Python爬虫(十八)_多线程糗事百科案例

作者: 小七奇奇 | 来源:发表于2017-12-21 20:17 被阅读33次

    多线程糗事百科案例

    案例要求参考上一个糗事百科单进程案例:http://www.cnblogs.com/miqi1992/p/8081929.html

    Queue(队列对象)

    Queue是python中的标准库,可以直接import Queue引用;队列时线程间最常用的交互数据的形式。

    python下多线程的思考
    对于资源,加锁是个重要的环节。因为python原生的list,dict等,都是not thread safe的。而Queue,是线程安全的,因此在满足使用条件下,建议使用队列

    1. 初始化:class Queue.Queue(maxsize)FIFO先进先出

    2. 包中的常用方法:

      • Queue.qszie()返回队列的大小
      • Queue.empty()如果队列为空,返回True,否则返回False
      • Queue.full()如果队列满了,返回True,反之False
      • Queue.full 与 maxsize大小对应
      • Queue.get([block[, timeout]])获取队列,timeout等待事件
    3. 创建一个"队列"对象

      • import Queue
      • myqueue = Queue.Queue(maxsize=10)
    4. 将一个值放入队列中

      • myqueue.put(10)
    5. 将一个值从队列中取出

      • myqueue.get()

    多线程示意图

    多线程示意图
    #-*- coding:utf-8 -*-
    
    import requests
    from lxml import etree
    from Queue import Queue
    import threading
    import time
    import json
    
    class Thread_crawl(threading.Thread):
        """
            抓取线程类
        """
        def __init__(self, threadID, q):
            threading.Thread.__init__(self)
            self.threadID = threadID
            self.q = q
    
        def run(self):
            print("String: "+self.threadID)
            self.qiushi_spider()
            print("Exiting: "+self.threadID)
    
        def qiushi_spider(self):
            while True:
                if self.q.empty():
                    break
                else:
                    page = self.q.get()
                    print('qiushi_spider=', self.threadID, 'page=', str(page))
                    url = 'http://www.qiushibaike.com/8hr/page/' + str(page)+"/"
                    headers = {
                        'User-Agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/52.0.2743.116 Safari/537.36',
                        'Accept-Language':'zh-CN,zh;q=0.8'
                    }
    
                    #多次尝试失败结束,防止死循环
                    timeout = 4
                    while timeout > 0:
                        timeout -= 1
                        try:
                            content = requests.get(url, headers = headers)
                            data_queue.put(content.text)
                            break
                        except Exception, e:
                            print "qiushi_spider", e
                    if timeout < 0:
                        print 'timeout', url
    
    
    
    class Thread_Parser(threading.Thread):
        """
            页面解析类
        """
        def __init__(self, threadID, queue, lock, f):
            threading.Thread.__init__(self)
            self.threadID = threadID
            self.queue = queue
            self.lock = lock
            self.f = f
    
        def run(self):
            print("starting ", self.threadID)
            global total, exitFlag_Parser
            while not exitFlag_Parser:
                try:
                    """
                        调用队列对象的get()方法从队头删除并返回一个项目。可选参数为block, 默认为True
                        如果队列为空且block为True,get()就使调用线程暂停,直至有项目可用
                        如果队列为空且block为False,队列将引发Empty异常
                    """
                    item = self.queue.get(False)
                    if not item:
                        pass
                    self.parse_data(item)
                    self.queue.task_done()
                    print("Thread_Parser=", self.threadID, 'total=', total)
                except:
                    pass
            print "Exiting ", self.threadID
    
        def parse_data(self, item):
            """
                解析网页函数
                :param item:网页内容
                :return
            """
            global total
            try:
                html = etree.HTML(item)
                result = html.xpath('//div[contains(@id,"qiushi_tag")]')
                for site in result:
                    try:
                        imgUrl = site.xpath('.//img/@src')[0]
                        title = site.xpath('.//h2')[0].text
                        content = site.xpath('.//div[@class="content"]/span')[0].text.strip()
                        vote = None
                        comments = None
                        try:
                            # 投票次数
                            vote = site.xpath('.//i')[0].text
                            # print(vote)
                            #print site.xpath('.//*[@class="number"]')[0].text
                            # 评论信息
                            comments = site.xpath('.//i')[1].text
                        except:
                            pass
                        result = {
                            'imageUrl' : imgUrl,
                            'title' : title,
                            'content' : content,
                            'vote' : vote,
                            'comments' : comments
    
                        }
    
                        with self.lock:
                            self.f.write(json.dumps(result, ensure_ascii=False).encode('utf-8') + '\n') 
                    except Exception, e:
                        print("site in result ", e)
            except Exception, e:
                print("parse_data", e)
            with self.lock:
                total += 1
    
    
    data_queue = Queue()
    exitFlag_Parser = False
    lock = threading.Lock()
    total = 0
    
    def main():
        output = open('qiushibaike.json', 'a')
        #初始化网页页码page从1-10个页面
        pageQueue = Queue(10)
        for page in range(1, 11):
            pageQueue.put(page)
    
        #初始化采集线程
        crawlthreads = []
        crawllist = ["crawl-1", "crawl-2", "crawl-3"]
    
        for threadID in crawllist:
            thread = Thread_crawl(threadID, pageQueue)
            thread.start()
            crawlthreads.append(thread)
    
        # #初始化解析线程parseList
        parserthreads = []
        parserList = ["parser-1", "parser-2", "parser-3"]
    
        #分别启动parserList
        for threadID in parserList:
            thread = Thread_Parser(threadID, data_queue, lock, output)
            thread.start()
            parserthreads.append(thread)
    
        # 等待队列情况
        while not pageQueue.empty():
            pass
    
        #等待所有线程完成
        for t in crawlthreads:
            t.join()
        while not data_queue.empty():
            pass
    
        #通知线程退出
        global exitFlag_Parser
        exitFlag_Parser = True
    
        for t in parserthreads:
            t.join()
        print 'Exiting Main Thread'
        with lock:
            output.close()
    
    if __name__ == '__main__':
        main()
    
    多线程糗事百科

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