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attendance.py
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from tkinter import *
import cv2
import os
from tkinter.ttk import Combobox, Treeview, Scrollbar, Progressbar
from PIL import Image, ImageTk
import pymysql
import csv
from tkinter import messagebox , Message
import numpy as np
from os import listdir
from tkinter import simpledialog
import time
import random
import pandas as pd
from tkinter import filedialog
import gtts
from gtts import gTTS
from extract_embeddings import Extract_Embeddings
import pickle
from training import Training
import os
from datetime import datetime
from statistics import mode
from mark_attendance import Mark_Attendance
import sys
import webbrowser
import re
import shutil
from apscheduler.schedulers.background import BackgroundScheduler
import event_scheduler
import json
from tensorflow.keras.preprocessing.image import img_to_array
from tensorflow.keras.models import model_from_json
import tensorflow as tf
root_dir = os.getcwd()
try:
embedding_obj = Extract_Embeddings(model_path = 'models/facenet_keras.h5')
embedding_model = embedding_obj.load_model()
face_cascade = cv2.CascadeClassifier("models/haarcascade_frontalface_default.xml")
json_file = open('antispoofing_models/finalyearproject_antispoofing_model_mobilenet.json','r')
loaded_model_json = json_file.read()
json_file.close()
liveness_model = model_from_json(loaded_model_json)
liveness_model.load_weights('antispoofing_models/finalyearproject_antispoofing_model_74-0.986316.h5')
print("Liveness Model loaded successfully from disk")
except cv2.error as e:
print("Error: Provide correct path for face detection model.")
sys.exit(1)
except Exception as e:
print("{}".format(str(e)))
sys.exit(1)
face = Tk()
face.title("Login")
face.geometry("1350x700+0+0")
face.iconbitmap("Photos/new.ico")
username_var = StringVar()
password_var = StringVar()
oldpass_var = StringVar()
user_var = StringVar()
newpass_var = StringVar()
def login():
if username_var.get() == "" or password_var.get() == "":
messagebox.showerror('Error','All the fields are required', parent = face)
else:
try:
conn = pymysql.connect(host = 'localhost', user = 'root', password = '', database = 'recognition')
curr = conn.cursor()
curr.execute('select * from login where username = %s and password = %s',(username_var.get(), password_var.get()))
row = curr.fetchone()
if row == None:
messagebox.showerror('Error','Invalid Data')
else:
face.destroy()
def manage_employee():
try:
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
cur = conn.cursor()
first = Toplevel()
first.iconbitmap("Photos/new.ico")
first.geometry("1350x700+0+0")
bg_photo = PhotoImage(file = "Photos/back.png", master = first)
background_pic = Label(first, image = bg_photo)
background_pic.pack()
first.title("Manage Student")
print("Welcome Admin")
face = Label(first, text = "Management of Student" , bg = "black" , fg = "white", padx = 15, pady = 15, font = ("Times New Roman", 20, "bold") ,borderwidth = 5, relief = RIDGE).place(x = 500, y = 10)
main = Label(first, bg = "gray", borderwidth = 1).pack()
def back():
first.destroy()
eid_var = StringVar()
post_var = StringVar()
fname_var = StringVar()
gender_var = StringVar()
contact_var = StringVar()
address_var = StringVar()
dt = datetime.now()
DOJ_var = str(dt).split(' ')[0]
search_by = StringVar()
search_text = StringVar()
search_from = StringVar()
search_result = StringVar()
mydata = []
dataset_dir = os.path.join(root_dir,'dataset')
def add_employee():
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
if post_var.get() == "" or fname_var.get() == "" or gender_var.get() == "" or contact_var.get() == "" or address_var.get() == "":
messagebox.showerror("Error","All fields are Required", parent = first)
else:
if (re.search('[a-zA-Z]+', fname_var.get())):
if len(contact_var.get()) != 11:
messagebox.showerror('Error', 'Contact Number must be 11 digits', parent = first)
else:
if (re.search('^[0]\d{10}$', contact_var.get())):
regex = '^(\w|\.|\_|\-)+[@](\w|\_|\-|\.)+[.]\w{2,3}$'
if(re.search(regex, address_var.get())):
name =fname_var.get()
input_directory = os.path.join(dataset_dir,name)
if not os.path.exists(input_directory):
os.makedirs(input_directory, exist_ok = 'True')
count = 1
print("[INFO] starting video stream...")
video_capture = cv2.VideoCapture(0)
while count <= 50:
try:
check, frame = video_capture.read()
gray = cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray,1.3,5)
for (x,y,w,h) in faces:
face = frame[y-5:y+h+5,x-5:x+w+5]
resized_face = cv2.resize(face,(160,160))
cv2.imwrite(os.path.join(input_directory,name + str(count) + '.jpg'),resized_face)
cv2.rectangle(frame, (x,y), (x+w, y+h),(0,0,255), 2)
count += 1
cv2.imshow("Frame",frame)
key = cv2.waitKey(1)
if key == ord('q'):
break
except Exception as e:
pass
video_capture.release()
cv2.destroyAllWindows()
cur1 = conn.cursor()
cur1.execute("insert into attendance(department,fname,gender,contact_no,email_address,date_of_join) VALUES (%s,%s,%s,%s,%s,%s)", (
post_var.get(),
fname_var.get(),
gender_var.get(),
contact_var.get(),
address_var.get(),
DOJ_var
))
conn.commit()
cur2 = conn.cursor()
cur2.execute("select eid from attendance where fname=%s ",(name))
output = cur2.fetchone()
(id,) = output
os.rename(os.path.join(dataset_dir,name),os.path.join(dataset_dir,name + "_" + str(id)))
display()
clear()
conn.close()
messagebox.showinfo("Success", "All photos are collected", parent = first)
else:
if len(os.listdir(input_directory)) == 50:
messagebox.showwarning("Error","Photo already added for this user.. Click Update to update photo",parent = first)
else:
ques = messagebox.askyesnocancel("Notification","Directory already exists with incomplete samples. Do you want to delete the directory", parent = first)
if (ques == True):
shutil.rmtree(input_directory)
messagebox.showinfo("Success", "Directory Deleted..Now you can add the photo samples", parent = first)
else:
messagebox.showerror('Error','Please Enter the Valid Email Address', parent = first)
else:
messagebox.showerror('Error','Invalid Phone number', parent = first)
else:
messagebox.showerror('Error', 'Full Name must be String Character', parent = first)
def display():
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
cur = conn.cursor()
cur.execute("select * from attendance")
data = cur.fetchall()
if len(data)!= 0:
table1.delete(*table1.get_children())
for row in data:
table1.insert('', END, values = row)
conn.commit()
conn.close()
def clear():
eid_var.set("")
post_var.set("")
fname_var.set("")
gender_var.set("")
contact_var.set("")
address_var.set("")
def focus_data(event):
cursor = table1.focus()
contents = table1.item(cursor)
row = contents['values']
if(len(row) != 0):
eid_var.set(row[0])
post_var.set(row[1])
fname_var.set(row[2])
gender_var.set(row[3])
contact_var.set(row[4])
address_var.set(row[5])
def update():
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
cur = conn.cursor()
if post_var.get() == "" or fname_var.get() == "" or gender_var.get() == "" or contact_var.get() == "" or address_var.get() == "":
messagebox.showerror("Error","All fields are Required", parent = first)
else:
if (re.search('[a-zA-Z]+', fname_var.get())):
if len(contact_var.get()) != 11:
messagebox.showerror('Error', 'Contact Number must be 11 digits', parent = first)
else:
if(re.search('^[0]\d{10}$', contact_var.get())):
regex = '^(\w|\.|\_|\-)+[@](\w|\_|\-|\.)+[.]\w{2,3}$'
if(re.search(regex, address_var.get())):
id = eid_var.get()
name = fname_var.get()
staff_names = os.listdir(dataset_dir)
staff_ids = [x.split('_')[1] for x in staff_names]
if id in staff_ids:
index = staff_ids.index(id)
staff_name = staff_names[index]
q = messagebox.askyesno("Notification","Do you want to update the photo samples too", parent = attendance)
if (q == True):
input_directory = os.path.join(dataset_dir,staff_name)
shutil.rmtree(input_directory)
output_directory = os.path.join(dataset_dir,name + "_" + id)
os.mkdir(output_directory)
count = 1
print("[INFO] starting video stream...")
video_capture = cv2.VideoCapture(0)
while count <= 50:
try:
check, frame = video_capture.read()
gray = cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray,1.3,5)
for (x,y,w,h) in faces:
face = frame[y-5:y+h+5,x-5:x+w+5]
resized_face = cv2.resize(face,(160,160))
cv2.imwrite(os.path.join(output_directory,name + str(count) + '.jpg'),resized_face)
cv2.rectangle(frame, (x,y), (x+w, y+h),(0,0,255), 2)
count += 1
# show the output frame
cv2.imshow("Frame",frame)
key = cv2.waitKey(1)
if key == ord('q'):
break
except Exception as e:
pass
video_capture.release()
cv2.destroyAllWindows()
cur.execute("update attendance set department = %s, fname = %s, gender = %s, contact_no = %s, email_address = %s where eid = %s", (
post_var.get(),
fname_var.get(),
gender_var.get(),
contact_var.get(),
address_var.get(),
eid_var.get()
))
conn.commit()
display()
clear()
conn.close()
messagebox.showinfo("Success", "Photos and database updated successfully", parent = first)
else:
os.rename(os.path.join(dataset_dir,staff_name),os.path.join(dataset_dir,name + "_" + id))
cur.execute("update attendance set department = %s, fname = %s, gender = %s, contact_no = %s, email_address = %s where eid = %s", (
post_var.get(),
fname_var.get(),
gender_var.get(),
contact_var.get(),
address_var.get(),
eid_var.get()
))
conn.commit()
display()
clear()
conn.close()
messagebox.showinfo("Success", "Database updated successfully", parent = first)
else:
ques = messagebox.askyesno("Notification","Photo samples for this staff didnot exist in local directory. Please delete the entry from the database", parent = attendance)
if (ques == True):
delete()
messagebox.showinfo("Success","Database Updated successfully")
else:
delete()
messagebox.showinfo("Success","Database Updated successfully")
else:
messagebox.showerror('Error','Please Enter the Valid Email Address', parent = first)
else:
messagebox.showerror('Error','Invalid Contact number', parent = first)
else:
messagebox.showerror('Error', 'Full Name must be String Character', parent = first)
def delete():
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
cur = conn.cursor()
if post_var.get() == "" or fname_var.get() == "" or gender_var.get() == "" or contact_var.get() == "" or address_var.get() == "":
messagebox.showerror("Error","All fields are Required", parent = first)
else:
try:
input_name = fname_var.get() + "_" + eid_var.get()
staff_input = os.path.join(dataset_dir,input_name)
if not os.path.exists(staff_input):
cur.execute("delete from attendance where eid = %s",eid_var.get())
else:
cur.execute("delete from attendance where eid = %s",eid_var.get())
shutil.rmtree(staff_input)
conn.commit()
conn.close()
display()
clear()
except Exception as e:
messagebox.showerror("Error",e)
def search_data():
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
cur = conn.cursor()
cur.execute("select * from attendance where " + str(search_from.get()) + " LIKE '%" + str(search_result.get()) + "%'")
data = cur.fetchall()
if len(data)!= 0:
table1.delete(*table1.get_children())
for row in data:
table1.insert('', END, values = row)
conn.commit()
else:
messagebox.showinfo('Sorry', 'No Data Found', parent = first)
conn.close()
def show_data():
display()
f2 = Frame(first, bg = "gray",borderwidth = "3", relief = SUNKEN, height = 600, width = 420)
titles = Label(f2, text = "Manage Student" ,bg = "gray", font = ("Italic", 20, "bold")).place(x = 90, y = 30)
post = Label(f2, text = "Subject", bg = "gray", font = ("italic",13, "bold")).place(x = 35, y = 150 )
E2 = Entry(f2, width = 20, textvariable = post_var, font = ("italic",13, "bold")).place(x =180, y = 150)
name = Label(f2, text = "Full Name", bg = "gray", font = ("italic",13, "bold")).place(x =35, y = 200)
E3 = Entry(f2, width = 20, textvariable = fname_var , font = ("italic",12, "bold")).place(x = 180, y = 200)
gender = Label(f2, text = "Gender", bg = "gray", font = ("italic",12, "bold")).place(x = 35, y= 250)
E7 = Combobox(f2, textvariable = gender_var , values = ["Male","Female","Others"], state = "readonly", font = ("italic",11, "bold")).place(x = 180, y = 250)
no = Label(f2, text = "Contact.No", bg = "gray", font = ("italic",12, "bold") ).place(x = 35, y = 300)
E4 = Entry(f2, width = 20, textvariable = contact_var , font = ("italic",12, "bold") ).place(x = 180, y = 300 )
address = Label(f2, text = " Email Address", bg = "gray", font = ("italic",12, "bold")).place(x = 35, y = 350)
E5 = Entry(f2, width = 20, textvariable = address_var , font = ("italic",12, "bold") ).place(x = 180, y = 350)
# date = Label(f2, text = "D.O.J(dd mm yyyy)", bg = "gray",font = ("italic",12, "bold")).place(x = 35, y = 400 )
# E6 = Entry(f2, textvariable = DOJ_var , font = ("italic",12, "bold")).place(x = 180, y = 400)
f2.place(x = 10, y = 90)
# b2 = Button(first, text = "Close", command = first.destroy ).place(x = 135, y = 600)
f3 = Frame(first, bg = "white", height = 130, width = 402)
btn1 = Button(f3, text = "Add", bg = "gray", height = "1", width = "7",command = add_employee, font = ("Times new Roman", 14 , "bold")).place(x = 10, y = 10)
btn2 = Button(f3, text = "Update", bg = "gray", height = "1", width = "7", command = update, font = ("Times new Roman", 14 , "bold")).place(x = 105, y = 10)
btn3 = Button(f3, text = "Delete", bg = "gray", height = "1", width = "7", command = delete, font = ("Times new Roman", 14 , "bold")).place(x = 205, y = 10)
btn4 = Button(f3, text = "Clear", bg = "gray", height = "1", width = "7", command = clear, font = ("Times new Roman", 14 , "bold")).place(x = 305, y = 10)
# btn5 = Button(f3, text = "Add Photo Sample", bg = "yellow", height = "2", width = "34",command = add_photo, font = ("Times new Roman", 14 , "bold")).place(x = 10, y = 60)
f3.place(x = 20, y = 550)
f4 = Frame(first, height = 600, width = 900, bg = "gray", borderwidth = "3", relief = SUNKEN)
f4.place(x = 440, y = 90)
l1 = Label(first, text = "Search By:",font = ("times new roman", 18 ,"bold"),bg = "gray", fg = "white").place(x = 460, y = 100 )
c1 = Combobox(first, textvariable = search_from, values = ["eid","fname","post"], state = "readonly", width = "25").place(x = 580, y = 109)
E7 = Entry(first, textvariable = search_result, width = "25", font = ("times new Roman",10) ).place(x = 780, y = 109)
btn7 = Button(first, text = "Search ", height = "1", width = "16", command = search_data, font = ("Times new Roman", 13 , "bold")).place(x = 960, y = 100 )
btn8 = Button(first, text = "Show All", height = "1", width = "16", command = show_data, font = ("Times new Roman", 13 , "bold")).place(x = 1150, y = 100)
f5 = Frame(f4, bg = "green", borderwidth = "2", relief = SUNKEN)
f5.place(x = 20, y = 45, height = 550, width = 855 )
scroll_x =Scrollbar(f5, orient = HORIZONTAL)
scroll_y = Scrollbar(f5, orient = VERTICAL)
table1 = Treeview(f5, columns = ("eid","post", "fname","gender","contact.no","address","DOJ"), xscrollcommand = scroll_x.set, yscrollcommand = scroll_y.set)
scroll_x.pack(side = BOTTOM, fill = X )
scroll_y.pack(side = RIGHT, fill = Y)
scroll_x.config(command = table1.xview)
scroll_y.config(command = table1.yview)
table1.heading("eid", text ="Student ID")
table1.heading('post', text = "Subject")
table1.heading("fname", text= "Full Name")
table1.heading("gender",text = "Gender")
table1.heading("contact.no", text = "Contact_No")
table1.heading("address", text = " Email Address")
table1.heading("DOJ", text= "Date Of Join")
table1['show'] = 'headings'
table1.column("eid", width = 119)
table1.column("post", width = 119)
table1.column("fname", width = 119)
table1.column("gender", width = 119)
table1.column("contact.no", width = 119)
table1.column("address", width = 119)
table1.column("DOJ", width = 119)
table1.pack(fill = BOTH, expand = 1)
table1.bind("<ButtonRelease-1>", focus_data)
display()
first.mainloop()
except pymysql.err.OperationalError as e:
messagebox.showerror( "Error","Sql Connection Error... Open Xamp Control Panel and then start MySql Server ")
except Exception as e:
print(e)
messagebox.showerror("Error","Close all the windows and restart your program")
def train():
try:
second = Toplevel()
second.title("Train The System")
second.geometry("1400x700+0+0")
second.iconbitmap("Photos/Hopstarter-Soft-Scraps-User-Group.ico")
img3= PhotoImage(file = "Photos/back.png", master = second)
backgrd = Label(second, image = img3)
backgrd.pack()
train_title = Label(second, text = "Train the System", fg = 'white', font = ("times new roman", 20, "bold"), bg = "black")
train_title.place(x = 0,y = 0, relwidth = 1)
img4 = PhotoImage(file = "Photos/face.png")
train_img2 = Label(second, image = img4)
train_img2.place(x = 420, y = 150)
def back():
second.destroy()
def progress():
progress_bar.start(5)
try:
training_obj = Training(embedding_path='models/embeddings.pickle')
[label,labels,Embeddings,ids] = training_obj.load_embeddings_and_labels()
recognizer = training_obj.create_svm_model(labels=labels,embeddings=Embeddings)
f1 = open('models/recognizer.pickle', "wb")
f1.write(pickle.dumps(recognizer))
f1.close()
messagebox.showinfo("Success", "Training Done Successfully.. New pickle file created to store Face Recognition Model", parent = attendance)
second.after(1000,second.destroy)
except FileNotFoundError as e:
second.after(1000,second.destroy)
messagebox.showerror("Error","Pickle file for embeddings is missing. {} not found.First Extract Embeddings and then try again".format(str(e).split(':')[-1]))
except ValueError as e:
second.after(1000,second.destroy)
messagebox.showerror("Error",e)
except Exception as e:
second.after(1000,second.destroy)
messagebox.showerror("Error","{} not found.".format(e))
progress_bar = Progressbar(second, orient = HORIZONTAL, length = 500, mode = 'determinate')
progress_bar.place(x = 430, y = 520)
btn = Button(second, text = "Start Training", fg = 'white',font = ("Times new roman", 20, "bold"), command = progress, bg = "green" )
btn.place(x = 600, y = 450)
second.mainloop()
except Exception as e:
second.after(1000,second.destroy)
messagebox.showerror("Error","{} not found.".format(e))
def distance(emb1, emb2):
return np.sqrt(np.square(emb1 - emb2))
def getkey(val,dict):
for key, value in dict.items():
if val == value:
return key
def face_recognize():
embeddings_model_file = os.path.join(root_dir,"models/embeddings.pickle")
recognizer_model_file = os.path.join(root_dir,"models/recognizer.pickle")
predictions = []
liveness_predictor = []
if os.path.exists(embeddings_model_file and recognizer_model_file):
training_obj = Training(embedding_path='models/embeddings.pickle')
[label,labels,Embeddings,ids] = training_obj.load_embeddings_and_labels()
staff_details = embedding_obj.get_staff_details()
recognizer = pickle.loads(open('models/recognizer.pickle', "rb").read())
vs = cv2.VideoCapture(0)
print("[INFO] starting video stream...")
while len(predictions) <= 10:
try:
(ret,frame) = vs.read()
gray = cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray,1.3,5)
for (x,y,w,h) in faces:
face = frame[y-5:y+h+5,x-5:x+w+5]
resized_face = cv2.resize(face,(160,160))
face_pixel = embedding_obj.normalize_pixels(imagearrays=resized_face)
sample = np.expand_dims(face_pixel,axis=0)
embedding = embedding_model.predict(sample)
embedding = embedding.reshape(1,-1)
COLORS = np.random.randint(0, 255, size=(len(label.classes_), 3), dtype="uint8")
# perform classification to recognize the face
preds = recognizer.predict_proba(embedding)[0]
p = np.argmax(preds)
proba = preds[p]
id = label.classes_[p]
name = getkey(id,staff_details)
if proba >= 0.6:
color = [int(c) for c in COLORS[p]]
cv2.rectangle(frame,(x,y),(x+w,y+h),color,2)
text = "{} {}".format(name,id)
cv2.putText(frame,text,(x,y - 5),cv2.FONT_HERSHEY_SIMPLEX,0.5,color,2)
predictions.append(id)
else:
name = "NONE"
id = "NONE"
color = (255,255,0)
text = "{} {}".format(name,id)
cv2.putText(frame,text,(x,y - 5),cv2.FONT_HERSHEY_SIMPLEX,0.5,color,2)
cv2.rectangle(frame,(x,y),(x+w,y+h),color,2)
cv2.imshow("Capture",frame)
key = cv2.waitKey(1)
if key == ord('q'):
break
except Exception as e:
messagebox.showerror("Error",e)
break
vs.release()
cv2.destroyAllWindows()
final_id = mode(predictions)
final_name = getkey(final_id,staff_details)
print(final_name)
print(final_id)
dt = datetime.now()
dt = dt.strftime("%Y-%m-%d %I:%M:%S")
date = str(dt).split(' ')[0]
time = str(dt).split(' ')[1]
time_hour = time.split(':')[0]
time_minute = time.split(':')[1]
start_hour = 0
end_hour = 24
status = "Present"
cur1 = conn.cursor()
cur1.execute("select name,date from report where name = %s and date = %s",(final_name,date))
data = cur1.fetchall()
if len(data)!= 0:
messagebox.showwarning("Warning","Sorry {}.Your attendance has already been recorded".format(final_name))
else:
if(int(time_hour) >= start_hour and int(time_hour) <= end_hour):
cur2 = conn.cursor()
cur2.execute("insert into report(id,name,date,time,status) VALUES (%s,%s,%s,%s,%s)", (final_id,
final_name,
date,
time,
status))
conn.commit()
messagebox.showinfo("Success","Hello {}.Your attendance has been recorded successfully".format(final_name))
else:
messagebox.showerror("Error","Model file not found. Embeddings.pickle file and Recognizer.pickle file must exist within models directory.")
def change():
account = Toplevel()
account.geometry('500x450+200+200')
account.title('Admin Account')
account.iconbitmap('Photos/new.ico')
account.focus_force()
account.grab_set()
account_frame = Frame(account, bg = 'white', height = 480, width = 500)
account_frame.pack()
title = Label(account_frame, text = "Admin Account", font = ('times new roman', 20, 'bold') , fg = 'green', bd = 3, relief = SUNKEN)
title.place(x = 3, y = 3, relwidth = 1)
def back():
account.destroy()
oldpass_var = StringVar()
newuser_var = StringVar()
newpass_var = StringVar()
logo_icon = PhotoImage(file = 'Photos/adminl.png',master = account)
admin_logo = Label(account_frame, image= logo_icon, bg = 'white').place( y = 70, relwidth = 1)
pass_icon = PhotoImage(file = 'Photos/password.png', master = account)
pass_logo = Label(account_frame, image = pass_icon).place(x = 7, y = 200)
pass_label = Label(account_frame, text = 'Old Password', font = ('times new roman', 14, 'bold')).place(x = 55, y = 215)
pass_entry = Entry(account_frame, show = '*', font = ('times new roman', 14, 'bold'), textvariable = oldpass_var).place(x = 210, y = 215)
user_icon = PhotoImage(file = 'Photos/profile.png', master = account)
user_logo = Label(account_frame, image = user_icon).place(x = 7, y = 265)
user_label = Label(account_frame, text = 'New Username', font = ('times new roman', 14, 'bold')).place(x = 55, y = 275)
user_entry = Entry(account_frame, font = ('times new roman', 14, 'bold'), textvariable = newuser_var).place(x = 210, y = 275)
newpass_logo = Label(account_frame, image = pass_icon).place(x = 7, y = 325)
newpass_label = Label(account_frame, text = 'New Password', font = ('times new roman', 14, 'bold')).place(x = 55, y = 335)
newpass_entry = Entry(account_frame, show = '*', font = ('times new roman', 14, 'bold'), textvariable = newpass_var).place(x = 210, y = 325)
def user_change():
if oldpass_var.get() == "" or newuser_var.get() == "" or newpass_var.get() == "" :
messagebox.showerror('Error',' All fields are Required', parent = account)
else:
conn = pymysql.connect(host = 'localhost', user = 'root', password = '', database = 'recognition')
cur = conn.cursor()
cur.execute('select * from login where password = %s',(oldpass_var.get()))
row = cur.fetchone()
if row == None:
messagebox.showerror('Error', 'Invalid Old Password', parent = account)
else:
cur.execute('update login set password = %s , username = %s',(newpass_var.get(), newuser_var.get()))
conn.commit()
conn.close()
messagebox.showinfo('Success', 'Datas Reset Successfully', parent = account)
account.destroy()
btn = Button(account_frame, text = 'Reset', font = ('times new roman', 14, 'bold'), width = 10 , bg = 'green', command = user_change, relief = GROOVE).place(x = 240, y = 380 )
account.mainloop()
def report():
report = Toplevel()
report.geometry("1400x700+0+0")
report.title("Attendance Report")
report.iconbitmap("Photos/new.ico")
report.config(bg = "white")
title = Frame(report, bg = "white", bd = "3", relief = SUNKEN )
title.pack(fill = BOTH)
title_label = Label(title, text = "Attendance Report", font = ("times new roman", 30, "bold"), fg = "white", bg = "black")
title_label.pack()
def back():
report.destroy()
def update(rows):
global mydata
mydata = rows
report_table.delete(*report_table.get_children())
for i in rows:
report_table.insert('', 'end', values = i)
def clear():
return True
def show_data():
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
cur = conn.cursor()
cur.execute("select * from report")
data = cur.fetchall()
if len(data)!= 0:
report_table.delete(*report_table.get_children())
for row in data:
report_table.insert('', END, values = row)
conn.commit()
conn.close()
def delete_data():
conn = pymysql.connect(host = 'localhost', user = 'root', password = '', database = 'recognition')
cur = conn.cursor()
selected_item = report_table.selection()[0]
uid = report_table.item(selected_item)['values'][0]
print("UID is ",uid)
cur.execute('delete from report where id = %s',(uid))
conn.commit()
report_table.delete(selected_item)
messagebox.showinfo('Success', ' Data Deleted Successfully', parent = report)
conn.close()
def search_data():
conn = pymysql.connect(host = "localhost", user = "root", password = "", database = "recognition")
cur = conn.cursor()
cur.execute("select * from report where " + str(search_by.get()) + " LIKE '%" + str(search_text.get()) + "%'")
rows = cur.fetchall()
if len(rows)!= 0:
report_table.delete(*report_table.get_children())
for row in rows:
report_table.insert('', END, values = row)
conn.commit()
else:
messagebox.showinfo('Sorry', 'No Data Found', parent = report)
conn.close()
search_by = StringVar()
search_text = StringVar()
text_fill = Frame(report, height = 620, width = 1350, bg= "white", borderwidth = "3", relief = SUNKEN)
text_fill.place(x = 10, y = 75)
search_label = Label(text_fill, text = "Search By:", font = ("times new roman", 15, "bold"), bg = "white")
search_label.place(x = 10, y = 13)
search_combo = Combobox(text_fill, textvariable = search_by, values = ['date', 'name'], state = 'readonly', font = ("times new roman", 15),width = 15)
search_combo.place(x = 110, y = 13)
search_entry = Entry(text_fill, textvariable = search_text, font = ("times new roman", 15 ), width = 15)
search_entry.place(x = 330 , y = 13)
search_btn = Button(text_fill, text = "Search", font = ("times new roman", 15, "bold"), command = search_data, width = 15)
search_btn.place(x = 540, y = 10)
search_today = Button(text_fill, text = "Delete", font = ("times new roman", 15, "bold"), command = delete_data, width = 15)
search_today.place(x = 840, y = 10 )
show_btn = Button(text_fill, height = "1", text = "Show All", font = ("times new roman", 15, "bold"), command = show_data, width = 15)
show_btn.place(x = 1144, y = 10)
table_frame = Frame(text_fill, borderwidth = "3", relief = GROOVE, bg = "white")
table_frame.place(x= 10, y= 55, height = 560, width = 1325)
scroll_x = Scrollbar(table_frame, orient = HORIZONTAL)
scroll_y = Scrollbar(table_frame, orient = VERTICAL)
report_table = Treeview(table_frame, columns = ("ID","Date", "Name", "Time", "Status"), xscrollcommand = scroll_x.set, yscrollcommand = scroll_y.set)
scroll_x.pack(side = BOTTOM, fill = X )
scroll_y.pack(side = RIGHT, fill = Y)
scroll_x.config( command = report_table.xview)
scroll_y.config( command = report_table.yview)
report_table.heading('ID', text = "ID")
report_table.heading('Date', text ="Date")
report_table.heading('Name', text = "Name")
report_table.heading("Time", text= "Time")
report_table.heading("Status", text = "Status")
report_table['show'] = 'headings'
report_table.column("ID", width = 140)
report_table.column("Date", width = 140)
report_table.column("Name", width = 140)
report_table.column("Time", width = 140)
report_table.column('Status', width = 140)
report_table.pack(fill = BOTH, expand = 1)
show_data()
report.mainloop()
def exit():
ques = messagebox.askyesnocancel("Notification","Do you Really want to exit?", parent = attendance)
if (ques == True):
attendance.destroy()
def photo_samples():
global my_image
attendance.photo_paths = filedialog.askopenfilename(initialdir ='./dataset', title = "Select Photo", filetypes = (("jpg files", "*.jpg"), ("all files", "*.*")), master = attendance)
my_label = Label(attendance, text = attendance.photo_paths).pack()
my_image = ImageTk.PhotoImage(Image.open(attendance.photo_paths))
my_image_label = Label(attendance, image = my_image).pack()
def face_embedding():
fe = Toplevel()
fe.title("Extract Embeddings")
fe.geometry("1400x700+0+0")
fe.iconbitmap("Photos/Hopstarter-Soft-Scraps-User-Group.ico")
img1= PhotoImage(file = "Photos/back.png", master = fe)
backgrd = Label(fe, image = img1)
backgrd.pack()
embed_title = Label(fe, text = "Feature Extraction",font = ("times new roman", 30, "bold"), bg = "brown")
embed_title.place(x = 0,y = 0, relwidth = 1)
img2 = PhotoImage(file = "Photos/face.png")
embed_img2 = Label(fe, image = img2)
embed_img2.place(x = 420, y =150)
staff_details = embedding_obj.get_staff_details()
embeddings_model_file = os.path.join(root_dir,"models/embeddings.pickle")
if not os.path.exists(embeddings_model_file):
[image_ids,image_paths,image_arrays,names,face_ids] = embedding_obj.get_all_face_pixels(staff_details)
face_pixels = embedding_obj.normalize_pixels(imagearrays = image_arrays)
def start_extracting_embedding(pixels):
embeddings = []
for (i,face_pixel) in enumerate(face_pixels):
j = i+1
percent.set(str(int((j/l)*100))+"%")
text.set(str(j)+"/"+str(l)+"tasks completed")
pgbar["value"] = j
fe.update()
sample = np.expand_dims(face_pixel,axis=0)
embedding = embedding_model.predict(sample)
new_embedding = embedding.reshape(-1)
embeddings.append(new_embedding)
data = {"paths":image_paths, "names":names,"face_ids":face_ids, "imageIDs":image_ids,"embeddings":embeddings}
f = open('models/embeddings.pickle' , "wb")
f.write(pickle.dumps(data))
f.close()
fe.after(1000,fe.destroy)
messagebox.showinfo("Success", "Embedding extracted successfully.. New pickle file created to store embeddings", parent = attendance)
def back():
fe.destroy()
l = len(face_pixels)
percent = StringVar()
text = StringVar()
pgbar = Progressbar(fe,length=500,mode='determinate',maximum=l,value=0,orient=HORIZONTAL)
pgbar.place(x=400,y = 450)
percentlabel = Label(fe,textvariable=percent,font=("Times new roman", 16, "bold"))
percentlabel.place(x=475,y=475)
textlabel = Label(fe,textvariable=text,font=("Times new roman", 16, "bold"))
textlabel.place(x=475,y=500)
btn = Button(fe,text="Start Extracting Embeddings",fg = 'white', font = ("Times new roman", 20, "bold"),command=lambda: start_extracting_embedding(pixels=face_pixels),bg="green")
btn.place(x = 450, y = 550)
fe.mainloop()
else:
[old_data,unique_names] = embedding_obj.check_pretrained_file(embeddings_model_file)
remaining_names = embedding_obj.get_remaining_names(staff_details,unique_names)
data = embedding_obj.get_remaining_face_pixels(staff_details,remaining_names)
if data != None:
[image_ids,image_paths,image_arrays,names,face_ids] = data
face_pixels = embedding_obj.normalize_pixels(imagearrays = image_arrays)
def start_extracting_embedding(pixels):
embeddings = []
for (i,face_pixel) in enumerate(face_pixels):
j = i+1
percent.set(str(int((j/l)*100))+"%")
text.set(str(j)+"/"+str(l)+"tasks completed")
pgbar["value"] = j
fe.update()
sample = np.expand_dims(face_pixel,axis=0)
embedding = embedding_model.predict(sample)
new_embedding = embedding.reshape(-1)
embeddings.append(new_embedding)
new_data = {"paths":image_paths, "names":names,"face_ids":face_ids, "imageIDs":image_ids,"embeddings":embeddings}
combined_data = {"paths":[],"names":[],"face_ids":[],"imageIDs":[],"embeddings":[]}
combined_data["paths"] = old_data["paths"] + new_data["paths"]
combined_data["names"] = old_data["names"] + new_data["names"]
combined_data["face_ids"] = old_data["face_ids"] + new_data["face_ids"]
combined_data["imageIDs"] = old_data["imageIDs"] + new_data["imageIDs"]
combined_data["embeddings"] = old_data["embeddings"] + new_data["embeddings"]
f = open('models/embeddings.pickle' , "wb")
f.write(pickle.dumps(combined_data))
f.close()
fe.after(1000,fe.destroy)
messagebox.showinfo("Success", "Embedding extracted successfully.. New pickle file created to store embeddings", parent = attendance)
def back():
fe.destroy()
l = len(face_pixels)
percent = StringVar()
text = StringVar()
pgbar = Progressbar(fe,length=500,mode='determinate',maximum=l,value=0,orient=HORIZONTAL)
pgbar.place(x=400,y = 450)
percentlabel = Label(fe,textvariable=percent,font=("Times new roman", 16, "bold"))
percentlabel.place(x=475,y=475)
textlabel = Label(fe,textvariable=text,font=("Times new roman", 16, "bold"))
textlabel.place(x=475,y=500)
btn = Button(fe,text="Start Extracting Embeddings",fg = 'white', font = ("Times new roman", 20, "bold"),command=lambda: start_extracting_embedding(pixels=face_pixels),bg="green")
btn.place(x = 450, y = 550)
fe.mainloop()
else:
messagebox.showinfo("Warning","No new students found. Embeddings already existed for these students")
fe.after(1000,fe.destroy)
attendance = Tk()
attendance.title("Attendance Management")
attendance.iconbitmap("Photos/new.ico")
attendance.geometry("1350x700+0+0")
bg_image = PhotoImage(file = "Photos/back.png", master = attendance)
background_photo = Label(attendance, image = bg_image)
background_photo.pack()
manage_text = 'Attendance Management'
def faceslider():
global count, text
if (count>= len(manage)):
count = -1
text = ''
topic.config(text = text)
else:
text = text + manage[count]
topic.config(text = text)
count += 1
topic.after(200, faceslider)
colors = ['red','green','pink','gold2','blue','black','yellow','purple']
def faceslidercolor():
fg = random.choice(colors)
topic.config(fg = fg)
topic.after(30,faceslidercolor)
manage = 'Attendance Management'
topic = Label(attendance, text = manage , bg = "black" , fg = "white", padx = 15, pady = 15, font = ("Times New Roman", 20, "bold") ,borderwidth = 5, relief = RIDGE)
topic.place (x = 0, y = 0,relwidth = 1)
photo1 = PhotoImage(file = "Photos/ma.png", master = attendance)
B1 = Button(attendance, image = photo1, text = "Student Management",font = ("Times New Roman" , 15), fg = "black", height =230, width = 265, command = manage_employee, compound = BOTTOM )
B1.place(x = 20, y = 100)
photo2 = PhotoImage(file = "Photos/fa.png", master = attendance)
B2 = Button(attendance, image = photo2 , text = "Take Attendance", font = ("Times new roman", 15), fg = "black", height = 230, width= 265, command = face_recognize, compound = BOTTOM )
B2.place(x = 20, y = 400)
photo6 = PhotoImage(file = "Photos/fe.png", master = attendance)
B6 = Button(attendance, text = "Feature Extraction", fg = "black", font = ("Times new Roman", 15), image = photo6, height = 230, width = 265,command= face_embedding, compound = BOTTOM)
B6.place(x = 360, y =100)
photo3 = PhotoImage(file = "Photos/tr.png", master = attendance)
B3 = Button(attendance , image = photo3 , text = "Train Images" , font = ("Times new roman", 15), fg = "black" , height = 230, width= 265, command = train , compound = BOTTOM )
B3.place(x = 700, y = 100)
photo5 = PhotoImage(file = "Photos/Att.png" , master = attendance)
B5 = Button(attendance, text = "Attendance Reports", fg = "black", font = ("Times new roman", 15), image = photo5, height = 230, width = 265, command = report, compound = BOTTOM)
B5.place(x = 360, y = 400)
attendance.mainloop()
except pymysql.err.OperationalError as e:
messagebox.showerror( "Error","Sql Connection Error... Open Xamp Control Panel and then start MySql Server ")
except Exception as e:
print(e)
messagebox.showerror("Error","Close all the windows and restart your program")
count = 0
text = ""
def tick():
time_string = time.strftime("%H:%M:%S")
date_string = time.strftime("%d:%m:%Y")
bg_icon = PhotoImage(file = "Photos/back.png", master = face)
background_image = Label(face, image = bg_icon)
background_image.pack()
title = Label(face, text = "Login" , font = ("times new roman", 30, "bold"), bg = "black", fg = "white", bd = 7, relief = GROOVE)
title.place(x = 0, y = 0, relwidth = 1)
login_frame= Frame(face, bg = "white" )
login_frame.place(x = 400, y = 200)
logo_icon = PhotoImage(file = "Photos/adminl.png", master= login_frame)
logo_image = Label(login_frame, image = logo_icon, bd = 0 ).grid( row = 0, columnspan = 3 , pady = 40, padx= 40)
user_icon = PhotoImage(file = "Photos/profile.png", master = login_frame)
password_icon = PhotoImage(file = "Photos/password.png", master = login_frame)
user_label = Label(login_frame , text = "Username", image = user_icon, bg= "white", compound = LEFT, font = ("times new roman", 15, "bold")).grid( row = 1 , column = 0, padx = 30, pady = 5)
user_entry = Entry(login_frame, font = ("times new roman", 15, "bold"), relief = GROOVE, textvariable = username_var, bg = "lightgray").grid(row = 1, column= 1, padx= 10, pady = 5)
password_label = Label(login_frame, text = "Password", image = password_icon, bg ="white", compound = LEFT, font = ("times new roman", 15, "bold")).grid(row = 2, column = 0, padx = 30, pady = 5)
password_entry = Entry(login_frame, show = "*", font = ("times new roman", 15,"bold"), relief = GROOVE, textvariable = password_var, bg = "lightgray").grid(row = 2, column = 1, padx = 20, pady = 5)
submit_btn = Button(login_frame, text = "Log In",width = 10, activebackground = "blue", activeforeground = "white", command = login , font = ("times new roman", 20, "bold"),relief = GROOVE, bg = "cyan").grid(row = 3, column = 1, pady =25, padx = 25)
face.mainloop()