Introduction
本文对colly如何使用,整个代码架构设计,以及一些使用实例的收集。
Colly是Go语言开发的Crawler Framework,并不是一个完整的产品,Colly提供了类似于Python的同类产品(BeautifulSoup
或 Scrapy
)相似的表现力和灵活性。
Colly这个名称源自 Collector
的简写,而Collector
也是 Colly的核心。
Colly Official Docs,内容不是很多,最新的消息也很就远了,仅仅是活跃在Github
Concepts
Architecture
从理解上来说,Colly的设计分为两层,核心层和解析层,
Collector
:是Colly实现,该组件负责网络通信,并负责在Collector
作业运行时执行对应事件的回调。Parser
:这个其实是抽象的,官网并未对此说明,goquery和一些htmlquery,通过这些就可以将访问的结果解析成类Jquery对象,使html拥有了,XPath选择器和CSS选择器
通常情况下Crawler的工作流生命周期大致为
- 构建客户端
- 发送请求
- 获取响应的数据
- 将相应的数据解析
- 对所需数据处理
- 持久化
而Colly则是将这些概念进行封装,通过将事件注册到每个步骤中,通过事件的方式对数据进行清理,抽象来说,Colly面向的是过程而不是对象。大概的工作架构如图
event
通过上述的概念,可以大概了解到 Colly
是一个基于事件的Crawler,通过开发者自行注册事件函数来触发整个流水线的工作
Colly 具有以下事件处理程序:
- OnRequest:在请求之前调用
- OnError :在请求期间发生错误时调用
- OnResponseHeaders :在收到响应头后调用
- OnResponse: 在收到响应后调用
- OnHTML:如果接收到的内容是 HTML,则在 OnResponse 之后立即调用
- OnXML :如果接收到的内容是 HTML 或 XML,则在 OnHTML 之后立即调用
- OnScraped:在 OnXML 回调之后调用
- OnHTMLDetach:取消注册一个OnHTML事件函数,取消后,如未执行过得事件将不会再被执行
- OnXMLDetach:取消注册一个OnXML事件函数,取消后,如未执行过得事件将不会再被执行
Reference
goquery
htmlquery
Utilities
简单使用
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/")
}
错误处理
package main
import (
"fmt"
"github.com/gocolly/colly"
)
func main() {
// Create a collector
c := colly.NewCollector()
// Set HTML callback
// Won't be called if error occurs
c.OnHTML("*", func(e *colly.HTMLElement) {
fmt.Println(e)
})
// Set error handler
c.OnError(func(r *colly.Response, err error) {
fmt.Println("Request URL:", r.Request.URL, "failed with response:", r, "\nError:", err)
})
// Start scraping
c.Visit("https://definitely-not-a.website/")
}
处理本地文件
word.html
Document title
List of words
- dark
- smart
- war
- cloud
- park
- cup
- worm
- water
- rock
- warm
package main
import (
"fmt"
"net/http"
"github.com/gocolly/colly/v2"
)
func main() {
t := &http.Transport{}
t.RegisterProtocol("file", http.NewFileTransport(http.Dir(".")))
c := colly.NewCollector()
c.WithTransport(t)
words := []string{}
c.OnHTML("li", func(e *colly.HTMLElement) {
words = append(words, e.Text)
})
c.Visit("file://./words.html")
for _, p := range words {
fmt.Printf("%s\n", p)
}
}
使用代理交换器
通过 ProxySwitcher
, 可以直接使用一批代理IP池进行访问了,然而这里只有RR,如果需要其他的均衡算法,需要有自己实现了
package main
import (
"bytes"
"log"
"github.com/gocolly/colly"
"github.com/gocolly/colly/proxy"
)
func main() {
// Instantiate default collector
c := colly.NewCollector(colly.AllowURLRevisit())
// Rotate two socks5 proxies
rp, err := proxy.RoundRobinProxySwitcher("socks5://127.0.0.1:1337", "socks5://127.0.0.1:1338")
if err != nil {
log.Fatal(err)
}
c.SetProxyFunc(rp)
// Print the response
c.OnResponse(func(r *colly.Response) {
log.Printf("Proxy Address: %s\n", r.Request.ProxyURL)
log.Printf("%s\n", bytes.Replace(r.Body, []byte("\n"), nil, -1))
})
// Fetch httpbin.org/ip five times
for i := 0; i < 5; i++ {
c.Visit("https://httpbin.org/ip")
}
}
随机延迟
该功能可以对行为设置一种特征,以免被反扒机器人检测,并禁止我们,如速率限制和延迟
package main
import (
"fmt"
"time"
"github.com/gocolly/colly"
"github.com/gocolly/colly/debug"
)
func main() {
url := "https://httpbin.org/delay/2"
// Instantiate default collector
c := colly.NewCollector(
// Attach a debugger to the collector
colly.Debugger(&debug.LogDebugger{}),
colly.Async(true),
)
// Limit the number of threads started by colly to two
// when visiting links which domains' matches "*httpbin.*" glob
c.Limit(&colly.LimitRule{
DomainGlob: "*httpbin.*",
Parallelism: 2,
RandomDelay: 5 * time.Second,
})
// Start scraping in four threads on https://httpbin.org/delay/2
for i := 0; i < 4; i++ {
c.Visit(fmt.Sprintf("%s?n=%d", url, i))
}
// Start scraping on https://httpbin.org/delay/2
c.Visit(url)
// Wait until threads are finished
c.Wait()
}
多线程请求队列
package main
import (
"fmt"
"github.com/gocolly/colly"
"github.com/gocolly/colly/queue"
)
func main() {
url := "https://httpbin.org/delay/1"
// Instantiate default collector
c := colly.NewCollector(colly.AllowURLRevisit())
// create a request queue with 2 consumer threads
q, _ := queue.New(
2, // Number of consumer threads
&queue.InMemoryQueueStorage{MaxSize: 10000}, // Use default queue storage
)
c.OnRequest(func(r *colly.Request) {
fmt.Println("visiting", r.URL)
if r.ID < 15 {
r2, err := r.New("GET", fmt.Sprintf("%s?x=%v", url, r.ID), nil)
if err == nil {
q.AddRequest(r2)
}
}
})
for i := 0; i < 5; i++ {
// Add URLs to the queue
q.AddURL(fmt.Sprintf("%s?n=%d", url, i))
}
// Consume URLs
q.Run(c)
}
异步
默认情况下,Colly的工作模式是同步的。可以使用 Async
函数启用异步模式。在异步模式下,我们需要调用Wait
等待Collector
工作完成。
package main
import (
"fmt"
"github.com/gocolly/colly/v2"
)
func main() {
urls := []string{
"http://webcode.me",
"https://example.com",
"http://httpbin.org",
"https://www.perl.org",
"https://www.php.net",
"https://www.python.org",
"https://code.visualstudio.com",
"https://clojure.org",
}
c := colly.NewCollector(
colly.Async(),
)
c.OnHTML("title", func(e *colly.HTMLElement) {
fmt.Println(e.Text)
})
for _, url := range urls {
c.Visit(url)
}
c.Wait()
}
最大深度
深度是在访问这个页面时,其页面还有link,此时需要采集到入口link几层的link?默认1
package main
import (
"fmt"
"github.com/gocolly/colly"
)
func main() {
// Instantiate default collector
c := colly.NewCollector(
// MaxDepth is 1, so only the links on the scraped page
// is visited, and no further links are followed
colly.MaxDepth(1),
)
// 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.Println(link)
// Visit link found on page
e.Request.Visit(link)
})
// Start scraping on https://en.wikipedia.org
c.Visit("https://en.wikipedia.org/")
}
Reference
gocolly
colly