提交 4b3cae54 编写于 作者: 骆昊的技术专栏's avatar 骆昊的技术专栏

更新了爬虫并发下载部分的内容

上级 2c2c096a
...@@ -36,24 +36,208 @@ Python3.2带来了`concurrent.futures` 模块,这个模块包含了线程池 ...@@ -36,24 +36,208 @@ Python3.2带来了`concurrent.futures` 模块,这个模块包含了线程池
1. Python 2.2:第一次提出了生成器(最初称之为迭代器)的概念(PEP 255)。 1. Python 2.2:第一次提出了生成器(最初称之为迭代器)的概念(PEP 255)。
2. Python 2.5:引入了将对象发送回暂停了的生成器这一特性即生成器的`send()`方法(PEP 342)。 2. Python 2.5:引入了将对象发送回暂停了的生成器这一特性即生成器的`send()`方法(PEP 342)。
3. Python 3.3:添加了`yield from`特性,允许从迭代器中返回任何值(注意生成器本身也是迭代器),这样我们就可以串联生成器并且重构出更好的生成器。 3. Python 3.3:添加了`yield from`特性,允许从迭代器中返回任何值(注意生成器本身也是迭代器),这样我们就可以串联生成器并且重构出更好的生成器。
4. Python 3.4:引入`asyncio.coroutine` 装饰器用来标记作为协程的函数,协程函数和`asyncio`及其事件循环一起使用,来实现异步I/O操作。 4. Python 3.4:引入`asyncio.coroutine`装饰器用来标记作为协程的函数,协程函数和`asyncio`及其事件循环一起使用,来实现异步I/O操作。
5. Python 3.5:引入了`async``await`,可以使用`async def`来定义一个协程函数,这个函数中不能包含任何形式的`yield`语句,但是可以使用`return``await`从协程中返回值。 5. Python 3.5:引入了`async``await`,可以使用`async def`来定义一个协程函数,这个函数中不能包含任何形式的`yield`语句,但是可以使用`return``await`从协程中返回值。
#### 示例代码
1. 生成器 - 数据的生产者。
```Python
from time import sleep
# 倒计数生成器
def countdown(n):
while n > 0:
yield n
n -= 1
def main():
for num in countdown(5):
print(f'Countdown: {num}')
sleep(1)
print('Countdown Over!')
if __name__ == '__main__':
main()
```
生成器还可以叠加来组成生成器管道,代码如下所示。
```Python
# Fibonacci数生成器
def fib():
a, b = 0, 1
while True:
a, b = b, a + b
yield a
# 偶数生成器
def even(gen):
for val in gen:
if val % 2 == 0:
yield val
def main():
gen = even(fib())
for _ in range(10):
print(next(gen))
if __name__ == '__main__':
main()
```
2. 协程 - 数据的消费者。
```Python
from time import sleep
# 生成器 - 数据生产者
def countdown_gen(n, consumer):
consumer.send(None)
while n > 0:
consumer.send(n)
n -= 1
consumer.send(None)
# 协程 - 数据消费者
def countdown_con():
while True:
n = yield
if n:
print(f'Countdown {n}')
sleep(1)
else:
print('Countdown Over!')
def main():
countdown_gen(5, countdown_con())
if __name__ == '__main__':
main()
```
> 说明:上面代码中countdown_gen函数中的第1行consumer.send(None)是为了激活生成器,通俗的说就是让生成器执行到有yield关键字的地方挂起,当然也可以通过next(consumer)来达到同样的效果。如果不愿意每次都用这样的代码来“预激”生成器,可以写一个包装器来完成该操作,代码如下所示。
```Python
from functools import wraps
def coroutine(fn):
@wraps(fn)
def wrapper(*args, **kwargs):
gen = fn(*args, **kwargs)
next(gen)
return gen
return wrapper
```
这样就可以使用`@coroutine`装饰器对协程进行预激操作,不需要再写重复代码来激活协程。
3. 异步I/O - 非阻塞式I/O操作。
```Python
import asyncio
@asyncio.coroutine
def countdown(name, n):
while n > 0:
print(f'Countdown[{name}]: {n}')
yield from asyncio.sleep(1)
n -= 1
def main():
loop = asyncio.get_event_loop()
tasks = [
countdown("A", 10), countdown("B", 5),
]
loop.run_until_complete(asyncio.wait(tasks))
loop.close()
if __name__ == '__main__':
main()
```
4. `async``await`
```Python
import asyncio
import aiohttp
async def download(url):
print('Fetch:', url)
async with aiohttp.ClientSession() as session:
async with session.get(url) as resp:
print(url, '--->', resp.status)
print(url, '--->', resp.cookies)
print('\n\n', await resp.text())
def main():
loop = asyncio.get_event_loop()
urls = [
'https://www.baidu.com',
'http://www.sohu.com/',
'http://www.sina.com.cn/',
'https://www.taobao.com/',
'https://www.jd.com/'
]
tasks = [download(url) for url in urls]
loop.run_until_complete(asyncio.wait(tasks))
loop.close()
if __name__ == '__main__':
main()
```
上面的代码使用了[AIOHTTP](https://github.com/aio-libs/aiohttp)这个非常著名的第三方库,它实现了HTTP客户端和HTTP服务器的功能,对异步操作提供了非常好的支持,有兴趣可以阅读它的[官方文档](https://aiohttp.readthedocs.io/en/stable/)
### 实例 - 多线程爬取“手机搜狐网”所有页面。 ### 实例 - 多线程爬取“手机搜狐网”所有页面。
```Python ```Python
import pickle
import zlib
from enum import Enum, unique from enum import Enum, unique
from queue import Queue from hashlib import sha1
from random import random from random import random
from threading import Thread, current_thread from threading import Thread, current_thread, local
from time import sleep from time import sleep
from urllib.parse import urlparse from urllib.parse import urlparse
import pymongo
import redis
import requests import requests
from bs4 import BeautifulSoup from bs4 import BeautifulSoup
from bson import Binary
@unique @unique
...@@ -113,7 +297,6 @@ class Spider(object): ...@@ -113,7 +297,6 @@ class Spider(object):
def parse(self, html_page, *, domain='m.sohu.com'): def parse(self, html_page, *, domain='m.sohu.com'):
soup = BeautifulSoup(html_page, 'lxml') soup = BeautifulSoup(html_page, 'lxml')
url_links = []
for a_tag in soup.body.select('a[href]'): for a_tag in soup.body.select('a[href]'):
parser = urlparse(a_tag.attrs['href']) parser = urlparse(a_tag.attrs['href'])
scheme = parser.scheme or 'http' scheme = parser.scheme or 'http'
...@@ -122,34 +305,51 @@ class Spider(object): ...@@ -122,34 +305,51 @@ class Spider(object):
path = parser.path path = parser.path
query = '?' + parser.query if parser.query else '' query = '?' + parser.query if parser.query else ''
full_url = f'{scheme}://{netloc}{path}{query}' full_url = f'{scheme}://{netloc}{path}{query}'
if full_url not in visited_urls: redis_client = thread_local.redis_client
url_links.append(full_url) if not redis_client.sismember('visited_urls', full_url):
return url_links redis_client.rpush('m_sohu_task', full_url)
def extract(self, html_page): def extract(self, html_page):
pass pass
def store(self, data_dict): def store(self, data_dict):
# redis_client = thread_local.redis_client
# mongo_db = thread_local.mongo_db
pass pass
class SpiderThread(Thread): class SpiderThread(Thread):
def __init__(self, name, spider, tasks_queue): def __init__(self, name, spider):
super().__init__(name=name, daemon=True) super().__init__(name=name, daemon=True)
self.spider = spider self.spider = spider
self.tasks_queue = tasks_queue
def run(self): def run(self):
redis_client = redis.Redis(host='1.2.3.4', port=6379, password='1qaz2wsx')
mongo_client = pymongo.MongoClient(host='1.2.3.4', port=27017)
thread_local.redis_client = redis_client
thread_local.mongo_db = mongo_client.msohu
while True: while True:
current_url = self.tasks_queue.get() current_url = redis_client.lpop('m_sohu_task')
visited_urls.add(current_url) while not current_url:
current_url = redis_client.lpop('m_sohu_task')
self.spider.status = SpiderStatus.WORKING self.spider.status = SpiderStatus.WORKING
html_page = self.spider.fetch(current_url) current_url = current_url.decode('utf-8')
if html_page not in [None, '']: if not redis_client.sismember('visited_urls', current_url):
url_links = self.spider.parse(html_page) redis_client.sadd('visited_urls', current_url)
for url_link in url_links: html_page = self.spider.fetch(current_url)
self.tasks_queue.put(url_link) if html_page not in [None, '']:
hasher = hasher_proto.copy()
hasher.update(current_url.encode('utf-8'))
doc_id = hasher.hexdigest()
sohu_data_coll = mongo_client.msohu.webpages
if not sohu_data_coll.find_one({'_id': doc_id}):
sohu_data_coll.insert_one({
'_id': doc_id,
'url': current_url,
'page': Binary(zlib.compress(pickle.dumps(html_page)))
})
self.spider.parse(html_page)
self.spider.status = SpiderStatus.IDLE self.spider.status = SpiderStatus.IDLE
...@@ -158,19 +358,22 @@ def is_any_alive(spider_threads): ...@@ -158,19 +358,22 @@ def is_any_alive(spider_threads):
for spider_thread in spider_threads]) for spider_thread in spider_threads])
visited_urls = set() thread_local = local()
hasher_proto = sha1()
def main(): def main():
task_queue = Queue() redis_client = redis.Redis(host='1.2.3.4', port=6379, password='1qaz2wsx')
task_queue.put('http://m.sohu.com/') if not redis_client.exists('m_sohu_task'):
spider_threads = [SpiderThread('thread-%d' % i, Spider(), task_queue) redis_client.rpush('m_sohu_task', 'http://m.sohu.com/')
spider_threads = [SpiderThread('thread-%d' % i, Spider())
for i in range(10)] for i in range(10)]
for spider_thread in spider_threads: for spider_thread in spider_threads:
spider_thread.start() spider_thread.start()
while not task_queue.empty() or is_any_alive(spider_threads): while redis_client.exists('m_sohu_task') or is_any_alive(spider_threads):
sleep(5) pass
print('Over!') print('Over!')
......
import asyncio
@asyncio.coroutine
def countdown(name, num):
while num > 0:
print(f'Countdown[{name}]: {num}')
yield from asyncio.sleep(1)
num -= 1
def main():
loop = asyncio.get_event_loop()
tasks = [
countdown("A", 10), countdown("B", 5),
]
loop.run_until_complete(asyncio.wait(tasks))
loop.close()
if __name__ == '__main__':
main()
import asyncio
import aiohttp
async def download(url):
print('Fetch:', url)
async with aiohttp.ClientSession() as session:
async with session.get(url) as resp:
print(url, '--->', resp.status)
print(url, '--->', resp.cookies)
print('\n\n', await resp.text())
def main():
loop = asyncio.get_event_loop()
urls = [
'https://www.baidu.com',
'http://www.sohu.com/',
'http://www.sina.com.cn/',
'https://www.taobao.com/',
'https://www.jd.com/'
]
tasks = [download(url) for url in urls]
loop.run_until_complete(asyncio.wait(tasks))
loop.close()
if __name__ == '__main__':
main()
from time import sleep
def countdown_gen(n, consumer):
consumer.send(None)
while n > 0:
consumer.send(n)
n -= 1
consumer.send(None)
def countdown_con():
while True:
n = yield
if n:
print(f'Countdown {n}')
sleep(1)
else:
print('Countdown Over!')
def main():
countdown_gen(5, countdown_con())
if __name__ == '__main__':
main()
from time import sleep
from myutils import coroutine
@coroutine
def create_delivery_man(name, capacity=1):
buffer = []
while True:
size = 0
while size < capacity:
pkg_name = yield
if pkg_name:
size += 1
buffer.append(pkg_name)
print('%s正在接受%s' % (name, pkg_name))
else:
break
print('=====%s正在派送%d件包裹=====' % (name, len(buffer)))
sleep(3)
buffer.clear()
def create_package_center(consumer, max_packages):
num = 0
while num <= max_packages:
print('快递中心准备派送%d号包裹' % num)
consumer.send('包裹-%d' % num)
num += 1
if num % 10 == 0:
sleep(5)
consumer.send(None)
def main():
print(create_delivery_man.__name__)
dm = create_delivery_man('王大锤', 7)
create_package_center(dm, 25)
if __name__ == '__main__':
main()
def fib():
a, b = 0, 1
while True:
a, b = b, a + b
yield a
def even(gen):
for val in gen:
if val % 2 == 0:
yield val
def main():
gen = even(fib())
for _ in range(10):
print(next(gen))
if __name__ == '__main__':
main()
from time import sleep
def countdown(n):
while n > 0:
yield n
n -= 1
def main():
for num in countdown(5):
print(f'Countdown: {num}')
sleep(1)
print('Countdown Over!')
if __name__ == '__main__':
main()
from functools import wraps
def coroutine(fn):
@wraps(fn)
def wrapper(*args, **kwargs):
gen = fn(*args, **kwargs)
next(gen)
return gen
return wrapper
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