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更新了爬虫部分的内容
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‎Day66-75/02.数据采集和解析.md‎

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1. 下载数据 - urllib / requests / aiohttp。
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2. 解析数据 - re / lxml / beautifulsoup4（bs4）/ pyquery。
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3. 缓存和持久化 - pymysql / redis / sqlalchemy / peewee / pymongo。
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4. 序列化和压缩 - pickle / json / zlib。
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5. 调度器 - 进程 / 线程 / 协程。
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4. 生成摘要 - hashlib。
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5. 序列化和压缩 - pickle / json / zlib。
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6. 调度器 - 进程 / 线程 / 协程。
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### HTML页面分析
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‎Day66-75/03.存储数据.md‎

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@@ -191,8 +191,14 @@ b'admin'
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#### MongoDB简介
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MongoDB是2009年问世的一个面向文档的数据库管理系统，由C++语言编写，旨在为Web应用提供可扩展的高性能数据存储解决方案。虽然在划分类别的时候后，MongoDB被认为是NoSQL的产品，但是它更像一个介于关系数据库和非关系数据库之间的产品，在非关系数据库中它功能最丰富，最像关系数据库。
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MongoDB将数据存储为一个文档，一个文档由一系列的“键值对”组成，其文档类似于JSON对象。目前，MongoDB已经提供了对Windows、MacOS、Linux、Solaris等多个平台的支持，而且也提供了多种开发语言的驱动程序，Python当然是其中之一。
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#### MongoDB的安装和配置
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#### 使用MongoDB实现CRUD操作
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@@ -226,13 +232,15 @@ def main():
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# 创建BeautifulSoup对象并指定使用lxml作为解析器
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soup = BeautifulSoup(resp.text, 'lxml')
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href_regex = re.compile(r'^/question')
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# 将URL处理成SHA1摘要(长度固定更简短)
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hasher_proto = sha1()
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# 查找所有href属性以/question打头的a标签
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for a_tag in soup.find_all('a', {'href': href_regex}):
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# 获取a标签的href属性值并组装完整的URL
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href = a_tag.attrs['href']
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full_url = urljoin(base_url, href)
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# 将URL处理成SHA1摘要(长度固定更简短)
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hasher = sha1()
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# 传入URL生成SHA1摘要
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hasher = hasher_proto.copy()
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hasher.update(full_url.encode('utf-8'))
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field_key = hasher.hexdigest()
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# 如果Redis的键'zhihu'对应的hash数据类型中没有URL的摘要就访问页面并缓存

‎Day66-75/code/example10.py‎

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import requests
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from bs4 import BeautifulSoup
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# selenium是一个自动化测试工具
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# 通过它可以模拟浏览器的行为来访问Web页面
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from selenium import webdriver
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def main():
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# 先下载chromedriver并且将可执行程序放到PATH环境变量路径下
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# 创建谷歌Chrome浏览器内核
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driver = webdriver.Chrome()
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# 通过浏览器内核加载页面(可以加载动态生成的内容)
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driver.get('https://www.taobao.com/markets/mm/mm2017')
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# driver.page_source获得的页面包含了JavaScript动态创建的内容
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soup = BeautifulSoup(driver.page_source, 'lxml')
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all_images = soup.select('img[src]')
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for image in all_images:
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url = image.get('src')
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try:
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if not str(url).startswith('http'):
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url = 'http:' + url
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filename = url[url.rfind('/') + 1:]
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print(filename)
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resp = requests.get(url)
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with open('c:/images/' + filename, 'wb') as f:
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f.write(resp.content)
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except OSError:
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print(filename + '下载失败!')
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print('图片下载完成!')
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if __name__ == '__main__':
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main()

‎Day66-75/code/main.py‎

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from enum import Enum, unique
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from queue import Queue
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from random import random
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from threading import Thread, current_thread
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from time import sleep
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from urllib.parse import urlparse
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import requests
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from bs4 import BeautifulSoup
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@unique
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class SpiderStatus(Enum):
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IDLE = 0
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WORKING = 1
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def decode_page(page_bytes, charsets=('utf-8',)):
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page_html = None
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for charset in charsets:
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try:
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page_html = page_bytes.decode(charset)
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break
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except UnicodeDecodeError:
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pass
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return page_html
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class Retry(object):
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def __init__(self, *, retry_times=3,
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wait_secs=5, errors=(Exception, )):
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self.retry_times = retry_times
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self.wait_secs = wait_secs
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self.errors = errors
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def __call__(self, fn):
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def wrapper(*args, **kwargs):
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for _ in range(self.retry_times):
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try:
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return fn(*args, **kwargs)
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except self.errors as e:
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print(e)
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sleep((random() + 1) * self.wait_secs)
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return None
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return wrapper
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class Spider(object):
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def __init__(self):
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self.status = SpiderStatus.IDLE
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@Retry()
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def fetch(self, current_url, *, charsets=('utf-8', ),
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user_agent=None, proxies=None):
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thread_name = current_thread().name
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print(f'[{thread_name}]: {current_url}')
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headers = {'user-agent': user_agent} if user_agent else {}
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resp = requests.get(current_url,
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headers=headers, proxies=proxies)
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return decode_page(resp.content, charsets) \
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if resp.status_code == 200 else None
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def parse(self, html_page, *, domain='m.sohu.com'):
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soup = BeautifulSoup(html_page, 'lxml')
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url_links = []
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for a_tag in soup.body.select('a[href]'):
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parser = urlparse(a_tag.attrs['href'])
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scheme = parser.scheme or 'http'
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netloc = parser.netloc or domain
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if scheme != 'javascript' and netloc == domain:
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path = parser.path
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query = '?' + parser.query if parser.query else ''
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full_url = f'{scheme}://{netloc}{path}{query}'
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if full_url not in visited_urls:
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url_links.append(full_url)
80+
return url_links
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def extract(self, html_page):
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pass
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def store(self, data_dict):
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pass
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class SpiderThread(Thread):
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def __init__(self, name, spider, tasks_queue):
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super().__init__(name=name, daemon=True)
93+
self.spider = spider
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self.tasks_queue = tasks_queue
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def run(self):
97+
while True:
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current_url = self.tasks_queue.get()
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visited_urls.add(current_url)
100+
self.spider.status = SpiderStatus.WORKING
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html_page = self.spider.fetch(current_url)
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if html_page not in [None, '']:
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url_links = self.spider.parse(html_page)
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for url_link in url_links:
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self.tasks_queue.put(url_link)
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self.spider.status = SpiderStatus.IDLE
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def is_any_alive(spider_threads):
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return any([spider_thread.spider.status == SpiderStatus.WORKING
111+
for spider_thread in spider_threads])
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visited_urls = set()
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def main():
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task_queue = Queue()
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task_queue.put('http://m.sohu.com/')
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spider_threads = [SpiderThread('thread-%d' % i, Spider(), task_queue)
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for i in range(10)]
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for spider_thread in spider_threads:
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spider_thread.start()
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while not task_queue.empty() or is_any_alive(spider_threads):
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pass
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print('Over!')
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if __name__ == '__main__':
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main()

‎Day66-75/code/main_redis.py‎

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import pickle
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import zlib
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from enum import Enum, unique
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from hashlib import sha1
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from random import random
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from threading import Thread, current_thread
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from time import sleep
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from urllib.parse import urlparse
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import pymongo
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import redis
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import requests
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from bs4 import BeautifulSoup
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from bson import Binary
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@unique
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class SpiderStatus(Enum):
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IDLE = 0
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WORKING = 1
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def decode_page(page_bytes, charsets=('utf-8',)):
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page_html = None
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for charset in charsets:
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try:
27+
page_html = page_bytes.decode(charset)
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break
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except UnicodeDecodeError:
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pass
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return page_html
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class Retry(object):
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def __init__(self, *, retry_times=3,
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wait_secs=5, errors=(Exception, )):
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self.retry_times = retry_times
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self.wait_secs = wait_secs
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self.errors = errors
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def __call__(self, fn):
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def wrapper(*args, **kwargs):
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for _ in range(self.retry_times):
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try:
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return fn(*args, **kwargs)
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except self.errors as e:
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print(e)
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sleep((random() + 1) * self.wait_secs)
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return None
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return wrapper
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class Spider(object):
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def __init__(self):
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self.status = SpiderStatus.IDLE
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@Retry()
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def fetch(self, current_url, *, charsets=('utf-8', ),
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user_agent=None, proxies=None):
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thread_name = current_thread().name
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print(f'[{thread_name}]: {current_url}')
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headers = {'user-agent': user_agent} if user_agent else {}
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resp = requests.get(current_url,
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headers=headers, proxies=proxies)
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return decode_page(resp.content, charsets) \
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if resp.status_code == 200 else None
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def parse(self, html_page, *, domain='m.sohu.com'):
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soup = BeautifulSoup(html_page, 'lxml')
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for a_tag in soup.body.select('a[href]'):
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parser = urlparse(a_tag.attrs['href'])
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scheme = parser.scheme or 'http'
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netloc = parser.netloc or domain
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if scheme != 'javascript' and netloc == domain:
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path = parser.path
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query = '?' + parser.query if parser.query else ''
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full_url = f'{scheme}://{netloc}{path}{query}'
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if not redis_client.sismember('visited_urls', full_url):
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redis_client.rpush('m_sohu_task', full_url)
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def extract(self, html_page):
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pass
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def store(self, data_dict):
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pass
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class SpiderThread(Thread):
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def __init__(self, name, spider):
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super().__init__(name=name, daemon=True)
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self.spider = spider
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def run(self):
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while True:
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current_url = redis_client.lpop('m_sohu_task')
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while not current_url:
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current_url = redis_client.lpop('m_sohu_task')
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self.spider.status = SpiderStatus.WORKING
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current_url = current_url.decode('utf-8')
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if not redis_client.sismember('visited_urls', current_url):
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redis_client.sadd('visited_urls', current_url)
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html_page = self.spider.fetch(current_url)
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if html_page not in [None, '']:
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hasher = hasher_proto.copy()
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hasher.update(current_url.encode('utf-8'))
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doc_id = hasher.hexdigest()
112+
if not sohu_data_coll.find_one({'_id': doc_id}):
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sohu_data_coll.insert_one({
114+
'_id': doc_id,
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'url': current_url,
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'page': Binary(zlib.compress(pickle.dumps(html_page)))
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})
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self.spider.parse(html_page)
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self.spider.status = SpiderStatus.IDLE
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def is_any_alive(spider_threads):
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return any([spider_thread.spider.status == SpiderStatus.WORKING
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for spider_thread in spider_threads])
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redis_client = redis.Redis(host='120.77.222.217',
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port=6379, password='1qaz2wsx')
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mongo_client = pymongo.MongoClient(host='120.77.222.217', port=27017)
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db = mongo_client.msohu
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sohu_data_coll = db.webpages
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hasher_proto = sha1()
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def main():
136+
if not redis_client.exists('m_sohu_task'):
137+
redis_client.rpush('m_sohu_task', 'http://m.sohu.com/')
138+
spider_threads = [SpiderThread('thread-%d' % i, Spider())
139+
for i in range(10)]
140+
for spider_thread in spider_threads:
141+
spider_thread.start()
142+
143+
while redis_client.exists('m_sohu_task') or is_any_alive(spider_threads):
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pass
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print('Over!')
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if __name__ == '__main__':
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main()

‎玩转PyCharm(上).md‎

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可以在[JetBrains公司的官方网站]()找到PyCharm的[下载链接](https://www.jetbrains.com/pycharm/download/)，有两个可供下载的版本一个是社区版一个是专业版，社区版在[Apache许可证](https://zh.wikipedia.org/wiki/Apache%E8%AE%B8%E5%8F%AF%E8%AF%81)下发布，专业版在专用许可证下发布（需要购买授权下载后可试用30天），其拥有许多额外功能。安装PyCharm需要有JRE（Java运行时环境）的支持，如果没有可以在安装过程中选择在线下载安装。
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> 说明：如果你是一名学生，希望购买PyCharm来使用，可以看看[教育优惠官方申请指南](https://sales.jetbrains.com/hc/zh-cn/articles/207154369)。
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### 首次使用的设置
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第一次使用PyCharm时，会有一个导入设置的向导，如果之前没有使用PyCharm或者没有保存过设置的就直接选择“Do not import settings”进入下一步即可。
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![](./res/pycharm-import-settings.png)
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专业版的PyCharm是需要激活的，强烈建议为优秀的软件支付费用，如果不用做商业用途，我们可以暂时选择试用30天或者使用社区版的PyCharm。
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专业版的PyCharm是需要激活的，**强烈建议为优秀的软件支付费用**，如果不用做商业用途，我们可以暂时选择试用30天或者使用社区版的PyCharm。
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![](./res/pycharm-activate.png)
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