Старт

Gate.txt

@@ -0,0 +1,7 @@
+0 1 1 1 0
+1 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0
+1 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0

NumberNet.py

@@ -0,0 +1,98 @@
+import random as rnd
+import os
+
+h = 0.24  # Порог
+
+# Считываем матрицу из файла
+f = open("Gate.txt")
+x = f.readlines()
+f.close()
+for i in range(7):
+    xtext = x[i]
+    x[i] = [int(i) for i in xtext.split()]
+# Матрица загружена
+
+
+def training(name):
+
+    weights = [[rnd.uniform(-1.5, 1.5)] * 5 for i in range(7)]
+    nu = 0.005
+    print("\nТемп обучения:", nu)
+    erasquantity = 1000
+    print("Количество эпох:", erasquantity)
+
+
+    for _ in range(erasquantity):
+        for i in range(7):
+            y = 0
+            for j in range(5):
+                y += x[i][j] * weights[i][j]
+            if y > h:
+                y = 1
+            else:
+                y = 0
+            for j in range(5):
+                weights[i][j] += (1 - y) * nu * x[i][j]
+
+    # Создаем файл с весами
+    f = open(os.path.join(os.path.dirname(__file__))+"/Weights/" + name + ".txt", 'w')
+    for i in range(7):
+        for j in range (5):
+            f.write('%s\n' % weights[i][j])
+    f.close()
+    # Файл создан
+
+    question = str(input("\nВеса сгенерированы для цифры " + name + "\nПроверить работу? Y/N\n"))
+    if question == "Y" or question == "y":
+        working()
+    elif question != "N" and question != "n":
+        print("\n404")
+
+
+def working():
+
+    count = -1
+    success = 0
+    weights = [[0.01] * 5 for i in range(7)]
+    while count < 10 and success != 7:
+        count += 1
+        success = 0
+
+        pathcheck = 1
+        # Загружаем веса
+        if os.path.exists(os.path.join(os.path.dirname(__file__))+"/Weights/" + str(count) + ".txt"):
+            f = open(os.path.join(os.path.dirname(__file__))+"/Weights/" + str(count) + ".txt")  # Открытие файла на чтение
+            for i in range(7):
+                for j in range(5):
+                    weights[i][j] = f.readline()
+            f.close()
+        # Веса загружены
+
+        else:
+            pathcheck = 0
+        # Веса отсутствуют
+
+        if pathcheck == 1:
+            for i in range(7):
+                y = 0
+                for j in range(5):
+                    y += x[i][j] * float(weights[i][j])
+                if y > h:
+                    success += 1
+
+    if count < 10:
+        print("\nУказанное число = " + str(count))
+    else:
+        print("\nСоответстивий не найдено")
+
+
+question = int(input("Обучаемся или работаем? 1/2\n"))
+if question == 1:
+    name = input("\nИзображение извлечено из gate.txt\nВведите цифру в числовом формате:\n")
+    training(name)
+elif question == 2:
+    working()
+else:
+    print("\n404")
+
+print("Пока")

Numbers/0.txt

@@ -0,0 +1,7 @@
+0 1 1 1 0
+1 0 0 0 1
+1 0 0 0 1
+1 0 0 0 1
+1 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0

Numbers/1.txt

@@ -0,0 +1,7 @@
+0 0 1 1 0
+0 1 0 1 0
+1 0 0 1 0
+0 0 0 1 0
+0 0 0 1 0
+0 0 0 1 0
+0 0 0 1 0

Numbers/2.txt

@@ -0,0 +1,7 @@
+0 1 1 1 0
+1 0 0 0 1
+0 0 0 1 0
+0 0 1 0 0
+0 1 0 0 0
+1 0 0 0 0
+1 1 1 1 1

Numbers/3.txt

@@ -0,0 +1,7 @@
+0 1 1 1 0
+1 0 0 0 1
+0 0 0 1 0
+0 0 1 1 0
+0 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0

Numbers/4.txt

@@ -0,0 +1,7 @@
+1 0 0 0 1
+1 0 0 0 1
+1 0 0 0 1
+1 1 1 1 1
+0 0 0 0 1
+0 0 0 0 1
+0 0 0 0 1

Numbers/5.txt

@@ -0,0 +1,7 @@
+1 1 1 1 1
+1 0 0 0 0
+0 1 0 0 0
+0 0 1 1 0
+0 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0

Numbers/6.txt

@@ -0,0 +1,7 @@
+0 1 1 1 0
+1 0 0 0 1
+1 0 0 0 0
+1 1 1 1 0
+1 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0

Numbers/7.txt

@@ -0,0 +1,7 @@
+1 1 1 1 1
+0 0 0 0 1
+0 0 0 1 0
+0 0 1 0 0
+0 1 0 0 0
+0 1 0 0 0
+0 1 0 0 0

Numbers/8.txt

@@ -0,0 +1,7 @@
+0 1 1 1 0
+1 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0
+1 0 0 0 1
+1 0 0 0 1
+0 1 1 1 0

Numbers/9.txt

@@ -0,0 +1,7 @@
+0 1 1 1 0
+1 0 0 0 1
+1 0 0 0 1
+0 1 1 1 1
+0 0 0 1 0
+0 0 1 0 0
+1 1 0 0 0

Weights/8.txt

@@ -0,0 +1,35 @@
+1.2278869118304376
+1.2278869118304376
+1.2278869118304376
+1.2278869118304376
+1.2278869118304376
+0.12432730932043833
+0.04932730932043827
+0.04932730932043827
+0.04932730932043827
+0.12432730932043833
+0.1209922022868902
+-0.24900779771311
+-0.24900779771311
+-0.24900779771311
+0.1209922022868902
+0.011656790211756363
+0.08165679021175637
+0.08165679021175637
+0.08165679021175637
+0.011656790211756363
+0.12376783842120428
+-0.39623216157879604
+-0.39623216157879604
+-0.39623216157879604
+0.12376783842120428
+0.12425666883265171
+-0.3657433311673486
+-0.3657433311673486
+-0.3657433311673486
+0.12425666883265171
+1.2074255230602482
+1.2074255230602482
+1.2074255230602482
+1.2074255230602482
+1.2074255230602482