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GUI.py
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350 lines (302 loc) · 10.9 KB
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Created on Wed Nov 15 09:54:16 2017
@author: remi
"""
from tkinter import Radiobutton, Toplevel, IntVar, Button, Frame, Tk, Label, Canvas, StringVar
from tkinter import RIGHT, LEFT, TOP, GROOVE, BOTTOM
#from tkinter import *
from picture2word import picture2word, picture2word_
from analyse_GUI import analyse_multi
from word2picture import word2picture
from PIL import Image, ImageTk
import numpy as np
import pickle as pk
import os
training_set_size = 6000
def mouseDown(event) :
global xc,yc
xc,yc = event.x, event.y
def mouseMove(event) :
global xc,yc
xn,yn = event.x, event.y
if xn > 97:
xn = 97;
elif xn < 1 :
xn = 3;
if yn > 97:
yn = 99;
elif yn < 3 :
yn = 1;
canvas1.create_line(xc,yc,xn,yn,width = 3,smooth = 1)
canvas1.create_rectangle(xn-1,yn-1,xn+1,yn+1,fill='black')
xc,yc = xn,yn
def predict() :
global canvas1,text
if len(base) >= 3 :
canvas1.postscript(file = 'save.ps', colormode='color')
picture = Image.open('save.ps')
word,prediction,liste = analyse_multi(picture2word_(picture),base,label,3)
os.remove('save.ps')
word2picture(word)
file = "temp.png"
img = ImageTk.PhotoImage(file = file)
canvas5.create_image(50, 50, image=img)
canvas5.image = img
os.remove(file)
text.set(str(prediction))
for i,can in enumerate([canvas2,canvas3,canvas4]) :
word2picture(liste[i])
file = "temp.png"
img = ImageTk.PhotoImage(file = file)
can.create_image(50, 50, image=img)
can.image = img
os.remove(file)
def erase() :
for can in [canvas1,canvas2,canvas3,canvas4,canvas5] :
can.delete("all")
text.set("")
def save() :
if database.get() == 1 :
file = open('ourbase.pk', 'wb')
pk.dump(base, file)
file.close()
file = open('ourlabel.pk', 'wb')
pk.dump(label, file)
file.close()
print("our base saved")
elif database.get() == 2 :
file = open('base_mnist_'+str(training_set_size)+'_custom.pk', 'wb')
pk.dump(base, file)
file.close()
file = open('base_mnist_labels_'+str(training_set_size)+'_custom.pk', 'wb')
pk.dump(label, file)
file.close()
print("mnist base custom saved")
elif database.get() == 3 :
file = open('ourbase.pk', 'wb')
pk.dump(base, file)
file.close()
file = open('ourlabel.pk', 'wb')
pk.dump(label, file)
file.close()
print("our base saved")
else :
file = open('base_mnist_'+str(training_set_size)+'_custom.pk', 'wb')
pk.dump(base, file)
file.close()
file = open('base_mnist_labels_'+str(training_set_size)+'_custom.pk', 'wb')
pk.dump(label, file)
file.close()
print("mnist base custom saved")
def correct() :
global toplevel
toplevel = Toplevel()
toplevel.title("Selection")
v = IntVar()
b0 = Radiobutton(toplevel, text="0", variable=v, value=0)
b1 = Radiobutton(toplevel, text="1", variable=v, value=1)
b2 = Radiobutton(toplevel, text="2", variable=v, value=2)
b3 = Radiobutton(toplevel, text="3", variable=v, value=3)
b4 = Radiobutton(toplevel, text="4", variable=v, value=4)
b5 = Radiobutton(toplevel, text="5", variable=v, value=5)
b6 = Radiobutton(toplevel, text="6", variable=v, value=6)
b7 = Radiobutton(toplevel, text="7", variable=v, value=7)
b8 = Radiobutton(toplevel, text="8", variable=v, value=8)
b9 = Radiobutton(toplevel, text="9", variable=v, value=9)
b0.pack()
b1.pack()
b2.pack()
b3.pack()
b4.pack()
b5.pack()
b6.pack()
b7.pack()
b8.pack()
b9.pack()
button4 = Button(toplevel, text="Validate", command=lambda x=v : validate_correct(x))
button4.pack(side=RIGHT, padx=30, pady=30)
def add() :
global toplevel2
toplevel2 = Toplevel()
toplevel2.title("Selection")
v2 = IntVar()
b0 = Radiobutton(toplevel2, text="0", variable=v2, value=0)
b1 = Radiobutton(toplevel2, text="1", variable=v2, value=1)
b2 = Radiobutton(toplevel2, text="2", variable=v2, value=2)
b3 = Radiobutton(toplevel2, text="3", variable=v2, value=3)
b4 = Radiobutton(toplevel2, text="4", variable=v2, value=4)
b5 = Radiobutton(toplevel2, text="5", variable=v2, value=5)
b6 = Radiobutton(toplevel2, text="6", variable=v2, value=6)
b7 = Radiobutton(toplevel2, text="7", variable=v2, value=7)
b8 = Radiobutton(toplevel2, text="8", variable=v2, value=8)
b9 = Radiobutton(toplevel2, text="9", variable=v2, value=9)
b0.pack()
b1.pack()
b2.pack()
b3.pack()
b4.pack()
b5.pack()
b6.pack()
b7.pack()
b8.pack()
b9.pack()
button6 = Button(toplevel2, text="Validate", command=lambda x=v2 : validate_add(x))
button6.pack(side=RIGHT, padx=30, pady=30)
def validate_add(x) :
global toplevel2
canvas1.postscript(file = 'save.ps', colormode='color')
picture = Image.open('save.ps')
word = picture2word_(picture)
os.remove('save.ps')
base.append(word)
label.append(x.get())
erase()
toplevel2.destroy()
def validate_correct(x) :
global toplevel
canvas1.postscript(file = 'save.ps', colormode='color')
picture = Image.open('save.ps')
word = picture2word_(picture)
os.remove('save.ps')
base.append(word)
label.append(x.get())
erase()
toplevel.destroy()
def validate_database(x) :
global base, label, distance_matrix
base, label, distance_matrix = init(x.get(), training_set_size)
def init(database, training_set_size) :
if database == 0 :
try :
file_base = open('base_mnist_'+str(training_set_size)+'.pk', 'rb')
base = pk.load(file_base)
file_base.close()
file_labels = open('base_mnist_labels_'+str(training_set_size)+'.pk', 'rb')
label = pk.load(file_labels)
file_labels.close()
print('base mnist loaded',len(base),len(label))
except :
print("Error in base loading : mnist")
base = []
label = []
try :
file = open("distance_matrix.pk", 'rb')
distance_matrix = pk.load(file)
file.close()
except :
distance_matrix = np.zeros((len(base),len(base)))
return base, label, distance_matrix
elif database == 1 :
try :
file_base = open('ourbase.pk', 'rb')
base = pk.load(file_base)
file_base.close()
file_labels = open('ourlabel.pk', 'rb')
label = pk.load(file_labels)
file_labels.close()
print('our base loaded',len(base),len(label))
except :
print("Error in base loading : our")
base = []
label = []
try :
file = open("distance_matrix_custom.pk", 'rb')
distance_matrix = pk.load(file)
file.close()
except :
distance_matrix = np.zeros((len(base),len(base)))
return base, label, distance_matrix
elif database == 2 :
try :
file_base = open('base_mnist_'+str(training_set_size)+'_custom.pk', 'rb')
base = pk.load(file_base)
file_base.close()
file_labels = open('base_mnist_labels_'+str(training_set_size)+'_custom.pk', 'rb')
label = pk.load(file_labels)
file_labels.close()
print('base mnist custom loaded',len(base),len(label))
except :
print("Error in base loading : mnist custom")
base = []
label = []
try :
file = open("distance_matrix_custom.pk", 'rb')
distance_matrix = pk.load(file)
file.close()
except :
distance_matrix = np.zeros((len(base),len(base)))
return base, label, distance_matrix
elif database == 3 :
base = []
label = []
distance_matrix = np.zeros((len(base),len(base)))
print('new base loaded',len(base),len(label))
return base, label, distance_matrix
else :
print("Error in the choice of the database")
return [],[],np.zeros((0,0))
window = Tk()
window['bg']='dark gray'
window.title("Hand Written Digit Recognition")
# frame 0
frame0 = Frame(window, borderwidth=2, relief=GROOVE)
frame0.pack(side=TOP, padx=5, pady=5)
# frame 1
frame1 = Frame(window, borderwidth=2, relief=GROOVE)
frame1.pack(side=TOP, padx=30, pady=30)
Label(frame1, text="input").pack(padx=10, pady=10)
# frame 2
frame2 = Frame(window, borderwidth=2, relief=GROOVE)
frame2.pack(side=BOTTOM, padx=10, pady=10)
Label(frame2, text="output").pack(padx=10, pady=10)
# radiobutton in frame 0
database = IntVar(0)
database.set(0)
b_0 = Radiobutton(frame0, text="Mnist Database", variable=database, value=0, anchor='w')
b_1 = Radiobutton(frame0, text="Our Database", variable=database, value=1, anchor='w')
b_2 = Radiobutton(frame0, text="Mnist Custumized", variable=database, value=2, anchor='w')
b_3 = Radiobutton(frame0, text="New Database", variable=database, value=3, anchor='w')
b_0.pack()
b_1.pack()
b_2.pack()
b_3.pack()
button5 = Button(frame0, text="Validate", command=lambda x=database : validate_database(x))
button5.pack(side=RIGHT, padx=30, pady=30)
# canvas 1 in frame 1
canvas1 = Canvas(frame1, width=100, height=100, background='white')
canvas1.bind("<Button-1>", mouseDown)
canvas1.bind("<B1-Motion>", mouseMove)
canvas1.pack(side=LEFT, padx=30, pady=30)
# buttons in frame 1
button7 = Button(frame1, text="Save", command=save)
button7.pack(side=RIGHT, padx=30, pady=30)
button3 = Button(frame1, text="Add", command=add)
button3.pack(side=RIGHT, padx=30, pady=30)
button2 = Button(frame1, text="Correct", command=correct)
button2.pack(side=RIGHT, padx=30, pady=30)
button1 = Button(frame1, text="Predict", command=predict)
button1.pack(side=RIGHT, padx=30, pady=30)
button0 = Button(frame1, text="Erase", command=erase)
button0.pack(side=RIGHT, padx=30, pady=30)
# canvas 5 in frame 2
canvas5 = Canvas(frame2, width=100, height=100, background='black')
canvas5.pack(side=LEFT, padx=30, pady=30)
# canvas 2 in frame 2
canvas2 = Canvas(frame2, width=100, height=100, background='black')
canvas2.pack(side=LEFT, padx=30, pady=30)
# canvas 3 in frame 2
canvas3 = Canvas(frame2, width=100, height=100, background='black')
canvas3.pack(side=LEFT, padx=30, pady=30)
# canvas 4 in frame 2
canvas4 = Canvas(frame2, width=100, height=100, background='black')
canvas4.pack(side=LEFT, padx=30, pady=30)
# frame 3 in frame 2
frame3 = Frame(frame2, bg="white", borderwidth=2, relief=GROOVE, width=100, height=100)
frame3.pack(side=RIGHT, padx=5, pady=5)
text = StringVar()
text.set("")
Label(frame3, textvariable = text,bg="white").pack(padx=10, pady=10)
base, label, distance_matrix = init(database.get(), training_set_size)
window.mainloop()