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<2013-01-22> by Lorenzo Bolla

Blocking tasks in Tornado

Every now and then a new discussion is raised on Tornado's mailling list about what is the best way to execute blocking tasks. It turns out that there are 3 feasible options, in order of increasing complexity:

This blog post is about the second option, in particular using Python's concurrent.futures package.

For example, consider this simple web server, with a blocking "SleepHandler" handler:

import time

import tornado.ioloop
import tornado.web

class MainHandler(tornado.web.RequestHandler):

    def get(self):
        self.write("Hello, world %s" % time.time())

class SleepHandler(tornado.web.RequestHandler):

    def get(self, n):
        self.write("Awake! %s" % time.time())

application = tornado.web.Application([
    (r"/", MainHandler),
    (r"/sleep/(\d+)", SleepHandler),

if __name__ == "__main__":

Try to visit http://localhost:8888/sleep/10 in one tab and http://localhost:8888/ in another: you'll see that "Hello, world" is not printed in the second tab until the first one has finished, after 10 seconds. Effectively, the first call is blocking the IOLoop, who cannot serve the second tab.

You can make the "SleepHandler" Tornado-friendly by executing it in another thread. Below is a decorator that can be used to "unblock" it:

from concurrent.futures import ThreadPoolExecutor
from functools import partial, wraps

import tornado.ioloop
import tornado.web

EXECUTOR = ThreadPoolExecutor(max_workers=4)

def unblock(f):

    def wrapper(*args, **kwargs):
        self = args[0]

        def callback(future):

            partial(f, *args, **kwargs)
            lambda future: tornado.ioloop.IOLoop.instance().add_callback(
                partial(callback, future)))

    return wrapper

class SleepHandler(tornado.web.RequestHandler):

    def get(self, n):
        return "Awake! %s" % time.time()

Very simply, the unblock decorator submits the decorated function to the thread pool, which returns a future; a callback is added to this future to return control to the IOLoop, by calling add_callback, which eventually will call self.finish and conclude the request.

Note that the decorated function must be itself be decorated with tornado.web.asynchronous, in order to not call self.finish too soon! Moreover, self.write is not thread-safe (thanks mrjoes!) therefore it must be called in the main thread with the future's result as parameter.

Full code is below, available on gist.