Eventloops and PyZMQ#
As of pyzmq 17, integrating pyzmq with eventloops should work without any pre-configuration. Due to the use of an edge-triggered file descriptor, this has been known to have issues, so please report problems with eventloop integration.
AsyncIO#
PyZMQ 15 adds support for asyncio
via zmq.asyncio
, containing a Socket subclass
that returns asyncio.Future
objects for use in asyncio
coroutines.
To use this API, import zmq.asyncio.Context
.
Sockets created by this Context will return Futures from any would-be blocking method.
import asyncio
import zmq
from zmq.asyncio import Context
ctx = Context.instance()
async def recv():
s = ctx.socket(zmq.SUB)
s.connect("tcp://127.0.0.1:5555")
s.subscribe(b"")
while True:
msg = await s.recv_multipart()
print("received", msg)
s.close()
Tornado IOLoop#
Tornado adds some utility on top of asyncio.
You can use zmq.asyncio
socket in a tornado application without any special handling.
We have adapted tornado’s IOStream
class into ZMQStream
for
handling message events on ØMQ sockets. A ZMQStream object works much like a Socket object,
but instead of calling recv()
directly, you register a callback with
on_recv_stream()
, which will be called with the result of ~.zmq.Socket.recv_multipart
.
Callbacks can also be registered for send events with on_send()
.
ZMQStream
#
ZMQStream
objects let you register callbacks to handle messages as they arrive,
for use with the tornado eventloop.
ZMQStream.send()
#
ZMQStream objects do have send()
and send_multipart()
methods, which behaves the same way as zmq.Socket.send()
, but instead of sending right
away, the IOLoop
will wait until socket is able to send (for instance if HWM
is met, or a REQ/REP
pattern prohibits sending at a certain point). Messages sent via
send will also be passed to the callback registered with on_send()
after
sending.
on_recv()
#
ZMQStream.on_recv()
is the primary method for using a ZMQStream. It registers a
callback to fire with messages as they are received, which will always be multipart,
even if its length is 1. You can easily use this to build things like an echo socket:
s = ctx.socket(zmq.REP)
s.bind("tcp://localhost:12345")
stream = ZMQStream(s)
def echo(msg):
stream.send_multipart(msg)
stream.on_recv(echo)
ioloop.IOLoop.instance().start()
on_recv can also take a copy
flag, just like zmq.Socket.recv()
. If copy=False
, then
callbacks registered with on_recv will receive tracked Frame
objects instead of
bytes.
Note
A callback must be registered using either ZMQStream.on_recv()
or
ZMQStream.on_recv_stream()
before any data will be received on the
underlying socket. This allows you to temporarily pause processing on a
socket by setting both callbacks to None. Processing can later be resumed
by restoring either callback.
on_recv_stream()
#
ZMQStream.on_recv_stream()
is just like on_recv above, but the callback will be
passed both the message and the stream, rather than just the message. This is meant to make
it easier to use a single callback with multiple streams.
s1 = ctx.socket(zmq.REP)
s1.bind("tcp://localhost:12345")
stream1 = ZMQStream(s1)
s2 = ctx.socket(zmq.REP)
s2.bind("tcp://localhost:54321")
stream2 = ZMQStream(s2)
def echo(stream, msg):
stream.send_multipart(msg)
stream1.on_recv_stream(echo)
stream2.on_recv_stream(echo)
ioloop.IOLoop.instance().start()
flush()
#
Sometimes with an eventloop, there can be multiple events ready on a single iteration of
the loop. The ZMQStream.flush()
method allows developers to pull messages off of
the queue to enforce some priority over the event loop ordering. flush pulls any pending
events off of the queue. You can specify to flush only recv events, only send events, or
any events, and you can specify a limit for how many events to flush in order to prevent
starvation.
PyZMQ and gevent#
PyZMQ ≥ 2.2.0.1 ships with a gevent compatible API as zmq.green
.
To use it, simply:
import zmq.green as zmq
Then write your code as normal.
Socket.send/recv and zmq.Poller are gevent-aware.
In PyZMQ ≥ 2.2.0.2, green.device and green.eventloop should be gevent-friendly as well.
Note
The green device does not release the GIL, unlike the true device in zmq.core.
zmq.green.eventloop includes minimally patched IOLoop/ZMQStream in order to use the gevent-enabled Poller, so you should be able to use the ZMQStream interface in gevent apps as well, though using two eventloops simultaneously (tornado + gevent) is not recommended.
Warning
There is a known issue in gevent ≤ 1.0 or libevent, which can cause zeromq socket events to be missed. PyZMQ works around this by adding a timeout so it will not wait forever for gevent to notice events. The only known solution for this is to use gevent ≥ 1.0, which is currently at 1.0b3, and does not exhibit this behavior.
See also
zmq.green examples on GitHub.
zmq.green
began as gevent_zeromq,
merged into the pyzmq project.