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App.py
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App.py
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from flask import Flask, render_template
from flask_mysqldb import MySQL
app = Flask(__name__)
app.config['MYSQL_HOST'] = 'localhost'
app.config['MYSQL_USER'] = 'root'
app.config['MYSQL_PASSWORD'] = ''
app.config['MYSQL_DB'] = 'perceptron'
mysql = MySQL(app)
@app.route('/')
def home():
return render_template('home.html')
@app.route('/and')
def cand():
import random
def calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat):
y = ( p1 * x1) + (p2 * x2) - u
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n","p1:",p1,"\n","p2:",p2,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","um:",um,"\n",)
cur = mysql.connection.cursor()
cur.execute('INSERT INTO compuerta_an (Patron, x1, x2, p1, p2,u,d, y, fx,n,e,v1,v2,pe1,pe2,um,it) VALUES (%s, %s, %s, %s, %s,%s,%s, %s, %s,%s,%s,%s,%s,%s,%s,%s,%s)',
(pat, x1, x2, p1, p2,u,d, y, f,n,e,v1,v2,pe1,pe2,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2):
if x1== 0 and x2==0:
d = 0
pat = 1
elif x1== 0 and x2==1:
d = 0
pat = 2
elif x1== 1 and x2==0:
d = 0
pat = 3
elif x1== 1 and x2==1:
d = 1
pat = 4
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, u)
t = 1
d = 0
e = 2
p1 = 0
p2 = 0
u = 0
p1 ,p2 , u = pesos(p1, p2, u)
um_lis = [0, 0, 0, 1]
um = 1
n = round(random.uniform(0, 1.0), 2)
pat = 0
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_an ')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um :
for i in [0, 1, ]:
for j in [0, 1]:
x1=i
x2=j
if um_lis[-1] == um and um_lis[-2] == um and um_lis[-3] == um and um_lis[-4] == um :
break
elif e == 0:
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
if e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
else:
while e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
print(um)
print(um_lis, "\n")
cur = mysql.connection.cursor()
cur.execute('SELECT * FROM compuerta_an')
data = cur.fetchall()
cur2 = mysql.connection.cursor()
cur2.execute('SELECT * FROM compuerta_an ORDER BY it DESC LIMIT 1')
data2 = cur2.fetchall()
cur3 = mysql.connection.cursor()
cur3.execute('SELECT Patron, x1, x2, d FROM compuerta_an ORDER BY it DESC, Patron ASC LIMIT 4')
data3 = cur3.fetchall()
return render_template('and.html', compu_and = data, compu_and2 = data2[0], compu_and3 = data3)
@app.route('/and2')
def can3():
import random
def calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat):
y = round(( ( p1 * x1) + (p2 * x2) + (p3 * x3) - u ) , 2)
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
v3 = round( (n * e * x3) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
pe3 = round( (p3 + v3) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n", "x3:",x3,"\n","p1:",p1,"\n","p2:",p2,"\n","p3:",p3,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","v3:",v3,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","pe3:",pe3,"\n","um:",um,"\n",)
cur = mysql.connection.cursor()
cur.execute('INSERT INTO compuerta_an2 (Patron, x1, x2,x3, p1, p2,p3,u,d, y, fx,n,e,v1,v2,v3,pe1,pe2,pe3,um,it) VALUES (%s, %s, %s,%s,%s, %s, %s, %s, %s,%s,%s, %s, %s,%s,%s,%s,%s,%s,%s,%s,%s)',
(pat, x1, x2,x3, p1, p2,p3,u,d, y, f,n,e,v1,v2,v3,pe1,pe2,pe3,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2, x3):
if x1== 0 and x2==0 and x3==0:
d = 0
pat = 1
elif x1== 0 and x2==0 and x3==1:
d = 0
pat = 2
elif x1== 0 and x2==1 and x3==0:
d = 0
pat = 3
elif x1== 0 and x2==1 and x3==1:
d = 0
pat = 4
elif x1== 1 and x2==0 and x3==0:
d = 0
pat = 5
elif x1== 1 and x2==0 and x3==1:
d = 0
pat = 6
elif x1== 1 and x2==1 and x3==0:
d = 0
pat = 7
elif x1== 1 and x2==1 and x3==1:
d = 1
pat = 8
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, p3, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
p3 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, p3, u)
t = 1
d = 0
e = 1
p1 = 0
p2 = 0
p3 = 0
u = 0
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
um_lis = [0, 0, 0, 0, 0, 0, 0, 1]
um = 1
pat = 0
n = round(random.uniform(0, 1.0), 2)
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_an2 ')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um or um_lis[-5] != um or um_lis[-6] != um or um_lis[-7] != um or um_lis[-8] != um:
for i in [0, 1, ]:
for j in [0, 1]:
for k in [0, 1]:
x1=i
x2=j
x3=k
if um_lis[-1] == um and um_lis[-2] == um and um_lis[-3] == um and um_lis[-4] == um and um_lis[-5] == um and um_lis[-6] == um and um_lis[-7] == um and um_lis[-8] == um:
break
elif e == 0:
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
if e != 0 :
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
else:
while e != 0 :
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
print(um)
print(um_lis, "\n")
cur = mysql.connection.cursor()
cur.execute('SELECT * FROM compuerta_an2')
data = cur.fetchall()
cur2 = mysql.connection.cursor()
cur2.execute('SELECT * FROM compuerta_an2 ORDER BY it DESC LIMIT 1')
data2 = cur2.fetchall()
cur3 = mysql.connection.cursor()
cur3.execute('SELECT Patron, x1, x2,x3, d FROM compuerta_an2 ORDER BY it DESC, Patron ASC LIMIT 8')
data3 = cur3.fetchall()
return render_template('and2.html', compu_and = data, compu_and2 = data2[0], compu_and3 = data3)
@app.route('/or')
def cand2():
import random
def calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat):
y = ( p1 * x1) + (p2 * x2) - u
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n","p1:",p1,"\n","p2:",p2,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","um:",um,"\n",)
cur = mysql.connection.cursor()
cur.execute('INSERT INTO compuerta_or (Patron, x1, x2, p1, p2,u,d, y, fx,n,e,v1,v2,pe1,pe2,um,it) VALUES (%s, %s, %s, %s, %s,%s,%s, %s, %s,%s,%s,%s,%s,%s,%s,%s,%s)',
(pat, x1, x2, p1, p2,u,d, y, f,n,e,v1,v2,pe1,pe2,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2):
if x1== 0 and x2==0:
d = 0
pat = 1
elif x1== 0 and x2==1:
d = 1
pat = 2
elif x1== 1 and x2==0:
d = 1
pat = 3
elif x1== 1 and x2==1:
d = 1
pat = 4
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, u)
t = 1
d = 0
e = 2
p1 = 0
p2 = 0
u = 0
p1 ,p2 , u = pesos(p1, p2, u)
um_lis = [0, 0, 0, 1]
um = 1
n = round(random.uniform(0, 1.0), 2)
pat = 0
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_or ')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um :
for i in [0, 1, ]:
for j in [0, 1]:
x1=i
x2=j
if um_lis[-1] == um and um_lis[-2] == um and um_lis[-3] == um and um_lis[-4] == um :
break
elif e == 0:
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
if e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
else:
while e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
print(um)
print(um_lis, "\n")
cur = mysql.connection.cursor()
cur.execute('SELECT * FROM compuerta_or')
data = cur.fetchall()
cur2 = mysql.connection.cursor()
cur2.execute('SELECT * FROM compuerta_or ORDER BY it DESC LIMIT 1')
data2 = cur2.fetchall()
cur3 = mysql.connection.cursor()
cur3.execute('SELECT Patron, x1, x2, d FROM compuerta_or ORDER BY it DESC, Patron ASC LIMIT 4')
data3 = cur3.fetchall()
return render_template('or.html', compu_or = data, compu_or2 = data2[0], compu_or3 = data3)
@app.route('/or2')
def can4():
import random
def calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat):
y = round(( ( p1 * x1) + (p2 * x2) + (p3 * x3) - u ) , 2)
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
v3 = round( (n * e * x3) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
pe3 = round( (p3 + v3) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n", "x3:",x3,"\n","p1:",p1,"\n","p2:",p2,"\n","p3:",p3,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","v3:",v3,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","pe3:",pe3,"\n","um:",um,"\n",)
cur = mysql.connection.cursor()
cur.execute('INSERT INTO compuerta_or2 (Patron, x1, x2,x3, p1, p2,p3,u,d, y, fx,n,e,v1,v2,v3,pe1,pe2,pe3,um,it) VALUES (%s, %s, %s,%s,%s, %s, %s, %s, %s,%s,%s, %s, %s,%s,%s,%s,%s,%s,%s,%s,%s)',
(pat, x1, x2,x3, p1, p2,p3,u,d, y, f,n,e,v1,v2,v3,pe1,pe2,pe3,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2, x3):
if x1== 0 and x2==0 and x3==0:
d = 0
pat = 1
elif x1== 0 and x2==0 and x3==1:
d = 1
pat = 2
elif x1== 0 and x2==1 and x3==0:
d = 1
pat = 3
elif x1== 0 and x2==1 and x3==1:
d = 1
pat = 4
elif x1== 1 and x2==0 and x3==0:
d = 1
pat = 5
elif x1== 1 and x2==0 and x3==1:
d = 1
pat = 6
elif x1== 1 and x2==1 and x3==0:
d = 1
pat = 7
elif x1== 1 and x2==1 and x3==1:
d = 1
pat = 8
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, p3, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
p3 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, p3, u)
t = 1
d = 0
e = 1
p1 = 0
p2 = 0
p3 = 0
u = 0
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
um_lis = [0, 0, 0, 0, 0, 0, 0, 1]
um = 1
pat = 0
n = round(random.uniform(0, 1.0), 2)
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_or2')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um or um_lis[-5] != um or um_lis[-6] != um or um_lis[-7] != um or um_lis[-8] != um:
for i in [0, 1, ]:
for j in [0, 1]:
for k in [0, 1]:
x1=i
x2=j
x3=k
if um_lis[-1] == um and um_lis[-2] == um and um_lis[-3] == um and um_lis[-4] == um and um_lis[-5] == um and um_lis[-6] == um and um_lis[-7] == um and um_lis[-8] == um:
break
elif e == 0:
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
if e != 0 :
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
else:
while e != 0 :
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
print(um)
print(um_lis, "\n")
cur = mysql.connection.cursor()
cur.execute('SELECT * FROM compuerta_or2')
data = cur.fetchall()
cur2 = mysql.connection.cursor()
cur2.execute('SELECT * FROM compuerta_or2 ORDER BY it DESC LIMIT 1')
data2 = cur2.fetchall()
cur3 = mysql.connection.cursor()
cur3.execute('SELECT Patron, x1, x2,x3, d FROM compuerta_or2 ORDER BY it DESC, Patron ASC LIMIT 8')
data3 = cur3.fetchall()
return render_template('or2.html', compu_or = data, compu_or2 = data2[0], compu_or3 = data3)
@app.route('/nor')
def can5():
import random
def calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat):
y = round(( ( p1 * x1) + (p2 * x2) - u) , 2)
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n","p1:",p1,"\n","p2:",p2,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","um:",um,"\n",)
cur = mysql.connection.cursor()
cur.execute('INSERT INTO compuerta_nor (Patron, x1, x2, p1, p2,u,d, y, fx,n,e,v1,v2,pe1,pe2,um,it) VALUES ( %s, %s, %s, %s, %s,%s,%s, %s, %s,%s,%s,%s,%s,%s,%s,%s,%s)',
(pat, x1, x2, p1, p2,u,d, y, f,n,e,v1,v2,pe1,pe2,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2):
if x1== 0 and x2==0:
d = 1
pat = 1
elif x1== 0 and x2==1:
d = 0
pat = 2
elif x1== 1 and x2==0:
d = 0
pat = 3
elif x1== 1 and x2==1:
d = 0
pat = 4
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, u)
t = 1
d = 0
e = 1
p1 = 0
p2 = 0
u = 0
p1 ,p2 , u = pesos(p1, p2, u)
um_lis = [0, 0, 0, 1]
um = 1
pat = 0
n = round(random.uniform(0, 1.0), 2)
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_nor')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um :
for i in [0, 1, ]:
for j in [0, 1]:
x1=i
x2=j
if um_lis[-1] == um and um_lis[-2] == um and um_lis[-3] == um and um_lis[-4] == um :
break
elif e == 0:
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
if e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
else:
while e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
print(um)
print(um_lis, "\n")
cur = mysql.connection.cursor()
cur.execute('SELECT * FROM compuerta_nor')
data = cur.fetchall()
cur2 = mysql.connection.cursor()
cur2.execute('SELECT * FROM compuerta_nor ORDER BY it DESC LIMIT 1')
data2 = cur2.fetchall()
cur3 = mysql.connection.cursor()
cur3.execute('SELECT Patron, x1, x2, d FROM compuerta_nor ORDER BY it DESC, Patron ASC LIMIT 4')
data3 = cur3.fetchall()
return render_template('nor.html', compu_nor = data, compu_nor2 = data2[0], compu_nor3 = data3)
@app.route('/nor2')
def can6():
import random
def calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat):
y = round(( ( p1 * x1) + (p2 * x2) + (p3 * x3) - u ) , 2)
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
v3 = round( (n * e * x3) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
pe3 = round( (p3 + v3) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n", "x3:",x3,"\n","p1:",p1,"\n","p2:",p2,"\n","p3:",p3,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","v3:",v3,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","pe3:",pe3,"\n","um:",um,"\n",)
cur = mysql.connection.cursor()
cur.execute('INSERT INTO compuerta_nor2 (Patron, x1, x2,x3, p1, p2,p3,u,d, y, fx,n,e,v1,v2,v3,pe1,pe2,pe3,um,it) VALUES (%s, %s, %s,%s,%s, %s, %s,%s,%s, %s, %s, %s, %s,%s,%s, %s, %s,%s,%s,%s,%s)',
(pat, x1, x2,x3, p1, p2,p3,u,d, y, f,n,e,v1,v2,v3,pe1,pe2,pe3,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2, x3):
if x1== 0 and x2==0 and x3==0:
d = 1
pat = 1
elif x1== 0 and x2==0 and x3==1:
d = 0
pat = 2
elif x1== 0 and x2==1 and x3==0:
d = 0
pat = 3
elif x1== 0 and x2==1 and x3==1:
d = 0
pat = 4
elif x1== 1 and x2==0 and x3==0:
d = 0
pat = 5
elif x1== 1 and x2==0 and x3==1:
d = 0
pat = 6
elif x1== 1 and x2==1 and x3==0:
d = 0
pat = 7
elif x1== 1 and x2==1 and x3==1:
d = 0
pat = 8
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, p3, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
p3 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, p3, u)
t = 1
d = 0
e = 1
p1 = 0
p2 = 0
p3 = 0
u = 0
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
um_lis = [0, 0, 0, 0, 0, 0, 0, 1]
um = 1
pat = 0
n = round(random.uniform(0, 1.0), 2)
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_nor2')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um or um_lis[-5] != um or um_lis[-6] != um or um_lis[-7] != um or um_lis[-8] != um:
for i in [0, 1, ]:
for j in [0, 1]:
for k in [0, 1]:
x1=i
x2=j
x3=k
if um_lis[-1] == um and um_lis[-2] == um and um_lis[-3] == um and um_lis[-4] == um and um_lis[-5] == um and um_lis[-6] == um and um_lis[-7] == um and um_lis[-8] == um:
break
elif e == 0:
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
if e != 0 :
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
else:
while e != 0 :
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
d, pat = valor_espe(d, pat, x1, x2, x3)
t, e, um = calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat)
print(um)
print(um_lis, "\n")
cur = mysql.connection.cursor()
cur.execute('SELECT * FROM compuerta_nor2')
data = cur.fetchall()
cur2 = mysql.connection.cursor()
cur2.execute('SELECT * FROM compuerta_nor2 ORDER BY it DESC LIMIT 1')
data2 = cur2.fetchall()
cur3 = mysql.connection.cursor()
cur3.execute('SELECT Patron, x1, x2,x3, d FROM compuerta_nor2 ORDER BY it DESC, Patron ASC LIMIT 8')
data3 = cur3.fetchall()
return render_template('nor2.html', compu_nor = data, compu_nor2 = data2[0], compu_nor3 = data3)
@app.route('/nan')
def can7():
import random
def calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat):
y = round(( ( p1 * x1) + (p2 * x2) - u) , 2)
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n","p1:",p1,"\n","p2:",p2,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","um:",um,"\n",)
cur.execute('INSERT INTO compuerta_nan (Patron, x1, x2, p1, p2,u,d, y, fx,n,e,v1,v2,pe1,pe2,um,it) VALUES (%s,%s, %s, %s,%s,%s, %s, %s, %s, %s,%s,%s, %s, %s,%s, %s, %s)',
(pat, x1, x2, p1, p2,u,d, y, f,n,e,v1,v2,pe1,pe2,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2):
if x1== 0 and x2==0:
d = 1
pat = 1
elif x1== 0 and x2==1:
d = 1
pat = 2
elif x1== 1 and x2==0:
d = 1
pat = 3
elif x1== 1 and x2==1:
d = 0
pat = 4
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, u)
t = 1
d = 0
e = 1
p1 = 0
p2 = 0
u = 0
p1 ,p2 , u = pesos(p1, p2, u)
um_lis = [0, 0, 0, 1]
um = 1
pat = 0
n = round(random.uniform(0, 1.0), 2)
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_nan')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um :
for i in [0, 1, ]:
for j in [0, 1]:
x1=i
x2=j
if um_lis[-1] == um and um_lis[-2] == um and um_lis[-3] == um and um_lis[-4] == um :
break
elif e == 0:
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
if e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
else:
while e != 0 :
p1 ,p2 , u = pesos(p1, p2, u)
d, pat = valor_espe(d, pat, x1, x2)
t, e, um = calculo(t, e, um, x1, x2, d, p1, p2, u, n, pat)
print(um)
print(um_lis, "\n")
cur = mysql.connection.cursor()
cur.execute('SELECT * FROM compuerta_nan')
data = cur.fetchall()
cur2 = mysql.connection.cursor()
cur2.execute('SELECT * FROM compuerta_nan ORDER BY it DESC LIMIT 1')
data2 = cur2.fetchall()
cur3 = mysql.connection.cursor()
cur3.execute('SELECT Patron, x1, x2, d FROM compuerta_nan ORDER BY it DESC, Patron ASC LIMIT 4')
data3 = cur3.fetchall()
return render_template('nan.html', compu_nan = data, compu_nan2 = data2[0], compu_nan3 = data3)
@app.route('/nan2')
def can8():
import random
def calculo(t, e, um, x1, x2, x3, d, p1, p2, p3, u, n, pat):
y = round(( ( p1 * x1) + (p2 * x2) + (p3 * x3) - u ) , 2)
f = 0
e = 0
if y >= 0:
f = 1
elif y < 0:
f = 0
else:
print("Hay un problema al calcular el coeficiente de aprendizaje (y)")
e = d - f
v1 = round( (n * e * x1) , 2)
v2 = round( (n * e * x2) , 2)
v3 = round( (n * e * x3) , 2)
pe1 = round( (p1 + v1) , 2)
pe2 = round( (p2 + v2) , 2)
pe3 = round( (p3 + v3) , 2)
um = round( (u - (n * e)) , 2)
print("\n",
"################################","\n","Iteración ", t,"\n", "################################","\n","patron:",pat,"\n","x1:",x1,"\n", "x2:",x2,"\n", "x3:",x3,"\n","p1:",p1,"\n","p2:",p2,"\n","p3:",p3,"\n","n:",n,"\n","y:",y,"\n","f:",f,"\n","d:",d,"\n","u:",u,"\n","e:",e,"\n","v1:",v1,"\n","v2:",v2,"\n","v3:",v3,"\n","pe1:",pe1,"\n","pe2:",pe2,"\n","pe3:",pe3,"\n","um:",um,"\n",)
cur = mysql.connection.cursor()
cur.execute('INSERT INTO compuerta_nan2 (Patron, x1, x2,x3, p1, p2,p3,u,d, y, fx,n,e,v1,v2,v3,pe1,pe2,pe3,um,it) VALUES (%s, %s, %s,%s,%s, %s, %s,%s,%s, %s, %s, %s, %s,%s,%s, %s, %s,%s,%s,%s,%s)',
(pat, x1, x2,x3, p1, p2,p3,u,d, y, f,n,e,v1,v2,v3,pe1,pe2,pe3,um,t))
mysql.connection.commit()
t += 1
um_lis.append(um)
return (t, e, um)
def valor_espe(d, pat, x1, x2, x3):
if x1== 0 and x2==0 and x3==0:
d = 1
pat = 1
elif x1== 0 and x2==0 and x3==1:
d = 1
pat = 2
elif x1== 0 and x2==1 and x3==0:
d = 1
pat = 3
elif x1== 0 and x2==1 and x3==1:
d = 1
pat = 4
elif x1== 1 and x2==0 and x3==0:
d = 1
pat = 5
elif x1== 1 and x2==0 and x3==1:
d = 1
pat = 6
elif x1== 1 and x2==1 and x3==0:
d = 1
pat = 7
elif x1== 1 and x2==1 and x3==1:
d = 0
pat = 8
else:
print("Error en los pesos, valores deben ser 1 o 0")
return(d, pat)
def pesos(p1, p2, p3, u):
p1 = round(random.uniform(-1.0, 1.0), 2)
p2 = round(random.uniform(-1.0, 1.0), 2)
p3 = round(random.uniform(-1.0, 1.0), 2)
u = round(random.uniform(-1.0, 1.0), 2)
return (p1, p2, p3, u)
t = 1
d = 0
e = 1
p1 = 0
p2 = 0
p3 = 0
u = 0
p1 ,p2 ,p3 , u = pesos(p1, p2, p3, u)
um_lis = [0, 0, 0, 0, 0, 0, 0, 1]
um = 1
pat = 0
n = round(random.uniform(0, 1.0), 2)
cur = mysql.connection.cursor()
cur.execute('DELETE FROM compuerta_nan2')
mysql.connection.commit()
while um_lis[-1] != um or um_lis[-2] != um or um_lis[-3] != um or um_lis[-4] != um or um_lis[-5] != um or um_lis[-6] != um or um_lis[-7] != um or um_lis[-8] != um:
for i in [0, 1, ]: