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
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)。
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。
#### 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。
```Python
import pickle
import zlib
from enum import Enum, unique
from queue import Queue
from hashlib import sha1
from random import random
from threading import Thread, current_thread
from threading import Thread, current_thread, local
from time import sleep
from urllib.parse import urlparse
import pymongo
import redis
import requests
from bs4 import BeautifulSoup
from bson import Binary
@unique
......@@ -113,7 +297,6 @@ class Spider(object):
def parse(self, html_page, *, domain='m.sohu.com'):
soup = BeautifulSoup(html_page, 'lxml')
url_links = []
for a_tag in soup.body.select('a[href]'):
parser = urlparse(a_tag.attrs['href'])
scheme = parser.scheme or 'http'
......@@ -122,34 +305,51 @@ class Spider(object):
path = parser.path
query = '?' + parser.query if parser.query else ''
full_url = f'{scheme}://{netloc}{path}{query}'
if full_url not in visited_urls:
url_links.append(full_url)
return url_links
redis_client = thread_local.redis_client
if not redis_client.sismember('visited_urls', full_url):
redis_client.rpush('m_sohu_task', full_url)
def extract(self, html_page):
pass
def store(self, data_dict):
# redis_client = thread_local.redis_client
# mongo_db = thread_local.mongo_db
pass
class SpiderThread(Thread):
def __init__(self, name, spider, tasks_queue):
def __init__(self, name, spider):
super().__init__(name=name, daemon=True)
self.spider = spider
self.tasks_queue = tasks_queue
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:
current_url = self.tasks_queue.get()
visited_urls.add(current_url)
current_url = redis_client.lpop('m_sohu_task')
while not current_url:
current_url = redis_client.lpop('m_sohu_task')
self.spider.status = SpiderStatus.WORKING
html_page = self.spider.fetch(current_url)
if html_page not in [None, '']:
url_links = self.spider.parse(html_page)
for url_link in url_links:
self.tasks_queue.put(url_link)
current_url = current_url.decode('utf-8')
if not redis_client.sismember('visited_urls', current_url):
redis_client.sadd('visited_urls', current_url)
html_page = self.spider.fetch(current_url)
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
......@@ -158,19 +358,22 @@ def is_any_alive(spider_threads):
for spider_thread in spider_threads])
visited_urls = set()
thread_local = local()
hasher_proto = sha1()
def main():
task_queue = Queue()
task_queue.put('http://m.sohu.com/')
spider_threads = [SpiderThread('thread-%d' % i, Spider(), task_queue)
redis_client = redis.Redis(host='1.2.3.4', port=6379, password='1qaz2wsx')
if not redis_client.exists('m_sohu_task'):
redis_client.rpush('m_sohu_task', 'http://m.sohu.com/')
spider_threads = [SpiderThread('thread-%d' % i, Spider())
for i in range(10)]
for spider_thread in spider_threads:
spider_thread.start()
while not task_queue.empty() or is_any_alive(spider_threads):
sleep(5)
while redis_client.exists('m_sohu_task') or is_any_alive(spider_threads):
pass
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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