def show_MLP_options(self):
"""
Callback to open MLP parameters options
:return: suitable parameters for MLP algorithm
"""
self.parent.show_algorithms_options(load_anomaly_detection_list()[2])
def show_Random_Forest_options(self):
"""
Callback to open Random forest parameters options
:return: suitable parameters for Random forest algorithm
"""
self.parent.show_algorithms_options(load_anomaly_detection_list()[3])
def show_LSTM_options(self):
"""
Callback to open LSTM parameters options
:return: suitable parameters for LSTM algorithm
"""
self.parent.show_algorithms_options(load_anomaly_detection_list()[0])
def show_SVR_options(self):
"""
Callback to open SVR parameters options
:return: suitable parameters for SVR algorithm
"""
self.parent.show_algorithms_options(load_anomaly_detection_list()[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)
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 get_algorithm_set_function(algorithm_name):
algorithms = load_anomaly_detection_list()
# Switch to get the suitable set function for a given algorithm
switcher = {
algorithms[0]: InputSettings.set_LSTM,
algorithms[1]: InputSettings.set_SVR,
algorithms[2]: InputSettings.set_MLP,
algorithms[3]: InputSettings.set_Random_Forest
}
return switcher.get(algorithm_name, None)
def get_algorithm_show_function(self, algorithm_name):
"""
Switch to get the callback according to a given algorithm name
:param algorithm_name: input algorithm
:return: callback suitable for input algorithm name
"""
algorithms = load_anomaly_detection_list()
# Switch between algorithms' callbacks
switcher = {
algorithms[0]: self.show_LSTM_options,
algorithms[1]: self.show_SVR_options,
algorithms[2]: self.show_MLP_options,
algorithms[3]: self.show_Random_Forest_options
}
return switcher.get(algorithm_name, None)
def get_algorithm_execution_function(algorithm_name):
"""
switch to get the execution function for a given algorithm
:param algorithm_name:
:return: execution function suitable to input algorithm
"""
algorithms = load_anomaly_detection_list()
# Switch to get the suitable execute function for a given algorithm
switcher = {
algorithms[0]: ModelsExecution.LSTM_execution,
algorithms[1]: ModelsExecution.SVR_execution,
algorithms[2]: ModelsExecution.MLP_execution,
algorithms[3]: ModelsExecution.Random_Forest_execution
}
return switcher.get(algorithm_name, None)
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 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)
