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xoUi.py
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xoUi.py
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# -*- coding: utf-8 -*-
# Form implementation generated from reading ui file 'mahdi.ui'
#
# Created by: PyQt5 UI code generator 5.15.2
#
# WARNING: Any manual changes made to this file will be lost when pyuic5 is
# run again. Do not edit this file unless you know what you are doing.
from PyQt5 import QtCore, QtWidgets
import numpy as np
import neuralNetworks
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(459, 200)
sizePolicy = QtWidgets.QSizePolicy(
QtWidgets.QSizePolicy.Fixed, QtWidgets.QSizePolicy.Fixed
)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(MainWindow.sizePolicy().hasHeightForWidth())
MainWindow.setSizePolicy(sizePolicy)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setEnabled(True)
self.centralwidget.setObjectName("centralwidget")
self.checkBox_1 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_1.setGeometry(QtCore.QRect(30, 10, 16, 20))
self.checkBox_1.setText("")
self.checkBox_1.setObjectName("checkBox_1")
self.checkBox_2 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_2.setGeometry(QtCore.QRect(60, 10, 16, 20))
self.checkBox_2.setText("")
self.checkBox_2.setObjectName("checkBox_2")
self.checkBox_3 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_3.setGeometry(QtCore.QRect(90, 10, 16, 20))
self.checkBox_3.setText("")
self.checkBox_3.setObjectName("checkBox_3")
self.checkBox_4 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_4.setGeometry(QtCore.QRect(120, 10, 16, 20))
self.checkBox_4.setText("")
self.checkBox_4.setObjectName("checkBox_4")
self.checkBox_5 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_5.setGeometry(QtCore.QRect(150, 10, 16, 20))
self.checkBox_5.setText("")
self.checkBox_5.setObjectName("checkBox_5")
self.checkBox_6 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_6.setGeometry(QtCore.QRect(30, 40, 16, 20))
self.checkBox_6.setText("")
self.checkBox_6.setObjectName("checkBox_6")
self.checkBox_7 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_7.setGeometry(QtCore.QRect(60, 40, 16, 20))
self.checkBox_7.setText("")
self.checkBox_7.setObjectName("checkBox_7")
self.checkBox_8 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_8.setGeometry(QtCore.QRect(90, 40, 16, 20))
self.checkBox_8.setText("")
self.checkBox_8.setObjectName("checkBox_8")
self.checkBox_9 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_9.setGeometry(QtCore.QRect(120, 40, 16, 20))
self.checkBox_9.setText("")
self.checkBox_9.setObjectName("checkBox_9")
self.checkBox_10 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_10.setGeometry(QtCore.QRect(150, 40, 16, 20))
self.checkBox_10.setText("")
self.checkBox_10.setObjectName("checkBox_10")
self.checkBox_11 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_11.setGeometry(QtCore.QRect(30, 70, 16, 20))
self.checkBox_11.setText("")
self.checkBox_11.setObjectName("checkBox_11")
self.checkBox_12 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_12.setGeometry(QtCore.QRect(60, 70, 16, 20))
self.checkBox_12.setText("")
self.checkBox_12.setObjectName("checkBox_12")
self.checkBox_13 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_13.setGeometry(QtCore.QRect(90, 70, 16, 20))
self.checkBox_13.setText("")
self.checkBox_13.setObjectName("checkBox_13")
self.checkBox_14 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_14.setGeometry(QtCore.QRect(120, 70, 16, 20))
self.checkBox_14.setText("")
self.checkBox_14.setObjectName("checkBox_14")
self.checkBox_15 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_15.setGeometry(QtCore.QRect(150, 70, 16, 20))
self.checkBox_15.setText("")
self.checkBox_15.setObjectName("checkBox_15")
self.checkBox_16 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_16.setGeometry(QtCore.QRect(30, 100, 16, 20))
self.checkBox_16.setText("")
self.checkBox_16.setObjectName("checkBox_16")
self.checkBox_17 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_17.setGeometry(QtCore.QRect(60, 100, 16, 20))
self.checkBox_17.setText("")
self.checkBox_17.setObjectName("checkBox_17")
self.checkBox_18 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_18.setGeometry(QtCore.QRect(90, 100, 16, 20))
self.checkBox_18.setText("")
self.checkBox_18.setObjectName("checkBox_18")
self.checkBox_19 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_19.setGeometry(QtCore.QRect(120, 100, 16, 20))
self.checkBox_19.setText("")
self.checkBox_19.setObjectName("checkBox_19")
self.checkBox_20 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_20.setGeometry(QtCore.QRect(150, 100, 16, 20))
self.checkBox_20.setText("")
self.checkBox_20.setObjectName("checkBox_20")
self.checkBox_21 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_21.setGeometry(QtCore.QRect(30, 130, 16, 20))
self.checkBox_21.setText("")
self.checkBox_21.setObjectName("checkBox_21")
self.checkBox_22 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_22.setGeometry(QtCore.QRect(60, 130, 16, 20))
self.checkBox_22.setText("")
self.checkBox_22.setObjectName("checkBox_22")
self.checkBox_23 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_23.setGeometry(QtCore.QRect(90, 130, 16, 20))
self.checkBox_23.setText("")
self.checkBox_23.setObjectName("checkBox_23")
self.checkBox_24 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_24.setGeometry(QtCore.QRect(120, 130, 16, 20))
self.checkBox_24.setText("")
self.checkBox_24.setObjectName("checkBox_24")
self.checkBox_25 = QtWidgets.QCheckBox(self.centralwidget)
self.checkBox_25.setGeometry(QtCore.QRect(150, 130, 16, 21))
self.checkBox_25.setText("")
self.checkBox_25.setObjectName("checkBox_25")
self.pushButton_1 = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_1.setGeometry(QtCore.QRect(200, 80, 93, 28))
self.pushButton_1.setObjectName("pushButton")
self.pushButton_1.clicked.connect(
lambda: self.setBtnClicked(
self.checkBox_1,
self.checkBox_2,
self.checkBox_3,
self.checkBox_4,
self.checkBox_5,
self.checkBox_6,
self.checkBox_7,
self.checkBox_8,
self.checkBox_9,
self.checkBox_10,
self.checkBox_11,
self.checkBox_12,
self.checkBox_13,
self.checkBox_14,
self.checkBox_15,
self.checkBox_16,
self.checkBox_17,
self.checkBox_18,
self.checkBox_19,
self.checkBox_20,
self.checkBox_21,
self.checkBox_22,
self.checkBox_23,
self.checkBox_24,
self.checkBox_25,
)
)
self.textEdit = QtWidgets.QTextEdit(self.centralwidget)
self.textEdit.setGeometry(QtCore.QRect(200, 40, 93, 28))
sizePolicy = QtWidgets.QSizePolicy(
QtWidgets.QSizePolicy.Fixed, QtWidgets.QSizePolicy.Fixed
)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(self.textEdit.sizePolicy().hasHeightForWidth())
self.textEdit.setSizePolicy(sizePolicy)
self.textEdit.setObjectName("textEdit")
self.label = QtWidgets.QLabel(self.centralwidget)
self.label.setGeometry(QtCore.QRect(330, 40, 93, 28))
self.label.setAutoFillBackground(False)
self.label.setScaledContents(False)
self.label.setAlignment(QtCore.Qt.AlignCenter)
self.label.setObjectName("label")
self.pushButton_2 = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_2.setGeometry(QtCore.QRect(330, 80, 93, 28))
self.pushButton_2.setObjectName("pushButton_2")
self.pushButton_2.clicked.connect(
lambda: self.preBtnClicked(
self.checkBox_1,
self.checkBox_2,
self.checkBox_3,
self.checkBox_4,
self.checkBox_5,
self.checkBox_6,
self.checkBox_7,
self.checkBox_8,
self.checkBox_9,
self.checkBox_10,
self.checkBox_11,
self.checkBox_12,
self.checkBox_13,
self.checkBox_14,
self.checkBox_15,
self.checkBox_16,
self.checkBox_17,
self.checkBox_18,
self.checkBox_19,
self.checkBox_20,
self.checkBox_21,
self.checkBox_22,
self.checkBox_23,
self.checkBox_24,
self.checkBox_25,
)
)
self.pushButton_3 = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_3.setGeometry(QtCore.QRect(200, 120, 93, 28))
self.pushButton_3.setObjectName("pushButton_3")
self.pushButton_3.clicked.connect(
lambda: self.clearBtnClicked(
self.checkBox_1,
self.checkBox_2,
self.checkBox_3,
self.checkBox_4,
self.checkBox_5,
self.checkBox_6,
self.checkBox_7,
self.checkBox_8,
self.checkBox_9,
self.checkBox_10,
self.checkBox_11,
self.checkBox_12,
self.checkBox_13,
self.checkBox_14,
self.checkBox_15,
self.checkBox_16,
self.checkBox_17,
self.checkBox_18,
self.checkBox_19,
self.checkBox_20,
self.checkBox_21,
self.checkBox_22,
self.checkBox_23,
self.checkBox_24,
self.checkBox_25,
)
)
self.comboBox = QtWidgets.QComboBox(self.centralwidget)
self.comboBox.setGeometry(QtCore.QRect(330, 120, 93, 28))
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.label_2 = QtWidgets.QLabel(self.centralwidget)
self.label_2.setGeometry(QtCore.QRect(200, 10, 221, 16))
self.label_2.setAlignment(QtCore.Qt.AlignCenter)
self.label_2.setObjectName("label_2")
MainWindow.setCentralWidget(self.centralwidget)
self.menubar = QtWidgets.QMenuBar(MainWindow)
self.menubar.setGeometry(QtCore.QRect(0, 0, 459, 26))
self.menubar.setObjectName("menubar")
MainWindow.setMenuBar(self.menubar)
self.statusbar = QtWidgets.QStatusBar(MainWindow)
self.statusbar.setObjectName("statusbar")
MainWindow.setStatusBar(self.statusbar)
self.retranslateUi(MainWindow)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle(_translate("MainWindow", "Character recognition"))
self.pushButton_1.setText(_translate("MainWindow", "SET"))
self.label.setText(_translate("MainWindow", "OUTPUT"))
self.pushButton_2.setText(_translate("MainWindow", "PREDICTION"))
self.pushButton_3.setText(_translate("MainWindow", "CLEAR"))
self.textEdit.setHtml(
_translate(
"MainWindow",
'<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0//EN" "http://www.w3.org/TR/REC-html40/strict.dtd">\n'
'<html><head><meta name="qrichtext" content="1" /><style type="text/css">\n'
"p, li { white-space: pre-wrap; }\n"
"</style></head><body style=\" font-family:'MS Shell Dlg 2'; font-size:7.8pt; font-weight:400; font-style:normal;\">\n"
'<p align="center" style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p></body></html>',
)
)
self.comboBox.setItemText(0, _translate("MainWindow", "Hebb"))
self.comboBox.setItemText(1, _translate("MainWindow", "Perceptron"))
self.comboBox.setItemText(2, _translate("MainWindow", "MCPerceptron"))
self.comboBox.setItemText(3, _translate("MainWindow", "Adaline"))
self.comboBox.setItemText(4, _translate("MainWindow", "MCAdaline"))
self.label_2.setText(_translate("MainWindow", "Welcome to the program."))
def setBtnClicked(self, *x):
file1 = open("xoData.txt", "a")
self.dataList = []
for b in x:
if b.isChecked() == True:
self.dataList.append(1)
else:
self.dataList.append(-1)
if self.textEdit.toPlainText().lower() == "x":
self.dataList.append(1)
string = " ".join(str(i) for i in self.dataList) + "\n"
file1.write(string)
file1.close()
self.label_2.setText("Your data saved.")
elif self.textEdit.toPlainText().lower() == "o":
self.dataList.append(-1)
string = " ".join(str(i) for i in self.dataList) + "\n"
file1.write(string)
file1.close()
self.label_2.setText("Your data saved.")
else:
self.label_2.setText("Your data is not valid!!!")
def preBtnClicked(self, *x):
self.dataList = []
for b in x:
if b.isChecked() == True:
self.dataList.append(1)
else:
self.dataList.append(-1)
if self.comboBox.currentIndex() == 0:
self.label.setText(
"X"
if neuralNetworks.calculate_output(
np.array([self.dataList]), weightsHebb, biasHebb
)
== 1
else "O"
)
elif self.comboBox.currentIndex() == 1:
self.label.setText(
"X"
if neuralNetworks.calculate_output(
np.array([self.dataList]), weightsPerceptron, biasPerceptron
)
== 1
else "O"
)
elif self.comboBox.currentIndex() == 2:
x = neuralNetworks.calculate_output(
np.array([self.dataList]), weightsMultiClassPerceptron[0], biasMultiClassPerceptron[0]
)
o = neuralNetworks.calculate_output(
np.array([self.dataList]), weightsMultiClassPerceptron[1], biasMultiClassPerceptron[1]
)
if x == 1 and o == -1:
self.label.setText("X")
elif o == 1 and x == -1:
self.label.setText("O")
else:
self.label.setText("Other shape")
elif self.comboBox.currentIndex() == 3:
self.label.setText(
"X"
if neuralNetworks.calculate_output(
np.array([self.dataList]), weightsAdaline, biasAdaline
)
== 1
else "O"
)
elif self.comboBox.currentIndex() == 4:
x = neuralNetworks.calculate_output(
np.array([self.dataList]), weightsMultiClassAdaline[0], biasMultiClassAdaline[0]
)
o = neuralNetworks.calculate_output(
np.array([self.dataList]), weightsMultiClassAdaline[1], biasMultiClassAdaline[1]
)
if x == 1 and o == -1:
self.label.setText("X")
elif o == 1 and x == -1:
self.label.setText("O")
else:
self.label.setText("Other shape")
def clearBtnClicked(self, *x):
for i in x:
i.setChecked(False)
self.textEdit.setText("")
self.label.setText("OUTPUT")
self.label_2.setText("Welcome to the program.")
_translate = QtCore.QCoreApplication.translate
self.textEdit.setHtml(
_translate(
"MainWindow",
'<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0//EN" "http://www.w3.org/TR/REC-html40/strict.dtd">\n'
'<html><head><meta name="qrichtext" content="1" /><style type="text/css">\n'
"p, li { white-space: pre-wrap; }\n"
"</style></head><body style=\" font-family:'MS Shell Dlg 2'; font-size:7.8pt; font-weight:400; font-style:normal;\">\n"
'<p align="center" style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p></body></html>',
)
)
if __name__ == "__main__":
import sys
weightsHebb, biasHebb = neuralNetworks.hebb()
weightsPerceptron, biasPerceptron = neuralNetworks.perceptron()
weightsMultiClassPerceptron, biasMultiClassPerceptron = neuralNetworks.multiClassPerceptron()
weightsAdaline, biasAdaline = neuralNetworks.adaline()
weightsMultiClassAdaline, biasMultiClassAdaline = neuralNetworks.multiClassAdaline()
app = QtWidgets.QApplication(sys.argv)
MainWindow = QtWidgets.QMainWindow()
ui = Ui_MainWindow()
ui.setupUi(MainWindow)
MainWindow.show()
sys.exit(app.exec_())