认识scrapy
scrapy是一个为了爬取网站数据,提取结构性数据而编写的应用框架,我们只需实现少量的代码,就能实现数据的快速抓取
scrapy使用了Twisted异步网络架构,可以加快下载速度 pip install twisted
安装:pip install scrapy
流程图
组件介绍
组件 | 作用 |
Scrapy Engine(引擎) | 负责Spider、ItemPipeline、Downloader、Scheduler中间的通讯,信号、数据传递等 |
Scheduler(调度器) | 它负责接受引擎发送过来的Request请求,并按照一定的方式进行整理排列,入队,当引擎需要时,交还给引擎 |
Downloader(下载器) | 负责下载(引擎)发送的所有Requests请求,并将其获取到的Responses交还给Scrapy Engine(引擎),由引擎交给Spider来处理。 |
Spider(爬虫) | 它负责处理所有Responses,从中分析提取数据,获取Item字段需要的数据,并将需要跟进的URL提交给引擎,再次进入Scheduler |
Item Pipeline(管道) | 它负责处理Spider中获取到的Item,并进行进行后期处理(详细分析、过滤、存储等)的地方 |
Downloader Middlewares下载中间件 | 一个可以自定义扩展下载功能的组件。 |
Spider Middlewares(Spider中间件) | 一个可以自定扩展和操作引擎和Spider中间通信的功能组件 |
运行流程
引擎:Hi!Spider, 你要处理哪一个网站?
Spider:老大要我处理xxxx.com。
引擎:你把第一个需要处理的URL给我吧。
Spider:给你,第一个URL是xxxxxxx.com。
引擎:Hi!调度器,我这有request请求你帮我排序入队一下。
调度器:好的,正在处理你等一下。
引擎:Hi!调度器,把你处理好的request请求给我。
调度器:给你,这是我处理好的request
引擎:Hi!下载器,你按照老大的下载中间件的设置帮我下载一下这个request请求
下载器:好的!给你,这是下载好的东西。(如果失败:sorry,这个request下载失败了。然后引擎告诉调度器,这个request下载失败了,你记录一下,我们待会儿再下载)
引擎:Hi!Spider,这是下载好的东西,并且已经按照老大的下载中间件处理过了,你自己处理一下(注意!这儿responses默认是交给**def parse()**这个函数处理的)
Spider:(处理完毕数据之后对于需要跟进的URL),Hi!引擎,我这里有两个结果,这个是我需要跟进的URL,还有这个是我获取到的Item数据。
引擎:Hi !管道 我这儿有个item你帮我处理一下!调度器!这是需要跟进URL你帮我处理下。然后从第四步开始循环,直到获取完老大需要全部信息。
管道调度器:好的,现在就做!
快速入门
创建一个scrapy项目
scrapy startproject name # name 为项目名称
创建一个spider
cd name # 进入创建的项目
scrapy genspider spider_name url # spider_name为爬虫名,url为要抓取的目标网站
scrapy crawl spider_name # 执行爬虫
spider
手动创建的spider文件
import scrapy
class BdSpiderSpider(scrapy.Spider):
name = 'spider_name'
allowed_domains = ['baidu.com']
start_urls = ['https://www.baidu.com']
def parse(self, response,**kwargs):
pass
**name:**标识spider。它在一个项目中必须是唯一的,即不能为不同的爬行器设置相同的名称
**allowed_domains:**允许爬取url的域名
**start_urls:**一个url列表,spider从这些网页开始抓取
**parse():**一个方法,当start_urls里面的网页抓取下来之后需要调用这个方法解析网页内容
items
定义抓取的字段名
import scrapy
class MySpiderItem(scrapy.Item):
# define the fields for your item here like:
# name = scrapy.Field()
pass
pipeline
数据存储的位置
from itemadapter import ItemAdapter
class MySpiderPipeline:
def process_item(self, item, spider):
return item
settings
项目配置文件
# Scrapy settings for my_spider project
#
# For simplicity, this file contains only settings considered important or
# commonly used. You can find more settings consulting the documentation:
#
# https://docs.scrapy.org/en/latest/topics/settings.html
# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
# https://docs.scrapy.org/en/latest/topics/spider-middleware.html
BOT_NAME = 'my_spider'
SPIDER_MODULES = ['my_spider.spiders']
NEWSPIDER_MODULE = 'my_spider.spiders'
# Crawl responsibly by identifying yourself (and your website) on the user-agent
USER_AGENT = 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/103.0.5060.134 Safari/537.36 Edg/103.0.1264.71'
# Obey robots.txt rules
# robots协议,默认遵守
ROBOTSTXT_OBEY = False
# 日志等级,ERROR最高
LOG_LEVEL = "ERROR"
# Configure maximum concurrent requests performed by Scrapy (default: 16)
# 并发请求(concurrent requests)的最大值
#CONCURRENT_REQUESTS = 32
# Configure a delay for requests for the same website (default: 0)
# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay
# See also autothrottle settings and docs
# 下载延迟
#DOWNLOAD_DELAY = 3
# The download delay setting will honor only one of:
# 对单个网站进行并发请求的最大值
#CONCURRENT_REQUESTS_PER_DOMAIN = 16
# 对单个IP进行并发请求的最大值。如果非0,则忽略
#CONCURRENT_REQUESTS_PER_IP = 16
# Disable cookies (enabled by default)
# COOKIES_ENABLED = False
# Disable Telnet Console (enabled by default)
#TELNETCONSOLE_ENABLED = False
# Override the default request headers:
# DEFAULT_REQUEST_HEADERS = {
# 'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
# 'Accept-Language': 'en',
# }
# Enable or disable spider middlewares
# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html
#SPIDER_MIDDLEWARES = {
# 'my_spider.middlewares.MySpiderSpiderMiddleware': 543,
#}
# Enable or disable downloader middlewares
# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
#DOWNLOADER_MIDDLEWARES = {
# 'my_spider.middlewares.MySpiderDownloaderMiddleware': 543,
#}
# Enable or disable extensions
# See https://docs.scrapy.org/en/latest/topics/extensions.html
#EXTENSIONS = {
# 'scrapy.extensions.telnet.TelnetConsole': None,
#}
# Configure item pipelines
# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html
ITEM_PIPELINES = {
# 优先级 数字越小,越靠近管道
'my_spider.pipelines.MySpiderPipeline': 300,
}
# Enable and configure the AutoThrottle extension (disabled by default)
# See https://docs.scrapy.org/en/latest/topics/autothrottle.html
#AUTOTHROTTLE_ENABLED = True
# The initial download delay
#AUTOTHROTTLE_START_DELAY = 5
# The maximum download delay to be set in case of high latencies
#AUTOTHROTTLE_MAX_DELAY = 60
# The average number of requests Scrapy should be sending in parallel to
# each remote server
#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0
# Enable showing throttling stats for every response received:
#AUTOTHROTTLE_DEBUG = False
# Enable and configure HTTP caching (disabled by default)
# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings
#HTTPCACHE_ENABLED = True
#HTTPCACHE_EXPIRATION_SECS = 0
#HTTPCACHE_DIR = 'httpcache'
#HTTPCACHE_IGNORE_HTTP_CODES = []
#HTTPCACHE_STORAGE = 'scrapy.extensions.httpcache.FilesystemCacheStorage'