Asynchronous Web with Python
Przemek Lewandowski
@haxoza
What is "asynchronous"?
Asynchronous communication, transmission of data without the use of an external clock signal, where data can be transmitted intermittently rather than in a steady stream.
Wikipedia
In other words:
We don't want to wait and block our application awaiting the response.
You know JavaScript? ;)
What blocks our apps?
- I/O
- Networking
- Disk operations
- Computation
- Shared objects
- System calls
Possible solutions
(in Python)
Non-blocking solutions
- Processes
- Threads
- Low-level select-like
- Greenlets / Coroutines / Green Threads
Processes
are
expensive
Threads?
CPython threads are managed by OS
Threads are still expensive and not worth due to GIL
select?
So C-like solution!
Green threads
to the rescue!
Why user-space threads?
- Light weight and fast
- One code path at a time
- No condition races
- Similar API to threads
- High-level API
- Event loop based
- select-like for blocking I/O
But...
wrong code can block the process
Why for web servers?
- Fast
- Memory efficient
- Number of connections
is virtually unlimited
Python implementations
- Asyncio
- Gevent
- Tornado
- Twisted
- Eventlet
- Greenlet
- ...
asyncio is
low-level API
Gevent is general purpose framework
(focused on networking
and synchronous API)
Tornado is a web framework
Twisted is
event-driven networking engine
Your choice should depend on a problem
Case study
Web application that shows tweets in realtime
Gevent vs Tornado
Tweepy library
for Twitter Streaming API
Tweepy uses
- uses blocking i/o
- threads
Gevent
- Greenlets
- Threads monkey patching
- Synchronous API
- One process
Tornado
- Event loop
- Bad idea to run with threads
- Asynchronous API
- Two processes
Let's dive into code
https://bitbucket.org/sunscrapers/twfeed
https://github.com/haxoza/tweefee
Thanks!
Questions?
@haxoza
Resources
- http://www.artima.com/weblogs/viewpost.jsp?thread=214235
- http://stackoverflow.com/questions/200469/what-is-the-difference-between-a-process-and-a-thread
- http://stackoverflow.com/questions/12758952/green-threads-and-thread-in-python
- http://vaidik.in/blog/understanding-non-blocking-io-with-python-part-1.html
- Gevent & Tornado docs
Asynchronous Web in Python
By Przemek Lewandowski
Asynchronous Web in Python
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