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问题:使用SQL alchemy时,非主键不能设置为自增长,但是我想让这个非主键仅仅是为了作为索引,autoincrement=True无效,该怎么实现让它自增长呢?
- from sqlalchemy import String,Integer,Text,Column
- from sqlalchemy import create_engine
- from sqlalchemy.orm import sessionmaker
- from sqlalchemy.orm import scoped_session
- from sqlalchemy.ext.declarative import declarative_base
-
- engine=create_engine(
- "mysql+pymysql://root:root@127.0.0.1:3306/jdcrawl?charset=utf8",
- pool_size=200,
- max_overflow=300,
- echo=False
- )
-
- BASE=declarative_base() # 实例化
-
- class Goods(BASE):
- __tablename__='goods'
- id=Column(Integer(),primary_key=True,autoincrement=True)
- sku_id = Column(String(200), primary_key=True, autoincrement=False)
- name=Column(String(200))
- price=Column(String(200))
- comments_num=Column(Integer)
- shop=Column(String(200))
- link=Column(String(200))
-
- class Comments(BASE):
- __tablename__='comments'
- id=Column(Integer(),primary_key=True,autoincrement=True,nullable=False)
- sku_id=Column(String(200),primary_key=True,autoincrement=False)
- comments=Column(Text())
-
- BASE.metadata.create_all(engine)
- Session=sessionmaker(engine)
- sess_db=scoped_session(Session)

问题:爬取几页评论后就会爬取到空白页,添加refer后依旧如此
尝试解决方法:将获取评论地方的线程池改为单线程,并每获取一页评论增加延时1s
- # 不能爬太快!!!不然获取不到评论
-
- from bs4 import BeautifulSoup
- import requests
- from urllib import parse
- import csv,json,re
- import threadpool
- import time
- from jd_mysqldb import Goods,Comments,sess_db
-
- headers={
- 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.198 Safari/537.36',
- 'Cookie': '__jdv=76161171|baidu|-|organic|%25E4%25BA%25AC%25E4%25B8%259C|1613711947911; __jdu=16137119479101182770449; areaId=7; ipLoc-djd=7-458-466-0; PCSYCityID=CN_410000_0_0; shshshfpa=07383463-032f-3f99-9d40-639cb57c6e28-1613711950; shshshfpb=u8S9UvxK66gfIbM1mUNrIOg%3D%3D; user-key=153f6b4d-0704-4e56-82b6-8646f3f0dad4; cn=0; shshshfp=9a88944b34cb0ff3631a0a95907b75eb; __jdc=122270672; 3AB9D23F7A4B3C9B=SEELVNXBPU7OAA3UX5JTKR5LQADM5YFJRKY23Z6HDBU4OT2NWYGX525CKFFVHTRDJ7Q5DJRMRZQIQJOW5GVBY43XVI; jwotest_product=99; __jda=122270672.16137119479101182770449.1613711948.1613738165.1613748918.4; JSESSIONID=C06EC8D2E9384D2628AE22B1A6F9F8FC.s1; shshshsID=ab2ca3143928b1b01f6c5b71a15fcebe_5_1613750374847; __jdb=122270672.5.16137119479101182770449|4.1613748918',
- 'Referer': 'https://www.jd.com/'
- }
-
- num=0 # 商品数量
- comments_num=0 # 评论数量
-
- # 获取商品信息和SkuId
- def getIndex(url):
- session=requests.Session()
- session.headers=headers
- global num
- res=session.get(url,headers=headers)
- print(res.status_code)
- res.encoding=res.apparent_encoding
- soup=BeautifulSoup(res.text,'lxml')
- items=soup.select('li.gl-item')
- for item in items[:3]: # 爬取3个商品测试
- title=item.select_one('.p-name a em').text.strip().replace(' ','')
- price=item.select_one('.p-price strong').text.strip().replace('¥','')
- try:
- shop=item.select_one('.p-shopnum a').text.strip() # 获取书籍时查找店铺的方法
- except:
- shop=item.select_one('.p-shop a').text.strip() # 获取其他商品时查找店铺的方法
- link=parse.urljoin('https://',item.select_one('.p-img a').get('href'))
- SkuId=re.search('\d+',link).group()
- comments_num=getCommentsNum(SkuId,session)
- print(SkuId,title, price, shop, link, comments_num)
- print("开始存入数据库...")
- try:
- IntoGoods(SkuId,title, price, shop, link, comments_num)
- except Exception as e:
- print(e)
- sess_db.rollback()
- num += 1
- print("正在获取评论...")
- # 获取评论总页数
- url1 = f'https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page=0&pageSize=10'
- headers['Referer'] = f'https://item.jd.com/{SkuId}.html'
- headers['Connection']='keep-alive'
- res2 = session.get(url1,headers=headers)
- res2.encoding = res2.apparent_encoding
- json_data = json.loads(res2.text)
- max_page = json_data['maxPage'] # 经测试最多可获取100页评论,每页10条
- args = []
- for i in range(0, max_page):
- # 使用此链接获取评论得到的为json格式
- url2 = f'https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10'
- # 使用此链接获取评论得到的非json格式,需要提取
- # url2_2=f'https://club.jd.com/comment/productPageComments.action?callback=jQuery9287224&productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10'
- args.append(([session,SkuId,url2], None))
- pool2 = threadpool.ThreadPool(2) # 2个线程
- reque2 = threadpool.makeRequests(getComments,args) # 创建任务
- for r in reque2:
- pool2.putRequest(r) # 提交任务到线程池
- pool2.wait()
-
- # 获取评论总数量
- def getCommentsNum(SkuId,sess):
- headers['Referer']=f'https://item.jd.com/{SkuId}.html'
- url=f'https://club.jd.com/comment/productCommentSummaries.action?referenceIds={SkuId}'
- res=sess.get(url,headers=headers)
- try:
- res.encoding=res.apparent_encoding
- json_data=json.loads(res.text) # json格式转为字典
- num=json_data['CommentsCount'][0]['CommentCount']
- return num
- except:
- return 'Error'
-
- # 获取评论
- def getComments(sess,SkuId,url2):
- global comments_num
- print(url2)
- headers['Referer'] = f'https://item.jd.com/{SkuId}.html'
- res2 = sess.get(url2,headers=headers)
- res2.encoding='gbk'
- json_data=res2.text
- '''
- # 如果用url2_2需要进行如下操作提取json
- start = res2.text.find('jQuery9287224(') + len('jQuery9287224(')
- end = res2.text.find(');')
- json_data=res2.text[start:end]
- '''
- dict_data = json.loads(json_data)
- try:
- comments=dict_data['comments']
- for item in comments:
- comment=item['content'].replace('\n','')
- # print(comment)
- comments_num+=1
- try:
- IntoComments(SkuId,comment)
- except Exception as e:
- print(e)
- sess_db.rollback()
- except:
- pass
-
- # 商品信息入库
- def IntoGoods(SkuId,title, price, shop, link, comments_num):
- goods_data=Goods(
- sku_id=SkuId,
- name=title,
- price=price,
- comments_num=comments_num,
- shop=shop,
- link=link
- )
- sess_db.add(goods_data)
- sess_db.commit()
-
- # 评论入库
- def IntoComments(SkuId,comment):
- comments_data=Comments(
- sku_id=SkuId,
- comments=comment
- )
- sess_db.add(comments_data)
- sess_db.commit()
-
- if __name__ == '__main__':
- start_time=time.time()
- urls=[]
- KEYWORD=parse.quote(input("请输入要查询的关键词:"))
- for i in range(1,2): # 爬取一页进行测试
- url=f'https://search.jd.com/Search?keyword={KEYWORD}&wq={KEYWORD}&page={i}'
- urls.append(([url,],None)) # threadpool要求必须这样写
- pool=threadpool.ThreadPool(2) # 2个线程的线程池
- reque=threadpool.makeRequests(getIndex,urls) # 创建任务
- for r in reque:
- pool.putRequest(r) # 向线程池提交任务
- pool.wait() # 等待所有任务执行完毕
- print("共获取{}件商品,获得{}条评论,耗时{}".format(num,comments_num,time.time()-start_time))

经测试,的确不会出现空白页的情况
进一步优化:同时获取2个以上商品的评论
- # 不能爬太快!!!不然获取不到评论
- from bs4 import BeautifulSoup
- import requests
- from urllib import parse
- import csv,json,re
- import threadpool
- import time
- from jd_mysqldb import Goods,Comments,sess_db
-
- headers={
- 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.198 Safari/537.36',
- 'Cookie': '__jdv=76161171|baidu|-|organic|%25E4%25BA%25AC%25E4%25B8%259C|1613711947911; __jdu=16137119479101182770449; areaId=7; ipLoc-djd=7-458-466-0; PCSYCityID=CN_410000_0_0; shshshfpa=07383463-032f-3f99-9d40-639cb57c6e28-1613711950; shshshfpb=u8S9UvxK66gfIbM1mUNrIOg%3D%3D; user-key=153f6b4d-0704-4e56-82b6-8646f3f0dad4; cn=0; shshshfp=9a88944b34cb0ff3631a0a95907b75eb; __jdc=122270672; 3AB9D23F7A4B3C9B=SEELVNXBPU7OAA3UX5JTKR5LQADM5YFJRKY23Z6HDBU4OT2NWYGX525CKFFVHTRDJ7Q5DJRMRZQIQJOW5GVBY43XVI; jwotest_product=99; __jda=122270672.16137119479101182770449.1613711948.1613738165.1613748918.4; JSESSIONID=C06EC8D2E9384D2628AE22B1A6F9F8FC.s1; shshshsID=ab2ca3143928b1b01f6c5b71a15fcebe_5_1613750374847; __jdb=122270672.5.16137119479101182770449|4.1613748918',
- 'Referer': 'https://www.jd.com/'
- }
-
- num=0 # 商品数量
- comments_num=0 # 评论数量
-
- # 获取商品信息和SkuId
- def getIndex(url):
- session=requests.Session()
- session.headers=headers
- global num
- res=session.get(url,headers=headers)
- print(res.status_code)
- res.encoding=res.apparent_encoding
- soup=BeautifulSoup(res.text,'lxml')
- items=soup.select('li.gl-item')
- for item in items[:2]: # 爬取2个商品测试
- title=item.select_one('.p-name a em').text.strip().replace(' ','')
- price=item.select_one('.p-price strong').text.strip().replace('¥','')
- try:
- shop=item.select_one('.p-shopnum a').text.strip() # 获取书籍时查找店铺的方法
- except:
- shop=item.select_one('.p-shop a').text.strip() # 获取其他商品时查找店铺的方法
- link=parse.urljoin('https://',item.select_one('.p-img a').get('href'))
- SkuId=re.search('\d+',link).group()
- headers['Referer'] = f'https://item.jd.com/{SkuId}.html'
- headers['Connection'] = 'keep-alive'
- comments_num=getCommentsNum(SkuId,session)
- print(SkuId,title, price, shop, link, comments_num)
- print("开始将商品存入数据库...")
- try:
- IntoGoods(SkuId,title, price, shop, link, comments_num)
- except Exception as e:
- print(e)
- sess_db.rollback()
- num += 1
- print("正在获取评论...")
- # 获取评论总页数
- url1 = f'https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page=0&pageSize=10'
- res2 = session.get(url1,headers=headers)
- res2.encoding = res2.apparent_encoding
- json_data = json.loads(res2.text)
- max_page = json_data['maxPage'] # 经测试最多可获取100页评论,每页10条
- print("{}评论共{}页".format(SkuId,max_page))
- if max_page==0:
- IntoComments(SkuId,'0')
- else:
- for i in range(0, max_page):
- # 使用此链接获取评论得到的为json格式
- url2 = f'https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10'
- # 使用此链接获取评论得到的非json格式,需要提取
- # url2_2=f'https://club.jd.com/comment/productPageComments.action?callback=jQuery9287224&productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10'
- print("开始获取第{}页评论:{}".format(i+1,url2) )
- getComments(session,SkuId,url2)
- time.sleep(1)
-
- # 获取评论总数量
- def getCommentsNum(SkuId,sess):
- url=f'https://club.jd.com/comment/productCommentSummaries.action?referenceIds={SkuId}'
- res=sess.get(url)
- try:
- res.encoding=res.apparent_encoding
- json_data=json.loads(res.text) # json格式转为字典
- num=json_data['CommentsCount'][0]['CommentCount']
- return num
- except:
- return 'Error'
-
- # 获取评论
- def getComments(sess,SkuId,url2):
- global comments_num
- res2 = sess.get(url2)
- res2.encoding=res2.apparent_encoding
- json_data=res2.text
- '''
- # 如果用url2_2需要进行如下操作提取json
- start = res2.text.find('jQuery9287224(') + len('jQuery9287224(')
- end = res2.text.find(');')
- json_data=res2.text[start:end]
- '''
- dict_data = json.loads(json_data)
- comments=dict_data['comments']
- for item in comments:
- comment=item['content'].replace('\n','')
- # print(comment)
- comments_num+=1
- try:
- IntoComments(SkuId,comment)
- except Exception as e:
- print(e)
- sess_db.rollback()
-
- # 商品信息入库
- def IntoGoods(SkuId,title, price, shop, link, comments_num):
- goods_data=Goods(
- sku_id=SkuId,
- name=title,
- price=price,
- comments_num=comments_num,
- shop=shop,
- link=link
- )
- sess_db.add(goods_data)
- sess_db.commit()
-
- # 评论入库
- def IntoComments(SkuId,comment):
- comments_data=Comments(
- sku_id=SkuId,
- comments=comment
- )
- sess_db.add(comments_data)
- sess_db.commit()
-
- if __name__ == '__main__':
- start_time=time.time()
- urls=[]
- KEYWORD=parse.quote(input("请输入要查询的关键词:"))
- for i in range(1,2): # 爬取一页进行测试
- url=f'https://search.jd.com/Search?keyword={KEYWORD}&wq={KEYWORD}&page={i}'
- urls.append(([url,],None)) # threadpool要求必须这样写
- pool=threadpool.ThreadPool(2) # 2个线程的线程池
- reque=threadpool.makeRequests(getIndex,urls) # 创建任务
- for r in reque:
- pool.putRequest(r) # 向线程池提交任务
- pool.wait() # 等待所有任务执行完毕
- print("共获取{}件商品,获得{}条评论,耗时{}".format(num,comments_num,time.time()-start_time))

。。。。不行,又出现空白页了
- # 不能爬太快!!!不然获取不到评论
- from bs4 import BeautifulSoup
- import requests
- from urllib import parse
- import csv,json,re
- import threadpool
- import time
- from jd_mysqldb import Goods,Comments,sess_db
-
- headers={
- 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.198 Safari/537.36',
- 'Cookie': '__jdv=76161171|baidu|-|organic|%25E4%25BA%25AC%25E4%25B8%259C|1613711947911; __jdu=16137119479101182770449; areaId=7; ipLoc-djd=7-458-466-0; PCSYCityID=CN_410000_0_0; shshshfpa=07383463-032f-3f99-9d40-639cb57c6e28-1613711950; shshshfpb=u8S9UvxK66gfIbM1mUNrIOg%3D%3D; user-key=153f6b4d-0704-4e56-82b6-8646f3f0dad4; cn=0; shshshfp=9a88944b34cb0ff3631a0a95907b75eb; __jdc=122270672; 3AB9D23F7A4B3C9B=SEELVNXBPU7OAA3UX5JTKR5LQADM5YFJRKY23Z6HDBU4OT2NWYGX525CKFFVHTRDJ7Q5DJRMRZQIQJOW5GVBY43XVI; jwotest_product=99; __jda=122270672.16137119479101182770449.1613711948.1613738165.1613748918.4; JSESSIONID=C06EC8D2E9384D2628AE22B1A6F9F8FC.s1; shshshsID=ab2ca3143928b1b01f6c5b71a15fcebe_5_1613750374847; __jdb=122270672.5.16137119479101182770449|4.1613748918',
- 'Referer': 'https://www.jd.com/'
- }
-
- num=0 # 商品数量
- comments_num=0 # 评论数量
-
- # 获取商品信息和SkuId
- def getIndex(url):
- global num
- skuids=[]
- session=requests.Session()
- session.headers=headers
- res=session.get(url,headers=headers)
- print(res.status_code)
- res.encoding=res.apparent_encoding
- soup=BeautifulSoup(res.text,'lxml')
- items=soup.select('li.gl-item')
- for item in items[:3]: # 爬取3个商品测试
- title=item.select_one('.p-name a em').text.strip().replace(' ','')
- price=item.select_one('.p-price strong').text.strip().replace('¥','')
- try:
- shop=item.select_one('.p-shopnum a').text.strip() # 获取书籍时查找店铺的方法
- except:
- shop=item.select_one('.p-shop a').text.strip() # 获取其他商品时查找店铺的方法
- link=parse.urljoin('https://',item.select_one('.p-img a').get('href'))
- SkuId=re.search('\d+',link).group()
- skuids.append(([SkuId,session],None))
- headers['Referer'] = f'https://item.jd.com/{SkuId}.html'
- headers['Connection'] = 'keep-alive'
- comments_num=getCommentsNum(SkuId,session) # 评论数量
- print(SkuId,title, price, shop, link, comments_num)
- print("开始将商品存入数据库...")
- try:
- IntoGoods(SkuId,title, price, shop, link, comments_num)
- except Exception as e:
- print(e)
- sess_db.rollback()
- num += 1
- print("开始获取评论并存入数据库...")
- pool2=threadpool.ThreadPool(3) # 可同时获取3个商品的评论
- task=threadpool.makeRequests(getComments,skuids)
- for r in task:
- pool2.putRequest(r)
- pool2.wait()
-
- # 获取评论
- def getComments(SkuId,sess):
- # 获取评论总页数
- url1 = f'https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page=0&pageSize=10'
- res2 = sess.get(url1, headers=headers)
- res2.encoding = res2.apparent_encoding
- json_data = json.loads(res2.text)
- max_page = json_data['maxPage'] # 经测试最多可获取100页评论,每页10条
- print("{}评论共{}页".format(SkuId, max_page))
- if max_page == 0:
- IntoComments(SkuId, '0')
- else:
- for i in range(0, max_page):
- # 使用此链接获取评论得到的为json格式
- url2 = f'https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10'
- # 使用此链接获取评论得到的非json格式,需要提取
- # url2_2=f'https://club.jd.com/comment/productPageComments.action?callback=jQuery9287224&productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10'
- print("开始获取第{}页评论:{}".format(i + 1, url2))
- getComments_one(sess, SkuId, url2)
- time.sleep(1)
-
- # 获取评论总数量
- def getCommentsNum(SkuId,sess):
- url=f'https://club.jd.com/comment/productCommentSummaries.action?referenceIds={SkuId}'
- res=sess.get(url)
- try:
- res.encoding=res.apparent_encoding
- json_data=json.loads(res.text) # json格式转为字典
- num=json_data['CommentsCount'][0]['CommentCount']
- return num
- except:
- return 'Error'
-
- # 获取单个评论
- def getComments_one(sess,SkuId,url2):
- global comments_num
- res2 = sess.get(url2)
- res2.encoding=res2.apparent_encoding
- json_data=res2.text
- '''
- # 如果用url2_2需要进行如下操作提取json
- start = res2.text.find('jQuery9287224(') + len('jQuery9287224(')
- end = res2.text.find(');')
- json_data=res2.text[start:end]
- '''
- dict_data = json.loads(json_data)
- comments=dict_data['comments']
- for item in comments:
- comment=item['content'].replace('\n','')
- # print(comment)
- comments_num+=1
- try:
- IntoComments(SkuId,comment)
- except Exception as e:
- print(e)
- print("rollback!")
- sess_db.rollback()
-
- # 商品信息入库
- def IntoGoods(SkuId,title, price, shop, link, comments_num):
- goods_data=Goods(
- sku_id=SkuId,
- name=title,
- price=price,
- comments_num=comments_num,
- shop=shop,
- link=link
- )
- sess_db.add(goods_data)
- sess_db.commit()
-
- # 评论入库
- def IntoComments(SkuId,comment):
- comments_data=Comments(
- sku_id=SkuId,
- comments=comment
- )
- sess_db.add(comments_data)
- sess_db.commit()
-
- if __name__ == '__main__':
- start_time=time.time()
- urls=[]
- KEYWORD=parse.quote(input("请输入要查询的关键词:"))
- for i in range(1,2): # 爬取一页进行测试
- url=f'https://search.jd.com/Search?keyword={KEYWORD}&wq={KEYWORD}&page={i}'
- urls.append(([url,],None)) # threadpool要求必须这样写
- pool=threadpool.ThreadPool(2) # 2个线程的线程池
- reque=threadpool.makeRequests(getIndex,urls) # 创建任务
- for r in reque:
- pool.putRequest(r) # 向线程池提交任务
- pool.wait() # 等待所有任务执行完毕
- print("共获取{}件商品,获得{}条评论,耗时{}".format(num,comments_num,time.time()-start_time))

京东的反爬有点强,如果不想爬取到空白页,只能用单线程加延时一条一条的爬
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