asyncio
版本支持
asyncio 模块在 Python3.4 时发布。async 和 await 关键字最早在 Python3.5 中引入。Python3.3 之前不支持。关键概念
event_loop
事件循环:程序开启一个无限的循环,程序员会把一些函数(协程)注册到事件循环上。当满足事件发生的时候,调用相应的协程函数。
coroutine
协程:协程对象,指一个使用async关键字定义的函数,它的调用不会立即执行函数,而是会返回一个协程对象。协程对象需要注册到事件循环,由事件循环调用。
future
对象: 代表将来执行或没有执行的任务的结果。它和task上没有本质的区别
task
任务:一个协程对象就是一个原生可以挂起的函数,任务则是对协程进一步封装,其中包含任务的各种状态。Task 对象是 Future 的子类,它将 coroutine 和 Future 联系在一起,将 coroutine 封装成一个 Future 对象。
async/await
关键字:python3.5 用于定义协程的关键字,async定义一个协程,await用于挂起阻塞的异步调用接口。其作用在一定程度上类似于yield。
工作流程
定义/创建协程对象将协程转为task任务定义事件循环对象容器将task任务放到事件循环对象中触发import asyncioasync def hello(name):print('Hello,', name)# 定义协程对象coroutine = hello("World")# 定义事件循环对象容器loop = asyncio.get_event_loop()# 将协程转为task任务# task = asyncio.ensure_future(coroutine)task = loop.create_task(coroutine)# 将task任务扔进事件循环对象中并触发loop.run_until_complete(task)
并发
1. 创建多个协程的列表 tasks:
import asyncioasync def do_some_work(x):print('Waiting: ', x)await asyncio.sleep(x)return 'Done after {}s'.format(x)tasks = [do_some_work(1), do_some_work(2), do_some_work(4)]
2. 将协程注册到事件循环中:
方法一:使用asyncio.wait()
loop = asyncio.get_event_loop()loop.run_until_complete(asyncio.wait(tasks))
方法二:使用asyncio.gather()
loop = asyncio.get_event_loop()loop.run_until_complete(asyncio.gather(*tasks))
3. 查看 return 结果:
for task in tasks:print('Task ret: ', task.result())
4.asyncio.wait()
与asyncio.gather()
的区别:
接收参数不同:
asyncio.wait()
:必须是一个 list 对象,list 对象里存放多个 task 任务。
# 使用 asyncio.ensure_future 转换为 task 对象tasks=[asyncio.ensure_future(factorial("A", 2)),asyncio.ensure_future(factorial("B", 3)),asyncio.ensure_future(factorial("C", 4))]# 也可以不转为 task 对象# tasks=[# factorial("A", 2),# factorial("B", 3),# factorial("C", 4)# ]loop = asyncio.get_event_loop()loop.run_until_complete(asyncio.wait(tasks))
asyncio.gather()
:比较广泛,注意接收 list 对象时*
不能省略。
tasks=[asyncio.ensure_future(factorial("A", 2)),asyncio.ensure_future(factorial("B", 3)),asyncio.ensure_future(factorial("C", 4))]# tasks=[# factorial("A", 2),# factorial("B", 3),# factorial("C", 4)# ]loop = asyncio.get_event_loop()loop.run_until_complete(asyncio.gather(*tasks))
loop = asyncio.get_event_loop()group1 = asyncio.gather(*[factorial("A" ,i) for i in range(1, 3)])group2 = asyncio.gather(*[factorial("B", i) for i in range(1, 5)])group3 = asyncio.gather(*[factorial("B", i) for i in range(1, 7)])loop.run_until_complete(asyncio.gather(group1, group2, group3))
返回结果不同:
asyncio.wait()
:返回dones
(已完成任务) 和pendings
(未完成任务)
dones, pendings = await asyncio.wait(tasks)for task in dones:print('Task ret: ', task.result())
asyncio.gather()
:直接返回结果
results = await asyncio.gather(*tasks)for result in results:print('Task ret: ', result)
aiohttp
ClientSession 会话管理
import aiohttpimport asyncioasync def main():async with aiohttp.ClientSession() as session:async with session.get('/get') as resp:print(resp.status)print(await resp.text())asyncio.run(main())
其他请求:
session.post('/post', data=b'data')session.put('/put', data=b'data')session.delete('/delete')session.head('/get')session.options('/get')session.patch('/patch', data=b'data')
URL 参数传递
async def main():async with aiohttp.ClientSession() as session:params = {'key1': 'value1', 'key2': 'value2'}async with session.get('/get', params=params) as r:expect = '/get?key1=value1&key2=value2'assert str(r.url) == expect
async def main():async with aiohttp.ClientSession() as session:params = [('key', 'value1'), ('key', 'value2')]async with session.get('/get', params=params) as r:expect = '/get?key=value2&key=value1'assert str(r.url) == expect
获取响应内容
async def main():async with aiohttp.ClientSession() as session:async with session.get('/get') as r:# 状态码print(r.status)# 响应内容,可以自定义编码print(await r.text(encoding='utf-8'))# 非文本内容print(await r.read())# JSON 内容print(await r.json())
自定义请求头
headers = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.106 Safari/537.36"}async def main():async with aiohttp.ClientSession() as session:async with session.get('/get', headers=headers) as r:print(r.status)
为所有会话设置请求头:
headers = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.106 Safari/537.36"}async def main():async with aiohttp.ClientSession(headers=headers) as session:async with session.get('/get') as r:print(r.status)
自定义 cookies
async def main():cookies = {'cookies_are': 'working'}async with aiohttp.ClientSession() as session:async with session.get('/cookies', cookies=cookies) as resp:assert await resp.json() == {"cookies": {"cookies_are": "working"}}
为所有会话设置 cookies:
async def main():cookies = {'cookies_are': 'working'}async with aiohttp.ClientSession(cookies=cookies) as session:async with session.get('/cookies') as resp:assert await resp.json() == {"cookies": {"cookies_are": "working"}}
设置代理
注意:只支持 http 代理。
async def main():async with aiohttp.ClientSession() as session:proxy = "http://127.0.0.1:1080"async with session.get("", proxy=proxy) as r:print(r.status)
需要用户名密码授权的代理:
async def main():async with aiohttp.ClientSession() as session:proxy = "http://127.0.0.1:1080"proxy_auth = aiohttp.BasicAuth('username', 'password')async with session.get("", proxy=proxy, proxy_auth=proxy_auth) as r:print(r.status)
也可以直接传递:
async def main():async with aiohttp.ClientSession() as session:proxy = "http://username:password@127.0.0.1:1080"async with session.get("", proxy=proxy) as r:print(r.status)
异步爬虫示例
import asyncioimport aiohttpfrom lxml import etreefrom datetime import datetimeheaders = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.106 Safari/537.36"}async def get_movie_url():req_url = "/chart"async with aiohttp.ClientSession() as session:async with session.get(url=req_url, headers=headers) as response:result = await response.text()result = etree.HTML(result)return result.xpath("//*[@id='content']/div/div[1]/div/div/table/tr/td/a/@href")async def get_movie_content(movie_url):async with aiohttp.ClientSession() as session:async with session.get(url=movie_url, headers=headers) as response:result = await response.text()result = etree.HTML(result)movie = dict()name = result.xpath('//*[@id="content"]/h1/span[1]//text()')author = result.xpath('//*[@id="info"]/span[1]/span[2]//text()')movie["name"] = namemovie["author"] = authorreturn moviedef run():start = datetime.now()loop = asyncio.get_event_loop()movie_url_list = loop.run_until_complete(get_movie_url())tasks = [get_movie_content(url) for url in movie_url_list]movies = loop.run_until_complete(asyncio.gather(*tasks))print(movies)print("异步用时为:{}".format(datetime.now() - start))if __name__ == '__main__':run()