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main.py
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main.py
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#------------------------------- Global Imports -------------------------------#
import os, sys
from pathlib import Path
import logging
import queue
import yaml
import tkinter as tk
from tkinter.scrolledtext import ScrolledText
from tkinter import filedialog
from src.adcs_modes import Production, Training
#------------------ Queue Logging Handler and Console Output ------------------#
# By: https://beenje.github.io/blog/posts/logging-to-a-tkinter-scrolledtext-widget
# Code: https://github.com/beenje/tkinter-logging-text-widget/blob/master/main.py
# Locally: /ADCS/notes/miscellaneous/tkinter_console_log.py
class QueueHandler(logging.Handler):
"""Class that inherits from Handler to send logging records to a queue
It can be used from different threads and log from other modules.
The ConsoleUI class polls this queue to display records in a ScrolledText widget.
"""
def __init__(self, log_queue: queue.Queue) -> None:
super().__init__()
self.log_queue = log_queue
def emit(self, record: str) -> None:
self.log_queue.put(record)
class ConsoleUI:
"""Polls messages from a logging queue and displays them in a ScrolledText widget"""
def __init__(self, frame, log_queue: queue.Queue) -> None:
self.frame = frame
self.log_queue = log_queue
# Create ScrolledText widget
self.scrolled_text = ScrolledText(self.frame, state='disabled', height=12)
self.scrolled_text.grid(row=1, column=0, sticky='nsew')
self.scrolled_text.configure(font='TkFixedFont')
self.scrolled_text.tag_config('DEBUG', foreground='gray')
self.scrolled_text.tag_config('INFO', foreground='black')
self.scrolled_text.tag_config('WARNING', foreground='orange')
self.scrolled_text.tag_config('ERROR', foreground='red')
self.scrolled_text.tag_config('CRITICAL', foreground='red', underline=1)
# Initialise QueueHandler with log_queue passed in from main()
self.queue_handler = QueueHandler(self.log_queue)
self.queue_handler.setFormatter(logging.Formatter(
fmt='[%(levelname)s] %(asctime)s - %(message)s',
datefmt='%d-%b-%Y %H:%M:%S',
))
# Start polling messages from the queue
self.frame.after(100, self.poll_log_queue)
def display(self, record: str) -> None:
"""Passes message to be displayed to the console and scrolls to the bottom"""
msg = self.queue_handler.format(record)
self.scrolled_text.configure(state='normal')
self.scrolled_text.insert(tk.END, f'{msg}\n', record.levelname)
self.scrolled_text.configure(state='disabled')
self.scrolled_text.see(tk.END)
def poll_log_queue(self) -> None:
"""Checks every 100ms if there is a new message in the queue to display"""
while True:
try:
record = self.log_queue.get(block=False)
except queue.Empty:
break
else:
self.display(record)
self.frame.after(100, self.poll_log_queue)
#-------------------------------- GUI Classes ---------------------------------#
class RadioButtonRow:
"""Settings Row with a Label and 2 Radio Buttons"""
def __init__(
self,
frame,
title: str,
options: 'list[str]',
settings: dict,
settings_var: str,
row: int,
) -> None:
self.settings = settings
self.settings_var = settings_var
self.v = tk.StringVar()
self.v.set(self.settings[self.settings_var])
tk.Label(frame, text=title).grid(column=0, row=row, sticky='w')
for col, option in enumerate(options, 2):
tk.Radiobutton(
frame,
text=option,
variable=self.v,
value=option,
).grid(column=col, row=row, sticky='w')
class BrowseFileRow:
"""Settings Row with a Label, an Entry to display selection and a browse Button"""
def __init__(
self,
frame,
title: str,
settings: dict,
settings_var: str,
row: int,
mode: str,
default_cwd: bool = False,
) -> None:
self.settings = settings
self.settings_var = settings_var
self.mode = mode
self.v = tk.StringVar()
if default_cwd:
self.v.set(Path.cwd())
else:
self.v.set(self.settings[self.settings_var])
tk.Label(frame, text=title).grid(column=0, row=row, sticky='w', ipadx=10, pady=2)
path_display_box = tk.Entry(
frame,
textvariable=self.v,
border=0.5,
relief='sunken',
)
path_display_box.grid(column=1, columnspan=2, row=row, sticky='ew', ipadx=5, ipady=3, pady=2)
frame.grid_columnconfigure(1, weight=5)
path_display_box.xview('end')
tk.Button(
frame,
text='Browse...',
command=self.browse_callback,
).grid(column=3, row=row, sticky='e', ipadx=2, padx=(0, 10), pady=2)
def browse_callback(self) -> None:
if self.mode == 'dir':
selection = filedialog.askdirectory(initialdir=Path.cwd())
if selection != '':
self.v.set(selection)
elif self.mode == 'file':
selection = filedialog.askopenfilename(
initialdir=Path.cwd(),
filetypes=[('Hierarchical Data Format (HDF5)', '.h5')]
)
if selection != '':
self.v.set(os.path.basename(selection))
class NumberInputRow:
"""Settings Row with a Label and an Entry for numbers validated with a warning Label"""
def __init__(
self,
frame,
title: str,
settings: dict,
settings_var: str,
row: int,
mode: str = '',
) -> None:
self.frame = frame
self.settings = settings
self.settings_var = settings_var
self.row = row
self.mode = mode
self.v = tk.IntVar()
self.v.set(self.settings[self.settings_var])
reg = self.frame.register(self.input_callback)
tk.Label(self.frame, text=title).grid(column=0, row=self.row, sticky='w', ipadx=10, pady=3.5)
tk.Entry(
self.frame,
textvariable=self.v,
border=0.5,
relief='sunken',
width=9,
justify='right',
validate='all',
validatecommand=(reg, '%P'),
).grid(column=3, row=self.row, sticky='e', ipadx=2, padx=(0, 10), pady=2)
def input_callback(self, input_var: tk.IntVar) -> bool:
self.hide_error()
if str.isdigit(input_var):
check_input = int(input_var)
if self.mode == 'not_zero':
if check_input == 0:
self.show_error('Cannot be 0')
elif self.mode == 'power_of_two':
if check_input == 0 or (check_input & (check_input-1) != 0):
self.show_error('Must be power of 2 (1, 2, 4, 8, 16, 32, etc)')
elif self.mode == 'percentage':
if check_input < 0 or check_input > 100:
self.show_error('Must be between 0 - 100')
return True
elif input_var == '':
self.show_error('Cannot be empty')
return True
else:
return False
def show_error(self, error_text: str) -> None:
self.error_msg = tk.Label(self.frame, text=error_text, fg='red')
self.error_msg.grid(column=1, columnspan=2, row=self.row, sticky='e')
def hide_error(self) -> None:
if hasattr(self, 'error_msg'):
self.error_msg.grid_forget()
class SettingsUI:
"""UI Section that houses all the settings rows
Importantly, it also allows users to change the mode to PRODUCTION/TRAINING
based on the radio button row at the top. This section will redraw itself
after detecting a change in the model.
The current settings obtained from the other rows can also be saved back
into the settings.yaml file to update users' preferences on subsequent runs.
"""
def __init__(self, frame) -> None:
self.frame = frame
with open('assets/settings.yaml', 'r') as f: self.settings = yaml.safe_load(f)
self.adcs_mode = tk.StringVar()
self.adcs_mode.set(self.settings['adcs_mode'])
self.draw_adcs_mode_row()
self.check_adcs_mode(self.settings['adcs_mode'])
def draw_adcs_mode_row(self) -> None:
tk.Label(self.frame, text='ADCS Mode').grid(column=0, row=0, sticky='w')
options = ['PRODUCTION', 'TRAINING']
for col, option in enumerate(options, 2):
tk.Radiobutton(
self.frame,
text=option,
variable=self.adcs_mode,
value=option,
command=self.redraw_callback,
).grid(column=col, row=0, sticky='w')
def redraw_callback(self) -> None:
"""Clears section before redrawing the rows"""
for child in self.frame.winfo_children():
child.destroy()
self.draw_adcs_mode_row()
self.check_adcs_mode(self.adcs_mode.get())
def check_adcs_mode(self, mode: str) -> None:
if mode == 'PRODUCTION':
self.draw_production_rows()
elif mode == 'TRAINING':
self.draw_training_rows()
def draw_production_rows(self) -> None:
browsefile_rows = self.draw_browsefile_rows()
tk.Label(self.frame, text='Model Configurations', font='TkFixedFont 9 underline').grid(column=0, row=6, sticky='w', pady=(10,0))
row7 = NumberInputRow(self.frame, 'Batch Size (Higher = more RAM)', self.settings, 'BATCH_SIZE', row=7, mode='power_of_two')
row8 = NumberInputRow(self.frame, '% Confidence Threshold', self.settings, 'CONF_THRESHOLD', row=8, mode='percentage')
row9 = BrowseFileRow(self.frame, 'Backside Model', self.settings, 'bs_model', row=9, mode='file')
row10 = BrowseFileRow(self.frame, 'Edgenormal Model', self.settings, 'en_model', row=10, mode='file')
self.rows = [*browsefile_rows, row7, row8, row9, row10]
def draw_training_rows(self) -> None:
row1 = RadioButtonRow(self.frame, 'Training Mode', ['EDGENORMAL', 'BACKSIDE'], self.settings, 'training_subdir', row=1)
browsefile_rows = self.draw_browsefile_rows()
tk.Label(self.frame, text='Training Configurations', font='TkFixedFont 9 underline').grid(column=0, row=6, sticky='w', pady=(10,0))
row7 = NumberInputRow(self.frame, 'Batch Size (Higher = more RAM)', self.settings, 'BATCH_SIZE', row=7, mode='power_of_two')
row8 = NumberInputRow(self.frame, 'No. of Models to Train', self.settings, 'training_runs', row=8, mode='not_zero')
row9 = NumberInputRow(self.frame, 'Balanced no. of Samples per Class', self.settings, 'training_n', row=9, mode='not_zero')
row10 = NumberInputRow(self.frame, '% Model Saving Threshold', self.settings, 'training_saving_threshold', row=10, mode='percentage')
self.rows = [row1, *browsefile_rows, row7, row8, row9, row10]
def draw_browsefile_rows(self) -> 'list[BrowseFileRow]':
"""Static rows for user to select the correct folder locations"""
tk.Label(self.frame, text='Folder Locations', font='TkFixedFont 9 underline').grid(column=0, row=2, sticky='w', pady=(10,0))
row3 = BrowseFileRow(self.frame, 'Path to New Images (Please Check!)', self.settings, 'adc_drive_new', row=3, mode='dir')
row4 = BrowseFileRow(self.frame, 'Path to Old Images (Please Check!)', self.settings, 'adc_drive_old', row=4, mode='dir')
row5 = BrowseFileRow(self.frame, 'Path to K Drive (Please Check!)', self.settings, 'k_drive', row=5, mode='dir')
return [row3, row4, row5]
def load_current_settings(self) -> dict:
"""Gathers all rows' Tkinter variables and store into an updated settings dictionary"""
current_settings = self.settings.copy()
current_settings['adcs_mode'] = self.adcs_mode.get()
for row in self.rows:
current_settings[row.settings_var] = row.v.get()
return current_settings
def save_settings(self) -> None:
"""Gets the updated settings dictionary and save it back into the settings.yaml file"""
self.settings = self.load_current_settings()
with open('assets/settings.yaml', 'w') as f:
yaml.dump(self.settings, f, default_flow_style=False)
class App:
"""Main Tkinter body that packs the SettingsUI, START/STOP and Save buttons, and ConsoleUI"""
def __init__(self, root: tk.Tk, log_queue: queue.Queue) -> None:
self.root = root
# Tkinter Root Window Configuration
self.root.title('ADC System')
self.root.wm_iconbitmap('assets/icon.ico')
self.root.minsize(600, 500)
self.root.columnconfigure(0, weight=1)
self.root.rowconfigure(0, weight=1)
self.root.protocol('WM_DELETE_WINDOW', self.quit)
# Stretchable Vertical PanedWindow
vertical_pane = tk.PanedWindow(self.root, orient='vertical')
vertical_pane.grid(row=0, column=0, sticky='nsew', padx=5, pady=5)
# Top LabelFrame for Settings UI
settings_frame = tk.LabelFrame(vertical_pane, text='Settings', padx=5, pady=5)
settings_frame.columnconfigure(0, weight=1) # makes col 0 (the only col) stretchable
vertical_pane.add(settings_frame, minsize=345)
# Middle Frame for red 'Running' Label and START/STOP and Save Buttons
btns_frame = tk.Frame(vertical_pane)
self.save_btn = tk.Button(
btns_frame,
text='Save',
command=self.save_callback,
width=8,
)
self.save_btn.pack(side='right', anchor='n', padx=(0, 17), pady=(5, 2))
self.adcs_started = tk.BooleanVar()
self.adcs_started.set(False)
self.start_stop_btn_text = tk.StringVar()
self.start_stop_btn_text.set('START')
tk.Button(
btns_frame,
textvariable=self.start_stop_btn_text,
command=self.start_stop_callback,
width=8,
).pack(side='right', anchor='n', padx=(0, 17), pady=(5, 2))
self.is_running = tk.Label(
btns_frame,
text='Running',
fg='red',
)
self.is_running.pack_forget()
vertical_pane.add(btns_frame, minsize=33)
# Bottom LabelFrame for Console UI
console_frame = tk.LabelFrame(vertical_pane, text='Console', padx=5, pady=5)
console_frame.rowconfigure(1, weight=1) # makes textbox stretchable
console_frame.columnconfigure(0, weight=1) # makes col 0 (the only col) stretchable
vertical_pane.add(console_frame)
# Initialize all frames
self.settings_ui = SettingsUI(settings_frame)
self.console_ui = ConsoleUI(console_frame, log_queue)
def quit(self, *args) -> None:
logging.info('Safely shutting down ADCS...')
self.root.destroy()
def save_callback(self) -> None:
self.settings_ui.save_settings()
logging.info('SETTINGS SAVED')
def start_stop_callback(self) -> None:
if not self.adcs_started.get(): # was stopped >> to start
if not (hasattr(self, 'adcs_thread') and self.adcs_thread.is_alive()):
# Disable all Tkinter Radio Buttons/Buttons/Entry Boxes once started
self.user_inputs = [*self.settings_ui.frame.winfo_children(), self.save_btn]
for child in self.user_inputs:
if isinstance(child, tk.Radiobutton) or isinstance(child, tk.Button) or isinstance(child, tk.Entry):
child.configure(state='disabled')
self.is_running.pack(side='right', anchor='n', padx=(0, 17), pady=(6, 2))
# Start either Production/Training thread
if self.settings_ui.adcs_mode.get() == 'PRODUCTION':
self.adcs_thread = Production(
self.settings_ui.load_current_settings(),
self.adcs_started,
self.start_stop_btn_text,
self.is_running,
self.user_inputs,
)
elif self.settings_ui.adcs_mode.get() == 'TRAINING':
self.adcs_thread = Training(
self.settings_ui.load_current_settings(),
self.adcs_started,
self.start_stop_btn_text,
self.is_running,
self.user_inputs,
)
self.adcs_started.set(True)
self.start_stop_btn_text.set('STOP')
self.adcs_thread.start()
else: # was started >> to stop
self.adcs_thread.stop()
#--------------------------------- Start GUI ----------------------------------#
def main() -> None:
root = tk.Tk()
log_queue = queue.Queue()
logging.basicConfig(
format='[%(levelname)s] %(asctime)s - %(message)s',
datefmt='%d-%b-%Y %H:%M:%S',
level=logging.INFO,
handlers=[
logging.FileHandler(
filename='assets/debug.log',
mode='w',
),
QueueHandler(log_queue),
# logging.StreamHandler(), # for logging to python console
],
)
try:
app = App(root, log_queue)
logging.info('[Automatic Defect Classification System]')
logging.info('// By: Tam Zher Min')
logging.info('// User Guide: https://github.com/zhermin/ADCS')
logging.info('Click START to begin selected mode')
app.root.mainloop()
except KeyboardInterrupt:
sys.exit('\nSafely shutting down ADCS...')
except Exception as e:
logging.exception('ERROR OCCURRED BEFORE TKINTER GUI CAN START')
if __name__ == '__main__':
main()