Training Code:
# -*- coding: utf-8 -*-
"""
Created on Wed Jun 20 22:10:42 2018
@author: Jubayer Hasan
"""
import numpy as np
print('No. of bits:')
n=int(input())
a=np.zeros((1000,11))
m=2**n
for i in range(0,m):
t=i
j=0
while t!=0:
remainder = t % 2
a[i][j]=int(remainder)
if i<m//2:
a[i][10]=int(0)
else:
a[i][10]=int(1)
t = t // 2
j+=1
w=np.random.random(n)
theFile=open("Threshlod.txt","r")
for val in theFile.read().split():
th=val
th=float(th)
i=0
t1=m//2
eta=0.45
while i<m:
#print(w)
sum=0.0
for j in range(0,n):
sum+=(w[j]*a[i][j])
if sum>=th:
op=1
else:
op=0
for j in range(0,n):
w[j]+=((a[i][10]-op)*(eta*a[i][j]))
if a[i][10]!=op:
i=0
else:
i+=1
f = open('Weights.txt','w')
for i in range(0,n):
f.write("%f\n" % w[i])
f.close()
f = open('Bits.txt','w')
for i in range(0,1):
f.write("%d\n" % n)
f.close()
print(w)
Testing Code:
# -*- coding: utf-8 -*-
"""
Created on Wed Jun 20 21:19:30 2018
@author: Jubayer Hasan
"""
import numpy as np
w=[]
print('Enter no of test cases:')
test=int(input())
f = open('Threshlod.txt','r')
for val in f.read().split():
th=val
th=float(th)
f = open('Bits.txt','r')
for val in f.read().split():
n=val
n=int(n)
f = open('Weights.txt','r')
for val in f.read().split():
x=val
x=float(val)
w.append(x)
print('Enter numbrs with ',n,' bits.')
for i in range(0,test):
sum=0.0
j=0
inp=int(input())
for k in range(0,n):
remainder = inp % 2
sum+=(w[j]*remainder)
inp = inp // 2
j+=1
print(sum)
if sum<th:
print('Class 0.')
else:
print('Class 1.')
