_P, Deferred[_T] | _T], *args: _P.args, **kw: _P.kwargs, ) -> Deferred[_T]: # pragma: no cover """Same as twisted.internet.defer.maybeDeferred, but delay calling callback/errback to next reactor loop """ warnings.warn( "scrapy.utils.defer.mustbe_deferred() is deprecated, use" " twisted.internet.defer.maybeDeferred(), with an explicit sleep if needed.", category=ScrapyDeprecationWarning, stacklevel=2, ) result: _T | Deferred[_T] | Failure try: result = f(*args, **kw) except Exception: result = failure.Failure() return defer_result(result) def parallel( iterable: Iterable[_T], count: int, callable: Callable[Concatenate[_T, _P], _T2], # noqa: A002 *args: _P.args, **named: _P.kwargs, ) -> Deferred[list[tuple[bool, Iterator[_T2]]]]: """Execute a callable over the objects in the given iterable, in parallel, using no more than ``count`` concurrent calls. Taken from: https://jcalderone.livejournal.com/24285.html """ coop = Cooperator() work: Iterator[_T2] = (callable(elem, *args, **named) for elem in iterable) return DeferredList([coop.coiterate(work) for _ in range(count)]) class _AsyncCooperatorAdapter(Iterator, Generic[_T]): """A class that wraps an async iterable into a normal iterator suitable for using in Cooperator.coiterate(). As it's only needed for parallel_async(), it calls the callable directly in the callback, instead of providing a more generic interface. On the outside, this class behaves as an iterator that yields Deferreds. Each Deferred is fired with the result of the callable which was called on the next result from aiterator. It raises StopIteration when aiterator is exhausted, as expected. Cooperator calls __next__() multiple times and waits on the Deferreds returned from it. As async generators (since Python 3.8) don't support awaiting on __anext__() several times in parallel, we need to serialize this. It's done by storing the Deferreds returned from __next__() and firing the oldest one when a result from __anext__() is available. The workflow: 1. When __next__() is called for the first time, it creates a Deferred, stores it in self.waiting_deferreds and returns it. It also makes a Deferred that will wait for self.aiterator.__anext__() and puts it into self.anext_deferred. 2. If __next__() is called again before self.anext_deferred fires, more Deferreds are added to self.waiting_deferreds. 3. When self.anext_deferred fires, it either calls _callback() or _errback(). Both clear self.anext_deferred. 3.1. _callback() calls the callable passing the result value that it takes, pops a Deferred from self.waiting_deferreds, and if the callable result was a Deferred, it chains those Deferreds so that the waiting Deferred will fire when the result Deferred does, otherwise it fires it directly. This causes one awaiting task to receive a result. If self.waiting_deferreds is still not empty, new __anext__() is called and self.anext_deferred is populated. 3.2. _errback() checks the exception class. If it's StopAsyncIteration it means self.aiterator is exhausted and so it sets self.finished and fires all self.waiting_deferreds. Other exceptions are propagated. 4. If __next__() is called after __anext__() was handled, then if self.finished is True, it raises StopIteration, otherwise it acts like in step 2, but if self.anext_deferred is now empty is also populates it with a new __anext__(). Note that CooperativeTask ignores the value returned from the Deferred that it waits for, so we fire them with None when needed. It may be possible to write an async iterator-aware replacement for Cooperator/CooperativeTask and use it instead of this adapter to achieve the same goal. """ def __init__( self, aiterable: AsyncIterator[_T], callable_: Callable[Concatenate[_T, _P], Deferred[Any] | None], *callable_args: _P.args, **callable_kwargs: _P.kwargs, ): self.aiterator: AsyncIterator[_T] = aiterable.__aiter__() self.callable: Callable[Concatenate[_T, _P], Deferred[Any] | None] = callable_ self.callable_args: tuple[Any, ...] = callable_args self.callable_kwargs: dict[str, Any] = callable_kwargs self.finished: bool = False self.waiting_deferreds: deque[Deferred[Any]] = deque() self.anext_deferred: Deferred[_T] | None = None def _callback(self, result: _T) -> None: # This gets called when the result from aiterator.__anext__() is available. # It calls the callable on it and sends the result to the oldest waiting Deferred # (by chaining if the result is a Deferred too or by firing if not). self.anext_deferred = None callable_result = self.callable( result, *self.callable_args, **self.callable_kwargs ) d = self.waiting_deferreds.popleft() if isinstance(callable_result, Deferred): callable_result.chainDeferred(d) else: d.callback(None) if self.waiting_deferreds: self._call_anext() def _errback(self, failure: Failure) -> None: # This gets called on any exceptions in aiterator.__anext__(). # It handles StopAsyncIteration by stopping the iteration and reraises all others. self.anext_deferred = None failure.trap(StopAsyncIteration) self.finished = True for d in self.waiting_deferreds: d.callback(None) def _call_anext(self) -> None: # This starts waiting for the next result from aiterator. # If aiterator is exhausted, _errback will be called. self.anext_deferred = deferred_from_coro(self.aiterator.__anext__()) self.anext_deferred.addCallbacks(self._callback, self._errback) def __next__(self) -> Deferred[Any]: # This puts a new Deferred into self.waiting_deferreds and returns it. # It also calls __anext__() if needed. if self.finished: raise StopIteration d: Deferred[Any] = Deferred() self.waiting_deferreds.append(d) if not self.anext_deferred: self._call_anext() return d def parallel_async( async_iterable: AsyncIterator[_T], count: int, callable: Callable[Concatenate[_T, _P], Deferred[Any] | None], # noqa: A002 *args: _P.args, **named: _P.kwargs, ) -> Deferred[list[tuple[bool, Iterator[Deferred[Any]]]]]: """Like ``parallel`` but for async iterators""" coop = Cooperator() work: Iterator[Deferred[Any]] = _AsyncCooperatorAdapter( async_iterable, callable, *args, **named ) dl: Deferred[list[tuple[bool, Iterator[Deferred[Any]]]]] = DeferredList( [coop.coiterate(work) for _ in range(count)] ) return dl def process_chain( callbacks: Iterable[Callable[Concatenate[_T, _P], _T]], input: _T, # noqa: A002 *a: _P.args, **kw: _P.kwargs, ) -> Deferred[_T]: # pragma: no cover """Return a Deferred built by chaining the given callbacks""" warnings.warn( "process_chain() is deprecated.", category=ScrapyDeprecationWarning, stacklevel=2, ) d: Deferred[_T] = Deferred() for x in callbacks: d.addCallback(x, *a, **kw) d.callback(input) return d def process_parallel( callbacks: Iterable[Callable[Concatenate[_T, _P], _T2]], input: _T, # noqa: A002 *a: _P.args, **kw: _P.kwargs, ) -> Deferred[list[_T2]]: # pragma: no cover """Return a Deferred with the output of all successful calls to the given callbacks """ warnings.warn( "process_parallel() is deprecated.", category=ScrapyDeprecationWarning, stacklevel=2, ) dfds = [succeed(input).addCallback(x, *a, **kw) for x in callbacks] d: Deferred[list[tuple[bool, _T2]]] = DeferredList( dfds, fireOnOneErrback=True, consumeErrors=True ) d2: Deferred[list[_T2]] = d.addCallback(lambda r: [x[1] for x in r]) def eb(failure: Failure) -> Failure: assert isinstance(failure.value, FirstError) return failure.value.subFailure d2.addErrback(eb) return d2 def iter_errback( iterable: Iterable[_T], errback: Callable[Concatenate[Failure, _P], Any], *a: _P.args, **kw: _P.kwargs, ) -> Iterable[_T]: """Wrap an iterable calling an errback if an error is caught while iterating it. """ it = iter(iterable) while True: try: yield next(it) except StopIteration: break except Exception: errback(failure.Failure(), *a, **kw) async def aiter_errback( aiterable: AsyncIterator[_T], errback: Callable[Concatenate[Failure, _P], Any], *a: _P.args, **kw: _P.kwargs, ) -> AsyncIterator[_T]: """Wrap an async iterable calling an errback if an error is caught while iterating it. Similar to :func:`scrapy.utils.defer.iter_errback`. """ it = aiterable.__aiter__() while True: try: yield await it.__anext__() except StopAsyncIteration: break except Exception: errback(failure.Failure(), *a, **kw) @overload def deferred_from_coro(o: Awaitable[_T]) -> Deferred[_T]: ... @overload def deferred_from_coro(o: _T2) -> _T2: ... def deferred_from_coro(o: Awaitable[_T] | _T2) -> Deferred[_T] | _T2: """Convert a coroutine or other awaitable object into a Deferred, or return the object as is if it isn't a coroutine.""" if isinstance(o, Deferred): return o if inspect.isawaitable(o): if not is_asyncio_available(): # wrapping the coroutine directly into a Deferred, this doesn't work correctly with coroutines # that use asyncio, e.g. "await asyncio.sleep(1)" return Deferred.fromCoroutine(cast("Coroutine[Deferred[Any], Any, _T]", o)) # wrapping the coroutine into a Future and then into a Deferred, this requires AsyncioSelectorReactor return Deferred.fromFuture(asyncio.ensure_future(o)) return o def deferred_f_from_coro_f( coro_f: Callable[_P, Awaitable[_T]], ) -> Callable[_P, Deferred[_T]]: """Convert a coroutine function into a function that returns a Deferred. The coroutine function will be called at the time when the wrapper is called. Wrapper args will be passed to it. This is useful for callback chains, as callback functions are called with the previous callback result. """ @wraps(coro_f) def f(*coro_args: _P.args, **coro_kwargs: _P.kwargs) -> Deferred[_T]: return deferred_from_coro(coro_f(*coro_args, **coro_kwargs)) return f def maybeDeferred_coro( f: Callable[_P, Any], *args: _P.args, **kw: _P.kwargs ) -> Deferred[Any]: # pragma: no cover """Copy of defer.maybeDeferred that also converts coroutines to Deferreds.""" warnings.warn( "maybeDeferred_coro() is deprecated and will be removed in a future Scrapy version.", ScrapyDeprecationWarning, stacklevel=2, ) return _maybeDeferred_coro(f, False, *args, **kw) def _maybeDeferred_coro( f: Callable[_P, Any], warn: bool, *args: _P.args, **kw: _P.kwargs ) -> Deferred[Any]: """Copy of defer.maybeDeferred that also converts coroutines to Deferreds.""" try: result = f(*args, **kw) except: # noqa: E722 return fail(failure.Failure(captureVars=Deferred.debug)) # when the deprecation period has ended we need to make sure the behavior # of the public maybeDeferred_coro() function isn't changed, or drop it in # the same release if isinstance(result, Deferred): if warn: warnings.warn( f"{global_object_name(f)} returned a Deferred, this is deprecated." f" Please refactor this function to return a coroutine.", ScrapyDeprecationWarning, stacklevel=2, ) return result if asyncio.isfuture(result) or inspect.isawaitable(result): return deferred_from_coro(result) if isinstance(result, failure.Failure): # pragma: no cover if warn: warnings.warn( f"{global_object_name(f)} returned a Failure, this is deprecated." f" Please refactor this function to return a coroutine.", ScrapyDeprecationWarning, stacklevel=2, ) return fail(result) return succeed(result) def deferred_to_future(d: Deferred[_T]) -> Future[_T]: """Return an :class:`asyncio.Future` object that wraps *d*. This function requires :class:`~twisted.internet.asyncioreactor.AsyncioSelectorReactor` to be installed. When :ref:`using the asyncio reactor `, you cannot await on :class:`~twisted.internet.defer.Deferred` objects from :ref:`Scrapy callables defined as coroutines `, you can only await on ``Future`` objects. Wrapping ``Deferred`` objects into ``Future`` objects allows you to wait on them:: class MySpider(Spider): ... async def parse(self, response): additional_request = scrapy.Request('https://example.org/price') deferred = self.crawler.engine.download(additional_request) additional_response = await deferred_to_future(deferred) .. versionchanged:: 2.14 This function no longer installs an asyncio loop if called before the Twisted asyncio reactor is installed. A :exc:`RuntimeError` is raised in this case. """ if not is_asyncio_available(): raise RuntimeError("deferred_to_future() requires AsyncioSelectorReactor.") return d.asFuture(asyncio.get_event_loop()) def maybe_deferred_to_future(d: Deferred[_T]) -> Deferred[_T] | Future[_T]: """Return *d* as an object that can be awaited from a :ref:`Scrapy callable defined as a coroutine `. What you can await in Scrapy callables defined as coroutines depends on the value of :setting:`TWISTED_REACTOR`: - When :ref:`using the asyncio reactor `, you can only await on :class:`asyncio.Future` objects. - When not using the asyncio reactor, you can only await on :class:`~twisted.internet.defer.Deferred` objects. If you want to write code that uses ``Deferred`` objects but works with any reactor, use this function on all ``Deferred`` objects:: class MySpider(Spider): ... async def parse(self, response): additional_request = scrapy.Request('https://example.org/price') deferred = self.crawler.engine.download(additional_request) additional_response = await maybe_deferred_to_future(deferred) """ if not is_asyncio_available(): return d return deferred_to_future(d) def _schedule_coro(coro: Coroutine[Any, Any, Any]) -> None: """Schedule the coroutine as a task or a Deferred. This doesn't store the reference to the task/Deferred, so a better alternative is calling :func:`scrapy.utils.defer.deferred_from_coro`, keeping the result, and adding proper exception handling (e.g. errbacks) to it. """ if not is_asyncio_available(): Deferred.fromCoroutine(coro) return loop = asyncio.get_event_loop() loop.create_task(coro) # noqa: RUF006 @overload def ensure_awaitable(o: Awaitable[_T], _warn: str | None = None) -> Awaitable[_T]: ... @overload def ensure_awaitable(o: _T, _warn: str | None = None) -> Awaitable[_T]: ... def ensure_awaitable(o: _T | Awaitable[_T], _warn: str | None = None) -> Awaitable[_T]: """Convert any value to an awaitable object. For a :class:`~twisted.internet.defer.Deferred` object, use :func:`maybe_deferred_to_future` to wrap it into a suitable object. For an awaitable object of a different type, return it as is. For any other value, return a coroutine that completes with that value. .. versionadded:: 2.14 """ if isinstance(o, Deferred): if _warn: warnings.warn( f"{_warn} returned a Deferred, this is deprecated." f" Please refactor this function to return a coroutine.", ScrapyDeprecationWarning, stacklevel=2, ) return maybe_deferred_to_future(o) if inspect.isawaitable(o): return o async def coro() -> _T: return o return coro()