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""" imagezmq: Transport OpenCV images via ZMQ. |
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Classes that transport OpenCV images from one computer to another. For example, |
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OpenCV images gathered by a Raspberry Pi camera could be sent to another |
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computer for displaying the images using cv2.imshow() or for further image |
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processing. See API and Usage Examples for details. |
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Copyright (c) 2017 by Jeff Bass. |
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License: MIT, see LICENSE for more details. |
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""" |
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import zmq |
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import numpy as np |
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import cv2 |
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class ImageSender(): |
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"""Opens zmq REQ socket and sends images. |
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Opens a zmq REQ socket on the image sending computer, often a |
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Raspberry Pi, that will be sending OpenCV images and |
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related text messages to the hub computer. Provides methods to |
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send images or send jpg compressed images. |
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Arguments: |
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connect_to: the tcp address:port of the hub computer. |
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""" |
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def __init__(self, connect_to='tcp://127.0.0.1:5555'): |
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"""Initializes zmq socket for sending images to the hub. |
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Expects an open socket at the connect_to tcp address; it will |
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connect to that remote socket after setting up the REQ |
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socket on this computer. |
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""" |
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self.zmq_context = SerializingContext() |
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self.zmq_socket = self.zmq_context.socket(zmq.REQ) |
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self.zmq_socket.connect(connect_to) |
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def send_image(self, msg, image): |
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"""Sends OpenCV image and msg to hub computer. |
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Arguments: |
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msg: text message or image name. |
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image: OpenCV image to send to hub. |
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Returns: |
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A text reply from hub. |
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""" |
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if image.flags['C_CONTIGUOUS']: |
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# if image is already contiguous in memory just send it |
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self.zmq_socket.send_array(image, msg, copy=False) |
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else: |
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# else make it contiguous before sending |
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image = np.ascontiguousarray(image) |
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self.zmq_socket.send_array(image, msg, copy=False) |
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hub_reply = self.zmq_socket.recv() # receive the reply message |
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return hub_reply |
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def send_jpg(self, msg, jpg_buffer): |
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"""Sends msg text and jpg buffer to hub computer. |
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Arguments: |
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msg: image name or message text. |
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jpg_buffer: bytestring containing the jpg image to send to hub. |
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Returns: |
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A text reply from hub. |
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""" |
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self.zmq_socket.send_jpg(msg, jpg_buffer, copy=False) |
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hub_reply = self.zmq_socket.recv() # receive the reply message |
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return hub_reply |
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class ImageHub(): |
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"""Opens zmq REP socket and receives images. |
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Opens a zmq REP socket on the hub compuer, for example, |
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a Mac, that will be receiving and displaying or processing OpenCV images |
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and related text messages. Provides methods to receive images or receive |
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jpg compressed images. |
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Arguments: |
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open_port: (optional) the socket to open for receiving REQ requests. |
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""" |
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def __init__(self, open_port='tcp://*:5555'): |
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"""Initializes zmq REP socket to receive images and text. |
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""" |
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self.zmq_context = SerializingContext() |
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self.zmq_socket = self.zmq_context.socket(zmq.REP) |
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self.zmq_socket.bind(open_port) |
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def recv_image(self, copy=False): |
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"""Receives OpenCV image and text msg. |
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Arguments: |
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copy: (optional) zmq copy flag. |
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Returns: |
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msg: text msg, often the image name. |
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image: OpenCV image. |
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""" |
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msg, image = self.zmq_socket.recv_array(copy=False) |
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return msg, image |
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def recv_jpg(self, copy=False): |
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"""Receives text msg, jpg buffer. |
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Arguments: |
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copy: (optional) zmq copy flag |
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Returns: |
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msg: text message, often image name |
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jpg_buffer: bytestring jpg compressed image |
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""" |
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msg, jpg_buffer = self.zmq_socket.recv_jpg(copy=False) |
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return msg, jpg_buffer |
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def send_reply(self, reply_message=b'OK'): |
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"""Sends the zmq REP reply message. |
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Arguments: |
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reply_message: reply message text, often just string 'OK' |
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""" |
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self.zmq_socket.send(reply_message) |
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class SerializingSocket(zmq.Socket): |
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"""Numpy array serialization methods. |
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Modelled on PyZMQ serialization examples. |
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Used for sending / receiving OpenCV images, which are Numpy arrays. |
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Also used for sending / receiving jpg compressed OpenCV images. |
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""" |
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def send_array(self, A, msg='NoName', flags=0, copy=True, track=False): |
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"""Sends a numpy array with metadata and text message. |
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Sends a numpy array with the metadata necessary for reconstructing |
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the array (dtype,shape). Also sends a text msg, often the array or |
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image name. |
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Arguments: |
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A: numpy array or OpenCV image. |
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msg: (optional) array name, image name or text message. |
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flags: (optional) zmq flags. |
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copy: (optional) zmq copy flag. |
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track: (optional) zmq track flag. |
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""" |
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md = dict( |
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msg=msg, |
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dtype=str(A.dtype), |
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shape=A.shape, |
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) |
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self.send_json(md, flags | zmq.SNDMORE) |
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return self.send(A, flags, copy=copy, track=track) |
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def send_jpg(self, |
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msg='NoName', |
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jpg_buffer=b'00', |
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flags=0, |
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copy=True, |
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track=False): |
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"""Send a jpg buffer with a text message. |
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Sends a jpg bytestring of an OpenCV image. |
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Also sends text msg, often the image name. |
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Arguments: |
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msg: image name or text message. |
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jpg_buffer: jpg buffer of compressed image to be sent. |
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flags: (optional) zmq flags. |
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copy: (optional) zmq copy flag. |
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track: (optional) zmq track flag. |
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""" |
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md = dict(msg=msg, ) |
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self.send_json(md, flags | zmq.SNDMORE) |
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return self.send(jpg_buffer, flags, copy=copy, track=track) |
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def recv_array(self, flags=0, copy=True, track=False): |
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"""Receives a numpy array with metadata and text message. |
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Receives a numpy array with the metadata necessary |
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for reconstructing the array (dtype,shape). |
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Returns the array and a text msg, often the array or image name. |
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Arguments: |
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flags: (optional) zmq flags. |
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copy: (optional) zmq copy flag. |
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track: (optional) zmq track flag. |
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Returns: |
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msg: image name or text message. |
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A: numpy array or OpenCV image reconstructed with dtype and shape. |
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""" |
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md = self.recv_json(flags=flags) |
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msg = self.recv(flags=flags, copy=copy, track=track) |
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A = np.frombuffer(msg, dtype=md['dtype']) |
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return (md['msg'], A.reshape(md['shape'])) |
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def recv_jpg(self, flags=0, copy=True, track=False): |
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"""Receives a jpg buffer and a text msg. |
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Receives a jpg bytestring of an OpenCV image. |
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Also receives a text msg, often the image name. |
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Arguments: |
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flags: (optional) zmq flags. |
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copy: (optional) zmq copy flag. |
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track: (optional) zmq track flag. |
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Returns: |
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msg: image name or text message. |
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jpg_buffer: bytestring, containing jpg image. |
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""" |
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md = self.recv_json(flags=flags) # metadata text |
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jpg_buffer = self.recv(flags=flags, copy=copy, track=track) |
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return (md['msg'], jpg_buffer) |
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class SerializingContext(zmq.Context): |
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_socket_class = SerializingSocket |