def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
tk.Frame.__init__(self, parent)
# Page init
self.controller = controller
self.menubar = Menubar(controller)
# Disables ability to tear menu bar into own window
self.controller.option_add('*tearOff', 'FALSE')
system_logo = CROSS_WINDOWS_SETTINGS.get('LOGO')
photo_location = os.path.join(system_logo)
global logo_img
logo_img = tk.PhotoImage(file=photo_location)
# Page header
self.logo_png = tk.Button(self)
self.logo_png.place(relx=0.28, rely=0.029, height=172, width=300)
set_logo_configuration(self.logo_png, image=logo_img)
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015, rely=0.3, height=32, width=635)
self.instructions.configure(
text=
'''Please select the algorithms for which you want to build anomaly detection models.'''
)
set_widget_to_left(self.instructions)
# Page body
self.anomaly_detection_methods = Checkbar(
self,
picks=load_anomaly_detection_list(),
editButtons=True,
checkCallback=self.set_algorithm_checked)
self.anomaly_detection_methods.place(relx=0.1,
rely=0.35,
height=400,
width=700)
# Page footer
self.next_button = HoverButton(self, command=self.next_window)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Next''')
self.back_button = HoverButton(
self, command=lambda: controller.show_frame("NewModel"))
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Back''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
tk.Frame.__init__(self, parent)
# Page init
self.controller = controller
self.menubar = Menubar(controller)
# Disables ability to tear menu bar into own window
self.controller.option_add('*tearOff', 'FALSE')
system_logo = CROSS_WINDOWS_SETTINGS.get('LOGO')
photo_location = os.path.join(system_logo)
global logo_img
logo_img = tk.PhotoImage(file=photo_location)
# Page header
self.logo_png = tk.Button(self)
self.logo_png.place(relx=0.28, rely=0.029, height=172, width=300)
set_logo_configuration(self.logo_png, image=logo_img)
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015, rely=0.3, height=32, width=635)
self.instructions.configure(
text='''Please select your choice for parameters tuning:''')
set_widget_to_left(self.instructions)
# Page body
self.reinitialize()
# Page footer
self.next_button = HoverButton(self, command=self.next_window)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Next''')
self.back_button = HoverButton(self, command=self.back_window)
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Back''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
tk.Frame.__init__(self, parent)
# Page init
self.controller = controller
self.menubar = Menubar(controller)
# Disables ability to tear menu bar into own window
self.controller.option_add('*tearOff', 'FALSE')
system_logo = CROSS_WINDOWS_SETTINGS.get('LOGO')
photo_location = os.path.join(system_logo)
global logo_img
logo_img = tk.PhotoImage(file=photo_location)
# Page header
self.logo_png = tk.Button(self)
self.logo_png.place(relx=0.28, rely=0.029, height=172, width=300)
set_logo_configuration(self.logo_png, image=logo_img)
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015, rely=0.3, height=32, width=635)
self.instructions.configure(
text='''Please choose both input and target features:''')
set_widget_to_left(self.instructions)
# Page body
# initialize features columns options
self.features_columns_options = {}
self.features_columns_options = self.get_features_columns_options()
self.csv_features = tk.StringVar()
self.csv_features.set(self.features_columns_options)
self.features_instructions = tk.Label(self)
self.features_instructions.place(relx=0.05,
rely=0.34,
height=22,
width=100)
self.features_instructions.configure(text='''Input features:''')
set_widget_to_left(self.features_instructions)
self.features_listbox = tk.Listbox(
self,
font=tkfont.Font(size=9),
listvariable=self.csv_features,
selectmode=tk.MULTIPLE,
exportselection=
0, # Fix : ComboBox clears unrelated ListBox selection
width=120,
height=180,
bd=3,
bg='antique white',
selectbackground='sandy brown')
self.features_listbox.place(relx=0.05,
rely=0.42,
height=230,
width=140)
self.target_instructions = tk.Label(self)
self.target_instructions.place(relx=0.35,
rely=0.34,
height=22,
width=100)
self.target_instructions.configure(text='''Target features:''')
set_widget_to_left(self.target_instructions)
self.target_features_listbox = tk.Listbox(
self,
font=tkfont.Font(size=9),
listvariable=self.csv_features,
selectmode=tk.MULTIPLE,
exportselection=0,
# Fix : ComboBox clears unrelated ListBox selection
width=120,
height=180,
bd=3,
bg='antique white',
selectbackground='sandy brown')
self.target_features_listbox.place(relx=0.35,
rely=0.42,
height=230,
width=140)
# Side logo
feature_selection_logo = CROSS_WINDOWS_SETTINGS.get(
'FEATURE_SELECTION')
feature_selection_photo_location = os.path.join(feature_selection_logo)
global fs_logo_img
fs_logo_img = tk.PhotoImage(file=feature_selection_photo_location)
self.features_logo_png = tk.Button(self)
self.features_logo_png.place(relx=0.6,
rely=0.28,
height=200,
width=200)
set_logo_configuration(self.features_logo_png, image=fs_logo_img)
# Page footer
self.next_button = HoverButton(self, command=self.next_window)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Next''')
self.back_button = HoverButton(self, command=self.back_window)
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Back''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
tk.Frame.__init__(self, parent)
# Page init
self.controller = controller
self.menubar = Menubar(controller)
# Disables ability to tear menu bar into own window
self.controller.option_add('*tearOff', 'FALSE')
system_logo = CROSS_WINDOWS_SETTINGS.get('LOGO')
photo_location = os.path.join(system_logo)
global logo_img
logo_img = tk.PhotoImage(file=photo_location)
# Page header
self.logo_png = tk.Button(self)
self.logo_png.place(relx=0.28, rely=0.029, height=172, width=300)
set_logo_configuration(self.logo_png, image=logo_img)
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015, rely=0.3, height=32, width=635)
self.instructions.configure(
text=
'''Please choose similarity functions from the following options.'''
)
set_widget_to_left(self.instructions)
# Page body
self.similarity_functions = Checkbar(
self,
load_similarity_list(),
checkCallback=self.set_similarity_score)
self.similarity_functions.place(relx=0.1,
rely=0.36,
height=400,
width=700)
self.save_model_var = tk.IntVar()
self.save_model_check_button = tk.Checkbutton(
self,
text="Save model",
variable=self.save_model_var,
command=self.set_saving_model)
self.note = tk.Label(self)
self.note.place(relx=0.015, rely=0.7, height=32, width=635)
self.note.configure(
text=
'''Note: Similarity function is used for calculating a score for each record''',
font=Font(size=9, weight=BOLD))
set_widget_to_left(self.note)
# Page footer
self.next_button = HoverButton(self, command=self.next_window)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Run''')
self.back_button = HoverButton(self, command=self.back_window)
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Back''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
tk.Frame.__init__(self, parent)
# Page init
self.controller = controller
self.menubar = Menubar(controller)
# Disables ability to tear menu bar into own window
self.controller.option_add('*tearOff', 'FALSE')
system_logo = CROSS_WINDOWS_SETTINGS.get('LOGO')
photo_location = os.path.join(system_logo)
global logo_img
logo_img = tk.PhotoImage(file=photo_location)
# Page header
self.logo_png = tk.Button(self)
self.logo_png.place(relx=0.28, rely=0.029, height=172, width=300)
set_logo_configuration(self.logo_png, image=logo_img)
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015, rely=0.3, height=32, width=635)
self.instructions.configure(
text='''Please insert input files for existing model.''')
set_widget_to_left(self.instructions)
# Page body
# Testing input directory
self.test_label = tk.Label(self)
self.test_label.place(relx=0.015, rely=0.4, height=32, width=146)
self.test_label.configure(text='''Test directory''')
set_widget_to_left(self.test_label)
self.test_input = tk.Entry(self)
self.test_input.place(relx=0.195, rely=0.4, height=25, relwidth=0.624)
self.test_btn = HoverButton(self, command=self.set_test_path)
self.test_btn.place(relx=0.833, rely=0.4, height=25, width=60)
set_button_configuration(self.test_btn, text='''Browse''')
# Results output directory
self.results_label = tk.Label(self)
self.results_label.place(relx=0.015, rely=0.5, height=32, width=146)
self.results_label.configure(text='''Results directory''')
set_widget_to_left(self.results_label)
self.results_input = tk.Entry(self)
self.results_input.place(relx=0.195, rely=0.5, height=25, relwidth=0.624)
self.results_btn = HoverButton(self, command=self.set_results_path)
self.results_btn.place(relx=0.833, rely=0.5, height=25, width=60)
set_button_configuration(self.results_btn, text='''Browse''')
# Page footer
self.next_button = HoverButton(self, command=self.next_window)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Next''')
self.back_button = HoverButton(self, command=self.back_window)
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Back''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
tk.Frame.__init__(self, parent)
# Page init
self.controller = controller
self.menubar = Menubar(controller)
# Disables ability to tear menu bar into own window
self.controller.option_add('*tearOff', 'FALSE')
system_logo = CROSS_WINDOWS_SETTINGS.get('LOGO')
photo_location = os.path.join(system_logo)
global logo_img
logo_img = tk.PhotoImage(file=photo_location)
# Page header
self.logo_png = tk.Button(self)
self.logo_png.place(relx=0.28, rely=0.029, height=172, width=300)
set_logo_configuration(self.logo_png, image=logo_img)
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015, rely=0.3, height=32, width=635)
self.instructions.configure(
text='''Please insert paths for existing models.''')
set_widget_to_left(self.instructions)
# Page body
self.algorithms = dict()
self.browse_buttons = dict()
self.input_entries = dict()
# LSTM existing algorithm
self.lstm_var = tk.IntVar()
self.lstm_check_button = tk.Checkbutton(self)
self.lstm_check_button.place(relx=0.015, rely=0.38, height=32, width=146)
self.lstm_check_button.configure(text="LSTM",
variable=self.lstm_var,
command=lambda: self.set_input_entry("LSTM", self.lstm_var.get()))
set_widget_to_left(self.lstm_check_button)
self.lstm_input = tk.Entry(self)
self.lstm_input.place(relx=0.195, rely=0.38, height=25, relwidth=0.624)
self.lstm_input.configure(state='disabled')
self.lstm_btn = HoverButton(self, command=lambda: self.set_algorithm_path("LSTM"))
self.lstm_btn.place(relx=0.833, rely=0.38, height=25, width=60)
self.lstm_btn.configure(state='disabled')
set_button_configuration(self.lstm_btn, text='''Browse''')
self.browse_buttons["LSTM"] = self.lstm_btn
self.input_entries["LSTM"] = self.lstm_input
# SVR existing algorithm
self.svr_var = tk.IntVar()
self.svr_check_button = tk.Checkbutton(self)
self.svr_check_button.place(relx=0.015, rely=0.47, height=32, width=146)
self.svr_check_button.configure(text="SVR",
variable=self.svr_var,
command=lambda: self.set_input_entry("SVR", self.svr_var.get()))
set_widget_to_left(self.svr_check_button)
self.svr_input = tk.Entry(self)
self.svr_input.place(relx=0.195, rely=0.47, height=25, relwidth=0.624)
self.svr_input.configure(state='disabled')
self.svr_btn = HoverButton(self, command=lambda: self.set_algorithm_path("SVR"))
self.svr_btn.place(relx=0.833, rely=0.47, height=25, width=60)
self.svr_btn.configure(state='disabled')
set_button_configuration(self.svr_btn, text='''Browse''')
self.browse_buttons["SVR"] = self.svr_btn
self.input_entries["SVR"] = self.svr_input
# MLP existing algorithm
self.mlp_var = tk.IntVar()
self.mlp_check_button = tk.Checkbutton(self)
self.mlp_check_button.place(relx=0.015, rely=0.56, height=32, width=146)
self.mlp_check_button.configure(text="MLP",
variable=self.mlp_var,
command=lambda: self.set_input_entry("MLP",
self.mlp_var.get()))
set_widget_to_left(self.mlp_check_button)
self.mlp_input = tk.Entry(self)
self.mlp_input.place(relx=0.195, rely=0.56, height=25, relwidth=0.624)
self.mlp_input.configure(state='disabled')
self.mlp_btn = HoverButton(self, command=lambda: self.set_algorithm_path("MLP"))
self.mlp_btn.place(relx=0.833, rely=0.56, height=25, width=60)
self.mlp_btn.configure(state='disabled')
set_button_configuration(self.mlp_btn, text='''Browse''')
self.browse_buttons["MLP"] = self.mlp_btn
self.input_entries["MLP"] = self.mlp_input
# Random Forest existing algorithm
self.random_forest_var = tk.IntVar()
self.random_forest_check_button = tk.Checkbutton(self)
self.random_forest_check_button.place(relx=0.015, rely=0.65, height=32, width=146)
self.random_forest_check_button.configure(text="Random Forest",
variable=self.random_forest_var,
command=lambda: self.set_input_entry("Random Forest",
self.random_forest_var.get()))
set_widget_to_left(self.random_forest_check_button)
self.random_forest_input = tk.Entry(self)
self.random_forest_input.place(relx=0.195, rely=0.65, height=25, relwidth=0.624)
self.random_forest_input.configure(state='disabled')
self.random_forest_btn = HoverButton(self, command=lambda: self.set_algorithm_path("Random Forest"))
self.random_forest_btn.place(relx=0.833, rely=0.65, height=25, width=60)
self.random_forest_btn.configure(state='disabled')
set_button_configuration(self.random_forest_btn, text='''Browse''')
self.browse_buttons["Random Forest"] = self.random_forest_btn
self.input_entries["Random Forest"] = self.random_forest_input
# Page footer
self.next_button = HoverButton(self, command=self.next_window)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Next''')
self.back_button = HoverButton(self, command=self.back_window)
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Back''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)