限制/限制GRequests中HTTP请求的速率
我正在用GRequests和lxml在Python
2.7.3中编写一个小脚本,这将允许我从各个网站收集一些可收集的卡价格并进行比较。问题是网站之一限制了请求的数量,如果我超过了它,则会发回HTTP错误429。
有没有一种方法可以限制GRequestes中的请求数量,以使我不超过我指定的每秒请求数量?另外-如果发生HTTP
429,如何让GRequestes在一段时间后重试?
附带说明-它们的极限太低了。大约每15秒8个请求。我多次用浏览器破坏它,只是刷新页面以等待价格变动。
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因为我不得不自己解决这个问题,所以要回答我自己的问题,并且关于此问题的信息似乎很少。
这个想法如下。与GRequests一起使用的每个请求对象在创建时都可以将会话对象作为参数。另一方面,会话对象可以安装在发出请求时使用的HTTP适配器。通过创建我们自己的适配器,我们可以拦截请求并对请求进行速率限制,从而找到最适合我们的应用程序的方式。就我而言,我得到了下面的代码。
用于限制的对象:
DEFAULT_BURST_WINDOW = datetime.timedelta(seconds=5) DEFAULT_WAIT_WINDOW = datetime.timedelta(seconds=15) class BurstThrottle(object): max_hits = None hits = None burst_window = None total_window = None timestamp = None def __init__(self, max_hits, burst_window, wait_window): self.max_hits = max_hits self.hits = 0 self.burst_window = burst_window self.total_window = burst_window + wait_window self.timestamp = datetime.datetime.min def throttle(self): now = datetime.datetime.utcnow() if now < self.timestamp + self.total_window: if (now < self.timestamp + self.burst_window) and (self.hits < self.max_hits): self.hits += 1 return datetime.timedelta(0) else: return self.timestamp + self.total_window - now else: self.timestamp = now self.hits = 1 return datetime.timedelta(0)
HTTP适配器:
class MyHttpAdapter(requests.adapters.HTTPAdapter): throttle = None def __init__(self, pool_connections=requests.adapters.DEFAULT_POOLSIZE, pool_maxsize=requests.adapters.DEFAULT_POOLSIZE, max_retries=requests.adapters.DEFAULT_RETRIES, pool_block=requests.adapters.DEFAULT_POOLBLOCK, burst_window=DEFAULT_BURST_WINDOW, wait_window=DEFAULT_WAIT_WINDOW): self.throttle = BurstThrottle(pool_maxsize, burst_window, wait_window) super(MyHttpAdapter, self).__init__(pool_connections=pool_connections, pool_maxsize=pool_maxsize, max_retries=max_retries, pool_block=pool_block) def send(self, request, stream=False, timeout=None, verify=True, cert=None, proxies=None): request_successful = False response = None while not request_successful: wait_time = self.throttle.throttle() while wait_time > datetime.timedelta(0): gevent.sleep(wait_time.total_seconds(), ref=True) wait_time = self.throttle.throttle() response = super(MyHttpAdapter, self).send(request, stream=stream, timeout=timeout, verify=verify, cert=cert, proxies=proxies) if response.status_code != 429: request_successful = True return response
设定:
requests_adapter = adapter.MyHttpAdapter( pool_connections=__CONCURRENT_LIMIT__, pool_maxsize=__CONCURRENT_LIMIT__, max_retries=0, pool_block=False, burst_window=datetime.timedelta(seconds=5), wait_window=datetime.timedelta(seconds=20)) requests_session = requests.session() requests_session.mount('http://', requests_adapter) requests_session.mount('https://', requests_adapter) unsent_requests = (grequests.get(url, hooks={'response': handle_response}, session=requests_session) for url in urls) grequests.map(unsent_requests, size=__CONCURRENT_LIMIT__)