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Comment Python explore-t-il les informations et les commentaires sur les produits JD et les stocke-t-il dans MySQL ?

PHPzavant: 2023-05-26 19:58:281225parcourir

Construire une table de données MySQL

Question : Lors de l'utilisation de l'alchimie SQL, la clé non primaire ne peut pas être définie pour s'incrémenter automatiquement, mais je veux que cette clé non primaire la clé primaire à utiliser uniquement comme index, autoincrement=True n'est pas valide, comment la faire grandir automatiquement ?

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__=&#39;goods&#39;
    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__=&#39;comments&#39;
    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)

Première version :

Problème : Après avoir crawlé plusieurs pages de commentaires, une page vierge sera crawlée C'est toujours le cas après. ajouter une référence.

Essayez la solution : Changez le pool de threads où les commentaires sont obtenus en un seul fil et augmentez le délai de 1 s pour chaque page de commentaires #🎜 🎜#

# 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={
    &#39;user-agent&#39;: &#39;Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.198 Safari/537.36&#39;,
    &#39;Cookie&#39;: &#39;__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&#39;,
    &#39;Referer&#39;: &#39;https://www.jd.com/&#39;
}
 
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,&#39;lxml&#39;)
    items=soup.select(&#39;li.gl-item&#39;)
    for item in items[:3]:  # 爬取3个商品测试
        title=item.select_one(&#39;.p-name a em&#39;).text.strip().replace(&#39; &#39;,&#39;&#39;)
        price=item.select_one(&#39;.p-price strong&#39;).text.strip().replace(&#39;￥&#39;,&#39;&#39;)
        try:
            shop=item.select_one(&#39;.p-shopnum a&#39;).text.strip()   # 获取书籍时查找店铺的方法
        except:
            shop=item.select_one(&#39;.p-shop a&#39;).text.strip()  #   获取其他商品时查找店铺的方法
        link=parse.urljoin(&#39;https://&#39;,item.select_one(&#39;.p-img a&#39;).get(&#39;href&#39;))
        SkuId=re.search(&#39;\d+&#39;,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&#39;https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page=0&pageSize=10&#39;
        headers[&#39;Referer&#39;] = f&#39;https://item.jd.com/{SkuId}.html&#39;
        headers[&#39;Connection&#39;]=&#39;keep-alive&#39;
        res2 = session.get(url1,headers=headers)
        res2.encoding = res2.apparent_encoding
        json_data = json.loads(res2.text)
        max_page = json_data[&#39;maxPage&#39;]  # 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&#39;https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10&#39;
            # 使用此链接获取评论得到的非json格式，需要提取
            # url2_2=f&#39;https://club.jd.com/comment/productPageComments.action?callback=jQuery9287224&productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10&#39;
            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[&#39;Referer&#39;]=f&#39;https://item.jd.com/{SkuId}.html&#39;
    url=f&#39;https://club.jd.com/comment/productCommentSummaries.action?referenceIds={SkuId}&#39;
    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[&#39;CommentsCount&#39;][0][&#39;CommentCount&#39;]
        return num
    except:
        return &#39;Error&#39;
 
# 获取评论
def getComments(sess,SkuId,url2):
    global comments_num
    print(url2)
    headers[&#39;Referer&#39;] = f&#39;https://item.jd.com/{SkuId}.html&#39;
    res2 = sess.get(url2,headers=headers)
    res2.encoding=&#39;gbk&#39;
    json_data=res2.text
    &#39;&#39;&#39;
    # 如果用url2_2需要进行如下操作提取json
    start = res2.text.find(&#39;jQuery9287224(&#39;) + len(&#39;jQuery9287224(&#39;)
    end = res2.text.find(&#39;);&#39;)
    json_data=res2.text[start:end]
    &#39;&#39;&#39;
    dict_data = json.loads(json_data)
    try:
        comments=dict_data[&#39;comments&#39;]
        for item in comments:
            comment=item[&#39;content&#39;].replace(&#39;\n&#39;,&#39;&#39;)
            # 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__ == &#39;__main__&#39;:
    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&#39;https://search.jd.com/Search?keyword={KEYWORD}&wq={KEYWORD}&page={i}&#39;
        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))

#🎜🎜 #Deuxième édition :

Après les tests, il n'y aura effectivement pas de page blanche

Poursuite de l'optimisation :

Obtenez-en 2 ou plus de produits en même temps Commentez

# 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={
    &#39;user-agent&#39;: &#39;Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.198 Safari/537.36&#39;,
    &#39;Cookie&#39;: &#39;__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&#39;,
    &#39;Referer&#39;: &#39;https://www.jd.com/&#39;
}
 
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,&#39;lxml&#39;)
    items=soup.select(&#39;li.gl-item&#39;)
    for item in items[:2]:  # 爬取2个商品测试
        title=item.select_one(&#39;.p-name a em&#39;).text.strip().replace(&#39; &#39;,&#39;&#39;)
        price=item.select_one(&#39;.p-price strong&#39;).text.strip().replace(&#39;￥&#39;,&#39;&#39;)
        try:
            shop=item.select_one(&#39;.p-shopnum a&#39;).text.strip()   # 获取书籍时查找店铺的方法
        except:
            shop=item.select_one(&#39;.p-shop a&#39;).text.strip()  #   获取其他商品时查找店铺的方法
        link=parse.urljoin(&#39;https://&#39;,item.select_one(&#39;.p-img a&#39;).get(&#39;href&#39;))
        SkuId=re.search(&#39;\d+&#39;,link).group()
        headers[&#39;Referer&#39;] = f&#39;https://item.jd.com/{SkuId}.html&#39;
        headers[&#39;Connection&#39;] = &#39;keep-alive&#39;
        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&#39;https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page=0&pageSize=10&#39;
        res2 = session.get(url1,headers=headers)
        res2.encoding = res2.apparent_encoding
        json_data = json.loads(res2.text)
        max_page = json_data[&#39;maxPage&#39;]  # 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,&#39;0&#39;)
        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&#39;https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10&#39;
                # 使用此链接获取评论得到的非json格式，需要提取
                # url2_2=f&#39;https://club.jd.com/comment/productPageComments.action?callback=jQuery9287224&productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10&#39;
                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&#39;https://club.jd.com/comment/productCommentSummaries.action?referenceIds={SkuId}&#39;
    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[&#39;CommentsCount&#39;][0][&#39;CommentCount&#39;]
        return num
    except:
        return &#39;Error&#39;
 
# 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
    &#39;&#39;&#39;
    # 如果用url2_2需要进行如下操作提取json
    start = res2.text.find(&#39;jQuery9287224(&#39;) + len(&#39;jQuery9287224(&#39;)
    end = res2.text.find(&#39;);&#39;)
    json_data=res2.text[start:end]
    &#39;&#39;&#39;
    dict_data = json.loads(json_data)
    comments=dict_data[&#39;comments&#39;]
    for item in comments:
        comment=item[&#39;content&#39;].replace(&#39;\n&#39;,&#39;&#39;)
        # 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__ == &#39;__main__&#39;:
    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&#39;https://search.jd.com/Search?keyword={KEYWORD}&wq={KEYWORD}&page={i}&#39;
        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))

Troisième édition :

. . . . Non, une page blanche apparaît à nouveau

# 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={
    &#39;user-agent&#39;: &#39;Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.198 Safari/537.36&#39;,
    &#39;Cookie&#39;: &#39;__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&#39;,
    &#39;Referer&#39;: &#39;https://www.jd.com/&#39;
}
 
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,&#39;lxml&#39;)
    items=soup.select(&#39;li.gl-item&#39;)
    for item in items[:3]:  # 爬取3个商品测试
        title=item.select_one(&#39;.p-name a em&#39;).text.strip().replace(&#39; &#39;,&#39;&#39;)
        price=item.select_one(&#39;.p-price strong&#39;).text.strip().replace(&#39;￥&#39;,&#39;&#39;)
        try:
            shop=item.select_one(&#39;.p-shopnum a&#39;).text.strip()   # 获取书籍时查找店铺的方法
        except:
            shop=item.select_one(&#39;.p-shop a&#39;).text.strip()  #   获取其他商品时查找店铺的方法
        link=parse.urljoin(&#39;https://&#39;,item.select_one(&#39;.p-img a&#39;).get(&#39;href&#39;))
        SkuId=re.search(&#39;\d+&#39;,link).group()
        skuids.append(([SkuId,session],None))
        headers[&#39;Referer&#39;] = f&#39;https://item.jd.com/{SkuId}.html&#39;
        headers[&#39;Connection&#39;] = &#39;keep-alive&#39;
        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&#39;https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page=0&pageSize=10&#39;
    res2 = sess.get(url1, headers=headers)
    res2.encoding = res2.apparent_encoding
    json_data = json.loads(res2.text)
    max_page = json_data[&#39;maxPage&#39;]  # 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, &#39;0&#39;)
    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&#39;https://club.jd.com/comment/productPageComments.action?productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10&#39;
            # 使用此链接获取评论得到的非json格式，需要提取
            # url2_2=f&#39;https://club.jd.com/comment/productPageComments.action?callback=jQuery9287224&productId={SkuId}&score=0&sortType=5&page={i}&pageSize=10&#39;
            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&#39;https://club.jd.com/comment/productCommentSummaries.action?referenceIds={SkuId}&#39;
    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[&#39;CommentsCount&#39;][0][&#39;CommentCount&#39;]
        return num
    except:
        return &#39;Error&#39;
 
# 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
    &#39;&#39;&#39;
    # 如果用url2_2需要进行如下操作提取json
    start = res2.text.find(&#39;jQuery9287224(&#39;) + len(&#39;jQuery9287224(&#39;)
    end = res2.text.find(&#39;);&#39;)
    json_data=res2.text[start:end]
    &#39;&#39;&#39;
    dict_data = json.loads(json_data)
    comments=dict_data[&#39;comments&#39;]
    for item in comments:
        comment=item[&#39;content&#39;].replace(&#39;\n&#39;,&#39;&#39;)
        # 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__ == &#39;__main__&#39;:
    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&#39;https://search.jd.com/Search?keyword={KEYWORD}&wq={KEYWORD}&page={i}&#39;
        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))

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