Django Rest Framework源码剖析(三)—–频率控制详解编程语言

一、简介

承接上篇文章Django Rest Framework源码剖析(二)—–权限,当服务的接口被频繁调用,导致资源紧张怎么办呢?当然或许有很多解决办法,比如:负载均衡、提高服务器配置、通过代理限制访问频率等,但是django rest framework自身就提供了访问频率的控制,可以从代码本身做控制。

二、频率控制内部原理概述

django rest framework 中频率控制基本原理基于访问次数和时间,通过计算实现,当然我们也可以自己定义频率控制方法。基本原理如下:

启用频率,DRF内部会有一个字典记录来访者的IP,以及访问时间最近几(通过配置)次的访问时间,这样确保每次列表中最后一个元素都是该用户请求的最早时间,形式如下:

{ 
IP1:[第三次请求时间,第二次请求时间,第一次请求时间,], 
IP2:[第二次请求时间,第一次请求时间,], 
..... 
}

举例说明,比如我现在配置了5秒内只能访问2次,每次请求到达频率控制时候先判断请求者IP是否已经在这个请求字典中,若存在,在判断用户请求5秒内的请求次数,若次数小于等于2,则允许请求,若大于2,则超过频率,不允许请求。

关于请求频率的的算法(以5秒内最多访问两次为例):

1.首先删除掉列表里5秒之前的请求,循环判断当前请求时间和最早请求时间之差记作t1,若t1大于5则代表列表中最早的请求已经在5秒外了,删除掉,继续判断倒数第二个请求,直到t1小于5.

2.当确保请求列表中只有5秒内请求时候,接着判断其请求次数(列表长度),若长度大于2,则证明超过5秒内访问超过2次了,则不允许,否则,通过并将此次访问时间插入到列表最前面,作为最新访问时间。

三、基本使用

同样,先来了解下频率控制的使用方法,后面在分析源码

1.在utils目录下新建立文件,throttle.py,添加频率控制为每分钟只能访问5次

#!/usr/bin/env python3 
#_*_ coding:utf-8 _*_ 
#Author:wd 
from rest_framework.throttling import SimpleRateThrottle 
 
class VisitThrottle(SimpleRateThrottle): 
    """5秒内最多访问三次""" 
    scope = "WD"  #settings配置文件中的key,用于获取配置的频率 
 
    def get_cache_key(self, request, view): 
        return self.get_ident(request)

2.settings.py中配置全局频率控制

REST_FRAMEWORK = { 
    #频率控制配置 
    "DEFAULT_THROTTLE_CLASSES":['utils.throttle.VisitThrottle'],   #全局配置, 
    "DEFAULT_THROTTLE_RATES":{ 
        'WD':'5/m',         #速率配置每分钟不能超过5次访问,WD是scope定义的值, 
 
    } 
}

urls.py

from django.conf.urls import url 
from django.contrib import admin 
from app01 import views 
 
urlpatterns = [ 
 
    url(r'^api/v1/auth', views.AuthView.as_view()), 
    url(r'^api/v1/order', views.OrderView.as_view()), 
]

models.py

from django.db import models 
 
class UserInfo(models.Model): 
    user_type_choice = ( 
        (1,"普通用户"), 
        (2,"会员"), 
    ) 
    user_type = models.IntegerField(choices=user_type_choice) 
    username = models.CharField(max_length=32,unique=True) 
    password = models.CharField(max_length=64) 
 
 
class UserToken(models.Model): 
    user = models.OneToOneField(to=UserInfo) 
    token = models.CharField(max_length=64)

订单视图

class OrderView(APIView): 
    '''查看订单''' 
    from utils.permissions import MyPremission 
    authentication_classes = [Authentication,]    #添加认证 
    permission_classes = [MyPremission,]           #添加权限控制 
    def get(self,request,*args,**kwargs): 
        #request.user 
        #request.auth 
        ret = {'code':1000,'msg':"你的订单已经完成",'data':"买了一个mac"} 
        return JsonResponse(ret,safe=True)

使用postman验证如下图,可以看到频率限制已经起作用了。

Django Rest Framework源码剖析(三)-----频率控制详解编程语言

四、频率控制源码剖析

在前面几篇文章中已经分析了DRF的认证、权限源码,频率控制也一样也从APIView的dispatch方法说起,参考注解:

dispatch()

def dispatch(self, request, *args, **kwargs): 
        """ 
        `.dispatch()` is pretty much the same as Django's regular dispatch, 
        but with extra hooks for startup, finalize, and exception handling. 
        """ 
        self.args = args 
        self.kwargs = kwargs 
        #对原始request进行加工,丰富了一些功能 
        #Request( 
        #     request, 
        #     parsers=self.get_parsers(), 
        #     authenticators=self.get_authenticators(), 
        #     negotiator=self.get_content_negotiator(), 
        #     parser_context=parser_context 
        # ) 
        #request(原始request,[BasicAuthentications对象,]) 
        #获取原生request,request._request 
        #获取认证类的对象,request.authticators 
        #1.封装request 
        request = self.initialize_request(request, *args, **kwargs) 
        self.request = request 
        self.headers = self.default_response_headers  # deprecate? 
 
        try: 
            self.initial(request, *args, **kwargs) 
 
            # Get the appropriate handler method 
            if request.method.lower() in self.http_method_names: 
                handler = getattr(self, request.method.lower(), 
                                  self.http_method_not_allowed) 
            else: 
                handler = self.http_method_not_allowed 
 
            response = handler(request, *args, **kwargs) 
 
        except Exception as exc: 
            response = self.handle_exception(exc) 
 
        self.response = self.finalize_response(request, response, *args, **kwargs) 
        return self.response

2.执行inital方法,initial方法中执行check_throttles则开始频率控制

def initial(self, request, *args, **kwargs): 
        """ 
        Runs anything that needs to occur prior to calling the method handler. 
        """ 
        self.format_kwarg = self.get_format_suffix(**kwargs) 
 
        # Perform content negotiation and store the accepted info on the request 
        neg = self.perform_content_negotiation(request) 
        request.accepted_renderer, request.accepted_media_type = neg 
 
        # Determine the API version, if versioning is in use. 
        version, scheme = self.determine_version(request, *args, **kwargs) 
        request.version, request.versioning_scheme = version, scheme 
 
        # Ensure that the incoming request is permitted 
        #2.实现认证 
        self.perform_authentication(request) 
        #3.权限判断 
        self.check_permissions(request) 
        #4.频率限制 
        self.check_throttles(request)    

3.下面是check_throttles源码,与认证、权限一样采用列表对象方式,通过判断allow_request方法返回值判断频率是否通过

  def check_throttles(self, request): 
        """ 
        Check if request should be throttled. 
        Raises an appropriate exception if the request is throttled. 
        """ 
        for throttle in self.get_throttles(): #循环频率控制类结果 
            if not throttle.allow_request(request, self): #判断其中的allow_requestf返回结果,true则频率通过,否则返回等待多少秒可以访问 
                self.throttled(request, throttle.wait())

4.get_throttles方法,采用列表生成式生成频率控制对象,与认证、权限一直

    def get_throttles(self): 
        """ 
        Instantiates and returns the list of throttles that this view uses. 
        """ 
        return [throttle() for throttle in self.throttle_classes] #列表生成式生成控制频率对象列表

5.self.throttle_classes属性获取

class APIView(View): 
 
    # The following policies may be set at either globally, or per-view. 
    renderer_classes = api_settings.DEFAULT_RENDERER_CLASSES 
    parser_classes = api_settings.DEFAULT_PARSER_CLASSES 
    authentication_classes = api_settings.DEFAULT_AUTHENTICATION_CLASSES 
    throttle_classes = api_settings.DEFAULT_THROTTLE_CLASSES     #频率控制全局配置 
    permission_classes = api_settings.DEFAULT_PERMISSION_CLASSES 
    content_negotiation_class = api_settings.DEFAULT_CONTENT_NEGOTIATION_CLASS 
    metadata_class = api_settings.DEFAULT_METADATA_CLASS 
    versioning_class = api_settings.DEFAULT_VERSIONING_CLASS

6.通过以上分析,知道了频率控制是通过判断每个类中的allow_request放法的返回值来判断频率是否通过,下面我们来看看我们所使用的SimpleRateThrottle怎么实现的,分析部分请看注解:

SimpleRateThrottle类源码:

class SimpleRateThrottle(BaseThrottle): 
""" 
A simple cache implementation, that only requires `.get_cache_key()` 
to be overridden. 
The rate (requests / seconds) is set by a `rate` attribute on the View 
class.  The attribute is a string of the form 'number_of_requests/period'. 
Period should be one of: ('s', 'sec', 'm', 'min', 'h', 'hour', 'd', 'day') 
Previous request information used for throttling is stored in the cache. 
""" 
cache = default_cache  # 存放请求时间,类似与示例中的大字典,这里使用的是django的缓存 
timer = time.time 
cache_format = 'throttle_%(scope)s_%(ident)s' 
scope = None 
THROTTLE_RATES = api_settings.DEFAULT_THROTTLE_RATES 
def __init__(self): 
if not getattr(self, 'rate', None): 
self.rate = self.get_rate() 
self.num_requests, self.duration = self.parse_rate(self.rate) 
def get_cache_key(self, request, view):
# 获取请求的key标识,必须要有否则会报错,这里可以重写,使用用户的用户名、或其他作为key,在示例中使用的get_ident方法用户获取用户IP作为key
""" Should return a unique cache-key which can be used for throttling. Must be overridden. May return `None` if the request should not be throttled. """ raise NotImplementedError('.get_cache_key() must be overridden') def get_rate(self): # 获取配置文件的配置速率 """ Determine the string representation of the allowed request rate. """ if not getattr(self, 'scope', None): # 通过获取共有属性scope来获取配置的速率 msg = ("You must set either `.scope` or `.rate` for '%s' throttle" % self.__class__.__name__) raise ImproperlyConfigured(msg) try: return self.THROTTLE_RATES[self.scope] except KeyError: msg = "No default throttle rate set for '%s' scope" % self.scope raise ImproperlyConfigured(msg) def parse_rate(self, rate): # 格式化速率 """ Given the request rate string, return a two tuple of: <allowed number of requests>, <period of time in seconds> """ if rate is None: return (None, None) num, period = rate.split('/') # 分离字符串 num_requests = int(num) duration = {'s': 1, 'm': 60, 'h': 3600, 'd': 86400}[period[0]] # 转换时间为数字,示例配置的5/m,m转为60秒 return (num_requests, duration) def allow_request(self, request, view): # 判断请求的速率是否通过 """ Implement the check to see if the request should be throttled. On success calls `throttle_success`. On failure calls `throttle_failure`. """ if self.rate is None: return True self.key = self.get_cache_key(request, view) if self.key is None: return True self.history = self.cache.get(self.key, []) self.now = self.timer() # Drop any requests from the history which have now passed the # throttle duration while self.history and self.history[-1] <= self.now - self.duration: # 频率判断实现原理,已经举例进行了说明 self.history.pop() if len(self.history) >= self.num_requests: return self.throttle_failure() return self.throttle_success() def throttle_success(self): # 频率通过返回true """ Inserts the current request's timestamp along with the key into the cache. """ self.history.insert(0, self.now) self.cache.set(self.key, self.history, self.duration) return True def throttle_failure(self): # 不通过返回false """ Called when a request to the API has failed due to throttling. """ return False def wait(self): # 返回等待时间 """ Returns the recommended next request time in seconds. """ if self.history: remaining_duration = self.duration - (self.now - self.history[-1]) else: remaining_duration = self.duration available_requests = self.num_requests - len(self.history) + 1 if available_requests <= 0: return None return remaining_duration / float(available_requests)

get_ident方法源码,该方法用于获取请求的IP:

    def get_ident(self, request): 
""" 
Identify the machine making the request by parsing HTTP_X_FORWARDED_FOR 
if present and number of proxies is > 0. If not use all of 
HTTP_X_FORWARDED_FOR if it is available, if not use REMOTE_ADDR. 
""" 
xff = request.META.get('HTTP_X_FORWARDED_FOR') 
remote_addr = request.META.get('REMOTE_ADDR') 
#这里request是封装以后的requst,django原生的是request._request.META 这样也可以获取 
num_proxies = api_settings.NUM_PROXIES 
if num_proxies is not None: 
if num_proxies == 0 or xff is None: 
return remote_addr 
addrs = xff.split(',') 
client_addr = addrs[-min(num_proxies, len(addrs))] 
return client_addr.strip() 
return ''.join(xff.split()) if xff else remote_addr
五、内置频率控制类

DRF内置了多种频率控制类提供我们使用,其核心原理都是通过判断request_allow方法返回值来判断频率是否通过,通过wait方法返回等待时间。

1.BaseThrottle:最基本的频率控制需要重写allow_request方法和wait方法

Django Rest Framework源码剖析(三)-----频率控制详解编程语言

class BaseThrottle(object): 
""" 
Rate throttling of requests. 
""" 
def allow_request(self, request, view): 
""" 
Return `True` if the request should be allowed, `False` otherwise. 
""" 
raise NotImplementedError('.allow_request() must be overridden') 
def get_ident(self, request): 
""" 
Identify the machine making the request by parsing HTTP_X_FORWARDED_FOR 
if present and number of proxies is > 0. If not use all of 
HTTP_X_FORWARDED_FOR if it is available, if not use REMOTE_ADDR. 
""" 
xff = request.META.get('HTTP_X_FORWARDED_FOR') 
remote_addr = request.META.get('REMOTE_ADDR') 
num_proxies = api_settings.NUM_PROXIES 
if num_proxies is not None: 
if num_proxies == 0 or xff is None: 
return remote_addr 
addrs = xff.split(',') 
client_addr = addrs[-min(num_proxies, len(addrs))] 
return client_addr.strip() 
return ''.join(xff.split()) if xff else remote_addr 
def wait(self): 
""" 
Optionally, return a recommended number of seconds to wait before 
the next request. 
""" 
return None

class BaseThrottle(object)

2.SimpleRateThrottle:示例中已经使用,并对源码和原理进行了分析。

Django Rest Framework源码剖析(三)-----频率控制详解编程语言

class SimpleRateThrottle(BaseThrottle): 
""" 
A simple cache implementation, that only requires `.get_cache_key()` 
to be overridden. 
The rate (requests / seconds) is set by a `rate` attribute on the View 
class.  The attribute is a string of the form 'number_of_requests/period'. 
Period should be one of: ('s', 'sec', 'm', 'min', 'h', 'hour', 'd', 'day') 
Previous request information used for throttling is stored in the cache. 
""" 
cache = default_cache 
timer = time.time 
cache_format = 'throttle_%(scope)s_%(ident)s' 
scope = None 
THROTTLE_RATES = api_settings.DEFAULT_THROTTLE_RATES 
def __init__(self): 
if not getattr(self, 'rate', None): 
self.rate = self.get_rate() 
self.num_requests, self.duration = self.parse_rate(self.rate) 
def get_cache_key(self, request, view): 
""" 
Should return a unique cache-key which can be used for throttling. 
Must be overridden. 
May return `None` if the request should not be throttled. 
""" 
raise NotImplementedError('.get_cache_key() must be overridden') 
def get_rate(self): 
""" 
Determine the string representation of the allowed request rate. 
""" 
if not getattr(self, 'scope', None): 
msg = ("You must set either `.scope` or `.rate` for '%s' throttle" % 
self.__class__.__name__) 
raise ImproperlyConfigured(msg) 
try: 
return self.THROTTLE_RATES[self.scope] 
except KeyError: 
msg = "No default throttle rate set for '%s' scope" % self.scope 
raise ImproperlyConfigured(msg) 
def parse_rate(self, rate): 
""" 
Given the request rate string, return a two tuple of: 
<allowed number of requests>, <period of time in seconds> 
""" 
if rate is None: 
return (None, None) 
num, period = rate.split('/') 
num_requests = int(num) 
duration = {'s': 1, 'm': 60, 'h': 3600, 'd': 86400}[period[0]] 
return (num_requests, duration) 
def allow_request(self, request, view): 
""" 
Implement the check to see if the request should be throttled. 
On success calls `throttle_success`. 
On failure calls `throttle_failure`. 
""" 
if self.rate is None: 
return True 
self.key = self.get_cache_key(request, view) 
if self.key is None: 
return True 
self.history = self.cache.get(self.key, []) 
self.now = self.timer() 
# Drop any requests from the history which have now passed the 
# throttle duration 
while self.history and self.history[-1] <= self.now - self.duration: 
self.history.pop() 
if len(self.history) >= self.num_requests: 
return self.throttle_failure() 
return self.throttle_success() 
def throttle_success(self): 
""" 
Inserts the current request's timestamp along with the key 
into the cache. 
""" 
self.history.insert(0, self.now) 
self.cache.set(self.key, self.history, self.duration) 
return True 
def throttle_failure(self): 
""" 
Called when a request to the API has failed due to throttling. 
""" 
return False 
def wait(self): 
""" 
Returns the recommended next request time in seconds. 
""" 
if self.history: 
remaining_duration = self.duration - (self.now - self.history[-1]) 
else: 
remaining_duration = self.duration 
available_requests = self.num_requests - len(self.history) + 1 
if available_requests <= 0: 
return None 
return remaining_duration / float(available_requests)

3.AnonRateThrottle:匿名用户频率控制

Django Rest Framework源码剖析(三)-----频率控制详解编程语言

class AnonRateThrottle(SimpleRateThrottle): 
""" 
Limits the rate of API calls that may be made by a anonymous users. 
The IP address of the request will be used as the unique cache key. 
""" 
scope = 'anon' 
def get_cache_key(self, request, view): 
if request.user.is_authenticated: 
return None  # Only throttle unauthenticated requests. 
return self.cache_format % { 
'scope': self.scope, 
'ident': self.get_ident(request) 
}

AnonRateThrottle

4.UserRateThrottle:基于SimpleRateThrottle,对用户的频率控制

Django Rest Framework源码剖析(三)-----频率控制详解编程语言

class UserRateThrottle(SimpleRateThrottle): 
""" 
Limits the rate of API calls that may be made by a given user. 
The user id will be used as a unique cache key if the user is 
authenticated.  For anonymous requests, the IP address of the request will 
be used. 
""" 
scope = 'user' 
def get_cache_key(self, request, view): 
if request.user.is_authenticated: 
ident = request.user.pk 
else: 
ident = self.get_ident(request) 
return self.cache_format % { 
'scope': self.scope, 
'ident': ident 
}

UserRateThrottle

六、自定义频率控制

自定义频率控制无非实现request_allow方法和wait方法,你可以根据实际需求来定制你的频率控制,下面是示例:

from rest_framework.throttling import BaseThrottle 
import time 
REQUEST_RECORD = {}  # 访问记录,可使用nosql数据库 
class VisitThrottle(BaseThrottle): 
'''60s内最多能访问5次''' 
def __init__(self): 
self.history = None 
def allow_request(self, request, view): 
# 获取用户ip (get_ident) 
remote_addr = self.get_ident(request) 
ctime = time.time() 
if remote_addr not in REQUEST_RECORD: 
REQUEST_RECORD[remote_addr] = [ctime, ]  # 保持请求的时间,形式{ip:[时间,]} 
return True  # True表示可以访问 
# 获取当前ip的历史访问记录 
history = REQUEST_RECORD.get(remote_addr) 
self.history = history 
while history and history[-1] < ctime - 60: 
# while循环确保每列表中是最新的60秒内的请求 
             
history.pop() 
# 访问记录小于5次,将本次请求插入到最前面,作为最新的请求 
if len(history) < 5: 
history.insert(0, ctime) 
return True 
def wait(self): 
'''返回等待时间''' 
ctime = time.time() 
return 60 - (ctime - self.history[-1])
七、总结

1.使用方法:

  • 继承BaseThrottle类
  • 重写request_allow方法和wait方法,request_allow方法返回true代表通过,否则拒绝,wait返回等待的时间

2.配置

###全局使用 
 
REST_FRAMEWORK = { 
#频率控制配置 
"DEFAULT_THROTTLE_CLASSES":['utils.throttle.VisitThrottle'],   #全局配置, 
"DEFAULT_THROTTLE_RATES":{ 
'WD':'5/m',         #速率配置每分钟不能超过5次访问,WD是scope定义的值 
 
} 
} 
##单一视图使用 
throttle_classes = [VisitThrottle,] 
##优先级 
单一视图>全局

 

原创文章,作者:ItWorker,如若转载,请注明出处:https://blog.ytso.com/12448.html

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