num_input = int(sys.argv[1]) num_hidden = int(sys.argv[2]) num_output = int(sys.argv[3]) file_data_testing = (sys.argv[4]) file_weights = (sys.argv[5]) format = file_data_testing[-4:-1]+file_data_testing[-1] if (format == '.dat'): inps = loader.loadDat(file_data_testing) elif (format == '.csv'): inps = loader.loadCsv(file_data_testing) inps = loader.stringifyVar(inps,loader.normalizeVar(loader.getVar(inps))) weights = jst.decodeWeights(loader.loadCsv(file_weights),num_input,num_hidden,num_output) match = 0 tp1 = 0 pp1 = 0 tn1 = 0 pn1 = 0 for i in range(len(inps)): if(jst.correct(inps[i],weights)): match += 1 if(jst.truePositive1(inps[i],weights)): tp1 += 1 if(jst.trueNegative1(inps[i],weights)): tn1 += 1 if(jst.predictPositive1(inps[i],weights)): pp1 += 1
weight_interval = int(sys.argv[2])
pop_size = int(sys.argv[3])
gen_limit = int(sys.argv[4])
data_learning = sys.argv[5]
data_testing = sys.argv[6]
# print sys.argv[1]
inps = loader.loadDat(data_testing)
# inps = loader.stringifyVar(inps,loader.normalizeVar(loader.getVar(inps)))
start = time.time()
weights = de.de((num_output*num_hidden)+(num_hidden*num_input),weight_interval,pop_size,gen_limit,num_hidden,data_learning)
np.savetxt('weights.csv', np.array(weights), delimiter=',')
weights = jst.decodeWeights(weights)
end = time.time()
print end - start
match = 0
for i in range(len(inps)):
if(jst.correct(inps[i],weights)):
match += 1
print match,len(inps)
print "Persentase kecocokan = "+str((match*100)/len(inps))+"%"
#print num_hidden,weight_interval,pop_size,gen_limit,'ret = 1/(1+np.exp((-0.001*x)))'
data_learning = sys.argv[5]
data_testing = sys.argv[6]
# print sys.argv[1]
inps = loader.loadCsv(data_testing)
inps = loader.stringifyVar(inps, loader.normalizeVar(loader.getVar(inps)))
start = time.time()
weights = jst.decodeWeights(
de.de(
(num_output * num_hidden) + (num_hidden * num_input),
weight_interval,
pop_size,
gen_limit,
num_hidden,
data_learning,
)
)
end = time.time()
print end - start
match = 0
for i in range(len(inps)):
if jst.correct(inps[i], weights):
match += 1
print match, len(inps)
print "Persentase kecocokan = " + str((match * 100) / len(inps)) + "%"