def main():
# resolve the parameters sent from the command line call
params = obtainParameters()
# resolve file issues regarding the execution of the algorithm
prepareFolders(params['commandPath'], params['filePath'])
myMDP = MDP(params['filePath'])
myAgent = Agent(myMDP)
Wacumulado = 0
for i in range(int(params['numberOfExecutions'])):
print 'Running experiment ' + str(i + 1) + ' of ' + str(params['numberOfExecutions'])
myQLearning = QLearning(myMDP, \
myAgent, \
alpha = float(params['alpha']), \
gamma = float(params['gamma']), \
epsilon = float(params['epsilon']), \
epsilonIncrement = float(params['epsilonIncrement']), \
K = int(params['K']), \
H = int(params['H']), \
gammaPRQL = float(params['gammaPRQL']))
W, Ws = myQLearning.execute()
Wacumulado += array(Ws)
Ws = Wacumulado / float(params['numberOfExecutions'])
saveOutputFiles(myQLearning, params, Ws)
def main():
# resolve the parameters sent from the command line call
params = obtainParameters()
# resolve file issues regarding the execution of the algorithm
prepareFolders(params['commandPath'], params['filePath'])
myMDP = MDP(params['filePath'])
myAgent = Agent(myMDP)
W_avg_list_accum = 0
outputAccum = {}
for i in range(int(params['numberOfExecutions'])):
print 'Running experiment ' + str(i + 1) + ' of ' + str(params['numberOfExecutions']); sys.stdout.flush()
myPRQLearning = PRQLearning(myMDP, \
myAgent, \
alpha = float(params['alpha']), \
gamma = float(params['gamma']), \
epsilon = float(params['epsilon']), \
epsilonIncrement = float(params['epsilonIncrement']), \
K = int(params['K']), \
H = int(params['H']), \
gammaPRQL = float(params['gammaPRQL']), \
tau = float(params['tau']), \
deltaTau = float(params['deltaTau']), \
psi = float(params['psi']), \
v = float(params['v']), \
filePath = params['filePath'])
output = myPRQLearning.execute()
accumulateOutput(outputAccum, output)
W_avg_list = output['W_avg_list']
W_avg_list_accum += array(W_avg_list)
W_avg_list = W_avg_list_accum / float(params['numberOfExecutions'])
saveOutputFiles(myPRQLearning.myQLearning, params, outputAccum)
