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Python基于多线程实现抓取数据存入数据库的方法

2021-03-08 00:28zn505119020 Python

这篇文章主要介绍了Python基于多线程实现抓取数据存入数据库的方法,结合实例形式分析了Python使用数据库类与多线程类进行数据抓取与写入数据库操作的具体使用技巧,需要的朋友可以参考下

本文实例讲述了Python基于多线程实现抓取数据存入数据库的方法。分享给大家供大家参考,具体如下:

1. 数据库类

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"""
使用须知:
代码中数据表名 aces ,需要更改该数据表名称的注意更改
"""
import pymysql
class Database():
  # 设置本地数据库用户名和密码
  host = "localhost"
  user = "root"
  password = ""
  database = "test"
  port = 3306
  charset = "utf8"
  cursor=''
  connet =''
  def __init__(self):
    #连接到数据库
    self.connet = pymysql.connect(host = self.host , user = self.user,password = self.password , database = self.database, charset = self.charset)
    self.cursor = self.connet.cursor()
  # #删表
  def dropTables(self):
    self.cursor.execute('''''drop table if exists aces''')
    print("删表")
  #建表
  def createTables(self):
    self.cursor.execute('''''create table if not exists aces
            (
              asin  varchar(11) primary key not null,
              checked varchar(200));''')
    print("建表")
  #保存数据
  def save(self,aceslist):
    self.cursor.execute("insert into aces ( asin, checked) values(%s,%s)", (aceslist[0],aceslist[1]))
    self.connet.commit()
  #判断元素是否已经在数据库里,在就返回true ,不在就返回false
  def is_exists_asin(self,asin):
    self.cursor.execute('select * from aces where asin = %s',asin)
    if self.cursor.fetchone() is None:
      return False
    return True
# db =Database()

2. 多线程任务类

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import urllib.parse
import urllib.parse
import urllib.request
from queue import Queue
import time
import random
import threading
import logging
import pymysql
from bs4 import BeautifulSoup
from local_data import Database
#一个模块中存储多个类 AmazonSpeder , ThreadCrawl(threading.Thread), AmazonSpiderJob
class AmazonSpider():
  def __init__(self):
    self.db = Database()
  def randHeader(self):
    head_connection = ['Keep-Alive', 'close']
    head_accept = ['text/html, application/xhtml+xml, */*']
    head_accept_language = ['zh-CN,fr-FR;q=0.5', 'en-US,en;q=0.8,zh-Hans-CN;q=0.5,zh-Hans;q=0.3']
    head_user_agent = ['Mozilla/5.0 (Windows NT 6.3; WOW64; Trident/7.0; rv:11.0) like Gecko',
              'Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/28.0.1500.95 Safari/537.36',
              'Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; .NET4.0C; rv:11.0) like Gecko)',
              'Mozilla/5.0 (Windows; U; Windows NT 5.2) Gecko/2008070208 Firefox/3.0.1',
              'Mozilla/5.0 (Windows; U; Windows NT 5.1) Gecko/20070309 Firefox/2.0.0.3',
              'Mozilla/5.0 (Windows; U; Windows NT 5.1) Gecko/20070803 Firefox/1.5.0.12',
              'Opera/9.27 (Windows NT 5.2; U; zh-cn)',
              'Mozilla/5.0 (Macintosh; PPC Mac OS X; U; en) Opera 8.0',
              'Opera/8.0 (Macintosh; PPC Mac OS X; U; en)',
              'Mozilla/5.0 (Windows; U; Windows NT 5.1; en-US; rv:1.8.1.12) Gecko/20080219 Firefox/2.0.0.12 Navigator/9.0.0.6',
              'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 6.1; Win64; x64; Trident/4.0)',
              'Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.0)',
              'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; InfoPath.2; .NET4.0C; .NET4.0E)',
              'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.1 (KHTML, like Gecko) Maxthon/4.0.6.2000 Chrome/26.0.1410.43 Safari/537.1 ',
              'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; InfoPath.2; .NET4.0C; .NET4.0E; QQBrowser/7.3.9825.400)',
              'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:21.0) Gecko/20100101 Firefox/21.0 ',
              'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.1 (KHTML, like Gecko) Chrome/21.0.1180.92 Safari/537.1 LBBROWSER',
              'Mozilla/5.0 (compatible; MSIE 10.0; Windows NT 6.1; WOW64; Trident/6.0; BIDUBrowser 2.x)',
              'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/536.11 (KHTML, like Gecko) Chrome/20.0.1132.11 TaoBrowser/3.0 Safari/536.11']
    header = {
      'Connection': head_connection[0],
      'Accept': head_accept[0],
      'Accept-Language': head_accept_language[1],
      'User-Agent': head_user_agent[random.randrange(0, len(head_user_agent))]
    }
    return header
  def getDataById(self , queryId):
    #如果数据库中有的数据,直接返回不处理
    if self.db.is_exists_asin(queryId):
      return
    req = urllib.request.Request(url="https://www.amazon.com/dp/"+str(queryId) , headers=self.randHeader())
    webpage = urllib.request.urlopen(req)
    html = webpage.read()
    soup = BeautifulSoup(html, 'html.parser')
    content = soup.find_all("span" , id = "asTitle")
    # 加入一种判断,有的asin没有该定位,
    if len(content):
      # 非空
      state = content[0].string
    else:
      # 列表为空,没有定位到
      state = "other"
    print(queryId)
    print(state)
    self.db.save([queryId,state])
class ThreadCrawl(threading.Thread): #ThreadCrawl类继承了Threading.Thread类
  def __init__(self, queue): #子类特有属性, queue
    FORMAT = time.strftime("[%Y-%m-%d %H:%M:%S]", time.localtime()) + "[AmazonSpider]-----%(message)s------"
    logging.basicConfig(level=logging.INFO, format=FORMAT)
    threading.Thread.__init__(self)
    self.queue = queue
    self.spider = AmazonSpider() #子类特有属性spider, 并初始化,将实例用作属性
  def run(self):
    while True:
      success = True
      item = self.queue.get() #调用队列对象的get()方法从队头删除并返回一个项目item
      try:
        self.spider.getDataById(item) #调用实例spider的方法getDataById(item)
      except :
        # print("失败")
        success = False
      if not success :
        self.queue.put(item)
      logging.info("now queue size is: %d" % self.queue.qsize()) #队列对象qsize()方法,返回队列的大小
      self.queue.task_done() #队列对象在完成一项工作后,向任务已经完成的队列发送一个信号
class AmazonSpiderJob():
  def __init__(self , size , qs):
    self.size = size # 将形参size的值存储到属性变量size中
    self.qs = qs
  def work(self):
    toSpiderQueue = Queue() #创建一个Queue队列对象
    for q in self.qs:
      toSpiderQueue.put(q) #调用队列对象的put()方法,在对尾插入一个项目item
    for i in range(self.size):
      t = ThreadCrawl(toSpiderQueue)  #将实例用到一个类的方法中
      t.setDaemon(True)
      t.start()
    toSpiderQueue.join()  #队列对象,等到队列为空,再执行别的操作

3. 主线程类

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from amazon_s import AmazonSpiderJob #从一个模块中导入类
import pymysql
import pandas as pd
from local_data import Database
if __name__ == '__main__':
  #初次跑程序的时候,需要删除旧表,然后新建表,之后重启再跑的时候需要注释
  #----------------------
  db = Database()
  db.dropTables()
  db.createTables()
  #---------------------------
  df = pd.read_excel("ASIN检查_viogico_1108.xlsx")
  # print(df.info())
  qs = df["asin1"].values
  print(qs)
  print(len(qs))
  amazonJob = AmazonSpiderJob(8, qs)
  amazonJob.work()

希望本文所述对大家Python程序设计有所帮助。

原文链接:https://blog.csdn.net/zn505119020/article/details/78590416

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