go爬虫框架colly源码以及软件架构分析

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无意中发现了colly,我一直是使用python进行爬虫的, 学习golang的使用, 用go参考scrapy架构写了一个爬虫的框架demo。我一直以为go不适合做爬虫, go的领域是后端服务。然后去搜索了一下colly, 发现还是很流行。 我个人还是比较喜欢爬虫, 网络上的数据就是公开的API, 所以, 爬虫去请求接口获取数据。当然我是遵循君子协议的。

好, 下面进入正题,介绍colly

colly介绍

Lightning Fast and Elegant Scraping Framework for Gophers

Colly provides a clean interface to write any kind of crawler/scraper/spider.
官方的介绍,gocolly快速优雅,在单核上每秒可以发起1K以上请求;以回调函数的形式提供了一组接口,可以实现任意类型的爬虫;依赖goquery库可以像jquery一样选择web元素。

安装使用

colly
官网

go get -u github.com/gocolly/colly/...
import "github.com/gocolly/colly"

架构特点

了解爬虫的都知道一个爬虫请求的生命周期

  1. 构建请求
  2. 发送请求
  3. 获取文档或数据
  4. 解析文档或清洗数据
  5. 数据处理或持久化

scrapy的设计理念是将上面的每一个步骤抽离出来,然后做出组件的形式, 最后通过调度组成流水线的工作形式。
我们看一下scrapy的架构图, 这里只是简单的介绍下, 后面有时间,我深入介绍scrapy


如图,downloader负责请求获取页面,spiders中写具体解析文档的逻辑,item PipeLine数据最后处理, 中间有一些中间件,可以一些功能的装饰。比如,代理,请求频率等。

我们介绍一下colly的架构特点
colly的逻辑更像是面向过程编程的, colly的逻辑就是按上面生命周期的顺序管道处理, 只是在不同阶段,加上回调函数进行过滤的时候进行处理。


下面也按照这个逻辑进行介绍

源码分析

先给一个????


package main

import (
    "fmt"

    "github.com/gocolly/colly"
)

func main() {
    // Instantiate default collector
    c := colly.NewCollector(
        // Visit only domains: hackerspaces.org, wiki.hackerspaces.org
        colly.AllowedDomains("hackerspaces.org", "wiki.hackerspaces.org"),
    )

    // On every a element which has href attribute call callback
    c.OnHTML("a[href]", func(e *colly.HTMLElement) {
        link := e.Attr("href")
        // Print link
        fmt.Printf("Link found: %q -> %s\n", e.Text, link)
        // Visit link found on page
        // Only those links are visited which are in AllowedDomains
        c.Visit(e.Request.AbsoluteURL(link))
    })

    // Before making a request print "Visiting ..."
    c.OnRequest(func(r *colly.Request) {
        fmt.Println("Visiting", r.URL.String())
    })

    // Start scraping on https://hackerspaces.org
    c.Visit("https://hackerspaces.org/")
}

这是官方给的示例, 可以看到colly.NewCollector创建一个收集器, colly的所有处理逻辑都是以Collector为核心进行操作的。

我们看一下 Collector结构体的定义

// Collector provides the scraper instance for a scraping job
type Collector struct {
    // UserAgent is the User-Agent string used by HTTP requests
    UserAgent string
    // MaxDepth limits the recursion depth of visited URLs.
    // Set it to 0 for infinite recursion (default).
    MaxDepth int
    // AllowedDomains is a domain whitelist.
    // Leave it blank to allow any domains to be visited
    AllowedDomains []string
    // DisallowedDomains is a domain blacklist.
    DisallowedDomains []string
    // DisallowedURLFilters is a list of regular expressions which restricts
    // visiting URLs. If any of the rules matches to a URL the
    // request will be stopped. DisallowedURLFilters will
    // be evaluated before URLFilters
    // Leave it blank to allow any URLs to be visited
    DisallowedURLFilters []*regexp.Regexp
    // URLFilters is a list of regular expressions which restricts
    // visiting URLs. If any of the rules matches to a URL the
    // request won't be stopped. DisallowedURLFilters will
    // be evaluated before URLFilters

    // Leave it blank to allow any URLs to be visited
    URLFilters []*regexp.Regexp

    // AllowURLRevisit allows multiple downloads of the same URL
    AllowURLRevisit bool
    // MaxBodySize is the limit of the retrieved response body in bytes.
    // 0 means unlimited.
    // The default value for MaxBodySize is 10MB (10 * 1024 * 1024 bytes).
    MaxBodySize int
    // CacheDir specifies a location where GET requests are cached as files.
    // When it's not defined, caching is disabled.
    CacheDir string
    // IgnoreRobotsTxt allows the Collector to ignore any restrictions set by
    // the target host's robots.txt file.  See http://www.robotstxt.org/ for more
    // information.
    IgnoreRobotsTxt bool
    // Async turns on asynchronous network communication. Use Collector.Wait() to
    // be sure all requests have been finished.
    Async bool
    // ParseHTTPErrorResponse allows parsing HTTP responses with non 2xx status codes.
    // By default, Colly parses only successful HTTP responses. Set ParseHTTPErrorResponse
    // to true to enable it.
    ParseHTTPErrorResponse bool
    // ID is the unique identifier of a collector
    ID uint32
    // DetectCharset can enable character encoding detection for non-utf8 response bodies
    // without explicit charset declaration. This feature uses https://github.com/saintfish/chardet
    DetectCharset bool
    // RedirectHandler allows control on how a redirect will be managed
    RedirectHandler func(req *http.Request, via []*http.Request) error
    // CheckHead performs a HEAD request before every GET to pre-validate the response
    CheckHead         bool
    store             storage.Storage
    debugger          debug.Debugger
    robotsMap         map[string]*robotstxt.RobotsData
    htmlCallbacks     []*htmlCallbackContainer
    xmlCallbacks      []*xmlCallbackContainer
    requestCallbacks  []RequestCallback
    responseCallbacks []ResponseCallback
    errorCallbacks    []ErrorCallback
    scrapedCallbacks  []ScrapedCallback
    requestCount      uint32
    responseCount     uint32
    backend           *httpBackend
    wg                *sync.WaitGroup
    lock              *sync.RWMutex
}

上面的具体属性我就不介绍了, 看看注释也就懂了。
我就先按上面的示例解释源码

    // 创建一个 Collector对象
    c := colly.NewCollector(
        // Visit only domains: hackerspaces.org, wiki.hackerspaces.org
        colly.AllowedDomains("hackerspaces.org", "wiki.hackerspaces.org"),
    )

    // 添加一个HTML的回调函数
    c.OnHTML("a[href]", func(e *colly.HTMLElement) {
        link := e.Attr("href")
        // Print link
        fmt.Printf("Link found: %q -> %s\n", e.Text, link)
        // Visit link found on page
        // Only those links are visited which are in AllowedDomains
        c.Visit(e.Request.AbsoluteURL(link))
    })

    // 添加一个 Requset回调函数
    c.OnRequest(func(r *colly.Request) {
        fmt.Println("Visiting", r.URL.String())
    })

    // 开始爬取
    c.Visit("https://hackerspaces.org/")

回调函数如何用? 什么作用? 先卖个关子, c.Visit("https://hackerspaces.org/")是入口, 那就先分析它,

// Visit starts Collector's collecting job by creating a
// request to the URL specified in parameter.
// Visit also calls the previously provided callbacks
func (c *Collector) Visit(URL string) error {
    if c.CheckHead {
        if check := c.scrape(URL, "HEAD", 1, nil, nil, nil, true); check != nil {
            return check
        }
    }
    return c.scrape(URL, "GET", 1, nil, nil, nil, true)
}

????又出来一个新的method,

func (c *Collector) scrape(u, method string, depth int, requestData io.Reader, ctx *Context, hdr http.Header, checkRevisit bool) error {
    // 检查请求是否合法
    if err := c.requestCheck(u, method, depth, checkRevisit); err != nil {
        return err
    }
    // 解析url,
    parsedURL, err := url.Parse(u)
    if err != nil {
        return err
    }
    if parsedURL.Scheme == "" {
        parsedURL.Scheme = "http"
    }
    if !c.isDomainAllowed(parsedURL.Hostname()) {
        return ErrForbiddenDomain
    }
    // robots协议
    if method != "HEAD" && !c.IgnoreRobotsTxt {
        if err = c.checkRobots(parsedURL); err != nil {
            return err
        }
    }
     // headers
    if hdr == nil {
        hdr = http.Header{"User-Agent": []string{c.UserAgent}}
    }
    rc, ok := requestData.(io.ReadCloser)
    if !ok && requestData != nil {
        rc = ioutil.NopCloser(requestData)
    }
    // The Go HTTP API ignores "Host" in the headers, preferring the client
    // to use the Host field on Request.
    host := parsedURL.Host
    if hostHeader := hdr.Get("Host"); hostHeader != "" {
        host = hostHeader
    }
    // 构造http.Request
    req := &http.Request{
        Method:     method,
        URL:        parsedURL,
        Proto:      "HTTP/1.1",
        ProtoMajor: 1,
        ProtoMinor: 1,
        Header:     hdr,
        Body:       rc,
        Host:       host,
    }
    // 请求的数据(requestData)转换成io.ReadCloser接口数据
    setRequestBody(req, requestData)
    u = parsedURL.String()
    c.wg.Add(1)
    // 异步方式
    if c.Async {
        go c.fetch(u, method, depth, requestData, ctx, hdr, req)
        return nil
    }
    return c.fetch(u, method, depth, requestData, ctx, hdr, req)
}

上面很大篇幅都是检查, 现在还在 request的阶段, 还没有response,看c.fetch

fetch就是colly的核心内容

func (c *Collector) fetch(u, method string, depth int, requestData io.Reader, ctx *Context, hdr http.Header, req *http.Request) error {
    defer c.wg.Done()
    if ctx == nil {
        ctx = NewContext()
    }
    request := &Request{
        URL:       req.URL,
        Headers:   &req.Header,
        Ctx:       ctx,
        Depth:     depth,
        Method:    method,
        Body:      requestData,
        collector: c, // 这里将Collector放到request中,这个可以对请求继续处理
        ID:        atomic.AddUint32(&c.requestCount, 1),
    }
    // 回调函数处理 request
    c.handleOnRequest(request)

    if request.abort {
        return nil
    }

    if method == "POST" && req.Header.Get("Content-Type") == "" {
        req.Header.Add("Content-Type", "application/x-www-form-urlencoded")
    }

    if req.Header.Get("Accept") == "" {
        req.Header.Set("Accept", "*/*")
    }

    origURL := req.URL
    // 这里是 去请求网络, 是调用了 `http.Client.Do`方法请求的
    response, err := c.backend.Cache(req, c.MaxBodySize, c.CacheDir)
    if proxyURL, ok := req.Context().Value(ProxyURLKey).(string); ok {
        request.ProxyURL = proxyURL
    }
    // 回调函数,处理error
    if err := c.handleOnError(response, err, request, ctx); err != nil {
        return err
    }
    if req.URL != origURL {
        request.URL = req.URL
        request.Headers = &req.Header
    }
    atomic.AddUint32(&c.responseCount, 1)
    response.Ctx = ctx
    response.Request = request

    err = response.fixCharset(c.DetectCharset, request.ResponseCharacterEncoding)
    if err != nil {
        return err
    }
    // 回调函数 处理Response
    c.handleOnResponse(response)
    
    // 回调函数 HTML
    err = c.handleOnHTML(response)
    if err != nil {
        c.handleOnError(response, err, request, ctx)
    }
    // 回调函数XML
    err = c.handleOnXML(response)
    if err != nil {
        c.handleOnError(response, err, request, ctx)
    }
    // 回调函数 Scraped
    c.handleOnScraped(response)

    return err
}


看到了, 这就是一个完整的流程。 好, 我们看一下回调函数做了什么?

func (c *Collector) handleOnRequest(r *Request) {
    if c.debugger != nil {
        c.debugger.Event(createEvent("request", r.ID, c.ID, map[string]string{
            "url": r.URL.String(),
        }))
    }
    for _, f := range c.requestCallbacks {
        f(r)
    }
}

核心就 for _, f := range c.requestCallbacks { f(r) }这句,下面我每个回调函数都介绍一下

回调函数

这里介绍按生命周期的顺序来介绍

1. OnRequest

// OnRequest registers a function. Function will be executed on every
// request made by the Collector
// 这里是注册回调函数到 requestCallbacks
func (c *Collector) OnRequest(f RequestCallback) {
   c.lock.Lock()
   if c.requestCallbacks == nil {
       c.requestCallbacks = make([]RequestCallback, 0, 4)
   }
   c.requestCallbacks = append(c.requestCallbacks, f)
   c.lock.Unlock()
}


// 在fetch中调用最早调用的
func (c *Collector) handleOnRequest(r *Request) {
   if c.debugger != nil {
       c.debugger.Event(createEvent("request", r.ID, c.ID, map[string]string{
           "url": r.URL.String(),
       }))
   }
   for _, f := range c.requestCallbacks {
       f(r)
   }
}

2. OnResponse & handleOnResponse

// OnResponse registers a function. Function will be executed on every response
func (c *Collector) OnResponse(f ResponseCallback) {
    c.lock.Lock()
    if c.responseCallbacks == nil {
        c.responseCallbacks = make([]ResponseCallback, 0, 4)
    }
    c.responseCallbacks = append(c.responseCallbacks, f)
    c.lock.Unlock()
}


func (c *Collector) handleOnResponse(r *Response) {
    if c.debugger != nil {
        c.debugger.Event(createEvent("response", r.Request.ID, c.ID, map[string]string{
            "url":    r.Request.URL.String(),
            "status": http.StatusText(r.StatusCode),
        }))
    }
    for _, f := range c.responseCallbacks {
        f(r)
    }
}

3. OnHTML & handleOnHTML

// OnHTML registers a function. Function will be executed on every HTML
// element matched by the GoQuery Selector parameter.
// GoQuery Selector is a selector used by https://github.com/PuerkitoBio/goquery
func (c *Collector) OnHTML(goquerySelector string, f HTMLCallback) {
    c.lock.Lock()
    if c.htmlCallbacks == nil {
        c.htmlCallbacks = make([]*htmlCallbackContainer, 0, 4)
    }
    c.htmlCallbacks = append(c.htmlCallbacks, &htmlCallbackContainer{
        Selector: goquerySelector,
        Function: f,
    })
    c.lock.Unlock()
}

// 这个解析html的逻辑比较多一些
func (c *Collector) handleOnHTML(resp *Response) error {
    if len(c.htmlCallbacks) == 0 || !strings.Contains(strings.ToLower(resp.Headers.Get("Content-Type")), "html") {
        return nil
    }
    doc, err := goquery.NewDocumentFromReader(bytes.NewBuffer(resp.Body))
    if err != nil {
        return err
    }
    if href, found := doc.Find("base[href]").Attr("href"); found {
        resp.Request.baseURL, _ = url.Parse(href)
    }
    for _, cc := range c.htmlCallbacks {
        i := 0
        doc.Find(cc.Selector).Each(func(_ int, s *goquery.Selection) {
            for _, n := range s.Nodes {
                e := NewHTMLElementFromSelectionNode(resp, s, n, i)
                i++
                if c.debugger != nil {
                    c.debugger.Event(createEvent("html", resp.Request.ID, c.ID, map[string]string{
                        "selector": cc.Selector,
                        "url":      resp.Request.URL.String(),
                    }))
                }
                cc.Function(e)
            }
        })
    }
    return nil
}

4. OnXML & handleOnXML

// OnXML registers a function. Function will be executed on every XML
// element matched by the xpath Query parameter.
// xpath Query is used by https://github.com/antchfx/xmlquery
func (c *Collector) OnXML(xpathQuery string, f XMLCallback) {
    c.lock.Lock()
    if c.xmlCallbacks == nil {
        c.xmlCallbacks = make([]*xmlCallbackContainer, 0, 4)
    }
    c.xmlCallbacks = append(c.xmlCallbacks, &xmlCallbackContainer{
        Query:    xpathQuery,
        Function: f,
    })
    c.lock.Unlock()
}



func (c *Collector) handleOnXML(resp *Response) error {
    if len(c.xmlCallbacks) == 0 {
        return nil
    }
    contentType := strings.ToLower(resp.Headers.Get("Content-Type"))
    isXMLFile := strings.HasSuffix(strings.ToLower(resp.Request.URL.Path), ".xml") || strings.HasSuffix(strings.ToLower(resp.Request.URL.Path), ".xml.gz")
    if !strings.Contains(contentType, "html") && (!strings.Contains(contentType, "xml") && !isXMLFile) {
        return nil
    }

    if strings.Contains(contentType, "html") {
        doc, err := htmlquery.Parse(bytes.NewBuffer(resp.Body))
        if err != nil {
            return err
        }
        if e := htmlquery.FindOne(doc, "//base"); e != nil {
            for _, a := range e.Attr {
                if a.Key == "href" {
                    resp.Request.baseURL, _ = url.Parse(a.Val)
                    break
                }
            }
        }

        for _, cc := range c.xmlCallbacks {
            for _, n := range htmlquery.Find(doc, cc.Query) {
                e := NewXMLElementFromHTMLNode(resp, n)
                if c.debugger != nil {
                    c.debugger.Event(createEvent("xml", resp.Request.ID, c.ID, map[string]string{
                        "selector": cc.Query,
                        "url":      resp.Request.URL.String(),
                    }))
                }
                cc.Function(e)
            }
        }
    } else if strings.Contains(contentType, "xml") || isXMLFile {
        doc, err := xmlquery.Parse(bytes.NewBuffer(resp.Body))
        if err != nil {
            return err
        }

        for _, cc := range c.xmlCallbacks {
            xmlquery.FindEach(doc, cc.Query, func(i int, n *xmlquery.Node) {
                e := NewXMLElementFromXMLNode(resp, n)
                if c.debugger != nil {
                    c.debugger.Event(createEvent("xml", resp.Request.ID, c.ID, map[string]string{
                        "selector": cc.Query,
                        "url":      resp.Request.URL.String(),
                    }))
                }
                cc.Function(e)
            })
        }
    }
    return nil
}



5. OnError & handleOnError

这个会多次调用, 如果 err != nil情况下调用比较多, 爬虫异常的情况下,会调用

// OnError registers a function. Function will be executed if an error
// occurs during the HTTP request.
func (c *Collector) OnError(f ErrorCallback) {
    c.lock.Lock()
    if c.errorCallbacks == nil {
        c.errorCallbacks = make([]ErrorCallback, 0, 4)
    }
    c.errorCallbacks = append(c.errorCallbacks, f)
    c.lock.Unlock()
}


func (c *Collector) handleOnError(response *Response, err error, request *Request, ctx *Context) error {
    if err == nil && (c.ParseHTTPErrorResponse || response.StatusCode < 203) {
        return nil
    }
    if err == nil && response.StatusCode >= 203 {
        err = errors.New(http.StatusText(response.StatusCode))
    }
    if response == nil {
        response = &Response{
            Request: request,
            Ctx:     ctx,
        }
    }
    if c.debugger != nil {
        c.debugger.Event(createEvent("error", request.ID, c.ID, map[string]string{
            "url":    request.URL.String(),
            "status": http.StatusText(response.StatusCode),
        }))
    }
    if response.Request == nil {
        response.Request = request
    }
    if response.Ctx == nil {
        response.Ctx = request.Ctx
    }
    for _, f := range c.errorCallbacks {
        f(response, err)
    }
    return err
}

6. OnScraped & handleOnScraped

最后一步的回调函数处理

// OnScraped registers a function. Function will be executed after
// OnHTML, as a final part of the scraping.
func (c *Collector) OnScraped(f ScrapedCallback) {
    c.lock.Lock()
    if c.scrapedCallbacks == nil {
        c.scrapedCallbacks = make([]ScrapedCallback, 0, 4)
    }
    c.scrapedCallbacks = append(c.scrapedCallbacks, f)
    c.lock.Unlock()
}

func (c *Collector) handleOnScraped(r *Response) {
    if c.debugger != nil {
        c.debugger.Event(createEvent("scraped", r.Request.ID, c.ID, map[string]string{
            "url": r.Request.URL.String(),
        }))
    }
    for _, f := range c.scrapedCallbacks {
        f(r)
    }
}

注册回调函数的method还有几个没有列出来,感兴趣的,自己看一下,

上面介绍完了, 再回头看????

    // On every a element which has href attribute call callback
    c.OnHTML("a[href]", func(e *colly.HTMLElement) {
        link := e.Attr("href")
        // Print link
        fmt.Printf("Link found: %q -> %s\n", e.Text, link)
        // Visit link found on page
        // Only those links are visited which are in AllowedDomains
        c.Visit(e.Request.AbsoluteURL(link))
    })

    // Before making a request print "Visiting ..."
    c.OnRequest(func(r *colly.Request) {
        fmt.Println("Visiting", r.URL.String())
    })

一般文档解析放在html, xml 中

页面跳转爬取

一般处理就2种,一种是相同逻辑的页面,比如下一页,另一种,就是不同逻辑的,比如子页面

  1. html,xml,解析出来以后,构建新的请求,我们看一下,相同页面
   // On every a element which has href attribute call callback
   c.OnHTML("a[href]", func(e *colly.HTMLElement) {
       // If attribute class is this long string return from callback
       // As this a is irrelevant
       if e.Attr("class") == "Button_1qxkboh-o_O-primary_cv02ee-o_O-md_28awn8-o_O-primaryLink_109aggg" {
           return
       }
       link := e.Attr("href")
       // If link start with browse or includes either signup or login return from callback
       if !strings.HasPrefix(link, "/browse") || strings.Index(link, "=signup") > -1 || strings.Index(link, "=login") > -1 {
           return
       }
       // start scaping the page under the link found
       e.Request.Visit(link)
   })

上面是 HTML的回调函数,解析页面,获取了url,使用 e.Request.Visit(link), 其实就是 e.Request.collector.Visit(link)
我解释一下

func (c *Collector) fetch(u, method string, depth int, requestData io.Reader, ctx *Context, hdr http.Header, req *http.Request) error {
    defer c.wg.Done()
    if ctx == nil {
        ctx = NewContext()
    }
    request := &Request{
        URL:       req.URL,
        Headers:   &req.Header,
        Ctx:       ctx,
        Depth:     depth,
        Method:    method,
        Body:      requestData,
        collector: c, // 这个上面有介绍
        ID:        atomic.AddUint32(&c.requestCount, 1),
    }
    ....
    }}


// Visit continues Collector's collecting job by creating a
// request and preserves the Context of the previous request.
// Visit also calls the previously provided callbacks
func (r *Request) Visit(URL string) error {
    return r.collector.scrape(r.AbsoluteURL(URL), "GET", r.Depth+1, nil, r.Ctx, nil, true)
}

这种方法在实际开发中经常会用到。

  1. 子页面的处理逻辑
    colly中主要是以Collector为中心, 然后各种回调函数进行处理,子页面需要不同的回调函数,所以就需要新的 Collector
    // Instantiate default collector
    c := colly.NewCollector(
        // Visit only domains: coursera.org, www.coursera.org
        colly.AllowedDomains("coursera.org", "www.coursera.org"),

        // Cache responses to prevent multiple download of pages
        // even if the collector is restarted
        colly.CacheDir("./coursera_cache"),
    )

    // Create another collector to scrape course details
    detailCollector := c.Clone()

    // Before making a request print "Visiting ..."
    c.OnRequest(func(r *colly.Request) {
        log.Println("visiting", r.URL.String())
    })

    // On every a HTML element which has name attribute call callback
    c.OnHTML(`a[name]`, func(e *colly.HTMLElement) {
        // Activate detailCollector if the link contains "coursera.org/learn"
        courseURL := e.Request.AbsoluteURL(e.Attr("href"))
        if strings.Index(courseURL, "coursera.org/learn") != -1 {
           // 子页面或其他页面
            detailCollector.Visit(courseURL)
        }
    })

持久化

Collector对象有一个属性 store storage.Storage是存储的,这个是将数据直接存储下来,没有清洗。
比如, 我需要将数据持久化到数据库中,其实很简单, 在回调函数中处理。

给个例子

    c.OnHTML("#currencies-all tbody tr", func(e *colly.HTMLElement) {
        mysql.WriteObjectStrings([]string{
            e.ChildText(".currency-name-container"),
            e.ChildText(".col-symbol"),
            e.ChildAttr("a.price", "data-usd"),
            e.ChildAttr("a.volume", "data-usd"),
            e.ChildAttr(".market-cap", "data-usd"),
            e.ChildAttr(".percent-change[data-timespan=\"1h\"]", "data-percentusd"),
            e.ChildAttr(".percent-change[data-timespan=\"24h\"]", "data-percentusd"),
            e.ChildAttr(".percent-change[data-timespan=\"7d\"]", "data-percentusd"),
        })
    })

总结

好了,介绍完了,我没有介绍如何使用,我自己也没有写任何的代码, 我只想分享给你这种软件架构的特点以及设计模式, 希望你可以借鉴应用到工作中,一般写框架都是采用这种思维。
下面这张图很形象,爬虫框架就这些东西。

通用爬虫框架架构


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本文来自:简书

感谢作者:若与

查看原文:go爬虫框架colly源码以及软件架构分析

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