writer = csv.writer(f)
errors_per_iteration = list()
it = list()
for i in range(iterations):
print(i)
new_w = w - (learning_rate) * rss_gradient(w,X_train,y_train)
learning_rate, w = update_learning_rate(learning_rate,w,new_w,X_train,y_train)
# Send w to all neighbors, receive other nodes' w
for recipient in m.getNeighbors().keys():
message = {
'weights' : w,
'sync' : i
}
m.sendMessage(recipient,message)
m.waitForMessageFromAllNeighbors(i)
a = w.shape[0]
vector_sum = np.zeros((a,1),dtype=float)
for message in m.sync[i]:
vector_sum = vector_sum + message['weights']
vector_sum = vector_sum[0]
size = float(len(m.sync[i]))
w = vector_sum * (1.0 / size)
y_est = np.dot(X_test,w)
m.start()
def setState(state):
m.lifeState = state
if state:
led.setRedOn()
else:
led.setRedOff()
setState(random.randint(0, 1) == True)
i = 0
while True:
i += 1
for neighbor in m.getNeighbors().keys():
message = {
'state': m.lifeState,
'sync': i
}
m.sendMessage(neighbor, message)
m.waitForMessageFromAllNeighbors(i)
c = sum(n['state'] for n in m.sync[i])
if c <= 1 or c >= 4:
setState(False)
if c == 3:
setState(True)
m.registerCallbackSync()
m.start()
def setState(state):
m.lifeState = state
if state:
led.setRedOn()
else:
led.setRedOff()
setState(random.randint(0, 1) == True)
i = 0
while True:
i += 1
for neighbor in m.getNeighbors().keys():
message = {'state': m.lifeState, 'sync': i}
m.sendMessage(neighbor, message)
m.waitForMessageFromAllNeighbors(i)
c = sum(n['state'] for n in m.sync[i])
if c <= 1 or c >= 4:
setState(False)
if c == 3:
setState(True)
# Demo of Messager class.
# run with: DEVICE_ID=1 python sample.py
import os
import time
from clustermessaging.Messager import Messager
m = Messager()
def callback(message, name):
print('Message Received from %s! %s' % (name, message))
if os.environ['DEVICE_ID'] == '2':
print('registering callback')
m.registerCallback(callback)
else:
print('sending message')
m.sendMessage('2', 'hello, 2, i am %s' % m.getOwnName())
m.start()
# Create x vector
nodes = len(assignment)
x = np.zeros(nodes,dtype=float)
x[ID-1] = my_val # Insert own value
iterations = 10
for i in range(iterations):
# time.sleep(1)
# All of the communication to neighbors
for recipient in m.getNeighbors().keys():
message = {
'value' : my_val,
'sync' : i
}
m.sendMessage(recipient,message)
m.waitForMessageFromAllNeighbors(i)
# Construct X
for message in m.sync[i]:
node = int(message['from'])
value = float(message['value'])
x[node-1] = value
my_val = np.dot(w,x)
x[ID-1] = my_val
print(my_val)
# Demo of Messager class.
# run with: DEVICE_ID=1 python sample.py
import os
import time
from clustermessaging.Messager import Messager
m = Messager()
def callback(message, name):
print('Message Received from %s! %s' % (name, message))
if os.environ['DEVICE_ID'] == '2':
print('registering callback')
m.registerCallback(callback)
else:
print('sending message')
m.sendMessage('2', 'hello, 2, i am %s' % m.getOwnName())
m.start()
