Scrapy 中常用的中间件和管道组件
Pipeline用法
储存到MongoDB
pipline.py中的代码
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):
name = item.collection
self.db[name].insert(dict(item))
return item
def close_spider(self, spider):
self.client.close()
settings配置
MONGO_URI = 'localhost' # 若为远程MongoDB,需更改地址
MONGO_DB = 'images360'
ITEM_PIPELINES = {
'images360.pipelines.MongoPipeline': 301,
}
存储到MySQL
pipeline 文件配置
import pymysql
class MysqlPipeline():
def __init__(self, host, database, user, password, port):
self.host = host
self.database = database
self.user = user
self.password = password
self.port = port
@classmethod
def from_crawler(cls, crawler):
return cls(
host=crawler.settings.get('MYSQL_HOST'),
database=crawler.settings.get('MYSQL_DATABASE'),
user=crawler.settings.get('MYSQL_USER'),
password=crawler.settings.get('MYSQL_PASSWORD'),
port=crawler.settings.get('MYSQL_PORT'),
)
def open_spider(self, spider):
self.db = pymysql.connect(self.host, self.user, self.password, self.database, charset='utf8',
port=self.port)
self.cursor = self.db.cursor()
def close_spider(self, spider):
self.db.close()
def process_item(self, item, spider):
print(item['title'])
data = dict(item)
keys = ', '.join(data.keys())
values = ', '.join(['%s'] * len(data))
sql = 'insert into %s (%s) values (%s)' % (item.table, keys, values) # 动态构造数据,需先在MySQL里面创建好。
self.cursor.execute(sql, tuple(data.values()))
self.db.commit()
return item
setting配置
MYSQL_HOST = 'localhost' # 远程连接的话,要改成该主机数据库
MYSQL_DATABASE = 'images360'
MYSQL_USER = 'root'
MYSQL_PASSWORD = 'root'
MYSQL_PORT = 3306
ITEM_PIPELINES = {
'images360.pipelines.MysqlPipeline': 302,
}
图片储存
pipline
from scrapy import Request
from scrapy.exceptions import DropItem
from scrapy.pipelines.images import ImagesPipeline
class ImagePipeline(ImagesPipeline):
def file_path(self, request, response=None, info=None):
url = request.url
file_name = url.split('/')[-1]
return file_name
def item_completed(self, results, item, info):
image_paths = [x['path'] for ok, x in results if ok]
if not image_paths:
raise DropItem('Image Downloaded Failed')
return item
def get_media_requests(self, item, info):
yield Request(item['url'])
settings配置
MYSQL_HOST = 'localhost' # 远程连接的话,要改成该主机数据库
MYSQL_DATABASE = 'images360'
MYSQL_USER = 'root'
MYSQL_PASSWORD = 'root'
MYSQL_PORT = 3306
ITEM_PIPELINES = {
'images360.pipelines.ImagePipeline': 300,
}
中间件使用
随机请求头
import random
class RandomUserAgentMiddleware():
def __init__(self):
self.user_agents = [
'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.100 Safari/537.36',
'Mozilla/5.0 (Windows; U; MSIE 9.0; Windows NT 9.0; en-US)',
'Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.2 (KHTML, like Gecko) Chrome/22.0.1216.0 Safari/537.2',
'Mozilla/5.0 (X11; Ubuntu; Linux i686; rv:15.0) Gecko/20100101 Firefox/15.0.1',
'Mozilla/5.0 (Windows NT 6.1; rv:2.0.1) Gecko/20100101 Firefox/4.0.1',
'Opera/9.80 (Macintosh; Intel Mac OS X 10.6.8; U; en) Presto/2.8.131 Version/11.11',
'ozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/63.0.3239.132 Safari/537.36',
'Mozilla/5.0 (Windows NT 10.0; …) Gecko/20100101 Firefox/60.0',
"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; AcooBrowser; .NET CLR 1.1.4322; .NET CLR 2.0.50727)",
"Mozilla/4.0 (compatible; MSIE 7.0; Windows NT 6.0; Acoo Browser; SLCC1; .NET CLR 2.0.50727; Media Center PC 5.0; .NET CLR 3.0.04506)",
"Mozilla/4.0 (compatible; MSIE 7.0; AOL 9.5; AOLBuild 4337.35; Windows NT 5.1; .NET CLR 1.1.4322; .NET CLR 2.0.50727)",
"Mozilla/5.0 (Windows; U; MSIE 9.0; Windows NT 9.0; en-US)",
"Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Win64; x64; Trident/5.0; .NET CLR 3.5.30729; .NET CLR 3.0.30729; .NET CLR 2.0.50727; Media Center PC 6.0)",
"Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0; WOW64; Trident/4.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; .NET CLR 1.0.3705; .NET CLR 1.1.4322)",
"Mozilla/4.0 (compatible; MSIE 7.0b; Windows NT 5.2; .NET CLR 1.1.4322; .NET CLR 2.0.50727; InfoPath.2; .NET CLR 3.0.04506.30)",
"Mozilla/5.0 (Windows; U; Windows NT 5.1; zh-CN) AppleWebKit/523.15 (KHTML, like Gecko, Safari/419.3) Arora/0.3 (Change: 287 c9dfb30)",
"Mozilla/5.0 (X11; U; Linux; en-US) AppleWebKit/527+ (KHTML, like Gecko, Safari/419.3) Arora/0.6",
"Mozilla/5.0 (Windows; U; Windows NT 5.1; en-US; rv:1.8.1.2pre) Gecko/20070215 K-Ninja/2.1.1",
"Mozilla/5.0 (Windows; U; Windows NT 5.1; zh-CN; rv:1.9) Gecko/20080705 Firefox/3.0 Kapiko/3.0",
"Mozilla/5.0 (X11; Linux i686; U;) Gecko/20070322 Kazehakase/0.4.5",
"Mozilla/5.0 (X11; U; Linux i686; en-US; rv:1.9.0.8) Gecko Fedora/1.9.0.8-1.fc10 Kazehakase/0.5.6",
"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/535.11 (KHTML, like Gecko) Chrome/17.0.963.56 Safari/535.11",
"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3) AppleWebKit/535.20 (KHTML, like Gecko) Chrome/19.0.1036.7 Safari/535.20",
"Opera/9.80 (Macintosh; Intel Mac OS X 10.6.8; U; fr) Presto/2.9.168 Version/11.52",
]
def process_request(self, request, spider):
request.headers['User-Agent'] = random.choice(self.user_agents)
settings配置
DOWNLOADER_MIDDLEWARES = {
'fangtianxia.middlewares.RandomUserAgentMiddleware': 545,
}
设置随机代理池
import logging
import requests
class ProxyMiddleware():
def __init__(self, proxy_url):
self.logger = logging.getLogger(__name__)
self.proxy_url = proxy_url
def get_random_proxy(self):
try:
response = requests.get(self.proxy_url)
if response.status_code == 200:
proxy = response.text
return proxy
except requests.ConnectionError:
return False
def process_request(self, request, spider):
if request.meta.get('retry_times'):
proxy = self.get_random_proxy()
if proxy:
uri = 'https://{proxy}'.format(proxy=proxy)
self.logger.debug('使用代理 ' + uri)
request.meta['proxy'] = uri
@classmethod
def from_crawler(cls, crawler):
settings = crawler.settings
return cls(
proxy_url=settings.get('PROXY_URL')
)
下载中间件配置
DOWNLOADER_MIDDLEWARES = {
'fangtianxia.middlewares.ProxyMiddleware': 543,
}
末尾代理池配置
PROXY_URL = 'http://localhost:5555/random' # 若为远程服务器运行,需更改地址
对接selenium
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
import time
class SeleniumMiddleware():
# def __init__(self, timeout=None, service_args=[]):
def __init__(self, timeout=None):
self.logger = getLogger(__name__)
self.timeout = timeout
# self.browser = webdriver.PhantomJS(service_args=service_args)
self.browser = webdriver.Chrome()
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, '#q')))
submit = self.wait.until(
EC.element_to_be_clickable((By.CSS_SELECTOR, '#J_TSearchForm > div.search-button > button')))
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'),
)
# return cls(timeout=crawler.settings.get('SELENIUM_TIMEOUT'),
# service_args=crawler.settings.get('PHANTOMJS_SERVICE_ARGS'))
Settings配置
若需要更改为phantomjs,需把注释的内容替换出来,并在setting中增加设置:
SELENIUM_TIMEOUT = 20
PHANTOMJS_SERVICE_ARGS = ['--load-images=false', '--disk-cache=true']
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