【Python爬虫】:使用高性能异步多进程爬虫获取豆瓣电影Top250
Geeksongs 人气:0在本篇博文当中,将会教会大家如何使用高性能爬虫,快速爬取并解析页面当中的信息。一般情况下,如果我们请求网页的次数太多,每次都要发出一次请求,进行串行执行的话,那么请求将会占用我们大量的时间,这样得不偿失。因此我们可以i使用高性能爬虫,也就是采用多进程,异步的方式对数据进行爬取和解析,这样就可以在更快的时间内得到我们想要的结果。本篇博文给出有关爬取豆瓣电影的例子,以此来教会大家如何使用高性能爬虫。
一.网页分析
首先我们来分析豆瓣电影的网页代码,在本次的案例当中。我们需要爬取豆瓣电影top250当中的标题title和星数star。
发现,豆瓣电影当中的所有有关电影的信息全部都隐藏在< ol class="grid view">这个标签,当中,因此我们在编写xpath的时候,可以利用对它做一个循环。然后又发现,对于电影的title而言,有两个地方出现,一个地方是在图片上,另一个地方是在span标签下的class = title处,但是在span标签下具有多个标题,为了以免引起混,因此我们使用图片当中所暗含的标题title文字,使用xpath进行定位即可。
对于star而言,就更加简单了。我们发现每次一个star的分数出现,就会有又一个<div class="star">的标签在前面,然后再出现了与span有关的标签,因此我们编写xpath表达式为://ol[@class="grid_view"]//div[@class="star"]/span[@class="rating_num"]/text()
这样就可以得到一整个页面的star的数值了。当然这样我们只能获取第一页的我们想要得到的数据,怎么得到第二页的数据呢?
二.翻页处理
翻页处理对于豆瓣电影这个网站还是比较简单的。我们分别查看第一,二,三页的url,就会惊奇的发现它的网址如下:
https://movie.douban.com/top250?start=0&filter= https://movie.douban.com/top250?start=25&filter= https://movie.douban.com/top250?start=50&filter=
十分明显,这个网址后面有问号说明想要获取页面内容肯定需要发起get请求,都没有做有关post请求的加密,这样看来这也太简单了吧!
同样的我们发现里面的参数start在不断的变化,而filter却保持不变。因此我们只需要得到start参数的规律就知道该怎么编写爬虫了。
对于start而言,每跳转一页,就会增加25的数值,因为每一个页面里面均仅有25部电影。这样我们就找到了start参数的规律,开始编写爬虫。
三.爬虫代码的编写
在编写的代码时候,我们导入了多进程的库,使用这个库进行爬虫,也就只需要在原本代码的基础之上多添加两行代码即可,如下所示:
pool=Pool(4) pool.map(get_information,number_ls)
这两行代码当中,第一个参数的4表示了我们使用4个进程的进程池进行数据的抓取。数值越大,爬取的效率就越高,这取决于你CPU的数量,数值不能超过CPU核心数的数量,因为一个一个CPU核心同时只能够运行单个进程。
第二行代码使用了map函数,第一个参数填写我们进行爬虫的函数,第二个参数填写爬虫函数所需要的参数。把这两个东西放到map函数里,就可以开始高性能爬虫了。
Remark:
在进行进程池爬虫的时候,我们放入的参数number_ls一定是一个列表,同时我们在get_imformation函数里使用得到的参数时,每次系统会调用这个参数列表当中的任意一个数值,而不是对整个列表进行调用。
由于整个原因,因此我们编写整个的代码·如下所示:
import requests from lxml import etree from multiprocessing.dummy import Pool cookie='bid=N3Zqe_FFUKc; douban-fav-remind=1; viewed="27093751"; _vwo_uuid_v2=D401F17C96234AE149C4E04B78C3C8066|6fcc3cefe576bff2b89cdf28c4c5f597; __gads=ID=21cdec44606b00df-2250ba4d7ac4009b:T=1604034713:RT=1604034713:S=ALNI_Mb6iYJKYfbUjLxlisTQX5HCODTGKg; gr_user_id=fb6ac40c-94c3-400e-b170-47e126a9b78a; _gid=GA1.2.1520341169.1612004212; _ga=GA1.2.645228582.1602221486; ll="108288"; UM_distinctid=17752f076e4530-0b6eef25ebabba-f7b1332-1fa400-17752f076e57f0; Hm_lvt_19fc7b106453f97b6a84d64302f21a04=1612004228; Hm_lpvt_19fc7b106453f97b6a84d64302f21a04=1612004253; ap_v=0,6.0; _pk_ref.100001.4cf6=%5B%22%22%2C%22%22%2C1612004299%2C%22https%3A%2F%2Fwww.google.com%2F%22%5D; _pk_ses.100001.4cf6=*; __utma=30149280.645228582.1602221486.1611225800.1612004300.9; __utmb=30149280.0.10.1612004300; __utmc=30149280; __utmz=30149280.1612004300.9.9.utmcsr=google|utmccn=(organic)|utmcmd=organic|utmctr=(not%20provided); __utma=223695111.645228582.1602221486.1612004300.1612004300.1; __utmb=223695111.0.10.1612004300; __utmc=223695111; __utmz=223695111.1612004300.1.1.utmcsr=google|utmccn=(organic)|utmcmd=organic|utmctr=(not%20provided); _pk_id.100001.4cf6=9a1bb1df4597b334.1612004299.1.1612005471.1612004299.' headers={ 'User-Agent':'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/85.0.4183.83 Safari/537.36', } url='https://movie.douban.com/top250' number_ls=[] for i in range(0,251,25): number_ls.append(i) print(number_ls) def get_information(number_ls): param={ 'start':number_ls, 'filter' :'' } page_content=requests.get(url=url,headers=headers,params=param).text with open('douban.html','w',encoding='utf-8') as fp: fp.write(page_content) tree=etree.HTML(page_content) vedio_title=tree.xpath('//ol[@class="grid_view"]//div[@class="pic"]//a/img/@alt') star=tree.xpath('//ol[@class="grid_view"]//div[@class="star"]/span[@class="rating_num"]/text()') vedio_title_ls=[] star_ls=[] for i in vedio_title: vedio_title_ls.append(i) for i in star: star_ls.append(i) j=0 while j<len(star_ls): print("the movie is ",vedio_title_ls[j]) print("the star is ",star_ls[j]) print() j+=1 pool=Pool(4) pool.map(get_information,number_ls)
四.输出的结果
输出的结果十分完美,一共有250份电影,如下图所示:
[0, 25, 50, 75, 100, 125, 150, 175, 200, 225, 250] the movie is 搏击俱乐部 the star is 9.0 the movie is 教父2 the star is 9.2 the movie is 狮子王 the star is 9.0 the movie is 指环王2:双塔奇兵 the star is 9.1 the movie is 死亡诗社 the star is 9.1 the movie is 钢琴家 the star is 9.2 the movie is 黑客帝国 the star is 9.0 the movie is 指环王1:魔戒再现 the star is 9.0 the movie is 饮食男女 the star is 9.1 the movie is 窃听风暴 the star is 9.1 the movie is 美丽心灵 the star is 9.0 the movie is 让子弹飞 the star is 8.8 the movie is 绿皮书 the star is 8.9 the movie is 两杆大烟枪 the star is 9.1 the movie is 本杰明·巴顿奇事 the star is 8.9 the movie is 海蒂和爷爷 the star is 9.2 the movie is 飞越疯人院 the star is 9.1 the movie is 看不见的客人 the star is 8.8 the movie is 西西里的美丽传说 the star is 8.9 the movie is 拯救大兵瑞恩 the star is 9.0 the movie is 穿条纹睡衣的男孩 the star is 9.1 the movie is 小鞋子 the star is 9.2 the movie is 音乐之声 the star is 9.0 the movie is 情书 the star is 8.9 the movie is 海豚湾 the star is 9.3 the movie is 美国往事 the star is 9.2 the movie is 致命魔术 the star is 8.9 the movie is 沉默的羔羊 the star is 8.9 the movie is 低俗小说 the star is 8.9 the movie is 禁闭岛 the star is 8.8 the movie is 蝴蝶效应 the star is 8.8 the movie is 七宗罪 the star is 8.8 the movie is 心灵捕手 the star is 8.9 the movie is 布达佩斯大饭店 the star is 8.9 the movie is 春光乍泄 the star is 8.9 the movie is 摩登时代 the star is 9.3 the movie is 被嫌弃的松子的一生 the star is 8.9 the movie is 哈利·波特与死亡圣器(下) the star is 8.9 the movie is 阿凡达 the star is 8.7 the movie is 喜剧之王 the star is 8.8 the movie is 致命ID the star is 8.8 the movie is 剪刀手爱德华 the star is 8.7 the movie is 勇敢的心 the star is 8.9 the movie is 加勒比海盗 the star is 8.8 the movie is 杀人回忆 the star is 8.9 the movie is 狩猎 the star is 9.1 the movie is 请以你的名字呼唤我 the star is 8.9 the movie is 天使爱美丽 the star is 8.7 the movie is 断背山 the star is 8.8 the movie is 红辣椒 the star is 9.0 the movie is 触不可及 the star is 9.2 the movie is 蝙蝠侠:黑暗骑士 the star is 9.2 the movie is 末代皇帝 the star is 9.3 the movie is 活着 the star is 9.3 the movie is 寻梦环游记 the star is 9.1 the movie is 乱世佳人 the star is 9.3 the movie is 何以为家 the star is 9.1 the movie is 指环王3:王者无敌 the star is 9.2 the movie is 飞屋环游记 the star is 9.0 the movie is 摔跤吧!爸爸 the star is 9.0 the movie is 哈利·波特与魔法石 the star is 9.1 the movie is 素媛 the star is 9.3 the movie is 少年派的奇幻漂流 the star is 9.1 the movie is 十二怒汉 the star is 9.4 the movie is 哈尔的移动城堡 the star is 9.1 the movie is 鬼子来了 the star is 9.3 the movie is 天空之城 the star is 9.1 the movie is 大话西游之月光宝盒 the star is 9.0 the movie is 我不是药神 the star is 9.0 the movie is 闻香识女人 the star is 9.1 the movie is 罗马假日 the star is 9.0 the movie is 天堂电影院 the star is 9.2 the movie is 辩护人 the star is 9.2 the movie is 猫鼠游戏 the star is 9.0 the movie is 大闹天宫 the star is 9.4 the movie is 肖申克的救赎 the star is 9.7 the movie is 霸王别姬 the star is 9.6 the movie is 阿甘正传 the star is 9.5 the movie is 这个杀手不太冷 the star is 9.4 the movie is 泰坦尼克号 the star is 9.4 the movie is 美丽人生 the star is 9.5 the movie is 千与千寻 the star is 9.4 the movie is 辛德勒的名单 the star is 9.5 the movie is 盗梦空间 the star is 9.3 the movie is 忠犬八公的故事 the star is 9.4 the movie is 星际穿越 the star is 9.3 the movie is 海上钢琴师 the star is 9.3 the movie is 楚门的世界 the star is 9.3 the movie is 三傻大闹宝莱坞 the star is 9.2 the movie is 机器人总动员 the star is 9.3 the movie is 放牛班的春天 the star is 9.3 the movie is 大话西游之大圣娶亲 the star is 9.2 the movie is 疯狂动物城 the star is 9.2 the movie is 无间道 the star is 9.2 the movie is 熔炉 the star is 9.3 the movie is 教父 the star is 9.3 the movie is 当幸福来敲门 the star is 9.1 the movie is 龙猫 the star is 9.2 the movie is 怦然心动 the star is 9.1 the movie is 控方证人 the star is 9.6 the movie is 7号房的礼物 the star is 8.9 the movie is 幽灵公主 the star is 8.9 the movie is 小森林 夏秋篇 the star is 9.0 the movie is 阳光灿烂的日子 the star is 8.8 the movie is 第六感 the star is 8.9 the movie is 重庆森林 the star is 8.8 the movie is 入殓师 the star is 8.9 the movie is 唐伯虎点秋香 the star is 8.7 the movie is 小森林 冬春篇 the star is 9.0 the movie is 爱在黎明破晓前 the star is 8.8 the movie is 超脱 the star is 8.9 the movie is 消失的爱人 the star is 8.7 the movie is 一一 the star is 9.0 the movie is 菊次郎的夏天 the star is 8.8 the movie is 蝙蝠侠:黑暗骑士崛起 the star is 8.8 the movie is 侧耳倾听 the star is 8.9 the movie is 倩女幽魂 the star is 8.7 the movie is 功夫 the star is 8.6 the movie is 超能陆战队 the star is 8.7 the movie is 无人知晓 the star is 9.1 the movie is 人生果实 the star is 9.5 the movie is 萤火之森 the star is 8.9 the movie is 甜蜜蜜 the star is 8.8 the movie is 借东西的小人阿莉埃蒂 the star is 8.8 the movie is 玛丽和马克思 the star is 8.9 the movie is 爱在日落黄昏时 the star is 8.8 the movie is 驯龙高手 the star is 8.7 the movie is 完美的世界 the star is 9.1 the movie is 幸福终点站 the star is 8.8 the movie is 告白 the star is 8.7 the movie is 大鱼 the star is 8.8 the movie is 阳光姐妹淘 the star is 8.8 the movie is 射雕英雄传之东成西就 the star is 8.7 the movie is 哈利·波特与阿兹卡班的囚徒 the star is 8.8 the movie is 恐怖直播 the star is 8.8 the movie is 天书奇谭 the star is 9.2 the movie is 怪兽电力公司 the star is 8.7 the movie is 神偷奶爸 the star is 8.6 the movie is 玩具总动员3 the star is 8.8 the movie is 傲慢与偏见 the star is 8.6 the movie is 时空恋旅人 the star is 8.8 the movie is 哈利·波特与密室 the star is 8.7 the movie is 教父3 the star is 8.9 the movie is 釜山行 the star is 8.6 the movie is 血战钢锯岭 the star is 8.7 the movie is 哪吒闹海 the star is 9.1 the movie is 被解救的姜戈 the star is 8.7 the movie is 七武士 the star is 9.3 the movie is 喜宴 the star is 8.9 the movie is 电锯惊魂 the star is 8.7 the movie is 爆裂鼓手 the star is 8.7 the movie is 贫民窟的百万富翁 the star is 8.6 the movie is 萤火虫之墓 the star is 8.7 the movie is 东邪西毒 the star is 8.6 the movie is 海街日记 the star is 8.8 the movie is 黑天鹅 the star is 8.6 the movie is 惊魂记 the star is 9.0 the movie is 无敌破坏王 the star is 8.7 the movie is 你看起来好像很好吃 the star is 8.9 the movie is 冰川时代 the star is 8.6 the movie is 雨人 the star is 8.7 the movie is 小偷家族 the star is 8.7 the movie is 绿里奇迹 the star is 8.9 the movie is 恋恋笔记本 the star is 8.5 the movie is 爱在午夜降临前 the star is 8.8 the movie is 疯狂的石头 the star is 8.5 the movie is 哈利·波特与火焰杯 the star is 8.6 the movie is 寄生虫 the star is 8.7 the movie is 恐怖游轮 the star is 8.5 the movie is 奇迹男孩 the star is 8.6 the movie is 雨中曲 the star is 9.0 the movie is 魔女宅急便 the star is 8.7 the movie is 二十二 the star is 8.7 the movie is 海边的曼彻斯特 the star is 8.6 the movie is 房间 the star is 8.8 the movie is 风之谷 the star is 8.9 the movie is 一个叫欧维的男人决定去死 the star is 8.9 the movie is 我是山姆 the star is 8.9 the movie is 头号玩家 the star is 8.7 the movie is 英雄本色 the star is 8.7 the movie is 上帝之城 the star is 9.0 the movie is 谍影重重3 the star is 8.8 the movie is 疯狂原始人 the star is 8.7 the movie is 未麻的部屋 the star is 9.0 the movie is 岁月神偷 the star is 8.7 the movie is 卢旺达饭店 the star is 8.9 the movie is 纵横四海 the star is 8.8 the movie is 三块广告牌 the star is 8.7 the movie is 达拉斯买家俱乐部 the star is 8.8 the movie is 花样年华 the star is 8.7 the movie is 心迷宫 the star is 8.7 the movie is 记忆碎片 the star is 8.6 the movie is 模仿游戏 the star is 8.7 the movie is 黑客帝国3:矩阵革命 the star is 8.8 the movie is 新世界 the star is 8.8 the movie is 头脑特工队 the star is 8.7 the movie is 荒蛮故事 the star is 8.8 the movie is 你的名字。 the star is 8.4 the movie is 真爱至上 the star is 8.6 the movie is 忠犬八公物语 the star is 9.2 the movie is 谍影重重2 the star is 8.7 the movie is 阿飞正传 the star is 8.5 the movie is 地球上的星星 the star is 8.9 the movie is 彗星来的那一夜 the star is 8.5 the movie is 完美陌生人 the star is 8.5 the movie is 战争之王 the star is 8.7 the movie is 谍影重重 the star is 8.6 the movie is 香水 the star is 8.5 the movie is 东京教父 the star is 9.0 the movie is 东京物语 the star is 9.2 the movie is 朗读者 the star is 8.6 the movie is 千钧一发 the star is 8.8 the movie is 再次出发之纽约遇见你 the star is 8.6 the movie is 驴得水 the star is 8.3 the movie is 猜火车 the star is 8.5 the movie is 黑客帝国2:重装上阵 the star is 8.6 the movie is 无间道2 the star is 8.6 the movie is 我爱你 the star is 9.1 the movie is 浪潮 the star is 8.7 the movie is 崖上的波妞 the star is 8.5 the movie is 聚焦 the star is 8.8 the movie is 小萝莉的猴神大叔 the star is 8.4 the movie is 追随 the star is 8.9 the movie is 黑鹰坠落 the star is 8.7 the movie is 网络谜踪 the star is 8.6 the movie is 虎口脱险 the star is 8.9 the movie is 人工智能 the star is 8.7 the movie is 九品芝麻官 the star is 8.6 the movie is 2001太空漫游 the star is 8.8 the movie is 可可西里 the star is 8.8 the movie is 罗生门 the star is 8.8 the movie is 色,戒 the star is 8.5 the movie is 终结者2:审判日 the star is 8.7 the movie is 城市之光 the star is 9.3 the movie is 初恋这件小事 the star is 8.4 the movie is 魂断蓝桥 the star is 8.8 the movie is 牯岭街少年杀人事件 the star is 8.9 the movie is 遗愿清单 the star is 8.7 the movie is 大佛普拉斯 the star is 8.7 the movie is 新龙门客栈 the star is 8.6 the movie is 波西米亚狂想曲 the star is 8.7 the movie is 源代码 the star is 8.5 the movie is 青蛇 the star is 8.6 the movie is 海洋 the star is 9.1 the movie is 燃情岁月 the star is 8.8 the movie is 无耻混蛋 the star is 8.6 the movie is 疯狂的麦克斯4:狂暴之路 the star is 8.6 the movie is 血钻 the star is 8.7 the movie is 穿越时空的少女 the star is 8.6 the movie is 步履不停 the star is 8.8
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