def rethinkdb_writer(ctx, pipe):
# Database setup
with open('../configuration.json') as data_file:
configuration = json.load(data_file)
group_name = configuration['zyreMediator']['group']
n = Pyre(configuration['zyreMediator']['name'])
n.set_interface('usb0')
n.set_header('TYPE', configuration['zyreMediator']['type'])
n.join(group_name)
n.start()
# Zyre setup
poller = zmq.Poller()
poller.register(pipe, zmq.POLLIN)
poller.register(n.inbox, zmq.POLLIN)
database_configuration = configuration['database']['mongoDB']
mongo_connection = MongoClient(database_configuration['host'], database_configuration['port'])
meteor = mongo_connection['meteor']
# Add this module to the database
meteor['modules'].insert([{
'_id': str(n.uuid()),
'name': n.name(),
'type': configuration['zyreMediator']['type'],
'parent': None
}])
ready_message = {
'type': 'state',
'senderId': str(n.uuid()),
'payload': 2
}
def logMessage(message_to_log):
message_to_log['timestamp'] = datetime.datetime.utcnow()
meteor['events'].insert_one(message_to_log)
del message_to_log['timestamp']
del message_to_log['_id']
n.shout(group_name, json.dumps(ready_message))
logMessage(ready_message)
module_name_to_uid_map = {}
while True:
items = dict(poller.poll(10))
if pipe in items and items[pipe] == zmq.POLLIN:
message = pipe.recv()
# message to quit
if message.decode('utf-8') == '$$STOP':
break
if n.inbox in items and items[n.inbox] == zmq.POLLIN:
msg_frame = n.recv()
msg_type = msg_frame.pop(0)
peer_uid = uuid.UUID(bytes=msg_frame.pop(0))
peer_name = msg_frame.pop(0)
print('NODE_MSG TYPE: %s' % msg_type)
print('NODE_MSG PEER: %s' % str(peer_uid))
print('NODE_MSG NAME: %s' % peer_name)
if msg_type.decode('utf-8') == 'ENTER':
headers = json.loads(msg_frame.pop(0))
try:
module_type = headers['type']
except KeyError:
print("Your header doesn't contain your type of module")
module_type = 'unknown'
try:
parent_module_id = headers['parentId']
except KeyError:
print("The header doesn't contain the module's parent id")
parent_module_id = None
# creates an entry with all known information about the robot
# in the database if the robot is not in the database
meteor['modules'].insert_one({
'_id': str(peer_uid),
'name': peer_name,
'type': module_type,
'parent': parent_module_id
})
module_name_to_uid_map[peer_name] = str(peer_uid)
elif msg_type.decode('utf-8') == 'EXIT':
meteor['modules'].remove({'_id': str(peer_uid)})
elif msg_type.decode('utf-8') == 'SHOUT':
# write message to database
group = msg_frame.pop(0)
try:
data = json.loads(msg_frame[0])
except:
data = {}
print 'Invalid JSON string'
# print data
data['senderId'] = str(peer_uid)
logMessage(data)
elif msg_type.decode('utf-8') == 'WHISPER':
# write message to database
try:
data = json.loads(msg_frame[0])
except:
print 'Invalid JSON string'
logMessage(data)
meteor['modules'].remove({'_id': str(n.uuid())})
n.stop()
"metamodel": "ropod-msg-schema.json",
"msg_id": "0d05d0bc-f1d2-4355-bd88-edf44e2475c8",
"timestamp": "2017-11-11T11:11:00Z"
},
"payload": {
"metamodel": "ropod-demo-cmd-schema.json",
"answerList": [{
"command": "GOTO",
"location": "START"
}]
}
}
answers = {"command": "ANSWER", "information": "MOBIDIK"}
msg_broadcast_name = str(n.name())
wsp_msg = 'whisper sample message'
while True:
have_command = False
rec_msg = n.recv()
msg_type = rec_msg[0].decode('utf-8')
sender_uuid = uuid.UUID(bytes=rec_msg[1])
sender_name = rec_msg[2].decode('utf-8')
data = rec_msg[-1]
data = data.decode('utf-8')
if str(data) == 'NameRequest':
n.shout("CHAT", msg_broadcast_name.encode('utf-8'))
if str(msg_type) == 'SHOUT' or str(msg_type) == 'WHISPER':
try:
class _NetworkNode(NetworkInterface):
"""
Communication node
Creates Pyre node and handles all communication.
"""
def __init__(self,
format: DataFormat,
context=None,
name=None,
headers=(),
callbacks=()):
self._name = name
self._format = format
self._headers = headers
self._pyre_node = None
self._context = context or zmq.Context()
self._sensors_by_host = {}
self._callbacks = [self._on_event] + list(callbacks)
# Public NetworkInterface API
@property
def has_events(self) -> bool:
return self.running and self._pyre_node.socket().get(
zmq.EVENTS) & zmq.POLLIN
@property
def running(self) -> bool:
return bool(self._pyre_node)
@property
def sensors(self) -> typing.Mapping[str, NetworkSensor]:
sensors = {}
for sensor in self._sensors_by_host.values():
sensors.update(sensor)
return sensors
@property
def callbacks(self) -> typing.Iterable[NetworkEventCallback]:
return self._callbacks
@callbacks.setter
def callbacks(self, value: typing.Iterable[NetworkEventCallback]):
self._callbacks = value
def start(self):
# Setup node
logger.debug("Starting network...")
self._pyre_node = Pyre(self._name)
self._name = self._pyre_node.name()
for header in self._headers:
self._pyre_node.set_header(*header)
self._pyre_node.join(self._group)
self._pyre_node.start()
def whisper(self, peer, msg_p):
if self._format == DataFormat.V3:
return # no-op
elif self._format == DataFormat.V4:
self._pyre_node.whisper(peer, msg_p)
else:
raise NotImplementedError()
def rejoin(self):
for sensor_uuid, sensor in list(self.sensors.items()):
self._execute_callbacks({
"subject": "detach",
"sensor_uuid": sensor_uuid,
"sensor_name": sensor["sensor_name"],
"host_uuid": sensor["host_uuid"],
"host_name": sensor["host_name"],
})
self._pyre_node.leave(self._group)
self._pyre_node.join(self._group)
def stop(self):
logger.debug("Stopping network...")
self._pyre_node.leave(self._group)
self._pyre_node.stop()
self._pyre_node = None
def handle_event(self):
if not self.has_events:
return
event = PyreEvent(self._pyre_node)
uuid = event.peer_uuid
if event.type == "SHOUT" or event.type == "WHISPER":
try:
payload = event.msg.pop(0).decode()
msg = serial.loads(payload)
msg["subject"]
msg["sensor_uuid"]
msg["host_uuid"] = event.peer_uuid.hex
msg["host_name"] = event.peer_name
except serial.decoder.JSONDecodeError:
logger.warning('Malformatted message: "{}"'.format(payload))
except (ValueError, KeyError):
logger.warning("Malformatted message: {}".format(msg))
except Exception:
logger.debug(tb.format_exc())
else:
if msg["subject"] == "attach":
if self.sensors.get(msg["sensor_uuid"]):
# Sensor already attached. Drop event
return
sensor_type = SensorType.supported_sensor_type_from_str(
msg["sensor_type"])
if sensor_type is None:
logger.debug("Unsupported sensor type: {}".format(
msg["sensor_type"]))
return
elif msg["subject"] == "detach":
sensor_entry = self.sensors.get(msg["sensor_uuid"])
# Check if sensor has been detached already
if not sensor_entry:
return
msg.update(sensor_entry)
else:
logger.debug("Unknown host message: {}".format(msg))
return
self._execute_callbacks(msg)
elif event.type == "JOIN":
# possible values for `group_version`
# - [<unrelated group>]
# - [<unrelated group>, <unrelated version>]
# - ['pupil-mobile']
# - ['pupil-mobile', <version>]
group_version = event.group.split("-v")
group = group_version[0]
version = group_version[1] if len(group_version) > 1 else "0"
elif event.type == "EXIT":
gone_peer = event.peer_uuid.hex
for host_uuid, sensors in list(self._sensors_by_host.items()):
if host_uuid != gone_peer:
continue
for sensor_uuid, sensor in list(sensors.items()):
self._execute_callbacks({
"subject":
"detach",
"sensor_uuid":
sensor_uuid,
"sensor_name":
sensor["sensor_name"],
"host_uuid":
host_uuid,
"host_name":
sensor["host_name"],
})
else:
logger.debug("Dropping {}".format(event))
def sensor(
self,
sensor_uuid: str,
callbacks: typing.Iterable[NetworkEventCallback] = ()
) -> Sensor:
try:
sensor_settings = self.sensors[sensor_uuid].copy()
except KeyError:
raise ValueError(
'"{}" is not an available sensor id.'.format(sensor_uuid))
sensor_type_str = sensor_settings.pop("sensor_type", "unknown")
sensor_type = SensorType.supported_sensor_type_from_str(
sensor_type_str)
if sensor_type is None:
raise ValueError('Sensor of type "{}" is not supported.'.format(
sensor_type_str))
return Sensor.create_sensor(
sensor_type=sensor_type,
format=self._format,
context=self._context,
callbacks=callbacks,
**sensor_settings,
)
# Public
def __str__(self):
return "<{} {} [{}]>".format(__name__, self._name,
self._pyre_node.uuid().hex)
# Private
@property
def _group(self) -> str:
return group_name_from_format(self._format)
def _execute_callbacks(self, event):
for callback in self.callbacks:
callback(self, event)
def _on_event(self, caller, event):
if event["subject"] == "attach":
subject_less = event.copy()
del subject_less["subject"]
host_uuid = event["host_uuid"]
host_sensor = {event["sensor_uuid"]: subject_less}
try:
self._sensors_by_host[host_uuid].update(host_sensor)
except KeyError:
self._sensors_by_host[host_uuid] = host_sensor
logger.debug(f'Attached {host_uuid}.{event["sensor_uuid"]}')
elif event["subject"] == "detach":
for host_uuid, sensors in self._sensors_by_host.items():
try:
del sensors[event["sensor_uuid"]]
logger.debug(
f'Detached {host_uuid}.{event["sensor_uuid"]}')
except KeyError:
pass
hosts_to_remove = [
host_uuid
for host_uuid, sensors in self._sensors_by_host.items()
if len(sensors) == 0
]
for host_uuid in hosts_to_remove:
del self._sensors_by_host[host_uuid]
class Bridge(object):
"""docstring for Bridge"""
def __init__(self, uvc_id):
super(Bridge, self).__init__()
self.data_seq = 0
self.note_seq = 0
# init capture
self.cap = uvc.Capture(uvc_id)
logger.info('Initialised uvc device {}'.format(self.cap.name))
# init pyre
self.network = Pyre(socket.gethostname()+self.cap.name[-4:])
self.network.join(GROUP)
self.network.start()
logger.info('Bridging under "{}"'.format(self.network.name()))
# init sensor sockets
ctx = zmq.Context()
generic_url = 'tcp://*:*'
public_ep = self.network.endpoint()
self.note, self.note_url = self.bind(ctx, zmq.PUB, generic_url, public_ep)
self.data, self.data_url = self.bind(ctx, zmq.PUB, generic_url, public_ep, set_hwm=1)
self.cmd, self.cmd_url = self.bind(ctx, zmq.PULL, generic_url, public_ep)
def loop(self):
logger.info('Entering bridging loop...')
self.network.shout(GROUP, self.sensor_attach_json().encode())
try:
while True:
self.poll_network()
self.poll_cmd_socket()
self.publish_frame()
except KeyboardInterrupt:
pass
except Exception:
import traceback
traceback.print_exc()
finally:
self.network.shout(GROUP, json.dumps({
'subject': 'detach',
'sensor_uuid': self.network.uuid().hex
}).encode())
logger.info('Leaving bridging loop...')
def publish_frame(self):
frame = self.cap.get_frame_robust()
now = time.time()
index = self.data_seq
self.data_seq += 1
self.data_seq %= sequence_limit
jpeg_buffer = frame.jpeg_buffer
m = hashlib.md5(jpeg_buffer)
lower_end = int(m.hexdigest(), 16) % 0x100000000
meta_data = struct.pack('<LLLLdLL', 0x10, frame.width, frame.height, index, now, jpeg_buffer.size, lower_end)
self.data.send_multipart([self.network.uuid().hex.encode(), meta_data, jpeg_buffer])
def poll_network(self):
for event in self.network.recent_events():
if event.type == 'JOIN' and event.group == GROUP:
self.network.whisper(event.peer_uuid, self.sensor_attach_json().encode())
def poll_cmd_socket(self):
while has_data(self.cmd):
sensor, cmd_str = self.cmd.recv_multipart()
try:
cmd = json.loads(cmd_str.decode())
except Exception as e:
logger.debug('Could not parse received cmd: {}'.format(cmd_str))
else:
logger.debug('Received cmd: {}'.format(cmd))
if cmd.get('action') == 'refresh_controls':
self.publish_controls()
elif cmd.get('action') == 'set_control_value':
val = cmd.get('value', 0)
if cmd.get('control_id') == 'CAM_RATE':
self.cap.frame_rate = self.cap.frame_rates[val]
elif cmd.get('control_id') == 'CAM_RES':
self.cap.frame_size = self.cap.frame_sizes[val]
self.publish_controls()
def __del__(self):
self.note.close()
self.data.close()
self.cmd.close()
self.network.stop()
def publish_controls(self):
self.note.send_multipart([
self.network.uuid().hex.encode(),
self.frame_size_control_json().encode()])
self.note.send_multipart([
self.network.uuid().hex.encode(),
self.frame_rate_control_json().encode()])
def sensor_attach_json(self):
sensor = {
"subject": "attach",
"sensor_name": self.cap.name,
"sensor_uuid": self.network.uuid().hex,
"sensor_type": 'video',
"notify_endpoint": self.note_url,
"command_endpoint": self.cmd_url,
"data_endpoint": self.data_url
}
return json.dumps(sensor)
def frame_size_control_json(self):
index = self.note_seq
self.note_seq += 1
self.note_seq %= sequence_limit
curr_fs = self.cap.frame_sizes.index(self.cap.frame_size)
return json.dumps({
"subject": "update",
"control_id": "CAM_RES",
"seq": index,
"changes": {
"value": curr_fs,
"dtype": 'intmapping',
"min": None,
"max": None,
"res": None,
"def": 0,
"caption": 'Resolution',
"readonly": False,
"map": [{
'value': idx,
'caption': '{:d}x{:d}'.format(*fs)
} for idx, fs in enumerate(self.cap.frame_sizes)]
}
})
def frame_rate_control_json(self):
index = self.note_seq
self.note_seq += 1
self.note_seq %= sequence_limit
curr_fr = self.cap.frame_rates.index(self.cap.frame_rate)
return json.dumps({
"subject": "update",
"control_id": "CAM_RATE",
"seq": index,
"changes": {
"value": curr_fr,
"dtype": 'intmapping',
"min": None,
"max": None,
"res": None,
"def": 0,
"caption": 'Frame Rate',
"readonly": False,
"map": [{
'value': idx,
'caption': '{:.1f} Hz'.format(fr)
} for idx, fr in enumerate(self.cap.frame_rates)]
}
})
def bind(self, ctx, sock_type, url, public_ep, set_hwm=None):
sock = ctx.socket(sock_type)
if set_hwm:
sock.set_hwm(set_hwm)
sock.bind(url)
ep = sock.last_endpoint.decode()
port = ep.split(':')[-1]
public_ep.split(':')[-1]
public_addr = public_ep.split(':')[:-1]
return sock, ':'.join(public_addr+[port])
class Bridge(object):
"""docstring for Bridge"""
def __init__(self, uvc_id):
super(Bridge, self).__init__()
self.data_seq = 0
self.note_seq = 0
# init capture
self.cap = uvc.Capture(uvc_id)
logger.info('Initialised uvc device %s'%self.cap.name)
# init pyre
self.network = Pyre(socket.gethostname()+self.cap.name[-4:])
self.network.start()
logger.info('Bridging under "%s"'%self.network.name())
# init sensor sockets
ctx = zmq.Context()
generic_url = 'tcp://*:*'
public_ep = self.network.endpoint()
self.note, self.note_url = self.bind(ctx, zmq.PUB , generic_url, public_ep)
self.data, self.data_url = self.bind(ctx, zmq.PUB , generic_url, public_ep,set_hwm=1)
self.cmd , self.cmd_url = self.bind(ctx, zmq.PULL, generic_url, public_ep)
def loop(self):
logger.info('Entering bridging loop...')
self.network.shout('pupil-mobile', self.sensor_attach_json())
try:
while True:
self.poll_network()
self.poll_cmd_socket()
self.publish_frame()
except KeyboardInterrupt:
pass
except Exception:
import traceback
traceback.print_exc()
finally:
self.network.shout('pupil-mobile', json.dumps({
'subject' : 'detach',
'sensor_uuid': self.network.uuid().hex
}))
logger.info('Leaving bridging loop...')
def publish_frame(self):
frame = self.cap.get_frame_robust()
now = int(time.time()*1000000)
index = self.data_seq
self.data_seq += 1
self.data_seq %= sequence_limit
jpeg_buffer = frame.jpeg_buffer
meta_data = struct.pack('<LLLLQLL', 0x10, frame.width, frame.height, index, now, jpeg_buffer.size, 0)
self.data.send_multipart([self.network.uuid().hex, meta_data, jpeg_buffer])
def poll_network(self):
while has_data(self.network.socket()):
event = PyreEvent(self.network)
if event.type == 'JOIN' and event.group == 'pupil-mobile':
self.network.whisper(event.peer_uuid, self.sensor_attach_json())
def poll_cmd_socket(self):
while has_data(self.cmd):
sensor, cmd_str = self.cmd.recv_multipart()
try:
cmd = json.loads(cmd_str)
except Exception as e:
logger.debug('Could not parse received cmd: %s'%cmd_str)
else:
logger.debug('Received cmd: %s'%cmd)
if cmd.get('action') == 'refresh_controls':
self.publish_controls()
elif cmd.get('action') == 'set_control_value':
val = cmd.get('value', 0)
if cmd.get('control_id') == 'CAM_RATE':
self.cap.frame_rate = self.cap.frame_rates[val]
elif cmd.get('control_id') == 'CAM_RES':
self.cap.frame_size = self.cap.frame_sizes[val]
self.publish_controls()
def __del__(self):
self.note.close()
self.data.close()
self.cmd.close()
self.network.stop()
def publish_controls(self):
self.note.send_multipart([
self.network.uuid().hex,
self.frame_size_control_json()])
self.note.send_multipart([
self.network.uuid().hex,
self.frame_rate_control_json()])
def sensor_attach_json(self):
sensor = {
"subject" : "attach",
"sensor_name" : self.cap.name,
"sensor_uuid" : self.network.uuid().hex,
"sensor_type" : 'video',
"notify_endpoint" : self.note_url,
"command_endpoint": self.cmd_url,
"data_endpoint" : self.data_url
}
return json.dumps(sensor)
def frame_size_control_json(self):
index = self.note_seq
self.note_seq += 1
self.note_seq %= sequence_limit
curr_fs = self.cap.frame_sizes.index(self.cap.frame_size)
return json.dumps({
"subject" : "update",
"control_id" : "CAM_RES",
"seq" : index,
"changes" : {
"value" : curr_fs,
"dtype" : 'intmapping',
"min" : None,
"max" : None,
"res" : None,
"def" : 0,
"caption" : 'Resolution',
"readonly" : False,
"map" : [{
'value' : idx,
'caption': '%ix%i'%fs
} for idx,fs in enumerate(self.cap.frame_sizes)]
}
})
def frame_rate_control_json(self):
index = self.note_seq
self.note_seq += 1
self.note_seq %= sequence_limit
curr_fr = self.cap.frame_rates.index(self.cap.frame_rate)
return json.dumps({
"subject" : "update",
"control_id" : "CAM_RATE",
"seq" : index,
"changes" : {
"value" : curr_fr,
"dtype" : 'intmapping',
"min" : None,
"max" : None,
"res" : None,
"def" : 0,
"caption" : 'Frame Rate',
"readonly" : False,
"map" : [{
'value' : idx,
'caption': '%.1f Hz'%fr
} for idx,fr in enumerate(self.cap.frame_rates)]
}
})
def bind(self, ctx, sock_type, url, public_ep, set_hwm=None):
sock = ctx.socket(sock_type)
if set_hwm: sock.set_hwm(set_hwm)
sock.bind(url)
ep = sock.last_endpoint
port = ep.split(':')[-1]
public_ep.split(':')[-1]
public_addr = public_ep.split(':')[:-1]
return sock, ':'.join(public_addr+[port])
class Bridge(object):
"""docstring for Bridge"""
def __init__(self, uvc_id):
super(Bridge, self).__init__()
self.data_seq = 0
self.note_seq = 0
# init capture
self.cap = uvc.Capture(uvc_id)
logger.info("Initialised uvc device {}".format(self.cap.name))
# init pyre
self.network = Pyre(socket.gethostname() + self.cap.name[-4:])
self.network.join(GROUP)
self.network.start()
logger.info('Bridging under "{}"'.format(self.network.name()))
# init sensor sockets
ctx = zmq.Context()
generic_url = "tcp://*:*"
public_ep = self.network.endpoint()
self.note, self.note_url = self.bind(ctx, zmq.PUB, generic_url,
public_ep)
self.data, self.data_url = self.bind(ctx,
zmq.PUB,
generic_url,
public_ep,
set_hwm=1)
self.cmd, self.cmd_url = self.bind(ctx, zmq.PULL, generic_url,
public_ep)
def loop(self):
logger.info("Entering bridging loop...")
self.network.shout(GROUP, self.sensor_attach_json().encode())
try:
while True:
self.poll_network()
self.poll_cmd_socket()
self.publish_frame()
except KeyboardInterrupt:
pass
except Exception:
import traceback
traceback.print_exc()
finally:
self.network.shout(
GROUP,
json.dumps({
"subject": "detach",
"sensor_uuid": self.network.uuid().hex
}).encode(),
)
logger.info("Leaving bridging loop...")
def publish_frame(self):
frame = self.cap.get_frame_robust()
now = time.time()
index = self.data_seq
self.data_seq += 1
self.data_seq %= sequence_limit
jpeg_buffer = frame.jpeg_buffer
m = hashlib.md5(jpeg_buffer)
lower_end = int(m.hexdigest(), 16) % 0x100000000
meta_data = struct.pack(
"<LLLLdLL",
0x10,
frame.width,
frame.height,
index,
now,
jpeg_buffer.size,
lower_end,
)
self.data.send_multipart(
[self.network.uuid().hex.encode(), meta_data, jpeg_buffer])
def poll_network(self):
for event in self.network.recent_events():
if event.type == "JOIN" and event.group == GROUP:
self.network.whisper(event.peer_uuid,
self.sensor_attach_json().encode())
def poll_cmd_socket(self):
while has_data(self.cmd):
sensor, cmd_str = self.cmd.recv_multipart()
try:
cmd = json.loads(cmd_str.decode())
except Exception as e:
logger.debug(
"Could not parse received cmd: {}".format(cmd_str))
else:
logger.debug("Received cmd: {}".format(cmd))
if cmd.get("action") == "refresh_controls":
self.publish_controls()
elif cmd.get("action") == "set_control_value":
val = cmd.get("value", 0)
if cmd.get("control_id") == "CAM_RATE":
self.cap.frame_rate = self.cap.frame_rates[val]
elif cmd.get("control_id") == "CAM_RES":
self.cap.frame_size = self.cap.frame_sizes[val]
self.publish_controls()
def __del__(self):
self.note.close()
self.data.close()
self.cmd.close()
self.network.stop()
def publish_controls(self):
self.note.send_multipart([
self.network.uuid().hex.encode(),
self.frame_size_control_json().encode()
])
self.note.send_multipart([
self.network.uuid().hex.encode(),
self.frame_rate_control_json().encode()
])
def sensor_attach_json(self):
sensor = {
"subject": "attach",
"sensor_name": self.cap.name,
"sensor_uuid": self.network.uuid().hex,
"sensor_type": "video",
"notify_endpoint": self.note_url,
"command_endpoint": self.cmd_url,
"data_endpoint": self.data_url,
}
return json.dumps(sensor)
def frame_size_control_json(self):
index = self.note_seq
self.note_seq += 1
self.note_seq %= sequence_limit
curr_fs = self.cap.frame_sizes.index(self.cap.frame_size)
return json.dumps({
"subject": "update",
"control_id": "CAM_RES",
"seq": index,
"changes": {
"value":
curr_fs,
"dtype":
"intmapping",
"min":
None,
"max":
None,
"res":
None,
"def":
0,
"caption":
"Resolution",
"readonly":
False,
"map": [{
"value": idx,
"caption": "{:d}x{:d}".format(*fs)
} for idx, fs in enumerate(self.cap.frame_sizes)],
},
})
def frame_rate_control_json(self):
index = self.note_seq
self.note_seq += 1
self.note_seq %= sequence_limit
curr_fr = self.cap.frame_rates.index(self.cap.frame_rate)
return json.dumps({
"subject": "update",
"control_id": "CAM_RATE",
"seq": index,
"changes": {
"value":
curr_fr,
"dtype":
"intmapping",
"min":
None,
"max":
None,
"res":
None,
"def":
0,
"caption":
"Frame Rate",
"readonly":
False,
"map": [{
"value": idx,
"caption": "{:.1f} Hz".format(fr)
} for idx, fr in enumerate(self.cap.frame_rates)],
},
})
def bind(self, ctx, sock_type, url, public_ep, set_hwm=None):
sock = ctx.socket(sock_type)
if set_hwm:
sock.set_hwm(set_hwm)
sock.bind(url)
ep = sock.last_endpoint.decode()
port = ep.split(":")[-1]
public_ep.split(":")[-1]
public_addr = public_ep.split(":")[:-1]
return sock, ":".join(public_addr + [port])
class Transport():
'''Message transport mechanisms for LCAS'''
def send(self, dest, ntuple):
'''Send given ntuple to Transport named dest. If dest isn't listening for messages from this Transport, the message will (currently) be silently ignored.'''
if self._prefix is not None:
dest = self._prefix + dest
self._pyre.shout(dest, json.dumps(ntuple).encode('utf-8'))
# send()
# Notes on subscribe
#
# The callback is called in the same thread that listens for pyre
# messages, so the callback should start a new thread if it's
# going to block or take a long time to run.
#
# The callback must take one positional argument, the tuple, and
# can OPTIONALLY take a keyword argument (e.g. **kw). I use the
# inspect module to detect this. May be too clever for my own
# good.
#
# There can be only one callback for a given remote. If you call
# subscribe again with the same remote, it raises an error.
def subscribe(self, remote, callback):
'''When a message is sent from a Transport named remote to this transport, call the passed callback with the ntuple as the first argument. If the callback takes **kw, it will also pass additional metadata such as the Transport name, UUID, and IP of the sender.'''
if self._prefix is not None:
remote = self._prefix + remote
if remote in self._subscribers:
raise TransportError(self, 'Transport.subscribe() was called a second time with the same remote (\"%s\"). You must call Transport.unsubscribe() before setting a new callback.'%(remote))
self._subscribers[remote] = callback
# subscribe()
def unsubscribe(self, remote):
'''Stop listening for messages from remote.'''
if self._prefix is not None:
remote = self._prefix + remote
if remote in self._subscribers:
del self._subscribers[remote]
# unsubscribe()
def subscribe_all(self, callback):
'''Call callback every time a message is sent from any remote Transport to this Transport.'''
if self._subscribe_all is not None:
raise TransportError(self, 'Transport.subscribe_all() was called a second time. You must call Transport.unsubscribe_all() before setting a new callback.')
self._subscribe_all = callback
# subscribe_all()
def unsubscribe_all(self):
self._subscribe_all = None
# unsubscribe_all()
# Notes on get()
#
# If you already subscribe to remote, temporarly overrides
# the subscribe. The subscribed callback will NOT be called.
# The subscription is replaced after get() returns.
def get(self, remote):
'''Block waiting for a message from a Transport named remote. Returns python namedtuple containing fields object, uuid, name, ip, datetime.'''
if self._prefix is not None:
remote = self._prefix + remote
# The final python namedtuple to be returned needs to be shared
# between get_callback() and get(). In python3, you can use
# nonlocal, but in python2 you need a trick (storing in a
# data structure). The actual value to be returned will
# be ret[0].
ret = [ None ]
# The event e will get set when a message is read by the
# readthread.
e = threading.Event()
# This function is a callback used to detect the next message.
# It stores the message in a Python namedtuple and sets the
# event.
def get_callback(tup, **kw):
ret[0] = collections.namedtuple('TransportEnvelope', ['object', 'uuid', 'name', 'ip', 'datetime'])(tup, kw['uuid'], kw['name'], kw['ip'], kw['datetime'])
# Inform get() that ret is ready to be returned.
e.set()
# get_callback()
# Store the old callback, if any
oldcb = self._subscribers.get(remote, None)
# Set the subscription
self._subscribers[remote] = get_callback
# Wait for the callback to be called.
e.wait()
# Restore the old subscription, if any.
if oldcb is not None:
self._subscribers[remote] = oldcb
else:
del self._subscribers[remote]
# Return the namedtuple.
return ret[0]
# get()
def quit_federation(self):
'''Send a quit message to all agents in this federation, and then close down the Transport.'''
if self._run:
self._pyre.shouts(self._globalchannel, u"QUIT")
self._run = False
# Wait for the readthread to finish
self._readthread.join()
# Tell Pyre to shut down
self._pyre.stop()
def is_running(self):
'''Return the status of this Transport. If the Transport isn't running, you should not send it messages and the callbacks will not be called.'''
return self._run
######################################################################
# All private methods below here
def __init__(self, myname, port=None, prefix=None):
# NOTE: Seems to be a bug in Pyre where you can't set the port.
if port is not None:
raise NotImplementedError('There is a bug in Pyre that prevents setting of the discovery port. If you require multiple federations of Pyre components, use prefix instead of port in Transport constructor.')
# dict of remote name to callback. See subscribe method above.
self._subscribers = {}
# Callback for all message (or None if none registered)
self._subscribe_all = None
self._prefix = prefix
# Attach the federation name as a prefix to both this channel
# and the global channel. The global channel is currently
# just used for QUIT messages.
if prefix is not None:
myname = prefix + myname
self._globalchannel = prefix + "GLOBAL"
else:
self._globalchannel = "GLOBAL"
self._pyre = Pyre(myname)
if port is not None:
self._pyre.set_port(port)
self._pyre.join(myname)
self._pyre.join(self._globalchannel)
self._pyre.start()
# Dict of (UUIDs => IP addresses) that have sent a valid ENTER message
self._uuid2ip = {}
self._run = True
self._readthread = threading.Thread(target=self._readworker)
self._readthread.start()
# __init__()
# Handle pyre messages. Run in self._readthread
def _readworker(self):
'''This method is called in a separate thread to handle messages sent over pyre. It dispataches to methods named for the pyre events (e.g. _ENTER).'''
# Set up a poller so recv doesn't block. Possibly not needed
# since we'll always get an event when the other agents quit,
# but just in case something goes wrong, we want to be sure to
# close down.
poller = zmq.Poller()
sock = self._pyre.socket()
poller.register(sock, zmq.POLLIN)
while self._run:
# Wait until a message is received OR one second timeout.
items = dict(poller.poll(1000))
if not (sock in items and items[sock] == zmq.POLLIN):
# This should only happen if we time out.
continue
# There's an event waiting. Read and process it.
event = self._pyre.recv()
logger.debug('Transport %s-%s received event %s'%(self._pyre.uuid(), self._pyre.name(), event))
eventtype = event[0].decode('utf-8')
# Sender's uuid and name
sid = uuid.UUID(bytes=event[1])
name = event[2].decode('utf-8')
# Make sure we've seen matching ENTER for all events
if eventtype != 'ENTER' and sid not in self._uuid2ip:
raise TransportProtocolError(self, 'Received event %s with no matching ENTER.'%(event))
continue
if eventtype == 'ENTER':
# Changed
url = event[4].decode('utf-8')
self._ENTER(sid, name, url)
elif eventtype == 'JOIN':
channel = event[3].decode('utf-8')
self._JOIN(sid, name, channel)
elif eventtype == 'SHOUT':
channel = event[3].decode('utf-8')
message = event[4].decode('utf-8')
if channel == self._globalchannel and message == "QUIT":
# Set ourself to stop running, close down pyre, exit
# worker thread.
self._run = False
self._pyre.stop()
break
else:
self._SHOUT(sid, name, channel, message)
elif eventtype == 'WHISPER':
message = event[3].decode('utf-8')
self._WHISPER(sid, name, message)
elif eventtype == 'LEAVE':
channel = event[3].decode('utf-8')
self._LEAVE(sid, name, channel)
elif eventtype == 'EXIT':
self._EXIT(sid, name)
else:
raise TransportProtocolError(self, 'Illegal event type in event %s'%(event))
# _readworker()
# The following methods are named for the pyre event that this
# instance has received. They are called automatically from the
# worker thread that's listening for events.
def _ENTER(self, sid, name, url):
# We expect all connections to be tcp on some port. This regular
# expression is used to extract the ip part.
urlmatch = re.match('tcp://([0-9.]+):[0-9]+$', url)
if urlmatch:
ip = urlmatch.group(1)
if is_valid_ip(ip):
# Everything looks good. Add to list of valid uuids.
self._uuid2ip[sid] = ip
else:
raise TransportSecurityError(self, 'Message from invalid IP address %s in ENTER %s %s %s. Check the function is_valid_ip() in Transport.py.'%(ip, sid, name, url))
else:
raise TransportProtocolError(self, 'Malformed URL in ENTER %s %s %s'%(sid, name, url))
# _ENTER()
def _JOIN(self, sid, name, channel):
pass
# _JOIN()
def _SHOUT(self, sid, name, channel, message):
now = datetime.datetime.now()
logger.debug('In _SHOUT with %s %s %s %s'%(sid, name, channel, message)) #???
if name in self._subscribers:
logger.debug('got a subscription')
cb = self._subscribers[name]
self._call_callback(cb, sid, name, channel, message, now)
if self._subscribe_all is not None:
cb = self._subscribe_all
self._call_callback(cb, sid, name, channel, message, now)
# _SHOUT()
def _call_callback(self, cb, sid, name, channel, message, now):
if inspect.getargspec(cb).keywords is None:
cb(json.loads(message))
else:
cb(message, uuid=sid, name=name, ip=self._uuid2ip[sid], datetime=now)
# _call_callback
def _WHISPER(self, sid, name, message):
raise TransportProtocolError(self, 'Unexpected WHISPER from %s %s'%(sid, name))
# _WHISPER()
def _LEAVE(self, sid, name, channel):
pass
# _LEAVE()
def _EXIT(self, sid, name):
# Remove sid from list of valid uuids. This should
# never be an error since we check in _readworker().
del self._uuid2ip[sid]
class Transport():
'''Message transport mechanisms for LCAS'''
def send(self, dest, ntuple):
'''Send given ntuple to Transport named dest. If dest isn't listening for messages from this Transport, the message will (currently) be silently ignored.'''
if self._prefix is not None:
dest = self._prefix + dest
self._pyre.shout(dest, json.dumps(ntuple).encode('utf-8'))
# send()
# Notes on subscribe
#
# The callback is called in the same thread that listens for pyre
# messages, so the callback should start a new thread if it's
# going to block or take a long time to run.
#
# The callback must take one positional argument, the tuple, and
# can OPTIONALLY take a keyword argument (e.g. **kw). I use the
# inspect module to detect this. May be too clever for my own
# good.
#
# There can be only one callback for a given remote. If you call
# subscribe again with the same remote, it raises an error.
def subscribe(self, remote, callback):
'''When a message is sent from a Transport named remote to this transport, call the passed callback with the ntuple as the first argument. If the callback takes **kw, it will also pass additional metadata such as the Transport name, UUID, and IP of the sender.'''
if self._prefix is not None:
remote = self._prefix + remote
if remote in self._subscribers:
raise TransportError(
self,
'Transport.subscribe() was called a second time with the same remote (\"%s\"). You must call Transport.unsubscribe() before setting a new callback.'
% (remote))
self._subscribers[remote] = callback
# subscribe()
def unsubscribe(self, remote):
'''Stop listening for messages from remote.'''
if self._prefix is not None:
remote = self._prefix + remote
if remote in self._subscribers:
del self._subscribers[remote]
# unsubscribe()
def subscribe_all(self, callback):
'''Call callback every time a message is sent from any remote Transport to this Transport.'''
if self._subscribe_all is not None:
raise TransportError(
self,
'Transport.subscribe_all() was called a second time. You must call Transport.unsubscribe_all() before setting a new callback.'
)
self._subscribe_all = callback
# subscribe_all()
def unsubscribe_all(self):
self._subscribe_all = None
# unsubscribe_all()
# Notes on get()
#
# If you already subscribe to remote, temporarly overrides
# the subscribe. The subscribed callback will NOT be called.
# The subscription is replaced after get() returns.
def get(self, remote):
'''Block waiting for a message from a Transport named remote. Returns python namedtuple containing fields object, uuid, name, ip, datetime.'''
if self._prefix is not None:
remote = self._prefix + remote
# The final python namedtuple to be returned needs to be shared
# between get_callback() and get(). In python3, you can use
# nonlocal, but in python2 you need a trick (storing in a
# data structure). The actual value to be returned will
# be ret[0].
ret = [None]
# The event e will get set when a message is read by the
# readthread.
e = threading.Event()
# This function is a callback used to detect the next message.
# It stores the message in a Python namedtuple and sets the
# event.
def get_callback(tup, **kw):
ret[0] = collections.namedtuple(
'TransportEnvelope',
['object', 'uuid', 'name', 'ip', 'datetime'])(tup, kw['uuid'],
kw['name'],
kw['ip'],
kw['datetime'])
# Inform get() that ret is ready to be returned.
e.set()
# get_callback()
# Store the old callback, if any
oldcb = self._subscribers.get(remote, None)
# Set the subscription
self._subscribers[remote] = get_callback
# Wait for the callback to be called.
e.wait()
# Restore the old subscription, if any.
if oldcb is not None:
self._subscribers[remote] = oldcb
else:
del self._subscribers[remote]
# Return the namedtuple.
return ret[0]
# get()
def quit_federation(self):
'''Send a quit message to all agents in this federation, and then close down the Transport.'''
if self._run:
self._pyre.shouts(self._globalchannel, u"QUIT")
self._run = False
# Wait for the readthread to finish
self._readthread.join()
# Tell Pyre to shut down
self._pyre.stop()
def is_running(self):
'''Return the status of this Transport. If the Transport isn't running, you should not send it messages and the callbacks will not be called.'''
return self._run
######################################################################
# All private methods below here
def __init__(self, myname, port=None, prefix=None):
# NOTE: Seems to be a bug in Pyre where you can't set the port.
if port is not None:
raise NotImplementedError(
'There is a bug in Pyre that prevents setting of the discovery port. If you require multiple federations of Pyre components, use prefix instead of port in Transport constructor.'
)
# dict of remote name to callback. See subscribe method above.
self._subscribers = {}
# Callback for all message (or None if none registered)
self._subscribe_all = None
self._prefix = prefix
# Attach the federation name as a prefix to both this channel
# and the global channel. The global channel is currently
# just used for QUIT messages.
if prefix is not None:
myname = prefix + myname
self._globalchannel = prefix + "GLOBAL"
else:
self._globalchannel = "GLOBAL"
self._pyre = Pyre(myname)
if port is not None:
self._pyre.set_port(port)
self._pyre.join(myname)
self._pyre.join(self._globalchannel)
self._pyre.start()
# Dict of (UUIDs => IP addresses) that have sent a valid ENTER message
self._uuid2ip = {}
self._run = True
self._readthread = threading.Thread(target=self._readworker)
self._readthread.start()
# __init__()
# Handle pyre messages. Run in self._readthread
def _readworker(self):
'''This method is called in a separate thread to handle messages sent over pyre. It dispataches to methods named for the pyre events (e.g. _ENTER).'''
# Set up a poller so recv doesn't block. Possibly not needed
# since we'll always get an event when the other agents quit,
# but just in case something goes wrong, we want to be sure to
# close down.
poller = zmq.Poller()
sock = self._pyre.socket()
poller.register(sock, zmq.POLLIN)
while self._run:
# Wait until a message is received OR one second timeout.
items = dict(poller.poll(1000))
if not (sock in items and items[sock] == zmq.POLLIN):
# This should only happen if we time out.
continue
# There's an event waiting. Read and process it.
event = self._pyre.recv()
logger.debug('Transport %s-%s received event %s' %
(self._pyre.uuid(), self._pyre.name(), event))
eventtype = event[0].decode('utf-8')
# Sender's uuid and name
sid = uuid.UUID(bytes=event[1])
name = event[2].decode('utf-8')
# Make sure we've seen matching ENTER for all events
if eventtype != 'ENTER' and sid not in self._uuid2ip:
raise TransportProtocolError(
self,
'Received event %s with no matching ENTER.' % (event))
continue
if eventtype == 'ENTER':
# Changed
url = event[4].decode('utf-8')
self._ENTER(sid, name, url)
elif eventtype == 'JOIN':
channel = event[3].decode('utf-8')
self._JOIN(sid, name, channel)
elif eventtype == 'SHOUT':
channel = event[3].decode('utf-8')
message = event[4].decode('utf-8')
if channel == self._globalchannel and message == "QUIT":
# Set ourself to stop running, close down pyre, exit
# worker thread.
self._run = False
self._pyre.stop()
break
else:
self._SHOUT(sid, name, channel, message)
elif eventtype == 'WHISPER':
message = event[3].decode('utf-8')
self._WHISPER(sid, name, message)
elif eventtype == 'LEAVE':
channel = event[3].decode('utf-8')
self._LEAVE(sid, name, channel)
elif eventtype == 'EXIT':
self._EXIT(sid, name)
else:
raise TransportProtocolError(
self, 'Illegal event type in event %s' % (event))
# _readworker()
# The following methods are named for the pyre event that this
# instance has received. They are called automatically from the
# worker thread that's listening for events.
def _ENTER(self, sid, name, url):
# We expect all connections to be tcp on some port. This regular
# expression is used to extract the ip part.
urlmatch = re.match('tcp://([0-9.]+):[0-9]+$', url)
if urlmatch:
ip = urlmatch.group(1)
if is_valid_ip(ip):
# Everything looks good. Add to list of valid uuids.
self._uuid2ip[sid] = ip
else:
raise TransportSecurityError(
self,
'Message from invalid IP address %s in ENTER %s %s %s. Check the function is_valid_ip() in Transport.py.'
% (ip, sid, name, url))
else:
raise TransportProtocolError(
self, 'Malformed URL in ENTER %s %s %s' % (sid, name, url))
# _ENTER()
def _JOIN(self, sid, name, channel):
pass
# _JOIN()
def _SHOUT(self, sid, name, channel, message):
now = datetime.datetime.now()
logger.debug('In _SHOUT with %s %s %s %s' %
(sid, name, channel, message)) #???
if name in self._subscribers:
logger.debug('got a subscription')
cb = self._subscribers[name]
self._call_callback(cb, sid, name, channel, message, now)
if self._subscribe_all is not None:
cb = self._subscribe_all
self._call_callback(cb, sid, name, channel, message, now)
# _SHOUT()
def _call_callback(self, cb, sid, name, channel, message, now):
if inspect.getargspec(cb).keywords is None:
cb(json.loads(message))
else:
cb(message,
uuid=sid,
name=name,
ip=self._uuid2ip[sid],
datetime=now)
# _call_callback
def _WHISPER(self, sid, name, message):
raise TransportProtocolError(
self, 'Unexpected WHISPER from %s %s' % (sid, name))
# _WHISPER()
def _LEAVE(self, sid, name, channel):
pass
# _LEAVE()
def _EXIT(self, sid, name):
# Remove sid from list of valid uuids. This should
# never be an error since we check in _readworker().
del self._uuid2ip[sid]
import json
print('Pyre START')
n = Pyre("acer_node")
# n.set_header("CHAT_Header1","example header 1")
# n.set_header("CHAT_Header2","example header 2")
print('join')
n.join("CHAT")
print('node START')
n.start()
print('uuid: ', n.uuid())
print('name: ', n.name())
#n.set_name('Acer_Node')
#print('name: ', n.name())
# send by name
# n.whisper('9371B3', 'Hello from the Acer_Node')
# print(n.peers())
msg = 'Hello from acer'
dic_msg = {"name": "John", "age": 30, "car": "bmw"}
jmsg = json.dumps(dic_msg).encode('utf-8')
lst_msg = ['physics', 'Biology', 'chemistry', 'maths']
lst_msg = [x.encode('utf-8') for x in lst_msg]
stp_msg = 'stop'
class Agent:
"""
A class object that represents each app in the network"""
def __init__(self, name, ctx, group_name, cpu_clock_rate, experiment_name):
self.lock = threading.Lock()
self.cpu_clock_rate = cpu_clock_rate
self.cpu_load = random.random()
self.group_name = group_name
self.routing_table = None
self.name = name + str(os.getpid())
self.tasks = Queue(-1)
self.results = Queue(-1)
self.exp_name = experiment_name
self.task_duration_no_context = random.random()
# compute duration using cpu load, etc
self.task_duration_with_context = random.random()
#self.weights = 'rnn-model-attention-weights.h5'
#self.model = rnn_model()
# self.model._make_predict_function()
# self.model.load_weights(self.weights)
self.agent = Pyre(
name=self.name, ctx=ctx or zmq.Context.instance())
try:
self.agent.join(group_name)
self.agent.start()
except Exception as err:
logger.error(f'>>> Cant start node: {err}', exc_info=True)
def routing_table_setter(self, table):
self.lock.acquire()
try:
# create an ascending round robin routing principle
self.routing_table = cycle(
sorted(table.items(), key=lambda x: x[1]))
finally:
self.lock.release()
def add_task(self):
"""populates the task queue with new data for inference"""
logger.debug(f'>>> {threading.current_thread().name} started')
self.data = cycle(load_data(self.exp_name, 0))
count = 0
while count < 100:
task_dict = dict.fromkeys(
['input', 'target', 'task-type', 'task-uuid', 'task-owner-name', 'result', 'duration'], 0)
try:
input_data, target_data = next(self.data)
task_dict['input'] = input_data
task_dict['target'] = target_data
task_dict['task-type'] = 1
task_dict['task-uuid'] = self.agent.uuid()
task_dict['task-owner-name'] = self.agent.name()
task_dict['duration'] = time.time()
self.tasks.put(task_dict)
count += 1
except Exception as err:
logger.error(f'>>> Exception type: {err}', exc_info=True)
self.agent.leave(self.group_name)
self.agent.stop()
# Vary the frequency of input tasks
time.sleep(random.randint(1, 8))
def vary_cpu_load(self):
logger.debug(
f'>>> {threading.current_thread().name} thread started')
while True:
try:
self.lock.acquire()
self.cpu_load = random.random()
self.lock.release()
self.compute_duration_with_context()
except Exception as err:
logger.error(f'>>> Exception: {err}', exc_info=True)
time.sleep(random.randint(10, 40))
def compute_duration_with_context(self):
try:
self.lock.acquire()
cpu_load = self.cpu_load
task_duration_no_context = self.task_duration_no_context
self.task_duration_with_context = (
1 / task_duration_no_context) / (cpu_load * self.cpu_clock_rate)
self.lock.release()
except Exception as identifier:
logger.error(f'>>> Exception: {identifier}')
def compute_local(self, task):
"""argument is task"""
try:
task = task
task_data = task['input']
target = task['target']
uuid = task['task-uuid']
#predictions = self.model.predict(task_data, verbose=0)
#predictions = predictions.flatten()
# flatten the target
average = mean(task_data.flatten())
# window = 5
# errors = self.regression_error(predictions, target, window)
# mu, variance = np.mean(errors), np.var(errors)
# probabilities = self.chebyshev_probability(mu, variance, errors)
task['task-type'] = task['task-type'] + 1
if uuid == self.agent.uuid(): # put results in our queue if its our uuid
self.results.put(average)
self.lock.acquire()
self.task_duration_no_context = time.time() - task['duration']
self.lock.release()
self.compute_duration_with_context()
else:
task['result'] = average
data_byte = pickle.dumps(task, -1)
self.agent.whisper(uuid, data_byte)
logger.error(
f'>>> Results sent back to task owner peer: {task["task-owner-name"]}')
except Exception as identifier:
logger.error(f'>>> Exception type: {identifier}', exc_info=True)
self.agent.leave(self.group_name)
self.agent.stop() # clean up if there are issues.
def check_results(self):
logger.error(f'>>> {threading.current_thread().name} thread started')
while True:
try:
if not self.results.empty():
result = self.results.get()
if result <= 0.25:
logger.error(
f'>>> Critical anomaly detected: {result}')
elif result > 0.25 and result < 0.5:
logger.error(
f'>>> Severe anomaly detected: {result}')
elif result > 0.5 and result < 0.75:
logger.error(
f'>>> Serious anomaly detected: {result}')
else:
logger.error(f'>>> Mild anomaly detected: {result}')
except Exception as err:
logger.error(f'>>> Exception: {err}', exc_info=True)
self.agent.leave(self.group_name)
self.agent.stop()
def outbox(self, task, peer_uuid):
try:
task = pickle.dumps(task, -1)
self.agent.whisper(peer_uuid, task)
except Exception as identifier:
logger.error(f'>>> Exception: {identifier}',exc_info=True)
self.agent.leave(self.group_name)
self.agent.stop()
def num_of_peers(self, table):
seen = []
for peer in table:
if peer[0] in seen:
return len(seen)
else:
seen.append(peer[0])
def handle_task(self):
# decide if to compute locally or offload
logger.error(f'>>> {threading.current_thread().name} thread started')
while True:
try:
if not self.tasks.empty():
task = self.tasks.get()
self.lock.acquire()
local_duration = self.task_duration_with_context
table = self.routing_table
if table:
peer = next(table) # peer = (uuid, latency)
if peer[1] < local_duration:
self.outbox(task, peer[0])
logger.debug(f'>>> Task offloaded')
else:
num_of_peers = self.num_of_peers(table)
peer = self.search_table(
table, num_of_peers, local_duration)
if peer:
self.lock.release()
self.outbox(task, peer[0])
logger.debug(f'>>> Task offloaded')
else:
self.compute_local(task)
logger.debug(f'>>> Task computed locally')
else:
self.compute_local(task)
logger.debug(f'>>> Task computed locally')
except Exception as identifier:
logger.error(
f'>>> Exception type : {identifier}', exc_info=True)
self.agent.leave(self.group_name)
self.agent.stop() # stop if there are issues
time.sleep(random.randint(0, 3))
def search_table(self, table, num_of_peers, local_dur):
for id in range(num_of_peers):
peer = next(table)
if peer[1] < local_dur:
return peer
else:
return None
def inbox(self):
logger.error(f'>>> {threading.current_thread().name} thread started')
try:
events = self.agent.events() # works like charm
while True:
if events:
event = next(events)
logger.error(f'>>> MSG TYPE: {event.type}')
logger.error(f'>>> Sender Agent Name: {event.peer_name}')
if event.type == 'WHISPER':
msg = pickle.loads(event.msg[0])
if msg['task-type'] == 2:
result = msg['result']
self.results.put(result)
elif msg['task-type'] == 1: # peer sent us a task to execute
self.tasks.put(msg)
elif event.type == 'SHOUT': # message from the Access Point AP
msg = pickle.loads(event.msg[0])
if msg['msg-type'] == 'REQUEST':
msg['uuid'] = self.agent.uuid()
self.lock.acquire()
msg['processing-time'] = self.task_duration_with_context
self.lock.release()
msg_b = pickle.dumps(msg, -1)
self.agent.whisper(event.peer_uuid, msg_b)
elif msg['msg-type'] == 'UPDATE':
table = msg['table']
own_uuid = self.agent.uuid()
if own_uuid in table.keys():
# remove our own UUID to avoid offloading to ourselves
del table[own_uuid]
self.routing_table_setter(table)
except Exception as identifier:
logger.error(f'>>> Exception type: {identifier}', exc_info=True)
self.agent.leave(self.group_name)
self.agent.stop() # leave the cluster if you have issues
# compute the chebyshev probability
def chebyshev_probability(self, average, varianse, error_val):
probability = []
for val in error_val:
if val - average >= 1:
prob = varianse / ((val - average)**2)
probability.append(prob)
return probability
def regression_error(self, outcome, truth, window):
n_data = len(truth)
count = 0
errors = []
while count + window <= n_data:
error = [abs(y_pred - y_truth) for y_pred, y_truth in zip(
outcome[count:count + window], truth[count:count + window])]
errors.append(np.mean(error))
count += window
return errors
def run(self):
# start the threads here
t1 = threading.Thread(target=self.add_task, name='add task')
t2 = threading.Thread(target=self.vary_cpu_load, name='vary cpu load')
t3 = threading.Thread(target=self.check_results, name='check results')
t4 = threading.Thread(target=self.handle_task, name='handle task')
t5 = threading.Thread(target=self.inbox, name='inbox')
threads = [t1, t2, t3, t4, t5]
try:
for thread in threads:
thread.start()
except Exception as err:
logger.error(f'>>> Exception: {err}', exc_info=True)
self.agent.leave(self.group_name)
self.agent.stop()
