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@@ +import os +import sys +import numpy as num +train_data = [] +weightSum = num.zeros((63,63) , dtype=float) + +def Readfile(): + + with open("training-data.txt") as file: + cnt,ind = 0,0 + train = num.zeros(63, dtype=float) + for line in file: + if cnt == 0: + cnt+=1 + for element in line: + if element=='#': + train[ind] = 1 + ind+=1 + elif element=='*': + train[ind] = -1 + ind+=1 + + elif cnt==9: + cnt,ind = 0,0 + train_data.append(train) + train = num.zeros(63,dtype=float) + else: + for element in line: + if element=='#': + train[ind] = 1 + ind+=1 + elif element=='*': + train[ind] = -1 + ind+=1 + else: + ind = ind + cnt+=1 + return train_data + + +def weightTotal(train_data): + weightSum = num.zeros((63,63) , dtype=float) +# print (weightSum) + weight_array = num.zeros((63,63), dtype=float) + for i in range (0,7): + s = num.zeros((1,63), dtype=float) + s = train_data[i] + + weight_array = num.outer( s, s) + weightSum += weight_array + weightSum -= 7 * (num.identity(63)) + return weightSum + +def weight(train_data): + s = train_data[0] + weightSum = num.outer( s, s) + weightSum -= num.identity(63) + return weightSum + +def weight1(train_data): + weightSum = num.zeros((63,63) , dtype=float) + weight_array = num.zeros((63,63), dtype=float) + for i in range (1,2): + s = num.zeros((1,63), dtype=float) + s = train_data[i] + weight_array = num.outer( s, s) + weightSum += weight_array + weightSum -= 2 * (num.identity(63)) + # return weightSum + + +def test(weightSum): + test = num.zeros((1,63), dtype=float) + ind = 0 + with open("test.txt") as file: + for line in file: + + for element in line: + # test[ind] = int('element') + if element=='1': + test[0][ind] = 1 + ind += 1 + else: + if element=='0': + test[0][ind] = -1 + ind += 1 + elif element == '/n': + ind += 0 + print (test) + testweight= weightSum + epoch = 0 + while True: + old_test = test.copy() + y_in = num.zeros((1,63), dtype=float) + for i in range (1): + # print (test) + for l in range(63): + for k in range(63): + x = test[i][k] + y = testweight[k][l] + y_in[i][l] += x * y + test[0][l] = Actfunc(y_in[0][l]) + if num.array_equal(old_test, test): + break + epoch += 1 + print (epoch) + return test + + +def Actfunc (y_in): + y_out = 0 + y = y_in + if y > 0: + y_out += 1 + else: + y_out += -1 + return y_out + + +def main (): + + test1 = (weightTotal(Readfile())) + test2 = test(weight(Readfile())) + test3 = (weight1(Readfile())) + print (test1) + print (test2) + print (test3) diff --git a/test.txt b/test.txt new file mode 100644 index 0000000..10033f6 --- /dev/null +++ b/test.txt @@ -0,0 +1 @@ +101100001010000001010001010000111000111110010001001000101110111 diff --git a/training-data.txt b/training-data.txt new file mode 100644 index 0000000..654a90f --- /dev/null +++ b/training-data.txt @@ -0,0 +1,210 @@ +* * # # * * * +* * * # * * * +* * * # * * * +* * # * # * * +* * # * # * * +* # # # # # * +* # * * * # * +* # * * * # * +# # # * # # # +# * * * * * * +# # # # # # * +* # * * * * # +* # * 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