8.9 KiB
Coroutines
Scrapy :ref:`supports <coroutine-support>` the :ref:`coroutine syntax <async>` (i.e. async def).
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The following callables may be defined as coroutines using async def, and hence use coroutine syntax (e.g. await, async for, async with):
The :meth:`~scrapy.Spider.start` spider method, which must be defined as an :term:`asynchronous generator`.
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.. versionadded:: 2.13
:class:`~scrapy.Request` callbacks.
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The :meth:`process_item` method of :ref:`item pipelines <topics-item-pipeline>`.
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The :meth:`~scrapy.downloadermiddlewares.DownloaderMiddleware.process_request`, :meth:`~scrapy.downloadermiddlewares.DownloaderMiddleware.process_response`, and :meth:`~scrapy.downloadermiddlewares.DownloaderMiddleware.process_exception` methods of :ref:`downloader middlewares <topics-downloader-middleware-custom>`.
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The :meth:`~scrapy.spidermiddlewares.SpiderMiddleware.process_spider_output` method of :ref:`spider middlewares <topics-spider-middleware>`, which must be defined as an :term:`asynchronous generator` except in :ref:`universal spider middlewares <universal-spider-middleware>`.
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The :meth:`~scrapy.spidermiddlewares.SpiderMiddleware.process_start` method of :ref:`spider middlewares <custom-spider-middleware>`, which must be defined as an :term:`asynchronous generator`.
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:ref:`Signal handlers that support deferreds <signal-deferred>`.
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Methods of :ref:`download handlers <topics-download-handlers>`.
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Using Deferred-based APIs
In addition to native coroutine APIs Scrapy has some APIs that return a :class:`~twisted.internet.defer.Deferred` object or take a user-supplied function that returns a :class:`~twisted.internet.defer.Deferred` object. These APIs are also asynchronous but don't yet support native async def syntax. In the future we plan to add support for the async def syntax to these APIs or replace them with other APIs where changing the existing ones isn't possible.
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Unknown interpreted text role "class".These APIs have a coroutine-based implementation and a Deferred-based one:
:class:`scrapy.crawler.Crawler`:
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:meth:`~scrapy.crawler.Crawler.crawl_async` (coroutine-based) and :meth:`~scrapy.crawler.Crawler.crawl` (Deferred-based): the former may be inconvenient to use in Deferred-based code so both are available, this may change in a future Scrapy version.
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:class:`scrapy.crawler.AsyncCrawlerRunner` and its subclass :class:`scrapy.crawler.AsyncCrawlerProcess` (coroutine-based) and :class:`scrapy.crawler.CrawlerRunner` and its subclass :class:`scrapy.crawler.CrawlerProcess` (Deferred-based): the former doesn't support non-default reactors and so the latter should be used with those.
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The following user-supplied methods can return :class:`~twisted.internet.defer.Deferred` objects (the methods that can also return coroutines are listed in :ref:`coroutine-support`):
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Unknown interpreted text role "ref".Custom downloader implementations (see :setting:`DOWNLOADER`):
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- fetch()
Custom scheduler implementations (see :setting:`SCHEDULER`):
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:meth:`~scrapy.core.scheduler.BaseScheduler.open`
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:meth:`~scrapy.core.scheduler.BaseScheduler.close`
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Custom dupefilters (see :setting:`DUPEFILTER_CLASS`):
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- open()
- close()
Custom feed storages (see :setting:`FEED_STORAGES`):
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- store()
Subclasses of :class:`scrapy.pipelines.media.MediaPipeline`:
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- media_to_download()
- item_completed()
Custom storages used by subclasses of :class:`scrapy.pipelines.files.FilesPipeline`:
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- persist_file()
- stat_file()
In most cases you can use these APIs in code that otherwise uses coroutines, by wrapping a :class:`~twisted.internet.defer.Deferred` object into a :class:`~asyncio.Future` object or vice versa. See :ref:`asyncio-await-dfd` for more information about this.
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Unknown interpreted text role "ref".For example: a custom scheduler needs to define an open() method that can return a :class:`~twisted.internet.defer.Deferred` object. You can write a method that works with Deferreds and returns one directly, or you can write a coroutine and convert it into a function that returns a Deferred with :func:`~scrapy.utils.defer.deferred_f_from_coro_f`.
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Unknown interpreted text role "func".General usage
There are several use cases for coroutines in Scrapy.
Code that would return Deferreds when written for previous Scrapy versions, such as downloader middlewares and signal handlers, can be rewritten to be shorter and cleaner:
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.. code-block:: python
from itemadapter import ItemAdapter
class DbPipeline:
def _update_item(self, data, item):
adapter = ItemAdapter(item)
adapter["field"] = data
return item
def process_item(self, item):
adapter = ItemAdapter(item)
dfd = db.get_some_data(adapter["id"])
dfd.addCallback(self._update_item, item)
return dfd
becomes:
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.. code-block:: python
from itemadapter import ItemAdapter
class DbPipeline:
async def process_item(self, item):
adapter = ItemAdapter(item)
adapter["field"] = await db.get_some_data(adapter["id"])
return item
Coroutines may be used to call asynchronous code. This includes other coroutines, functions that return Deferreds and functions that return :term:`awaitable objects <awaitable>` such as :class:`~asyncio.Future`. This means you can use many useful Python libraries providing such code:
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.. code-block:: python
class MySpiderDeferred(Spider):
# ...
async def parse(self, response):
additional_response = await treq.get("https://additional.url")
additional_data = await treq.content(additional_response)
# ... use response and additional_data to yield items and requests
class MySpiderAsyncio(Spider):
# ...
async def parse(self, response):
async with aiohttp.ClientSession() as session:
async with session.get("https://additional.url") as additional_response:
additional_data = await additional_response.text()
# ... use response and additional_data to yield items and requests
Note
Many libraries that use coroutines, such as aio-libs, require the :mod:`asyncio` loop and to use them you need to :doc:`enable asyncio support in Scrapy<asyncio>`.
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If you want to await on Deferreds while using the asyncio reactor, you need to :ref:`wrap them<asyncio-await-dfd>`.
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Unknown interpreted text role "ref".Common use cases for asynchronous code include:
requesting data from websites, databases and other services (in :meth:`~scrapy.Spider.start`, callbacks, pipelines and middlewares);
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storing data in databases (in pipelines and middlewares);
delaying the spider initialization until some external event (in the :signal:`spider_opened` handler);
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calling asynchronous Scrapy methods like :meth:`ExecutionEngine.download_async() <scrapy.core.engine.ExecutionEngine.download_async>` (see :ref:`the screenshot pipeline example <ScreenshotPipeline>`).
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Inline requests
The spider below shows how to send a request and await its response all from within a spider callback:
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.. code-block:: python
from scrapy import Spider, Request
class SingleRequestSpider(Spider):
name = "single"
start_urls = ["https://example.org/product"]
async def parse(self, response, **kwargs):
additional_request = Request("https://example.org/price")
additional_response = await self.crawler.engine.download_async(
additional_request
)
yield {
"h1": response.css("h1").get(),
"price": additional_response.css("#price").get(),
}
You can also send multiple requests in parallel:
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.. code-block:: python
import asyncio
from scrapy import Spider, Request
class MultipleRequestsSpider(Spider):
name = "multiple"
start_urls = ["https://example.com/product"]
async def parse(self, response, **kwargs):
additional_requests = [
Request("https://example.com/price"),
Request("https://example.com/color"),
]
tasks = []
for r in additional_requests:
task = self.crawler.engine.download_async(r)
tasks.append(task)
responses = await asyncio.gather(*tasks)
yield {
"h1": response.css("h1::text").get(),
"price": responses[0].css(".price::text").get(),
"color": responses[1].css(".color::text").get(),
}