12. Scrapy框架使用Selenium
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2023-12-01
案例目标:
- 本节案例主要是通过Scrapy框架使用Selenium,以PhantomJS进行演示,爬取淘宝商品信息案例,并将信息存入数据库MongoDB中。
准备工作:
- 请确保PhantomJS和MongoDB都已安装号,并确保可以正常运行,安装好Scrapy、Selenium和PyMongod库。
① 创建项目
- 首先新建项目,名为scrapyseleniumtest:
scrapy startproject scrapyseleniumtest
- 进入项目目录下,创建一个Spider(爬虫类):
cd srapytseleniumtest
scrapy genspider taobao www.baobao.com
- 进入settings.py的配置文件:将ROBOTSTXT_OBEY改为false
ROBOTSTXT_OBEY = False
② 定义Item类
# 定义信息封装类(图片、价格、购买人数、标题、店铺、发货源)
from scrapy import Item, Field
class ProductItem(Item):
collection = 'products'
image = Field()
price = Field()
deal = Field()
title = Field()
shop = Field()
location = Field()
③ 解析页面
- 在配置文件settings.py最后面定义搜索关键字和最大页码数信息:
KEYWORDS = ['iPad']
MAX_PAGE = 100
- 进入spider/taobao.py文件中编写,代码如下:
# -*- coding: utf-8 -*-
from scrapy import Request, Spider
from urllib.parse import quote
from scrapyseleniumtest.items import ProductItem
class TaobaoSpider(Spider):
name = 'taobao'
allowed_domains = ['www.taobao.com']
base_url = 'https://s.taobao.com/search?q='
def start_requests(self):
for keyword in self.settings.get('KEYWORDS'):
for page in range(1, self.settings.get('MAX_PAGE') + 1):
url = self.base_url + quote(keyword)
yield Request(url=url, callback=self.parse, meta={'page': page}, dont_filter=True)
def parse(self, response):
pass
④ 对接Selenium
- 通过定义DownloaderMiddleware中间件来实现对Selenium的使用。
# -*- coding: utf-8 -*-
from selenium import webdriver
from selenium.common.exceptions import TimeoutException
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from scrapy.http import HtmlResponse
from logging import getLogger
class SeleniumMiddleware():
def __init__(self, timeout=None, service_args=[]):
self.logger = getLogger(__name__)
self.timeout = timeout
self.browser = webdriver.PhantomJS(service_args=service_args)
self.browser.set_window_size(1400, 700)
self.browser.set_page_load_timeout(self.timeout)
self.wait = WebDriverWait(self.browser, self.timeout)
def __del__(self):
self.browser.close()
def process_request(self, request, spider):
"""
用PhantomJS抓取页面
:param request: Request对象
:param spider: Spider对象
:return: HtmlResponse
"""
self.logger.debug('PhantomJS is Starting')
page = request.meta.get('page', 1)
try:
self.browser.get(request.url)
if page > 1:
input = self.wait.until(
EC.presence_of_element_located((By.CSS_SELECTOR, '#mainsrp-pager div.form > input')))
submit = self.wait.until(
EC.element_to_be_clickable((By.CSS_SELECTOR, '#mainsrp-pager div.form > span.btn.J_Submit')))
input.clear()
input.send_keys(page)
submit.click()
self.wait.until(
EC.text_to_be_present_in_element((By.CSS_SELECTOR, '#mainsrp-pager li.item.active > span'), str(page)))
self.wait.until(EC.presence_of_element_located((By.CSS_SELECTOR, '.m-itemlist .items .item')))
return HtmlResponse(url=request.url, body=self.browser.page_source, request=request, encoding='utf-8',
status=200)
except TimeoutException:
return HtmlResponse(url=request.url, status=500, request=request)
@classmethod
def from_crawler(cls, crawler):
return cls(timeout=crawler.settings.get('SELENIUM_TIMEOUT'),
service_args=crawler.settings.get('PHANTOMJS_SERVICE_ARGS'))
- 在settings.py配置文件中.设置我们自定义的中间件设置:
DOWNLOADER_MIDDLEWARES = {
'scrapyseleniumtest.middlewares.SeleniumMiddleware': 543,
}
⑤ 解析页面信息
# -*- coding: utf-8 -*-
from scrapy import Request, Spider
from urllib.parse import quote
from scrapyseleniumtest.items import ProductItem
class TaobaoSpider(Spider):
name = 'taobao'
allowed_domains = ['www.taobao.com']
base_url = 'https://s.taobao.com/search?q='
def start_requests(self):
for keyword in self.settings.get('KEYWORDS'):
for page in range(1, self.settings.get('MAX_PAGE') + 1):
url = self.base_url + quote(keyword)
yield Request(url=url, callback=self.parse, meta={'page': page}, dont_filter=True)
def parse(self, response):
products = response.xpath(
'//div[@id="mainsrp-itemlist"]//div[@class="items"][1]//div[contains(@class, "item")]')
for product in products:
item = ProductItem()
item['price'] = ''.join(product.xpath('.//div[contains(@class, "price")]//text()').extract()).strip()
item['title'] = ''.join(product.xpath('.//div[contains(@class, "title")]//text()').extract()).strip()
item['shop'] = ''.join(product.xpath('.//div[contains(@class, "shop")]//text()').extract()).strip()
item['image'] = ''.join(product.xpath('.//div[@class="pic"]//img[contains(@class, "img")]/@data-src').extract()).strip()
item['deal'] = product.xpath('.//div[contains(@class, "deal-cnt")]//text()').extract_first()
item['location'] = product.xpath('.//div[contains(@class, "location")]//text()').extract_first()
yield item
⑥ 存储结果
import pymongo
class MongoPipeline(object):
def __init__(self, mongo_uri, mongo_db):
self.mongo_uri = mongo_uri
self.mongo_db = mongo_db
@classmethod
def from_crawler(cls, crawler):
return cls(mongo_uri=crawler.settings.get('MONGO_URI'), mongo_db=crawler.settings.get('MONGO_DB'))
def open_spider(self, spider):
self.client = pymongo.MongoClient(self.mongo_uri)
self.db = self.client[self.mongo_db]
def process_item(self, item, spider):
self.db[item.collection].insert(dict(item))
return item
def close_spider(self, spider):
self.client.close()
- 配置文件信息:
ITEM_PIPELINES = {
'scrapyseleniumtest.pipelines.MongoPipeline': 300,
}
KEYWORDS = ['iPad']
MAX_PAGE = 100
SELENIUM_TIMEOUT = 20
PHANTOMJS_SERVICE_ARGS = ['--load-images=false', '--disk-cache=true']
MONGO_URI = 'localhost'
MONGO_DB = 'taobao'