def Plot():
permutationSize = 4
ants=15
epoch=100
nrOfRuns=30
alpha=1.9
beta=0.9
rho=0.05
q0=0.5
#controller = Controller(ants,permutationSize,alpha,beta,q0,rho,epoch)
fitnesses = []
for i in range(nrOfRuns):
controller=Controller(ants,permutationSize,alpha,beta,q0,rho,epoch)
controller.RunAlg()
sol= controller.getMinFitness()
print(sol)
fitnesses.append(sol)
m = np.mean(fitnesses, axis=0)
stddev = np.std(fitnesses, axis=0)
means = []
dev = []
for i in range(nrOfRuns):
means.append(m)
dev.append(abs(m-fitnesses[i]))
plt.plot(range(nrOfRuns), means)
plt.plot(range(nrOfRuns), dev)
print("Standard deviation is: "+str(stddev))
plt.plot(range(nrOfRuns), fitnesses)
plt.show()
def MainMenu(self):
while(True):
print("Give the number of runs")
runs=int(input())
controller=Controller(runs)
average,maximum=controller.RunAlg()
print("Average accuracy: ",average, " Maximum accuracy: ",maximum)
print("Exit(yes or no)?")
choice=input()
if choice=="yes":
return
class LoadProblem():
def __init__(self):
self.loadFromFile()
self.__Controller=Controller(self.__noAnts,self.__n,self.__alpha,self.__beta,self.__q0,self.__rho,self.__noOfEpochs)
def loadFromFile(self):
with open('C:\\Users\\Catalin\\Desktop\\Faculty\\AI\\Lab 5\\parameters.txt', 'r') as file:
line = file.readline().strip()
self.__n = int(line.replace("permutation size:", ""))
line = file.readline().strip()
self.__noOfEpochs = int(line.replace("number of epoch:", ""))
line = file.readline().strip()
self.__noAnts = int(line.replace("number of ants:", ""))
line = file.readline().strip()
self.__alpha = float(line.replace("alpha:", ""))
line = file.readline().strip()
self.__beta = float(line.replace("beta:", ""))
line = file.readline().strip()
self.__rho = float(line.replace("rho:", ""))
line = file.readline().strip()
self.__q0 = float(line.replace("q0:", ""))
def run(self):
f=self.__Controller.RunAlg()
print("Print the minimum fitness from each epoch [minimum, ant that got that minimum]:\n",f)
fMin=self.__Controller.getMinFitness()
print("The minimum fitness in the whole run: ",fMin )
def main(self):
while(True):
print("1-run,2-validate")
choice=input()
if choice=="1":
self.run()
elif choice=="2":
Plot()
else:
return
