scrapy与selenium结合爬取数据(爬取 * 站)的示例代码

作者:MXuDong 时间:2023-07-14 00:17:08 

scrapy框架只能爬取静态网站。如需爬取 * 站,需要结合着selenium进行js的渲染,才能获取到动态加载的数据。

如何通过selenium请求url,而不再通过下载器Downloader去请求这个url?

方法:在request对象通过中间件的时候,在中间件内部开始使用selenium去请求url,并且会得到url对应的源码,然后再将   源 代码通过response对象返回,直接交给process_response()进行处理,再交给引擎。过程中相当于后续中间件的process_request()以及Downloader都跳过了。

相关的配置:

1、scrapy环境中安装selenium:pip install selenium

scrapy与selenium结合爬取数据(爬取 * 站)的示例代码

2、确保python环境中有phantomJS(无头浏览器)

scrapy与selenium结合爬取数据(爬取 * 站)的示例代码

对于selenium的主要操作是下载中间件部分如下图:

scrapy与selenium结合爬取数据(爬取 * 站)的示例代码

scrapy与selenium结合爬取数据(爬取 * 站)的示例代码

代码如下

middlewares.py代码:

注意:自定义下载中间件,采用selenium的方式!!


# -*- coding: utf-8 -*-

# Define here the models for your spider middleware
#
# See documentation in:
# https://doc.scrapy.org/en/latest/topics/spider-middleware.html

from scrapy import signals
from selenium import webdriver
from selenium.webdriver import FirefoxOptions
from scrapy.http import HtmlResponse, Response
import time

class TaobaospiderSpiderMiddleware(object):
# Not all methods need to be defined. If a method is not defined,
# scrapy acts as if the spider middleware does not modify the
# passed objects.

@classmethod
def from_crawler(cls, crawler):
 # This method is used by Scrapy to create your spiders.
 s = cls()
 crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
 return s

def process_spider_input(self, response, spider):
 # Called for each response that goes through the spider
 # middleware and into the spider.

# Should return None or raise an exception.
 return None

def process_spider_output(self, response, result, spider):
 # Called with the results returned from the Spider, after
 # it has processed the response.

# Must return an iterable of Request, dict or Item objects.
 for i in result:
  yield i

def process_spider_exception(self, response, exception, spider):
 # Called when a spider or process_spider_input() method
 # (from other spider middleware) raises an exception.

# Should return either None or an iterable of Response, dict
 # or Item objects.
 pass

def process_start_requests(self, start_requests, spider):
 # Called with the start requests of the spider, and works
 # similarly to the process_spider_output() method, except
 # that it doesn't have a response associated.

# Must return only requests (not items).
 for r in start_requests:
  yield r

def spider_opened(self, spider):
 spider.logger.info('Spider opened: %s' % spider.name)

class TaobaospiderDownloaderMiddleware(object):
# Not all methods need to be defined. If a method is not defined,
# scrapy acts as if the downloader middleware does not modify the
# passed objects.

@classmethod
def from_crawler(cls, crawler):
 # This method is used by Scrapy to create your spiders.
 s = cls()
 crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
 return s

def process_request(self, request, spider):
 # Called for each request that goes through the downloader
 # middleware.

# Must either:
 # - return None: continue processing this request
 # - or return a Response object
 # - or return a Request object
 # - or raise IgnoreRequest: process_exception() methods of
 # installed downloader middleware will be called
 return None

def process_response(self, request, response, spider):
 # Called with the response returned from the downloader.

# Must either;
 # - return a Response object
 # - return a Request object
 # - or raise IgnoreRequest
 return response

def process_exception(self, request, exception, spider):
 # Called when a download handler or a process_request()
 # (from other downloader middleware) raises an exception.

# Must either:
 # - return None: continue processing this exception
 # - return a Response object: stops process_exception() chain
 # - return a Request object: stops process_exception() chain
 pass

def spider_opened(self, spider):
 spider.logger.info('Spider opened: %s' % spider.name)

*********************下面是相应是自定义的下载中间件的替换代码**************************
class SeleniumTaobaoDownloaderMiddleware(object):
# 将driver创建在中间件的初始化方法中,适合项目中只有一个爬虫。
# 爬虫项目中有多个爬虫文件的话,将driver对象的创建放在每一个爬虫文件中。
# def __init__(self):
#  # 在scrapy中创建driver对象,尽可能少的创建该对象。
#  # 1. 在初始化方法中创建driver对象;
#  # 2. 在open_spider中创建deriver对象;
#  # 3. 不要将driver对象的创建放在process_request();
#  option = FirefoxOptions()
#  option.headless = True
#  self.driver = webdriver.Firefox(options=option)

# 参数spider就是TaobaoSpider()类的对象
def process_request(self, request, spider):
 if spider.name == "taobao":
  spider.driver.get(request.url)
  # 由于淘宝的页面数据加载需要进行滚动,但并不是所有js动态数据都需要滚动。
  for x in range(1, 11, 2):
   height = float(x) / 10
   js = "document.documentElement.scrollTop = document.documentElement.scrollHeight * %f" % height
   spider.driver.execute_script(js)
   time.sleep(0.2)

origin_code = spider.driver.page_source
  # 将源代码构造成为一个Response对象,并返回。
  res = HtmlResponse(url=request.url, encoding='utf8', body=origin_code, request=request)
  # res = Response(url=request.url, body=bytes(origin_code), request=request)
  return res
 if spider.name == 'bole':
  request.cookies = {}
  request.headers.setDefault('User-Agent','')
 return None

def process_response(self, request, response, spider):
 print(response.url, response.status)
 return response

taobao.py 代码如下:


# -*- coding: utf-8 -*-
import scrapy
from selenium import webdriver
from selenium.webdriver import FirefoxOptions

class TaobaoSpider(scrapy.Spider):
"""
scrapy框架只能爬取静态网站。如需爬取 * 站,需要结合着selenium进行js的渲染,才能获取到动态加载的数据。

如何通过selenium请求url,而不再通过下载器Downloader去请求这个url?
方法:在request对象通过中间件的时候,在中间件内部开始使用selenium去请求url,并且会得到url对应的源码,然后再将源代码通过response对象返回,直接交给process_response()进行处理,再交给引擎。过程中相当于后续中间件的process_request()以及Downloader都跳过了。

"""
name = 'taobao'
allowed_domains = ['taobao.com']
start_urls = ['https://s.taobao.com/search?q=%E7%AC%94%E8%AE%B0%E6%9C%AC%E7%94%B5%E8%84%91&imgfile=&commend=all&ssid=s5-e&search_type=item&sourceId=tb.index&spm=a21bo.2017.201856-taobao-item.1&ie=utf8&initiative_id=tbindexz_20170306']

def __init__(self):
 # 在初始化淘宝对象时,创建driver
 super(TaobaoSpider, self).__init__(name='taobao')
 option = FirefoxOptions()
 option.headless = True
 self.driver = webdriver.Firefox(options=option)

def parse(self, response):
 """
 提取列表页的商品标题和价格
 :param response:
 :return:
 """
 info_divs = response.xpath('//div[@class="info-cont"]')
 print(len(info_divs))
 for div in info_divs:
  title = div.xpath('.//a[@class="product-title"]/@title').extract_first('')
  price = div.xpath('.//span[contains(@class, "g_price")]/strong/text()').extract_first('')
  print(title, price)

settings.py代码如下图:

scrapy与selenium结合爬取数据(爬取 * 站)的示例代码

关于代码中提到的初始化driver的位置有以下两种情况:

1、只存在一个爬虫文件的话,driver初始化函数可以定义在middlewares.py的自定义中间件中(如上述代码注释初始化部分)也可以在爬虫文件中自定义(如上述代码在爬虫文件中初始化)。

注意:如果只有一个爬虫文件就不需要在自定义的process_requsests中判断是哪一个爬虫项目然后分别请求!

2、如果存在两个或两个以上爬虫项目(如下图项目结构)的时候,需要将driver的初始化函数定义在各自的爬虫项目文件下(如上述代码),同时需要在process_requsests判断是那个爬虫项目的请求!!

scrapy与selenium结合爬取数据(爬取 * 站)的示例代码          

scrapy与selenium结合爬取数据(爬取 * 站)的示例代码

来源:https://blog.csdn.net/qq_33472765/article/details/81008120

标签:scrapy,selenium,爬取数据
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