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一步步實現對API的訪問限制(節流)

標簽:
Java

如果客户端很频繁的请求服务器,会给给服务器造成很大的压力,需要对客户端对API的请求,做一些限制,如Python 爬虫对服务器API的请求,对API的请求限制也是反爬虫的一个手段之一,那如何实现对API的访问的限制呢?

webp

image

实现API接口

一个基本的API接口实现,没有任何的限制,客户端可以随意访问,也没有访问限制

[HttpGet]
[Route("~/api/helloworld")]public HttpResponseMessage HelloWorld(){        return Request.CreateResponse(HttpStatusCode.OK, "Hello World");
}

添加基本的限制

如果要做限制,首先想到的是在访问这个接口时,做一个计数器,记录访问的数量,达到一定的数量之后就不能访问,使用cache来实现计数

[HttpGet]
[Route("~/api/helloworld")]public HttpResponseMessage HelloWorld(){    int? requestCount = (int?)System.Web.HttpRuntime.Cache["throttle"];    if (!requestCount.HasValue) requestCount = 0;

    requestCount++;

    HttpRuntime.Cache["throttle"] = requestCount;    if (requestCount > 10) return Request.CreateResponse((HttpStatusCode)429, "Too many requests");    return Request.CreateResponse(HttpStatusCode.OK, "Hello World");
}

这样如果访问 /api/helloworld 这个接口超过10次,就返回 429错误,但是这个实现是不能用于生产环境的,只能演示使用,虽然实现了访问限制,但是超过了次数之后,就无法访问这个接口了,这不是我们想要的,期望的是限制一段时间之后,用户可以重新访问这个API

添加过期时间

改造一下上面的代码,对访问的限制添加一个过期时间,如果超过了限制了,会在一段时间之后,就可以继续访问了

[HttpGet]
[Route("~/api/helloworld")]public HttpResponseMessage HelloWorld(){
    ThrottleInfo throttleInfo = (ThrottleInfo)HttpRuntime.Cache["throttle"];    if (throttleInfo == null)
        throttleInfo = new ThrottleInfo {
                    ExpiresAt = DateTime.Now.AddSeconds(10), RequestCount = 0 };

    throttleInfo.RequestCount++;

    HttpRuntime.Cache.Add("throttle", throttleInfo, null,
        throttleInfo.ExpiresAt, Cache.NoSlidingExpiration,
                CacheItemPriority.Normal, null);    if (throttleInfo.RequestCount > 10)            return Request.CreateResponse((HttpStatusCode)429, "Too many requests");    return Request.CreateResponse(HttpStatusCode.OK, "Hello World");
}private class ThrottleInfo{    public DateTime ExpiresAt { get; set; }    public int RequestCount { get; set; }
}

这样访问超过了限制,等一段时间,就可以继续访问了

封装一下代码,将访问限制的代码提取出来

public HttpResponseMessage HelloWorld(){
    var throttler = new Throttler("helloworld");    if (throttler.RequestShouldBeThrottled())                return Request.CreateResponse(
                    (HttpStatusCode)429, "Too many requests");    return Request.CreateResponse(HttpStatusCode.OK, "Hello World");
}
public class Throttler{
    private int _requestLimit;    private int _timeoutInSeconds;    private string _key;    public Throttler(string key, int requestLimit = 5, int timeoutInSeconds = 10)
    {
        _requestLimit = requestLimit;
        _timeoutInSeconds = timeoutInSeconds;
        _key = key;
    }    public bool RequestShouldBeThrottled()
    {
        ThrottleInfo throttleInfo = (ThrottleInfo)HttpRuntime.Cache[_key];        if (throttleInfo == null) throttleInfo = new ThrottleInfo {
                ExpiresAt = DateTime.Now.AddSeconds(_timeoutInSeconds),
                RequestCount = 0
        };

        throttleInfo.RequestCount++;

        HttpRuntime.Cache.Add(_key,
      throttleInfo,
      null,
      throttleInfo.ExpiresAt,
      Cache.NoSlidingExpiration,
      CacheItemPriority.Normal,
      null);        return (throttleInfo.RequestCount > _requestLimit);
    }    private class ThrottleInfo
    {
        public DateTime ExpiresAt { get; set; }        public int RequestCount { get; set; }
    }
}

不一定需要依赖 HttpRuntime.Cache,使用 ConcurrentDictionary 实现cache

public class Throttler{
    private int _requestLimit;    private int _timeoutInSeconds;    private string _key;    private static ConcurrentDictionary<string, ThrottleInfo> _cache =        new ConcurrentDictionary<string, ThrottleInfo>();    public Throttler(string key, int requestLimit = 5, int timeoutInSeconds = 10)
    {
        _requestLimit = requestLimit;
        _timeoutInSeconds = timeoutInSeconds;
        _key = key;
    }    public bool RequestShouldBeThrottled()
    {
        ThrottleInfo throttleInfo = _cache.ContainsKey(_key) ? _cache[_key] : null;        if (throttleInfo == null || throttleInfo.ExpiresAt <= DateTime.Now)
        {
            throttleInfo = new ThrottleInfo {
                ExpiresAt = DateTime.Now.AddSeconds(_timeoutInSeconds),
                RequestCount = 0};
        };

        throttleInfo.RequestCount++;

        _cache[_key] = throttleInfo;        return (throttleInfo.RequestCount > _requestLimit);
    }    private class ThrottleInfo
    {
        public DateTime ExpiresAt { get; set; }        public int RequestCount { get; set; }
    }
}

使用user id作为key,也可以使用IP地址作为key

  • UserName作为key

[HttpGet]
[Route("~/api/helloworld")]public HttpResponseMessage HelloWorld(){
    var throttler = new Throttler(User.Identity.Name);
}
  • 使用IP地址作为key

[HttpGet]
[Route("~/api/helloworld")]public HttpResponseMessage HelloWorld()
{    var ipAddress = System.Web.HttpContext.Current.Request.ServerVariables["REMOTE_ADDR"];    var throttler = new Throttler(ipAddress);
}

让客户端知道访问限制,已经过期时间等

封装一下返回结果

public HttpResponseMessage HelloWorld(){
    var throttler = new Throttler(User.Identity.Name);

    HttpResponseMessage response = createResponse("Hello World", throttler);    return response;
}private HttpResponseMessage createResponse(object content, Throttler throttler){
    HttpResponseMessage response;    if (throttler.RequestShouldBeThrottled())
        response = Request.CreateResponse((HttpStatusCode)429, "Too many requests");    else
        response = Request.CreateResponse(HttpStatusCode.OK, content);

    response.Headers.Add("X-RateLimit-Limit", throttler.RequestLimit.ToString());
    response.Headers.Add("X-RateLimit-Remaining", throttler.RequestsRemaining.ToString());
    response.Headers.Add("X-RateLimit-Reset", toUnixTime(throttler.WindowResetDate).ToString());    return response;
}private long toUnixTime(DateTime date){
    var epoch = new DateTime(1970, 1, 1, 0, 0, 0, DateTimeKind.Utc);    return Convert.ToInt64((date.ToUniversalTime() - epoch).TotalSeconds);
}

在返回的结果中添加了三个 header ,重构一下 Throttler来支持这个三个属性

public class Throttler{
    public int RequestLimit { get; private set; }    public int RequestsRemaining { get; private set; }    public DateTime WindowResetDate { get; private set; }    private static ConcurrentDictionary<string, ThrottleInfo> _cache =        new ConcurrentDictionary<string, ThrottleInfo>();    private string _key;    private int _timeoutInSeconds;    public Throttler(string key, int requestLimit = 5, int timeoutInSeconds = 10)
    {
        RequestLimit = requestLimit;
        _timeoutInSeconds = timeoutInSeconds;
        _key = key;
    }    public bool RequestShouldBeThrottled()
    {
        ThrottleInfo throttleInfo = _cache.ContainsKey(_key) ? _cache[_key] : null;        if (throttleInfo == null || throttleInfo.ExpiresAt <= DateTime.Now)
        {
            throttleInfo = new ThrottleInfo {
                ExpiresAt = DateTime.Now.AddSeconds(_timeoutInSeconds),
                RequestCount = 0};
        };

        WindowResetDate = throttleInfo.ExpiresAt;

        throttleInfo.RequestCount++;

        _cache[ThrottleGroup] = throttleInfo;

        RequestsRemaining = Math.Max(RequestLimit - throttleInfo.RequestCount, 0);        return (throttleInfo.RequestCount > RequestLimit);
    }    private class ThrottleInfo
    {
        public DateTime ExpiresAt { get; set; }        public int RequestCount { get; set; }
    }
}

创建一个属性

using System;using System.Net;using System.Net.Http;using System.Runtime.CompilerServices;using System.Web;using System.Web.Http.Controllers;using System.Web.Http.Filters;namespace Throttling
{    public class ThrottleFilter : ActionFilterAttribute
    {        private Throttler _throttler;        private string _throttleGroup;        public ThrottleFilter(            int RequestLimit = 5,            int TimeoutInSeconds = 10,
            [CallerMemberName] string ThrottleGroup = null)
        {
            _throttleGroup = ThrottleGroup;
            _throttler = new Throttler(ThrottleGroup, RequestLimit, TimeoutInSeconds);
        }        public override void OnActionExecuting(HttpActionContext actionContext)
        {
            setIdentityAsThrottleGroup();            if (_throttler.RequestShouldBeThrottled)
            {
                actionContext.Response = actionContext.Request.CreateResponse(
                    (HttpStatusCode)429, "Too many requests");

                addThrottleHeaders(actionContext.Response);
            }

            base.OnActionExecuting(actionContext);
        }        public override void OnActionExecuted(HttpActionExecutedContext actionExecutedContext)
        {
            setIdentityAsThrottleGroup();            if (actionExecutedContext.Exception == null) _throttler.IncrementRequestCount();
            addThrottleHeaders(actionExecutedContext.Response);
            base.OnActionExecuted(actionExecutedContext);
        }        private void setIdentityAsThrottleGroup()
        {            if (_throttleGroup == "identity")
                _throttler.ThrottleGroup = HttpContext.Current.User.Identity.Name;            if (_throttleGroup == "ipaddress")
                _throttler.ThrottleGroup = HttpContext.Current.Request.UserHostAddress;
        }        private void addThrottleHeaders(HttpResponseMessage response)
        {            if (response == null) return;

            foreach (var header in _throttler.GetRateLimitHeaders())
                response.Headers.Add(header.Key, header.Value);
        }
    }
}

对应的 Throttler代码

using System;using System.Collections.Concurrent;using System.Collections.Generic;namespace Throttling
{    public class Throttler
    {
        public int RequestLimit { get; private set; }        public int RequestsRemaining { get; private set; }        public DateTime WindowResetDate { get; private set; }        private static ConcurrentDictionary<string, ThrottleInfo> _cache =            new ConcurrentDictionary<string, ThrottleInfo>();        public string ThrottleGroup { get; set; }        private int _timeoutInSeconds;        public Throttler(string key, int requestLimit = 5, int timeoutInSeconds = 10)
        {
            RequestLimit = requestLimit;
            _timeoutInSeconds = timeoutInSeconds;
            ThrottleGroup = key;
        }        private ThrottleInfo getThrottleInfoFromCache()
        {
            ThrottleInfo throttleInfo =
                _cache.ContainsKey(ThrottleGroup) ? _cache[ThrottleGroup] : null;            if (throttleInfo == null || throttleInfo.ExpiresAt <= DateTime.Now)
            {
                throttleInfo = new ThrottleInfo
                {
                    ExpiresAt = DateTime.Now.AddSeconds(_timeoutInSeconds),
                    RequestCount = 0
                };
            };            return throttleInfo;
        }        public bool RequestShouldBeThrottled
        {
            get
            {
                ThrottleInfo throttleInfo = getThrottleInfoFromCache();
                WindowResetDate = throttleInfo.ExpiresAt;
                RequestsRemaining = Math.Max(RequestLimit - throttleInfo.RequestCount, 0);                return (throttleInfo.RequestCount > RequestLimit);
            }
        }        public void IncrementRequestCount()
        {
            ThrottleInfo throttleInfo = getThrottleInfoFromCache();
            throttleInfo.RequestCount++;
            _cache[ThrottleGroup] = throttleInfo;
        }        private class ThrottleInfo
        {
            public DateTime ExpiresAt { get; set; }            public int RequestCount { get; set; }
        }        public Dictionary<string,string> GetRateLimitHeaders()
        {
            ThrottleInfo throttleInfo = getThrottleInfoFromCache();            int requestsRemaining = Math.Max(RequestLimit - throttleInfo.RequestCount, 0);

            var headers = new Dictionary<string,string>();
            headers.Add("X-RateLimit-Limit", RequestLimit.ToString());
            headers.Add("X-RateLimit-Remaining", RequestsRemaining.ToString());
            headers.Add("X-RateLimit-Reset", toUnixTime(throttleInfo.ExpiresAt).ToString());            return headers;
        }        private long toUnixTime(DateTime date)
        {
            var epoch = new DateTime(1970, 1, 1, 0, 0, 0, DateTimeKind.Utc);            return Convert.ToInt64((date.ToUniversalTime() - epoch).TotalSeconds);
        }

    }
}

如何使用

  • 基本使用

[ThrottleFilter()]
[HttpGet]
[Route("~/api/helloworld")]public HttpResponseMessage HelloWorld(){  return Request.CreateResponse(HttpStatusCode.OK, "Hello World");
}
  • 添加限制

[ThrottleFilter(RequestLimit: 50, TimeoutInSeconds: 5)]
[HttpGet]
[Route("~/api/allow-more")]public HttpResponseMessage HelloWorld2(){    return Request.CreateResponse(HttpStatusCode.OK, "Hello World2");
}
  • 使用IP地址

[ThrottleFilter(ThrottleGroup: "ipaddress")]
[HttpGet]
[Route("~/api/name")]public HttpResponseMessage GetName(int id){    return Request.CreateResponse(HttpStatusCode.OK, "John Smith");
}
  • 使用user Id

[ThrottleFilter(ThrottleGroup: "identity")]
[HttpGet]
[Route("~/api/name")]public HttpResponseMessage GetName(int id){    return Request.CreateResponse(HttpStatusCode.OK, "Jane Doe");
}



作者:CoderMiner
链接:https://www.jianshu.com/p/56a03c4b71f4


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