Difference between revisions of "Understanding ZMQ Blocks"
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# Send reply back to client
# Send reply back to client
Latest revision as of 17:54, 15 November 2021
This tutorial presents the GNU Radio ZMQ blocks. It is a set of six Source Blocks and six Sink Blocks. The naming convention follows other source and sink blocks in that a source block provides data entering a GNU Radio flowgraph and a sink block sends data out of the flowgraph. It is a flowgraph-oriented perspective.
From the ZeroMQ website: "ZeroMQ (also known as ØMQ, 0MQ, or zmq) looks like an embeddable networking library but acts like a concurrency framework. It gives you sockets that carry atomic messages across various transports like in-process, inter-process, TCP, and multicast."
Types of ZMQ Blocks
For GNU Radio, the two basic groups of ZMQ blocks are those which transport stream data, and those which transport messages. They are described below.
ZMQ blocks come in pairs:
- PUB - SUB
- PUSH - PULL
- REQ - REP
The PUB, PUSH, and REP blocks are always sink blocks; the others are source blocks. Choosing which pair to use depends on your system architecture.
- The PUB - SUB pair can be compared to broadcasting. The PUBlish sink sends out data which can be received by one or more SUBscribers.
- The PUSH - PULL pair is a point to point link of equal peers.
- The REQ - REP pair is a point to point link which operates in lock-step: one REQuest input gives one REPly output. This case changes the perspective somewhat in that the flowgraph is acting as a server for a remote client.
ZMQ data blocks transport raw stream data; there is no formatting. The data type and the sample rate are determined by the flowgraph feeding the ZMQ Sink. Therefore the flowgraph or program receiving the data must know those parameters in order to interpret the data correctly.
Using ZMQ Blocks
The cases described below explain the differences in the block addressing. To conform to port addressing defined by the Internet Assigned Numbers Authority (IANA), private ports can be assigned in the range 49152–65535. Within a single flowgraph there is no point in using ZMQ blocks. Using Virtual_Source and Virtual_Sink blocks is much more efficient.
Separate GR flowgraphs on Same Computer
When the ZMQ blocks are in separate flowgraphs but on the same computer, the IP address should be
127.0.0.1 for localhost. It has less overhead than a full IP.
These flowgraphs, using the PUB / SUB pair, are taken from Simulation_example:_AM_transmitter_and_receiver.
Separate GR flowgraphs on Different Computers
If the Source and Sink blocks are on two different computers, then the IP and port number of the Sink block must be specified on each end of that connection. For example, if the Sink is on IP
192.168.1.194:50241 and the Source is on IP
192.168.1.85, both Source and Sink blocks must specify the Sink IP and port
Python Program as a REQ / REP Server
The following Python program receives a string message on its REQ socket, capitalizes the text, and sends the string on its REP socket. The terminology gets confusing here because the incoming REQ came from a GR ZMQ_REP_Message_Sink and is returned to a ZMQ_REQ_Message_Source.
#!/usr/bin/python3 # -*- coding: utf-8 -*- # zmq_REQ_REP_server.py # This server program capitalizes received strings and returns them. # NOTES: # 1) To comply with the GNU Radio view, messages are received on the REQ socket and sent on the REP socket. # 2) The REQ and REP messages must be on separate port numbers. import pmt import zmq _debug = 0 # set to zero to turn off diagnostics # create a REQ socket _PROTOCOL = "tcp://" _SERVER = "127.0.0.1" # localhost _REQ_PORT = ":50246" _REQ_ADDR = _PROTOCOL + _SERVER + _REQ_PORT if (_debug): print ("'zmq_REQ_REP_server' version 20056.1 connecting to:", _REQ_ADDR) req_context = zmq.Context() if (_debug): assert (req_context) req_sock = req_context.socket (zmq.REQ) if (_debug): assert (req_sock) rc = req_sock.connect (_REQ_ADDR) if (_debug): assert (rc == None) # create a REP socket _PROTOCOL = "tcp://" _SERVER = "127.0.0.1" # localhost _REP_PORT = ":50247" _REP_ADDR = _PROTOCOL + _SERVER + _REP_PORT if (_debug): print ("'zmq_REQ_REP_server' version 20056.1 binding to:", _REP_ADDR) rep_context = zmq.Context() if (_debug): assert (rep_context) rep_sock = rep_context.socket (zmq.REP) if (_debug): assert (rep_sock) rc = rep_sock.bind (_REP_ADDR) if (_debug): assert (rc == None) while True: # Wait for next request from client data = req_sock.recv() message = pmt.to_python(pmt.deserialize_str(data)) print("Received request: %s" % message) output = message.upper() # Send reply back to client rep_sock.send (pmt.serialize_str(pmt.to_pmt(output)))
Python Program as a PUSH / PULL Server
Similar to the example above, the following Python program receives a string message on its ZMQ PULL socket, capitalizes the text, and returns the string on its ZMQ PUSH socket.
#!/usr/bin/python3 # -*- coding: utf-8 -*- # zmq_PUSH_PULL_server.py import sys import pmt import zmq _debug = 0 # set to zero to turn off diagnostics # create a PUSH socket _PROTOCOL = "tcp://" _SERVER = "127.0.0.1" # localhost _PUSH_PORT = ":50252" _PUSH_ADDR = _PROTOCOL + _SERVER + _PUSH_PORT if (_debug): print ("'zmq_PUSH_PULL_server' version 20068.1 binding to:", _PUSH_ADDR) push_context = zmq.Context() if (_debug): assert (push_context) push_sock = push_context.socket (zmq.PUSH) if (_debug): assert (push_sock) rc = push_sock.bind (_PUSH_ADDR) if (_debug): assert (rc == None) # create a PULL socket _PROTOCOL = "tcp://" _SERVER = "127.0.0.1" # localhost _PULL_PORT = ":50251" _PULL_ADDR = _PROTOCOL + _SERVER + _PULL_PORT if (_debug): print ("'zmq_PUSH_PULL_server' connecting to:", _PULL_ADDR) pull_context = zmq.Context() if (_debug): assert (pull_context) pull_sock = pull_context.socket (zmq.PULL) if (_debug): assert (pull_sock) rc = pull_sock.connect (_PULL_ADDR) if (_debug): assert (rc == None) while True: # Wait for next request from client data = pull_sock.recv() message = pmt.to_python(pmt.deserialize_str(data)) # print("Received request: %s" % message) output = message.upper() # capitalize message # Send reply back to client push_sock.send (pmt.serialize_str(pmt.to_pmt(output)))
Python Program to Process Flowgraph Data
Here's the code to do GNU Radio --> Python over ZMQ PUB/SUB, which is by far the most useful case. Often you use GNU Radio for the signal processing but then at some point you want the resulting stream to go to a regular Python app. PUB/SUB is just so you can have multiple apps getting the stream. In the ZMQ_PUB_Sink you can switch
127.0.0.1, but with
*, any device on the LAN would be able to see it. It's essentially broadcasting to any interface, not just the loopback.
An example flowgraph:
and the Python code:
#!/usr/bin/python3 # -*- coding: utf-8 -*- # zmq_SUB_proc.py # Author: Marc Lichtman import zmq import numpy as np import time import matplotlib.pyplot as plt context = zmq.Context() socket = context.socket(zmq.SUB) socket.connect("tcp://127.0.0.1:55555") # connect, not bind, the PUB will bind, only 1 can bind socket.setsockopt(zmq.SUBSCRIBE, b'') # subscribe to topic of all (needed or else it won't work) while True: if socket.poll(10) != 0: # check if there is a message on the socket msg = socket.recv() # grab the message print(len(msg)) # size of msg data = np.frombuffer(msg, dtype=np.complex64, count=-1) # make sure to use correct data type (complex64 or float32); '-1' means read all data in the buffer print(data[0:10]) # plt.plot(np.real(data)) # plt.plot(np.imag(data)) # plt.show() else: time.sleep(0.1) # wait 100ms and try again