SEP | 18 |
Title | Spider Middleware v2 |
Author | Insophia Team |
Created | 2010-06-20 |
Status | Draft (in progress) |
This SEP introduces a new architecture for spider middlewares which provides a greater degree of modularity to combine functionality which can be plugged in from different (reusable) middlewares.
The purpose of !SpiderMiddleware-v2 is to define an architecture that encourages more re-usability for building spiders based on smaller well-tested components. Those components can be global (similar to current spider middlewares) or per-spider that can be combined to achieve the desired functionality. These reusable components will benefit all Scrapy users by building a repository of well-tested components that can be shared among different spiders and projects. Some of them will come bundled with Scrapy.
Unless explicitly stated, in this document "spider middleware" refers to the new spider middleware v2, not the old one.
This document is a work in progress, see Pending Issues below.
A spider middleware can implement any of the following methods:
process_response(response, request, spider)
- Process a (downloaded) response
- Receives: The
response
to process, therequest
used to download the response (not necessarily the request sent from the spider), and thespider
that requested it. - Returns: A list containing requests and/or items
process_error(error, request, spider)
:- Process a error when trying to download a request, such as DNS errors, timeout errors, etc.
- Receives: The
error
caused, therequest
that caused it (not necessarily the request sent from the spider), and thenspider
that requested it. - Returns: A list containing request and/or items
process_request(request, response, spider)
Process a request after it has been extracted from the spider or previous middleware
process_response()
methods.Receives: The
request
to process, theresponse
where the request was extracted from, and thespider
that extracted it.- Note:
response
isNone
for start requests, or requests injected directly (throughmanager.scraper.process_request()
without specifying a response (see below)
- Note:
Returns: A
Request
object (not necessarily the same received), orNone
in which case the request is dropped.
process_item(item, response, spider)
- Process an item after it has been extracted from the spider or previous
middleware
process_response()
methods. - Receives: The
item
to process, theresponse
where the item was extracted from, and thespider
that extracted it. - Returns: An
Item
object (not necessarily the same received), orNone
in which case the item is dropped.
- Process an item after it has been extracted from the spider or previous
middleware
next_request(spider)
- Returns a the next request to crawl with this spider. This method is called when the spider is opened, and when it gets idle.
- Receives: The
spider
to return the next request for. - Returns: A
Request
object.
open_spider(spider)
- This can be used to allocate resources when a spider is opened.
- Receives: The
spider
that has been opened. - Returns: nothing
close_spider(spider)
- This can be used to free resources when a spider is closed.
- Receives: The
spider
that has been closed. - Returns: nothing
To inject start requests (or new requests without a response) to crawl, you used before:
manager.engine.crawl(request, spider)
Now you'll use:
manager.scraper.process_request(request, spider, response=None)
Which (unlike the old engine.crawl
will make the requests pass through the spider middleware process_request()
method).
We're gonna remove the Scheduler Middleware, and move the duplicates filter to a new spider middleware.
There is a simpler high-level API - the Scraper API - which is the API used by the engine and other core components. This is also the API implemented by this new middleware, with its own internal architecture and hooks. Here is the Scraper API:
process_response(response, request, spider)
- returns iterable of items and requests
process_error(error, request, spider)
- returns iterable of items and requests
process_request(request, spider, response=None)
- injects a request to crawl for the given spider
process_item(item, spider, response)
- injects a item to process with the item processor (typically the item pipeline)
next_request(spider)
- returns the next request to process for the given spider
open_spider(spider)
- opens a spider
close_spider(spider)
- closes a spider
The spider middlewares are defined in certain order with the top-most being the one closer to the engine, and the bottom-most being the one closed to the spider.
Example:
- Engine
- Global spider Middleware 3
- Global spider Middleware 2
- Global spider Middleware 1
- Spider-specific middlewares (defined in
Spider.middlewares
) - Spider-specific middleware 3
- Spider-specific middleware 2
- Spider-specific middleware 1
- Spider-specific middlewares (defined in
- Spider
The data flow with Spider Middleware v2 is as follows:
- When a response arrives from the engine, it it passed through all the spider
middlewares (in descending order). The result of each middleware
process_response
is kept and then returned along with the spider callback result - Each item of the aggregated result from previous point is passed through all
middlewares (in ascending order) calling the
process_request
orprocess_item
method accordingly, and their results are kept for passing to the following middlewares
One of the spider middlewares (typically - but not necessarily - the last
spider middleware closer to the spider, as shown in the example) will be a
"spider-specific spider middleware" which would take care of calling the
additional spider middlewares defined in the Spider.middlewares
attribute,
hence providing support for per-spider middlewares. If the middleware is well
written, it should work both globally and per-spider.
You can define in the spider itself a list of additional middlewares that will be used for this spider, and only this spider. If the middleware is well written, it should work both globally and per spider.
Here's an example that combines functionality from multiple middlewares into the same spider:
#!python class MySpider(BaseSpider): middlewares = [RegexLinkExtractor(), CallbackRules(), CanonicalizeUrl(), ItemIdSetter(), OffsiteMiddleware()] allowed_domains = ['example.com', 'sub.example.com'] url_regexes_to_follow = ['/product.php?.*'] callback_rules = { '/product.php.*': 'parse_product', '/category.php.*': 'parse_category', } canonicalization_rules = ['sort-query-args', 'normalize-percent-encoding', ...] id_field = 'guid' id_fields_to_hash = ['supplier_name', 'supplier_id'] def parse_product(self, item): # extract item from response return item def parse_category(self, item): # extract item from response return item
There's gonna be one middleware that will take care of calling the proper spider methods on each event such as:
call
Request.callback
(for 200 responses) orRequest.errback
for non-200 responses and other errors. this behaviour can be changed through thehandle_httpstatus_list
spider attribute.- if
Request.callback
is not set it will useSpider.parse
- if
Request.errback
is not set it will useSpider.errback
- if
call additional spider middlewares defined in the
Spider.middlewares
attributecall
Spider.next_request()
andSpider.start_requests()
onnext_request()
middleware method (this would implicitly support backwards compatibility)
- adds support for per-spider middlewares through the
Spider.middlewares
attribute - allows processing initial requests (those returned from
Spider.start_requests()
)
This section contains several examples and use cases for Spider Middlewares. Imports are intentionally removed for conciseness and clarity.
A typical application of spider middlewares could be to build Link Extractors. For example:
#!python class RegexHtmlLinkExtractor(object): def process_response(self, response, request, spider): if isinstance(response, HtmlResponse): allowed_regexes = spider.url_regexes_to_follow # extract urls to follow using allowed_regexes return [Request(x) for x in urls_to_follow] # Example spider using this middleware class MySpider(BaseSpider): middlewares = [RegexHtmlLinkExtractor()] url_regexes_to_follow = ['/product.php?.*'] # parsing callbacks below
#!python class Rss2LinkExtractor(object): def process_response(self, response, request, spider): if response.headers.get('Content-type') 'application/rss+xml': xs = XmlXPathSelector(response) urls = xs.select("//item/link/text()").extract() return [Request(x) for x in urls]
Another example could be to build a callback dispatcher based on rules:
#!python class CallbackRules(object): def __init__(self): self.rules = {} dispatcher.connect(signals.spider_opened, self.spider_opened) dispatcher.connect(signals.spider_closed, self.spider_closed) def spider_opened(self, spider): self.rules[spider] = {} for regex, method_name in spider.callback_rules.items(): r = re.compile(regex) m = getattr(self.spider, method_name, None) if m: self.rules[spider][r] = m def spider_closed(self, spider): del self.rules[spider] def process_response(self, response, request, spider): for regex, method in self.rules[spider].items(): m = regex.search(response.url) if m: return method(response) return [] # Example spider using this middleware class MySpider(BaseSpider): middlewares = [CallbackRules()] callback_rules = { '/product.php.*': 'parse_product', '/category.php.*': 'parse_category', } def parse_product(self, response): # parse response and populate item return item
Another example could be for building URL canonicalizers:
#!python class CanonializeUrl(object): def process_request(self, request, response, spider): curl = canonicalize_url(request.url, rules=spider.canonicalization_rules) return request.replace(url=curl) # Example spider using this middleware class MySpider(BaseSpider): middlewares = [CanonicalizeUrl()] canonicalization_rules = ['sort-query-args', 'normalize-percent-encoding', ...] # ...
Another example could be for setting a unique identifier to items, based on certain fields:
#!python class ItemIdSetter(object): def process_item(self, item, response, spider): id_field = spider.id_field id_fields_to_hash = spider.id_fields_to_hash item[id_field] = make_hash_based_on_fields(item, id_fields_to_hash) return item # Example spider using this middleware class MySpider(BaseSpider): middlewares = [ItemIdSetter()] id_field = 'guid' id_fields_to_hash = ['supplier_name', 'supplier_id'] def parse(self, response): # extract item from response return item
A spider middleware to avoid visiting pages forbidden by robots.txt:
#!python class SpiderInfo(object): def __init__(self, useragent): self.useragent = useragent self.parsers = {} self.pending = defaultdict(list) class AllowAllParser(object): def can_fetch(useragent, url): return True class RobotsTxtMiddleware(object): REQUEST_PRIORITY = 1000 def __init__(self): self.spiders = {} dispatcher.connect(self.spider_opened, signal=signals.spider_opened) dispatcher.connect(self.spider_closed, signal=signals.spider_closed) def process_request(self, request, response, spider): return self.process_start_request(self, request) def process_start_request(self, request, spider): info = self.spiders[spider] url = urlparse_cached(request) netloc = url.netloc if netloc in info.parsers: rp = info.parsers[netloc] if rp.can_fetch(info.useragent, request.url): res = request else: spider.log("Forbidden by robots.txt: %s" % request) res = None else: if netloc in info.pending: res = None else: robotsurl = "%s://%s/robots.txt" % (url.scheme, netloc) meta = {'spider': spider, {'handle_httpstatus_list': [403, 404, 500]} res = Request(robotsurl, callback=self.parse_robots, meta=meta, priority=self.REQUEST_PRIORITY) info.pending[netloc].append(request) return res def parse_robots(self, response): spider = response.request.meta['spider'] netloc urlparse_cached(response).netloc info = self.spiders[spider] if response.status 200; rp = robotparser.RobotFileParser(response.url) rp.parse(response.body.splitlines()) info.parsers[netloc] = rp else: info.parsers[netloc] = AllowAllParser() return info.pending[netloc] def spider_opened(self, spider): ua = getattr(spider, 'user_agent', None) or settings['USER_AGENT'] self.spiders[spider] = SpiderInfo(ua) def spider_closed(self, spider): del self.spiders[spider]
This is a port of the Offsite middleware to the new spider middleware API:
#!python class SpiderInfo(object): def __init__(self, host_regex): self.host_regex = host_regex self.hosts_seen = set() class OffsiteMiddleware(object): def __init__(self): self.spiders = {} dispatcher.connect(self.spider_opened, signal=signals.spider_opened) dispatcher.connect(self.spider_closed, signal=signals.spider_closed) def process_request(self, request, response, spider): return self.process_start_request(self, request) def process_start_request(self, request, spider): if self.should_follow(request, spider): return request else: info = self.spiders[spider] host = urlparse_cached(x).hostname if host and host not in info.hosts_seen: spider.log("Filtered offsite request to %r: %s" % (host, request)) info.hosts_seen.add(host) def should_follow(self, request, spider): info = self.spiders[spider] # hostname can be None for wrong urls (like javascript links) host = urlparse_cached(request).hostname or '' return bool(info.regex.search(host)) def get_host_regex(self, spider): """Override this method to implement a different offsite policy""" domains = [d.replace('.', r'\.') for d in spider.allowed_domains] regex = r'^(.*\.)?(%s)$' % '|'.join(domains) return re.compile(regex) def spider_opened(self, spider): info = SpiderInfo(self.get_host_regex(spider)) self.spiders[spider] = info def spider_closed(self, spider): del self.spiders[spider]
A middleware to filter out requests with long urls:
#!python class LimitUrlLength(object): def __init__(self): self.maxlength = settings.getint('URLLENGTH_LIMIT') def process_request(self, request, response, spider): return self.process_start_request(self, request) def process_start_request(self, request, spider): if len(request.url) <= self.maxlength: return request spider.log("Ignoring request (url length > %d): %s " % (self.maxlength, request.url))
A middleware to set the Referer:
#!python class SetReferer(object): def process_request(self, request, response, spider): request.headers.setdefault('Referer', response.url) return request
A middleware to set (and limit) the request/response depth, taken from the start requests:
#!python class SetLimitDepth(object): def __init__(self, maxdepth=0): self.maxdepth = maxdepth or settings.getint('DEPTH_LIMIT') def process_request(self, request, response, spider): depth = response.request.meta['depth'] + 1 request.meta['depth'] = depth if not self.maxdepth or depth <= self.maxdepth: return request spider.log("Ignoring link (depth > %d): %s " % (self.maxdepth, request) def process_start_request(self, request, spider): request.meta['depth'] = 0 return request
A middleware to filter out requests already seen:
#!python class FilterDuplicates(object): def __init__(self): clspath = settings.get('DUPEFILTER_CLASS') self.dupefilter = load_object(clspath)() dispatcher.connect(self.spider_opened, signal=signals.spider_opened) dispatcher.connect(self.spider_closed, signal=signals.spider_closed) def enqueue_request(self, spider, request): seen = self.dupefilter.request_seen(spider, request) if not seen or request.dont_filter: return request def spider_opened(self, spider): self.dupefilter.open_spider(spider) def spider_closed(self, spider): self.dupefilter.close_spider(spider)
A middleware to Scrape data using Parsley as described in UsingParsley
#!python from pyparsley import PyParsley class ParsleyExtractor(object): def __init__(self, parslet_json_code): parslet = json.loads(parselet_json_code) class ParsleyItem(Item): def __init__(self, *a, **kw): for name in parslet.keys(): self.fields[name] = Field() super(ParsleyItem, self).__init__(*a, **kw) self.item_class = ParsleyItem self.parsley = PyParsley(parslet, output='python') def process_response(self, response, request, spider): return self.item_class(self.parsly.parse(string=response.body))
Resolved:
how to make
start_requests()
output pass through spider middlewareprocess_request()
?- Start requests will be injected through
manager.scraper.process_request()
instead ofmanager.engine.crawl()
- Start requests will be injected through
- should we support adding additional start requests from a spider middleware?
- Yes - there is a spider middleware method (
start_requests
) for that
- Yes - there is a spider middleware method (
should
process_response()
receive arequest
argument with therequest
that originated it?.response.request
is the latest request, not the original one (think of redirections), but it does carry themeta
of the original one. The original one may not be available anymore (in memory) if we're using a persistent scheduler., but in that case it would be the deserialized request from the persistent scheduler queue.- No - this would make implementation more complex and we're not sure it's really needed
how to make sure
Request.errback
is always called if there is a problem with the request?. Do we need to ensure that?. Requests filtered out (by returningNone
) in theprocess_request()
method will never be callback-ed or even errback-ed. this could be a problem for spiders that want to be notified if their requests are dropped. should we support this notification somehow or document (the lack of) it properly?- We won't support notifications of dropped requests, because: 1. it's hard to implement and unreliable, 2. it's against not friendly with request persistence, 3. we can't come up with a good api.
should we make the list of default spider middlewares empty? (or the "per-spider" spider middleware alone)
- No - there are some useful spider middlewares that it's worth enabling by default like referer, duplicates, robots2
- should we allow returning deferreds in spider middleware methods?
- Yes - we should build a Deferred with the spider middleware methods as callbacks and that would implicitly support returning Deferreds
should we support processing responses before they're processed by the spider, because
process_response
runs "in parallel" to the spider callback, and can't stop from running it.- No - we haven't seen a practical use case for this, so we won't add an additional hook. It should be trivial to add it later, if needed.
should we make a spider middleware to handle calling the request and spider callback, instead of letting the Scraper component do it?
- Yes - there's gonna a spider middleware for execution spider-specific code such as callbacks and also custom middlewares