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='''Tuning parameters, please wait...''')
set_widget_to_left(self.instructions)
# Page body
loading_gif = LOADING_WINDOW_SETTINGS.get('LOADING_GIF')
delay_between_frames = LOADING_WINDOW_SETTINGS.get('DELAY_BETWEEN_FRAMES')
self.title_font = Font(family='Helvetica', size=12, weight="bold")
self.loading_gif = AnimatedGif(self, loading_gif, delay_between_frames)
self.loading_gif.place(relx=0.1, rely=0.35, height=330, width=600)
self.clock_label = tk.Label(self, text="", font=self.title_font)
self.clock_label.place(relx=0.38, rely=0.7, height=32, width=150)
# Page footer
self.stop_button = HoverButton(self, command=self.stop_model_process)
self.stop_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.stop_button, text='''Stop''')
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.back_button.configure(state='disabled')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
# Page logic
self.loading_gif.start()
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')
comparison_logo = CROSS_WINDOWS_SETTINGS.get('RESULTS')
photo_location = os.path.join(system_logo)
comparison_location = os.path.join(comparison_logo)
global logo_img, comparison_img
logo_img = tk.PhotoImage(file=photo_location)
comparison_img = tk.PhotoImage(file=comparison_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)
# Page body
self.results_table = Table(self,
columns=[
"Metric", "Down attack", "Up attack",
"Fore attack", "Random attack"
],
header_anchor=CENTER,
column_minwidths=[1, 1, 1],
pady=2)
self.results_table.pack(fill=X, padx=18, pady=182)
self.comparison_png = tk.Button(self)
self.comparison_png.place(relx=0.65, rely=0.7, height=150, width=145)
set_logo_configuration(self.comparison_png, image=comparison_img)
# Page footer
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 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 reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
self.path_label = tk.Label(self)
self.path_label.place(relx=0.015, rely=0.4, height=32, width=146)
self.path_label.configure(text='''Input file:''')
set_widget_to_left(self.path_label)
self.path_input = tk.Entry(self)
self.path_input.place(relx=0.195, rely=0.4, height=25, relwidth=0.624)
self.browse_btn = HoverButton(self,
command=self.input_file_browse_command)
self.browse_btn.place(relx=0.833, rely=0.4, height=25, width=60)
set_button_configuration(self.browse_btn, text='''Browse''')
# Results output directory
self.results_path_label = tk.Label(self)
self.results_path_label.place(relx=0.015,
rely=0.5,
height=32,
width=146)
self.results_path_label.configure(text='''Results directory:''')
set_widget_to_left(self.results_path_label)
self.results_path_input = tk.Entry(self)
self.results_path_input.place(relx=0.195,
rely=0.5,
height=25,
relwidth=0.624)
self.results_browse_btn = HoverButton(
self, command=self.results_browse_command)
self.results_browse_btn.place(relx=0.833,
rely=0.5,
height=25,
width=60)
set_button_configuration(self.results_browse_btn, text='''Browse''')
def __init__(self,
parent=None,
picks=[],
editButtons=False,
checkCallback=None):
"""
Parameters
----------
:param parent: the parent window
:param picks: the list of pairs to show
:param editButtons: Indicator whether a configuration button should be displayed
:param checkCallback: Callback for each pair
"""
Frame.__init__(self, parent)
self.parent = parent
self.vars = []
self.checks = []
self.buttons = []
relY = 0
relX = 0
enable_functionality = 'active'
# Iterate over all pairs of check buttons and buttons
for pick in picks:
var = IntVar()
algorithm_show_function = self.get_algorithm_show_function(
str(pick))
# Create a check button dynamically
check_button = Checkbutton(
self,
text=pick,
variable=var,
state=enable_functionality,
command=lambda: self.set_button_state(checkCallback))
check_button.place(relx=relX, rely=relY, height=30, width=150)
set_widget_to_left(check_button)
if editButtons:
# Create a configuration button dynamically
edit_button = HoverButton(self,
text=pick + " configuration",
state='disabled',
command=algorithm_show_function)
edit_button.place(relx=relX + 0.35,
rely=relY,
height=30,
width=220)
edit_button.configure(cursor="hand2")
self.buttons.append(edit_button)
self.vars.append(var)
self.checks.append(check_button)
relY = relY + 0.1
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)
# Page body
# Page footer
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='''Home page''')
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)
class SimilarityFunctionsWindow(tk.Frame):
"""
A Class used to enable the user to choose a similarity functions
Methods
-------
reset_widgets()
Description | Reset check bar values
set_similarity_score()
Description | Set selected similarity functions in global input settings
next_window()
Description | Handle a click on next button
back_window()
Description | Handle a click on back button
reinitialize()
Description | Reinitialize frame values and view
set_saving_model()
Description | Set indicator whether the user want to save the model or not
similarity_functions_validation()
Description | Validations that at least one similarity function was checked
"""
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 reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
for check, var in zip(self.similarity_functions.get_checks(),
self.similarity_functions.get_vars()):
var.set(0)
check['variable'] = var
check['state'] = 'active'
# In case the check button was not destroyed - should be in new model flow
is_new_model_flow = self.controller.get_new_model_running()
if is_new_model_flow:
self.save_model_var.set(0)
self.save_model_check_button['variable'] = self.save_model_var
def set_similarity_score(self):
"""
Set selected similarity functions in global input settings
:return: updated global settings
"""
similarity_list = set()
for check, var in zip(self.similarity_functions.get_checks(),
self.similarity_functions.get_vars()):
if var.get():
similarity_list.add(check.cget("text"))
self.controller.set_similarity_score(similarity_list)
def next_window(self):
"""
Handle a click on next button
:return: if validations pass move to next window
"""
if self.similarity_functions_validation():
self.controller.reinitialize_frame("LoadingWindow")
else:
win32api.MessageBox(
0, 'Please select at least one similarity function',
'Invalid input', 0x00001000)
def back_window(self):
"""
Handle back button click
:return: previous window
"""
is_new_model_flow = self.controller.get_new_model_running()
if is_new_model_flow:
self.controller.show_frame("FeatureSelectionWindow")
else:
self.controller.show_frame("ExistingAlgorithmsWindow")
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
if self.controller.get_new_model_running():
if not self.save_model_var:
self.save_model_var = tk.IntVar()
if not self.save_model_check_button:
self.save_model_check_button = tk.Checkbutton(
self,
text="Save model",
variable=self.save_model_var,
command=self.set_saving_model)
self.save_model_check_button.place(relx=0.65,
rely=0.75,
height=25,
width=100)
else:
self.save_model_check_button.place_forget()
def set_saving_model(self):
"""
Set indicator whether the user want to save the model or not
:return: updated indicator
"""
self.controller.set_saving_model(self.save_model_var.get() == 1)
def similarity_functions_validation(self):
"""
Validations that at least one similarity function was checked
:return: True if at least one was checked, otherwise false
"""
for var in self.similarity_functions.get_vars():
if var.get() != 0:
return True
return False
def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
ttk.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')
bgu_logo = CROSS_WINDOWS_SETTINGS.get('BGU')
israel_innovation_authority_logo = CROSS_WINDOWS_SETTINGS.get(
'ISRAEL_INNOVATION_AUTHORITY')
ministry_of_defense_logo = CROSS_WINDOWS_SETTINGS.get(
'MINISTRY_OF_DEFENSE')
mobilicom_logo = CROSS_WINDOWS_SETTINGS.get('MOBILICOM')
photo_location = os.path.join(system_logo)
bgu_location = os.path.join(bgu_logo)
israel_innovation_authority_location = os.path.join(
israel_innovation_authority_logo)
ministry_of_defense_location = os.path.join(ministry_of_defense_logo)
mobilicom_location = os.path.join(mobilicom_logo)
global logo_img, bgu_img, israel_innovation_authority_img, ministry_of_defense_img, mobilicom_img
logo_img = tk.PhotoImage(file=photo_location)
bgu_img = tk.PhotoImage(file=bgu_location)
israel_innovation_authority_img = tk.PhotoImage(
file=israel_innovation_authority_location)
ministry_of_defense_img = tk.PhotoImage(
file=ministry_of_defense_location)
mobilicom_img = tk.PhotoImage(file=mobilicom_location)
self.controller.geometry("700x550")
self.controller.minsize(700, 550)
self.controller.maxsize(700, 550)
self.controller.resizable(1, 1)
self.controller.title("Anomaly Detection System")
self.controller.configure(background="#eeeeee")
# 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)
# Page body
self.create_model_btn = HoverButton(self, command=self.new_flow)
self.create_model_btn.place(relx=0.41, rely=0.35, height=42, width=120)
set_button_configuration(self.create_model_btn,
text='''Create model''')
self.load_model_btn = HoverButton(self, command=self.load_flow)
self.load_model_btn.place(relx=0.41, rely=0.52, height=42, width=120)
set_button_configuration(self.load_model_btn, text='''Load model''')
# self.tune_model_btn = HoverButton(self, command=self.tune_flow)
# self.tune_model_btn.place(relx=0.395, rely=0.65, height=42, width=140)
# set_button_configuration(self.tune_model_btn, text='''Tune model parameters''')
self.bgu_png = tk.Button(self)
self.bgu_png.place(relx=0, rely=0, height=35, width=186)
set_logo_configuration(self.bgu_png, image=bgu_img)
self.israel_innovation_authority_png = tk.Button(self)
self.israel_innovation_authority_png.place(relx=0.04,
rely=0.78,
height=61,
width=200)
set_logo_configuration(self.israel_innovation_authority_png,
image=israel_innovation_authority_img)
self.ministry_of_defense_png = tk.Button(self)
self.ministry_of_defense_png.place(relx=0.7,
rely=0.67,
height=119,
width=136)
set_logo_configuration(self.ministry_of_defense_png,
image=ministry_of_defense_img)
self.mobilicom_png = tk.Button(self)
self.mobilicom_png.place(relx=0.41, rely=0.75, height=116, width=116)
set_logo_configuration(self.mobilicom_png, image=mobilicom_img)
# Page footer
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
class MainWindow(tk.Frame):
"""
A Class used to configure and populate the main window
Methods
-------
reset_widgets()
Description | Reset check bar values
load_flow()
Description | Move to load model flow
new_flow()
Description | Move to new model flow
tune_flow():
Description | Move to tune model flow
"""
def __init__(self, parent, controller):
"""
Parameters
----------
:param parent: window
:param controller: GUI controller
"""
ttk.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')
bgu_logo = CROSS_WINDOWS_SETTINGS.get('BGU')
israel_innovation_authority_logo = CROSS_WINDOWS_SETTINGS.get(
'ISRAEL_INNOVATION_AUTHORITY')
ministry_of_defense_logo = CROSS_WINDOWS_SETTINGS.get(
'MINISTRY_OF_DEFENSE')
mobilicom_logo = CROSS_WINDOWS_SETTINGS.get('MOBILICOM')
photo_location = os.path.join(system_logo)
bgu_location = os.path.join(bgu_logo)
israel_innovation_authority_location = os.path.join(
israel_innovation_authority_logo)
ministry_of_defense_location = os.path.join(ministry_of_defense_logo)
mobilicom_location = os.path.join(mobilicom_logo)
global logo_img, bgu_img, israel_innovation_authority_img, ministry_of_defense_img, mobilicom_img
logo_img = tk.PhotoImage(file=photo_location)
bgu_img = tk.PhotoImage(file=bgu_location)
israel_innovation_authority_img = tk.PhotoImage(
file=israel_innovation_authority_location)
ministry_of_defense_img = tk.PhotoImage(
file=ministry_of_defense_location)
mobilicom_img = tk.PhotoImage(file=mobilicom_location)
self.controller.geometry("700x550")
self.controller.minsize(700, 550)
self.controller.maxsize(700, 550)
self.controller.resizable(1, 1)
self.controller.title("Anomaly Detection System")
self.controller.configure(background="#eeeeee")
# 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)
# Page body
self.create_model_btn = HoverButton(self, command=self.new_flow)
self.create_model_btn.place(relx=0.41, rely=0.35, height=42, width=120)
set_button_configuration(self.create_model_btn,
text='''Create model''')
self.load_model_btn = HoverButton(self, command=self.load_flow)
self.load_model_btn.place(relx=0.41, rely=0.52, height=42, width=120)
set_button_configuration(self.load_model_btn, text='''Load model''')
# self.tune_model_btn = HoverButton(self, command=self.tune_flow)
# self.tune_model_btn.place(relx=0.395, rely=0.65, height=42, width=140)
# set_button_configuration(self.tune_model_btn, text='''Tune model parameters''')
self.bgu_png = tk.Button(self)
self.bgu_png.place(relx=0, rely=0, height=35, width=186)
set_logo_configuration(self.bgu_png, image=bgu_img)
self.israel_innovation_authority_png = tk.Button(self)
self.israel_innovation_authority_png.place(relx=0.04,
rely=0.78,
height=61,
width=200)
set_logo_configuration(self.israel_innovation_authority_png,
image=israel_innovation_authority_img)
self.ministry_of_defense_png = tk.Button(self)
self.ministry_of_defense_png.place(relx=0.7,
rely=0.67,
height=119,
width=136)
set_logo_configuration(self.ministry_of_defense_png,
image=ministry_of_defense_img)
self.mobilicom_png = tk.Button(self)
self.mobilicom_png.place(relx=0.41, rely=0.75, height=116, width=116)
set_logo_configuration(self.mobilicom_png, image=mobilicom_img)
# Page footer
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
pass
def load_flow(self):
"""
Move to load model flow
:return: load model window
"""
self.controller.set_new_model_running(False)
self.controller.show_frame("LoadModel")
def new_flow(self):
"""
Move to new model flow
:return: new model window
"""
self.controller.set_new_model_running(True)
self.controller.show_frame("NewModel")
def tune_flow(self):
"""
Move to tune model flow
:return: tune model window
"""
self.controller.set_new_model_running(False)
self.controller.show_frame("PreTuneModel")
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)
class LoadModel(tk.Frame):
"""
A Class used to get all the paths from the user in order to load existing models
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle a click on back button
next_window()
Description | Handle a click on next button
set_test_path()
Description | Set the test data set path to entry widget
set_results_path()
Description | Set the results path to entry widget
set_load_model_parameters()
Description | Set parameters to load model flow
"""
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 reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
widgets = [
self.test_input,
self.results_input
]
for widget in widgets:
clear_text(widget)
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.set_new_model_running(False)
self.controller.show_frame("MainWindow")
def next_window(self):
"""
Handle a click on next button
:return: if validations pass move to next window
"""
if load_model_paths_validation(self.test_input.get(), self.results_input.get()):
self.set_load_model_parameters()
self.controller.show_frame("ExistingAlgorithmsWindow")
def set_test_path(self):
"""
Set the test data set path to entry widget
:return: updated test path
"""
self.test_input.delete(0, END)
path = set_path()
self.test_input.insert(0, path)
def set_results_path(self):
"""
Set the results path to entry widget
:return: updated results path
"""
self.results_input.delete(0, END)
path = set_path()
self.results_input.insert(0, path)
def set_load_model_parameters(self):
"""
Set parameters to load model flow
:return: updated parameters in load model flow in the system
"""
self.controller.set_new_model_test_input_path(self.test_input.get())
self.controller.set_new_model_results_input_path(self.results_input.get())
self.controller.set_new_model_running(False)
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 values for each of the following parameters:'''
)
set_widget_to_left(self.instructions)
# Page body
# Dynamic algorithm options
self.algorithms_files = load_anomaly_detection_list()
self.current_algorithm = self.controller.get_current_algorithm_to_edit(
)
self.current_yaml = self.set_suitable_yaml_file(self.current_algorithm)
self.height_options_frame = 268
self.width_options_frame = 620
self.options_to_show = AlgorithmFrameOptions(
self, yaml_filename=self.current_yaml)
self.options_to_show.place(relx=0.05,
rely=0.35,
height=self.height_options_frame,
width=self.width_options_frame)
# Page footer
self.next_button = HoverButton(self, command=self.handle_next_button)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Save''')
self.back_button = HoverButton(
self,
command=lambda: self.controller.show_frame("AlgorithmsWindow"))
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Cancel''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
class ResultsTableWindow(tk.Frame):
"""
A Class used to present a results table permutation by an algorithm and a flight route
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle a click on back button
reinitialize()
Description | Reinitialize frame values and view
reinitialize_results_table()
Description | Reinitialize results table and view
generate_table_columns_list()
Description | Generates a list of columns for table init by given attacks
"""
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')
comparison_logo = CROSS_WINDOWS_SETTINGS.get('RESULTS')
photo_location = os.path.join(system_logo)
comparison_location = os.path.join(comparison_logo)
global logo_img, comparison_img
logo_img = tk.PhotoImage(file=photo_location)
comparison_img = tk.PhotoImage(file=comparison_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)
# Page body
self.results_table = Table(self,
columns=[
"Metric", "Down attack", "Up attack",
"Fore attack", "Random attack"
],
header_anchor=CENTER,
column_minwidths=[1, 1, 1],
pady=2)
self.results_table.pack(fill=X, padx=18, pady=182)
self.comparison_png = tk.Button(self)
self.comparison_png.place(relx=0.65, rely=0.7, height=150, width=145)
set_logo_configuration(self.comparison_png, image=comparison_img)
# Page footer
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 reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
pass
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.reinitialize_frame("ResultsWindow")
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
self.reinitialize_results_table()
def reinitialize_results_table(self):
"""
Reinitialize results table and view
:return: new frame view
"""
try:
# Handle suitable flow
new_model_running = self.controller.get_new_model_running()
if new_model_running:
chosen_algorithms = list(self.controller.get_algorithms())
else:
chosen_algorithms = list(
self.controller.get_existing_algorithms().keys())
flight_routes = list(self.controller.get_flight_routes())
similarity_functions = list(
self.controller.get_similarity_functions())
# selected values with transformation to UI components
selected_algorithm = self.controller.get_results_selected_algorithm(
)
selected_flight_route = self.controller.get_results_selected_flight_route(
)
selected_similarity_function = self.controller.get_results_selected_similarity_function(
)
original_algorithm = ""
for algorithm in chosen_algorithms:
if trim_unnecessary_chars(
algorithm).lower() == selected_algorithm.lower():
original_algorithm = algorithm
original_flight_route = ""
for route in flight_routes:
if trim_unnecessary_chars(
route).lower() == selected_flight_route.lower():
original_flight_route = route
original_similarity_function = ""
for similarity_function in similarity_functions:
if trim_unnecessary_chars(similarity_function).lower(
) == selected_similarity_function.lower():
original_similarity_function = similarity_function
current_title = 'Test set attacks comparison table'
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015,
rely=0.29,
height=35,
width=635)
self.instructions.configure(text=current_title)
set_widget_to_left(self.instructions)
results_data = self.controller.get_results_metrics_data()
data = results_data[original_algorithm][original_flight_route][
original_similarity_function]
attacks_columns = list(data.values())[0]
transform_attacks_list = transform_list(
list(attacks_columns.keys()))
table_columns = self.generate_table_columns_list(
transform_attacks_list)
self.results_table.pack_forget()
# self.results_table.destroy()
self.results_table = Table(self,
columns=table_columns,
header_anchor=CENTER,
column_minwidths=[1, 1, 1],
pady=2)
self.results_table.pack(fill=X, padx=18, pady=182)
# Creates a 2D array, all set to 0
rows = len(data.keys()) + 2
columns = len(attacks_columns)
zero_matrix = [[0 for i in xrange(columns)] for i in xrange(rows)]
self.results_table.set_data(zero_matrix)
# Set the updated values to the table
for i, metric in enumerate(data.keys()):
attacks_data = data[metric]
if metric.upper() == 'DELAY':
self.results_table.cell(i, 0, metric.upper() + " [sec]")
else:
self.results_table.cell(i, 0, metric.upper())
for j, attack in enumerate(attacks_data.keys()):
self.results_table.cell(i, j + 1, attacks_data[attack])
self.results_table.cell(rows - 2, 0, "Attack duration [sec]")
for i in range(1, columns + 1):
self.results_table.cell(
rows - 2, i,
str(
float(results_data[original_algorithm]
[original_flight_route][
list(attacks_columns.keys())[i - 1] +
"_attack_duration"])))
self.results_table.cell(rows - 1, 0, "Flight duration [sec]")
for i in range(1, columns + 1):
self.results_table.cell(
rows - 1, i,
str(
float(results_data[original_algorithm]
[original_flight_route][
list(attacks_columns.keys())[i - 1] +
"_duration"])))
permutation_styling = Font(family="Times New Roman",
size=11,
weight=BOLD)
self.algorithm_label = tk.Label(self)
self.algorithm_label.place(relx=0.015,
rely=0.68,
height=25,
width=300)
self.algorithm_label.configure(
text="Algorithm: {0}".format(selected_algorithm),
font=permutation_styling,
fg='blue')
set_widget_to_left(self.algorithm_label)
self.similarity_function_label = tk.Label(self)
self.similarity_function_label.place(relx=0.015,
rely=0.72,
height=25,
width=300)
self.similarity_function_label.configure(
text="Similarity function: {0}".format(
selected_similarity_function),
font=permutation_styling,
fg='blue')
set_widget_to_left(self.similarity_function_label)
self.route_label = tk.Label(self)
self.route_label.place(relx=0.015, rely=0.76, height=25, width=300)
self.route_label.configure(
text="Flight route: {0}".format(selected_flight_route),
font=permutation_styling,
fg='blue')
set_widget_to_left(self.route_label)
except Exception as e:
# Handle error in setting new data in the table
print("Source: gui/windows/results_table_window.py")
print("Function: reinitialize_results_table")
print("error: " + str(e))
def generate_table_columns_list(self, attacks_list):
"""
Generates a list of columns for table init by given attacks
:param attacks_list: all existing attacks in the test data set
:return: full columns list for creating a new results table
"""
table_columns = ["Metric"]
for attack in attacks_list:
table_columns.append(attack)
return table_columns
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)
class ResultsWindow(tk.Frame):
"""
A Class used to enable the user to choose a permutation of a results table
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle a click on back button
toggle_results()
Description | Toggle permutation of results
reinitialize()
Description | Reinitialize frame values and view
"""
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 = HoverButton(self)
self.logo_png.place(relx=0.28, rely=0.029, height=172, width=300)
set_logo_configuration(self.logo_png, image=logo_img)
# Page body
self.toggle_results_button = HoverButton(self,
command=self.toggle_results)
self.toggle_results_button.place(relx=0.68,
rely=0.5,
height=25,
width=81)
set_button_configuration(self.toggle_results_button,
text='''Show results''')
# Page footer
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='''Home page''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
pass
def back_window(self):
"""
Handle back button click
:return: Home page window
"""
self.controller.reset_frame()
self.controller.reset_input_settings_params()
self.controller.show_frame("MainWindow")
def toggle_results(self):
"""
Toggle permutation of results
:return: updated permutation which was selected by the user
"""
selected_algorithm = self.parameters['algorithm'].get()
selected_flight_route = self.parameters['flight_route'].get()
selected_similarity_function = self.parameters[
'similarity_function'].get()
self.controller.set_results_selected_algorithm(selected_algorithm)
self.controller.set_results_selected_flight_route(
selected_flight_route)
self.controller.set_results_selected_similarity_function(
selected_similarity_function)
self.controller.reinitialize_frame("ResultsTableWindow")
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
new_model_running = self.controller.get_new_model_running()
if new_model_running:
chosen_algorithms = list(self.controller.get_algorithms())
else:
chosen_algorithms = list(
self.controller.get_existing_algorithms().keys())
flight_routes = list(self.controller.get_flight_routes())
similarity_functions = list(self.controller.get_similarity_functions())
transformed_chosen_algorithms = transform_list(chosen_algorithms)
transformed_flight_routes = transform_list(flight_routes)
transformed_similarity_functions = transform_list(similarity_functions)
self.instructions = tk.Label(self)
self.instructions.place(relx=0.015, rely=0.3, height=32, width=635)
self.instructions.configure(
text=
"Choose an algorithm and a flight route in order to get the results."
)
set_widget_to_left(self.instructions)
# Algorithm and Flight route permutation choice
self.parameters = {}
# set dynamic pair of label and combo box to select an algorithm
set_widget_for_param(frame=self,
text="Algorithm:",
combobox_values=transformed_chosen_algorithms,
param_key="algorithm",
relative_x=0.05,
y_coordinate=0.4)
# set dynamic pair of label and combo box to select a flight route
set_widget_for_param(frame=self,
text="Flight route:",
combobox_values=transformed_flight_routes,
param_key="flight_route",
relative_x=0.45,
y_coordinate=0.4)
# set dynamic pair of label and combo box to select a similarity function
set_widget_for_param(frame=self,
text="Similarity:",
combobox_values=transformed_similarity_functions,
param_key="similarity_function",
relative_x=0.05,
y_coordinate=0.45)
class TuningLoadingWindow(tk.Frame):
"""
A Class used to be presented tuning model process is running in the background of the application
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle a click on back button
stop_model_process()
Description | Handle a click on stop button
reinitialize()
Description | Reinitialize frame values and view
update_clock()
Description | Updates the time on the clock
loading_process()
Description | Run chosen models and move to results window
"""
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='''Tuning parameters, please wait...''')
set_widget_to_left(self.instructions)
# Page body
loading_gif = LOADING_WINDOW_SETTINGS.get('LOADING_GIF')
delay_between_frames = LOADING_WINDOW_SETTINGS.get('DELAY_BETWEEN_FRAMES')
self.title_font = Font(family='Helvetica', size=12, weight="bold")
self.loading_gif = AnimatedGif(self, loading_gif, delay_between_frames)
self.loading_gif.place(relx=0.1, rely=0.35, height=330, width=600)
self.clock_label = tk.Label(self, text="", font=self.title_font)
self.clock_label.place(relx=0.38, rely=0.7, height=32, width=150)
# Page footer
self.stop_button = HoverButton(self, command=self.stop_model_process)
self.stop_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.stop_button, text='''Stop''')
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.back_button.configure(state='disabled')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
# Page logic
self.loading_gif.start()
def reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
pass
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.reinitialize_frame("TuneModel")
def stop_model_process(self):
"""
Handle stop button click
:return: freeze state
"""
self.back_button.configure(state='active')
self.stop_button.configure(state='disabled')
try:
self.model_process_thread.join()
except Exception:
pass
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
self.model_process_thread = threading.Thread(name='model_process', target=self.loading_process)
self.model_process_thread.start()
self.start_time = timer()
self.update_clock()
def update_clock(self):
"""
Updates the time on the clock
:return: updated time
"""
now = timer()
duration = timedelta(seconds=now - self.start_time)
self.clock_label.configure(text=strfdelta(duration, '%H:%M:%S'))
self.controller.after(200, self.update_clock)
def loading_process(self):
"""
Run tuning parameters process and move to results window
:return: results window
"""
self.controller.run_tuning()
self.controller.reinitialize_frame("TuneResultsWindow")
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)
class ExistingAlgorithmsWindow(tk.Frame):
"""
A Class used to enable the user load existing machine learning model
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle back button click
set_input_entry()
Description | Set input entry and update the state
set_algorithm_path()
Description | Set the algorithm path in the UI
next_window()
Description | Handle next button click
validate_next_step()
Description | Validation before approving the move to the next window
update_selected_algorithms()
Description | Updates local variables which algorithms were selected by the user
set_load_model_parameters()
Description | Updates input settings and move to next window
"""
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)
def reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
widgets = [
self.lstm_input,
self.svr_input,
self.mlp_input,
self.random_forest_input
]
variables = [
self.lstm_var,
self.svr_var,
self.mlp_var,
self.random_forest_var
]
check_buttons = [
self.lstm_check_button,
self.svr_check_button,
self.mlp_check_button,
self.random_forest_check_button
]
for widget in widgets:
clear_text(widget)
widget['state'] = 'disabled'
for var, check_button in zip(variables, check_buttons):
var.set(0)
check_button['variable'] = var
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.set_new_model_running(False)
self.controller.show_frame("MainWindow")
def set_input_entry(self, entry_name, state):
"""
Set input entry and update the state
:param entry_name: input's algorithm name
:param state: input's state
:return: updated input
"""
if state:
self.browse_buttons[entry_name]['state'] = 'active'
self.input_entries[entry_name]['state'] = 'normal'
self.algorithms[entry_name] = ""
else:
self.input_entries[entry_name].delete(0, END)
self.browse_buttons[entry_name]['state'] = 'disabled'
self.input_entries[entry_name]['state'] = 'disabled'
self.algorithms.pop(entry_name, None)
def set_algorithm_path(self, algorithm):
"""
Set the algorithm path in the UI
:param algorithm: input algorithm
:return: updated state
"""
self.input_entries[algorithm].delete(0, END)
path = set_path()
self.input_entries[algorithm].insert(0, path)
def next_window(self):
"""
Handle next button click
:return: if validations pass move to next window
"""
self.update_selected_algorithms()
if self.validate_next_step():
self.set_load_model_parameters()
def validate_next_step(self):
"""
Validation before approving the move to the next window
:return:
"""
if not self.algorithms:
win32api.MessageBox(0, 'Please select algorithm & path for the model before the next step.',
'Invalid algorithm', 0x00001000)
return False
if not is_valid_model_paths(self.algorithms.values()):
win32api.MessageBox(0,
'At least one of your algorithms paths invalid or not include the required files! '
'Please check that there are no duplicate files in the same directory.',
'Invalid inputs', 0x00001000)
return False
if not is_valid_model_data_file(self.algorithms.values()):
win32api.MessageBox(0,
'At least one of the required data is missing in model_data json file!',
'Missing data', 0x00001000)
return False
return True
def update_selected_algorithms(self):
"""
Updates local variables which algorithms were selected by the user
:return: updated selection
"""
tmp_algorithms = dict()
for algorithm in self.algorithms:
tmp_algorithms[algorithm] = self.input_entries[algorithm].get()
self.algorithms = tmp_algorithms
def set_load_model_parameters(self):
"""
Updates input settings and move to next window
:return: next window
"""
self.controller.set_existing_algorithms(self.algorithms)
self.controller.reinitialize_frame("SimilarityFunctionsWindow")
class TuneModel(tk.Frame):
"""
A Class used to tune model parameters by user selection
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle a click on back button
next_window()
Description | Handle a click on next button
get_features_columns_options()
Description | Get selected data set columns by the user
reinitialize()
Description | Reinitialize frame values and view
get_selected_features()
Description | Get selected features by the user
browse_command()
Description | Set the path to entry widget
validate_next_step()
Description | Validation before passing to next step
select_all_features
Description | Select/Clear all input features
select_all_targets
Description | Select/Clear all target features
select_all_windows
Description | Select/Clear all window sizes
"""
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.input_instructions = tk.Label(self)
self.input_instructions.place(relx=0.05,
rely=0.34,
height=22,
width=100)
self.input_instructions.configure(text='''Input features:''')
set_widget_to_left(self.input_instructions)
self.target_instructions = tk.Label(self)
self.target_instructions.place(relx=0.3,
rely=0.34,
height=22,
width=100)
self.target_instructions.configure(text='''Target features:''')
set_widget_to_left(self.target_instructions)
self.window_instructions = tk.Label(self)
self.window_instructions.place(relx=0.55,
rely=0.34,
height=22,
width=100)
self.window_instructions.configure(text='''Window sizes:''')
set_widget_to_left(self.window_instructions)
self.algorithm_instructions = tk.Label(self)
self.algorithm_instructions.place(relx=0.78,
rely=0.42,
height=25,
width=130)
self.algorithm_instructions.configure(text='''Algorithm:''')
set_widget_to_left(self.algorithm_instructions)
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 reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
self.features_listbox.selection_clear(0, tk.END)
self.target_features_listbox.selection_clear(0, tk.END)
self.window_size_listbox.selection_clear(0, tk.END)
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.set_new_model_running(False)
self.controller.show_frame("MainWindow")
def next_window(self):
"""
Handle a click on next button
:return: if validations pass move to next window
"""
if not self.validate_next_step():
return
else:
current_features, target_features, chosen_window_sizes = self.get_selected_features(
)
self.controller.set_tune_model_configuration(
current_features, target_features, chosen_window_sizes,
self.algorithm_combo.get())
self.controller.reinitialize_frame("TuningLoadingWindow")
def get_features_columns_options(self):
"""
Get selected data set columns by the user
:return: selected columns
"""
return self.controller.get_tune_model_features()
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
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.input_indicator = False
self.target_indicator = False
self.windows_indicator = False
self.select_all_features_button = tk.Button(
self, command=self.select_all_features)
self.select_all_features_button.place(relx=0.17,
rely=0.38,
height=18,
width=55)
set_button_configuration(self.select_all_features_button,
text='''Select all''')
self.select_all_features_button.configure(bg='sandy brown')
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.select_all_target_button = tk.Button(
self, bg='sky blue', command=self.select_all_target)
self.select_all_target_button.place(relx=0.42,
rely=0.38,
height=18,
width=55)
set_button_configuration(self.select_all_target_button,
text='''Select all''')
self.select_all_target_button.configure(bg='sandy brown')
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=0.3,
rely=0.42,
height=230,
width=140)
window_options = tk.StringVar()
numbers = list(range(1, 16))
window_options.set([str(i) for i in numbers])
self.select_all_windows_button = tk.Button(
self, bg='sky blue', command=self.select_all_windows)
self.select_all_windows_button.place(relx=0.67,
rely=0.38,
height=18,
width=55)
set_button_configuration(self.select_all_windows_button,
text='''Select all''')
self.select_all_windows_button.configure(bg='sandy brown')
self.window_size_listbox = tk.Listbox(
self,
font=tkfont.Font(size=9),
listvariable=window_options,
selectmode=tk.MULTIPLE,
exportselection=0,
# Fix : ComboBox clears unrelated ListBox selection
width=120,
height=180,
bd=3,
bg='antique white',
selectbackground='sandy brown')
self.window_size_listbox.place(relx=0.55,
rely=0.42,
height=230,
width=140)
algorithms_list = load_anomaly_detection_list()
self.algorithm_combo = ttk.Combobox(self,
state="readonly",
values=algorithms_list)
self.algorithm_combo.place(relx=0.78, rely=0.47, height=25, width=130)
self.algorithm_combo.current(0)
def get_selected_features(self):
"""
Get selected features by the user
:return: selected features
"""
features = []
target_features = []
window_sizes = []
selection = self.features_listbox.curselection()
target_selection = self.target_features_listbox.curselection()
window_selection = self.window_size_listbox.curselection()
for i in selection:
selected = self.features_listbox.get(i)
features.append(selected)
for i in target_selection:
target_selected = self.target_features_listbox.get(i)
target_features.append(target_selected)
for i in window_selection:
window_selected = self.window_size_listbox.get(i)
window_sizes.append(window_selected)
return features, target_features, window_sizes
def validate_next_step(self):
"""
Validation before passing to next step
:return: True in case validation passed, otherwise False
"""
current_features, target_features, chosen_window_sizes = self.get_selected_features(
)
if not current_features \
or not target_features \
or not chosen_window_sizes \
or len(chosen_window_sizes) < 1 \
or len(current_features) < 2 \
or len(target_features) < 2:
win32api.MessageBox(
0,
'Please select at least two features for input, two features for output and window size before the next step.',
'Invalid Feature', 0x00001000)
return False
return True
def select_all_features(self):
"""
Select/Clear all input features
:return: selected/cleared listbox
"""
if self.input_indicator:
self.features_listbox.selection_clear(0, tk.END)
self.select_all_features_button.configure(bg='sandy brown',
text='''Select all''')
else:
self.features_listbox.select_set(0, tk.END)
self.select_all_features_button.configure(bg='firebrick1',
text='''Clear all''')
self.input_indicator = not self.input_indicator
def select_all_target(self):
"""
Select/Clear all target features
:return: selected/cleared listbox
"""
if self.target_indicator:
self.target_features_listbox.selection_clear(0, tk.END)
self.select_all_target_button.configure(bg='sandy brown',
text='''Select all''')
else:
self.target_features_listbox.select_set(0, tk.END)
self.select_all_target_button.configure(bg='firebrick1',
text='''Clear all''')
self.target_indicator = not self.target_indicator
def select_all_windows(self):
"""
Select/Clear all windows sizes
:return: selected/cleared listbox
"""
if self.windows_indicator:
self.window_size_listbox.selection_clear(0, tk.END)
self.select_all_windows_button.configure(bg='sandy brown',
text='''Select all''')
else:
self.window_size_listbox.select_set(0, tk.END)
self.select_all_windows_button.configure(bg='firebrick1',
text='''Clear all''')
self.windows_indicator = not self.windows_indicator
class PreTuneModel(tk.Frame):
"""
A Class used to get the data in order to tune model parameters by user selection
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle a click on back button
next_window()
Description | Handle a click on next button
reinitialize()
Description | Reinitialize frame values and view
input_file_browse_command()
Description | Set the input file path to entry widget
results_browse_command()
Description | Set the results path to entry widget
"""
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 reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
clear_text(self.path_input)
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.set_new_model_running(False)
self.controller.show_frame("MainWindow")
def next_window(self):
"""
Handle a click on next button
:return: if validations pass move to next window
"""
if pre_tune_model_path_validation(self.path_input.get(),
self.results_path_input.get()):
self.controller.set_tune_model_input_path(self.path_input.get())
self.controller.set_tune_model_results_path(
self.results_path_input.get())
self.controller.set_tune_model_features()
self.controller.reinitialize_frame("TuneModel")
else:
win32api.MessageBox(0, 'Input path file is invalid!',
'Invalid input', 0x00001000)
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
self.path_label = tk.Label(self)
self.path_label.place(relx=0.015, rely=0.4, height=32, width=146)
self.path_label.configure(text='''Input file:''')
set_widget_to_left(self.path_label)
self.path_input = tk.Entry(self)
self.path_input.place(relx=0.195, rely=0.4, height=25, relwidth=0.624)
self.browse_btn = HoverButton(self,
command=self.input_file_browse_command)
self.browse_btn.place(relx=0.833, rely=0.4, height=25, width=60)
set_button_configuration(self.browse_btn, text='''Browse''')
# Results output directory
self.results_path_label = tk.Label(self)
self.results_path_label.place(relx=0.015,
rely=0.5,
height=32,
width=146)
self.results_path_label.configure(text='''Results directory:''')
set_widget_to_left(self.results_path_label)
self.results_path_input = tk.Entry(self)
self.results_path_input.place(relx=0.195,
rely=0.5,
height=25,
relwidth=0.624)
self.results_browse_btn = HoverButton(
self, command=self.results_browse_command)
self.results_browse_btn.place(relx=0.833,
rely=0.5,
height=25,
width=60)
set_button_configuration(self.results_browse_btn, text='''Browse''')
def input_file_browse_command(self):
"""
Set the path to entry widget
:return: updated path
"""
self.path_input.delete(0, tk.END)
path = set_file_path()
self.path_input.insert(0, path)
def results_browse_command(self):
"""
Set the results path to entry widget
:return: updated path
"""
self.results_path_input.delete(0, tk.END)
path = set_path()
self.results_path_input.insert(0, path)
class ParametersOptionsWindow(tk.Frame):
"""
A Class used to show all the parameters for each algorithm in the application
Methods
-------
reset_widgets()
Description | Reset check bar values
handle_next_button()
Description | Handle a click on next button
set_algorithm_parameters(algorithm_name, algorithm_parameters)
Description | Set parameters for each algorithm
save_algorithm_parameters(algorithm_parameters)
Description | Save the parameters for each algorithm which was chosen
set_suitable_yaml_file(algorithm_name)
Description | Set the yaml file according to algorithm name
reinitialize()
Description | Reinitialize frame values and view
reinitialize_current_algorithm_options()
Description | Reinitialize algorithm value and view
"""
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 values for each of the following parameters:'''
)
set_widget_to_left(self.instructions)
# Page body
# Dynamic algorithm options
self.algorithms_files = load_anomaly_detection_list()
self.current_algorithm = self.controller.get_current_algorithm_to_edit(
)
self.current_yaml = self.set_suitable_yaml_file(self.current_algorithm)
self.height_options_frame = 268
self.width_options_frame = 620
self.options_to_show = AlgorithmFrameOptions(
self, yaml_filename=self.current_yaml)
self.options_to_show.place(relx=0.05,
rely=0.35,
height=self.height_options_frame,
width=self.width_options_frame)
# Page footer
self.next_button = HoverButton(self, command=self.handle_next_button)
self.next_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.next_button, text='''Save''')
self.back_button = HoverButton(
self,
command=lambda: self.controller.show_frame("AlgorithmsWindow"))
self.back_button.place(relx=0.017, rely=0.839, height=25, width=81)
set_button_configuration(self.back_button, text='''Cancel''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
pass
def handle_next_button(self):
"""
Handle a click on next button
:return: if validations pass move to next window
"""
algorithm_parameters = self.options_to_show.get_algorithm_parameters()
self.save_algorithm_parameters(algorithm_parameters)
def set_algorithm_parameters(self, algorithm_name, algorithm_parameters):
"""
Set parameters for each algorithm
:param algorithm_name: the name of the algorithm
:param algorithm_parameters: the values of the parameteres
:return: updates state
"""
self.controller.set_algorithm_parameters(algorithm_name,
algorithm_parameters)
def save_algorithm_parameters(self, algorithm_parameters):
"""
Save the parameters for each algorithm which was chosen
:param algorithm_parameters: new values
:return: updated state of user choice
"""
algorithm_name = self.controller.get_current_algorithm_to_edit()
self.set_algorithm_parameters(algorithm_name, algorithm_parameters)
self.controller.show_frame("AlgorithmsWindow")
def set_suitable_yaml_file(self, algorithm_name):
"""
Set the yaml file according to algorithm name
:param algorithm_name: the name of the algorithm
:return: yaml file
"""
switcher = {
self.algorithms_files[0]: "lstm_params.yaml",
self.algorithms_files[1]: "svr_params.yaml",
self.algorithms_files[2]: "mlp_params.yaml",
self.algorithms_files[3]: "random_forest_params.yaml",
}
return switcher.get(algorithm_name, None)
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
self.reinitialize_current_algorithm_options()
def reinitialize_current_algorithm_options(self):
"""
Reinitialize algorithm value and view
:return: new frame view
"""
self.current_algorithm = self.controller.get_current_algorithm_to_edit(
)
self.current_yaml = self.set_suitable_yaml_file(self.current_algorithm)
self.controller.remove_algorithm(self.current_algorithm)
self.options_to_show.destroy()
self.options_to_show = AlgorithmFrameOptions(
self, yaml_filename=self.current_yaml)
self.options_to_show.place(relx=0.05, rely=0.35, height=268, width=620)
class FeatureSelectionWindow(tk.Frame):
"""
A Class used to enable the user to select features
Methods
-------
reset_widgets()
Description | Reset check bar values
next_window()
Description | Handle a click on next button
back_window()
Description | Handle a click on back button
reinitialize()
Description | Reinitialize frame values and view
get_selected_features()
Description | Get selected features by the user
get_features_columns_options()
Description | Get selected data set columns by the user
validate_next_step()
Description | Validation before passing to next step
set_users_selected_features(features_list)
Description | Set the selected features from the test data set
select_all_features
Description | Select/Clear all input features
select_all_targets
Description | Select/Clear all target features
"""
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 reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
self.features_listbox.selection_clear(0, tk.END)
self.target_features_listbox.selection_clear(0, tk.END)
def next_window(self):
"""
Handle a click on next button
:return: if validations pass move to next window
"""
if not self.validate_next_step():
return
else:
current_features, target_features = self.get_selected_features()
self.set_users_selected_features(current_features, target_features)
self.controller.reinitialize_frame("SimilarityFunctionsWindow")
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.show_frame("AlgorithmsWindow")
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
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.input_indicator = False
self.target_indicator = False
self.select_all_features_button = tk.Button(
self, command=self.select_all_features)
self.select_all_features_button.place(relx=0.17,
rely=0.38,
height=18,
width=55)
set_button_configuration(self.select_all_features_button,
text='''Select all''')
self.select_all_features_button.configure(bg='sandy brown')
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.select_all_target_button = tk.Button(
self, command=self.select_all_target)
self.select_all_target_button.place(relx=0.47,
rely=0.38,
height=18,
width=55)
set_button_configuration(self.select_all_target_button,
text='''Select all''')
self.select_all_target_button.configure(bg='sandy brown')
self.target_features_listbox = tk.Listbox(
self,
listvariable=self.csv_features,
font=tkfont.Font(size=9),
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)
title_styling = Font(size=11, weight=BOLD)
self.previous_choice_label = tk.Label(self)
self.previous_choice_label.place(relx=0.58,
rely=0.62,
height=25,
width=300)
self.previous_choice_label.configure(text="Your previous selections:",
font=title_styling,
fg='blue')
set_widget_to_left(self.previous_choice_label)
chosen_algorithms = self.controller.get_algorithms()
y_coordinate = 0.66
for algorithm in chosen_algorithms:
window_size = self.controller.get_window_size(algorithm)
self.algorithm_label = tk.Label(self)
self.algorithm_label.place(relx=0.58,
rely=y_coordinate,
height=25,
width=300)
self.algorithm_label.configure(text="{0} window size: {1}".format(
algorithm, window_size),
font=Font(size=10),
fg='blue')
set_widget_to_left(self.algorithm_label)
y_coordinate += 0.04
def get_selected_features(self):
"""
Get selected features by the user
:return: selected features
"""
features = []
target_features = []
selection = self.features_listbox.curselection()
target_selection = self.target_features_listbox.curselection()
for i in selection:
selected = self.features_listbox.get(i)
features.append(selected)
for i in target_selection:
target_selected = self.target_features_listbox.get(i)
target_features.append(target_selected)
return features, target_features
def get_features_columns_options(self):
"""
Get selected data set columns by the user
:return: selected columns
"""
return self.controller.get_features_columns_options()
def validate_next_step(self):
"""
Validation before passing to next step
:return: True in case validation passed, otherwise False
"""
current_features, target_features = self.get_selected_features()
if not current_features or not target_features or len(
current_features) < 2 or len(target_features) < 2:
win32api.MessageBox(
0,
'Please select at least two features for input and two features for output before the next step.',
'Invalid Feature', 0x00001000)
return False
return True
def set_users_selected_features(self, features_list, target_features_list):
"""
Set the selected features from the test data set
:param features_list: the list of selected features for input
:param target_features_list: the list of selected features for target
:return: updates state of features selection
"""
self.controller.set_users_selected_features(features_list,
target_features_list)
def select_all_features(self):
"""
Select/Clear all input features
:return: selected/cleared listbox
"""
if self.input_indicator:
self.features_listbox.selection_clear(0, tk.END)
self.select_all_features_button.configure(bg='sandy brown',
text='''Select all''')
else:
self.features_listbox.select_set(0, tk.END)
self.select_all_features_button.configure(bg='firebrick1',
text='''Clear all''')
self.input_indicator = not self.input_indicator
def select_all_target(self):
"""
Select/Clear all target features
:return: selected/cleared listbox
"""
if self.target_indicator:
self.target_features_listbox.selection_clear(0, tk.END)
self.select_all_target_button.configure(bg='sandy brown',
text='''Select all''')
else:
self.target_features_listbox.select_set(0, tk.END)
self.select_all_target_button.configure(bg='firebrick1',
text='''Clear all''')
self.target_indicator = not self.target_indicator
class LoadingWindow(tk.Frame):
"""
A Class used to be presented while the models are running in the background of the application
Methods
-------
reset_widgets()
Description | Reset check bar values
stop_model_process()
Description | Handle a click on stop button
reinitialize()
Description | Reinitialize frame values and view
update_clock()
Description | Updates the time on the clock
loading_process()
Description | Run chosen models and move to results window
show_model_process_label(y_coordinate, algorithm):
Description | Show model process label on the screen
"""
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')
stop_logo = LOADING_WINDOW_SETTINGS.get('STOP')
photo_location = os.path.join(system_logo)
stop_photo_location = os.path.join(stop_logo)
global logo_img, stop_img
logo_img = tk.PhotoImage(file=photo_location)
stop_img = tk.PhotoImage(file=stop_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='''Creating models and runs them, please wait...''',
font=Font(size=9, weight=BOLD))
set_widget_to_left(self.instructions)
# Page body
self.stop_png = tk.Button(self)
self.loading_gif_animation = LOADING_WINDOW_SETTINGS.get('LOADING_GIF')
self.delay_between_frames = LOADING_WINDOW_SETTINGS.get(
'DELAY_BETWEEN_FRAMES')
self.title_font = Font(family='Helvetica', size=12, weight="bold")
self.loading_gif = AnimatedGif(self, self.loading_gif_animation,
self.delay_between_frames)
self.loading_gif.place(relx=0.1, rely=0.38, height=330, width=600)
self.clock_label = tk.Label(self, text="", font=self.title_font)
self.clock_label.place(relx=0.38, rely=0.73, height=32, width=150)
# Page footer
self.stop_button = HoverButton(self, command=self.stop_model_process)
self.stop_button.place(relx=0.813, rely=0.839, height=25, width=81)
set_button_configuration(self.stop_button, text='''Stop''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
# Page logic
self.loading_gif.start()
def reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
pass
def stop_model_process(self):
"""
Handle stop button click
:return: freeze state
"""
if self.event.isSet(): # check if the event flag is True or False
self.event.clear()
self.stop_button.configure(text='Resume')
self.loading_gif.place_forget()
self.stop_png.place(relx=0.385, rely=0.5, height=132, width=132)
set_logo_configuration(self.stop_png, image=stop_img)
else:
self.event.set()
self.stop_button.configure(text='Stop')
self.stop_png.place_forget()
self.loading_gif.place(relx=0.1, rely=0.35, height=330, width=600)
self.start_time = timer() - self.prev_saved_time
self.update_clock()
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
self.stop_button.configure(text='Stop')
self.event = threading.Event()
self.model_process_thread = threading.Thread(
name='model_process', target=self.loading_process)
self.model_process_thread.start()
self.start_time = timer()
self.event.set()
self.update_clock()
def update_clock(self):
"""
Updates the time on the clock
:return: updated time
"""
if not self.event.isSet():
return
now = timer()
duration = timedelta(seconds=now - self.start_time)
self.prev_saved_time = now - self.start_time
self.clock_label.configure(text=strfdelta(duration, '%H:%M:%S'))
self.controller.after(200, self.update_clock)
def loading_process(self):
"""
Run chosen models and move to results window
:return: results window
"""
similarity_score, test_data_path, results_path, new_model_running = self.controller.init_models(
)
if new_model_running:
chosen_algorithms = self.controller.get_algorithms()
else:
chosen_algorithms = set(
self.controller.get_existing_algorithms().keys())
y_coordinate = 0.34
enumerate_details = 0
for algorithm in chosen_algorithms:
if new_model_running:
print_text = '''{0} : Creates a new model and runs the test data on it...'''.format(
algorithm)
else:
print_text = '''{0} : Runs the test data...'''.format(
algorithm)
if enumerate_details < 4:
self.algorithm_process_finished = tk.Label(self)
self.algorithm_process_finished.place(relx=0.015,
rely=y_coordinate,
height=22,
width=400)
self.algorithm_process_finished.configure(text=print_text)
set_widget_to_left(self.algorithm_process_finished)
y_coordinate += 0.04
self.controller.run_models(algorithm, similarity_score,
test_data_path, results_path,
new_model_running, self.event)
enumerate_details += 1
self.controller.reinitialize_frame("ResultsWindow")
def show_model_process_label(self, y_coordinate, algorithm):
"""
Show model process label on the screen
:param y_coordinate: y place coordinate
:param algorithm: which algorithm to display
:return: new label
"""
self.model_process_finished = tk.Label(self)
self.model_process_finished.place(relx=0.015,
rely=y_coordinate,
height=22,
width=215)
self.model_process_finished.configure(
text='''{0} model runs on the test...'''.format(algorithm))
set_widget_to_left(self.model_process_finished)
class TuneResultsWindow(tk.Frame):
"""
A Class used to present tune parameters results
Methods
-------
reset_widgets()
Description | Reset check bar values
back_window()
Description | Handle a click on back button
reinitialize()
Description | Reinitialize frame values and view
"""
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)
# Page body
# Page footer
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='''Home page''')
self.copyright = tk.Label(self)
self.copyright.place(relx=0, rely=0.958, height=25, width=750)
set_copyright_configuration(self.copyright)
def reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
pass
def back_window(self):
"""
Handle back button click
:return: previous window
"""
self.controller.reset_frame()
self.controller.reset_input_settings_params()
self.controller.show_frame("MainWindow")
def reinitialize(self):
"""
Reinitialize frame values and view
:return: new frame view
"""
pass
class AlgorithmsWindow(tk.Frame):
"""
A Class used to enable the user the option to choose algorithms
Methods
-------
reset_widgets()
Description | Reset check bar values
show_algorithms_options(algorithm_name)
Description | Show the parameters options window
set_algorithm_parameters(algorithm_name, algorithm_parameters)
Description | Set updated parameters' values
remove_algorithm_parameters(algorithm_name, algorithm_parameters)
Description | Remove parameters' values
check_algorithm_selected()
Description | Validates that any algorithm was selected before continue to next window
check_algorithm_parameters_edited()
Description | Validates that algorithm's parameters was changed before approve save functionality
validate_next_step()
Description | Validates that algorithm was selected and the parameters were updated before
moving to next window
next_window()
Description | Handle a click on next button
set_algorithm_checked()
Description | Set each algorithm that was checked by the check button
"""
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 reset_widgets(self):
"""
Reset check bar values
:return: empty values in the widgets
"""
for check, button, var in zip(
self.anomaly_detection_methods.get_checks(),
self.anomaly_detection_methods.get_buttons(),
self.anomaly_detection_methods.get_vars()):
button['state'] = 'disabled'
var.set(0)
check['variable'] = var
check['state'] = 'active'
def show_algorithms_options(self, algorithm_name):
"""
Show the parameters options window
:param algorithm_name: input algorithm
:return: new window opened
"""
self.controller.set_current_algorithm_to_edit(algorithm_name)
self.controller.reinitialize_frame("ParametersOptionsWindow")
def set_algorithm_parameters(self, algorithm_name, algorithm_parameters):
"""
Set updated parameters' values
:param algorithm_name: input algorithm
:param algorithm_parameters: parameters to update
:return: updated parameters' values for a given algorithm
"""
self.controller.set_algorithm_parameters(algorithm_name,
algorithm_parameters)
def remove_algorithm_parameters(self, algorithm_name,
algorithm_parameters):
"""
Remove parameters' values
:param algorithm_name: input algorithm
:param algorithm_parameters: parameters to remove
:return: empty values for give parameters
"""
self.controller.remove_algorithm_parameters(algorithm_name,
algorithm_parameters)
def check_algorithm_selected(self):
"""
Validates that any algorithm was selected before continue to next window
:return: True if valid, otherwise False
"""
for check, var in zip(self.anomaly_detection_methods.get_checks(),
self.anomaly_detection_methods.get_vars()):
if var.get():
return True
win32api.MessageBox(0, 'Please select algorithm before the next step.',
'Invalid Algorithm', 0x00001000)
return False
def check_algorithm_parameters_edited(self):
"""
Validates that algorithm's parameters was changed before approve save functionality
:return: True if valid, otherwise False
"""
selected_algorithms = self.controller.get_algorithms()
for check, var in zip(self.anomaly_detection_methods.get_checks(),
self.anomaly_detection_methods.get_vars()):
current_algorithm = check.cget("text")
algoritm_selected = var.get()
if algoritm_selected and current_algorithm not in selected_algorithms:
win32api.MessageBox(
0,
'Please edit algorithm parameters before the next step.',
'Invalid Parameters', 0x00001000)
return False
return True
def validate_next_step(self):
"""
Validates that algorithm was selected and the parameters were updated before moving to next window
:return: True if valid, otherwise False
"""
if self.check_algorithm_selected(
) and self.check_algorithm_parameters_edited():
return True
return False
def next_window(self):
"""
Handle a click on next button
:return: if validations pass move to next window
"""
if self.validate_next_step():
self.controller.reinitialize_frame("FeatureSelectionWindow")
def set_algorithm_checked(self):
"""
Set each algorithm that was checked by the check button
:return: updated input settings
"""
for check, var in zip(self.anomaly_detection_methods.get_checks(),
self.anomaly_detection_methods.get_vars()):
if not var.get():
self.controller.remove_algorithm(check.cget("text"))