SYSTEM: You are a Python programmer tasked with refactoring code. You are proficient in Python 3.12 and use modern features where appropriate. Your code is clear, easy to read, and free of unnecessary verbosity. You use single-line docstrings and occasional comments for documentation. Often, the code you receive is just one part of a larger program. USER: Focus on the def process_file function . Would it be better to use def is_color_image( for the color/grayscale detection? code: import ctypes
import logging
import os
import shutil
import subprocess
import threading
import time
import tkinter as tk
from collections import defaultdict
from concurrent.futures import ThreadPoolExecutor
from contextlib import contextmanager
from pathlib import Path
from queue import Queue
from tkinter import filedialog
from tkinter import ttk
from typing import Any, Callable, Dict, Iterable, List, Set, Tuple
from dataclasses import dataclass, field

import tempfile
import numpy as np
from PIL import Image, ImageOps
--- Configuration ---

@dataclass
class SharedState:
"""Represents the shared state across the application."""
processed_files_lock: threading.Lock = field(default_factory=threading.Lock)
processed_files_count: int = 0
total_files_count: int = 0
log_message_queue: Queue = field(default_factory=Queue)
tab_messages: Dict[str, List[str]] = field(default_factory=lambda: {
"Log": [],
"Black": [],
"White": [],
"Color": []
})
stop_event: threading.Event = field(default_factory=threading.Event)

class Config:
"""Configuration settings for the image processing application."""
SCRIPT_DIR: Path = Path(file).parent.resolve()
INPUT_FOLDER: Path = Path(os.getenv('INPUT_FOLDER', SCRIPT_DIR / '1. Input'))
OUTPUT_FOLDER: Path = Path(os.getenv('OUTPUT_FOLDER', SCRIPT_DIR / '2. Output'))
DEFAULT_INPUT_FOLDER: Path = INPUT_FOLDER
DEFAULT_OUTPUT_FOLDER: Path = OUTPUT_FOLDER

# Executable Paths
IMAGEMAGICK: Path = Path(os.getenv('IMAGEMAGICK', 'D:/Bilder/Python/0. Code/Requirements/ImageMagick.exe'))
FFMPEG: Path = Path(os.getenv('FFMPEG', 'D:/Bilder/Python/0. Code/Requirements/ffmpeg.exe'))

# Supported File Extensions
AUDIO_EXTENSIONS: Set[str] = {'.mka', '.mpga', '.mp3', '.aac', '.flac', '.opus'}
IMAGE_EXTENSIONS: Set[str] = {'.png', '.jpg', '.jpeg', '.webp'}
VIDEO_EXTENSIONS: Set[str] = {'.mkv', '.mp4'}

# Display and Formatting Constants
SEPARATOR_LENGTH: int = 310
PADDING_LENGTH: int = 82
PROGRESS_BAR_LENGTH: int = 100

# Default Resize Options
DEFAULT_RESIZE_MODE: str = "Shortest Side"
DEFAULT_RESIZE_WIDTH: int = 0
DEFAULT_RESIZE_HEIGHT: int = 0
DEFAULT_RESIZE_SIDE: int = 1600
DEFAULT_RESIZE_FORMAT: str = "png"

# Color Detection Thresholds
COLORDIFF_THRESHOLD: int = 5
FRACTION_COLORED_PIXELS_THRESHOLD: float = 0.03

@classmethod
def setup(cls) -> None:
    """Create output directory and configure logging settings."""
    cls.OUTPUT_FOLDER.mkdir(parents=True, exist_ok=True)
    logging.getLogger("PIL").setLevel(logging.WARNING)

@classmethod
def initialize(cls) -> SharedState:
    """Initialize configuration and return shared state."""
    cls.setup()
    return SharedState()

@contextmanager
def create_temp_folder() -> Path:
"""Yield a temporary folder within the output directory."""
with tempfile.TemporaryDirectory(dir=Config.OUTPUT_FOLDER) as temp_dir:
yield Path(temp_dir)
--- Utility Functions ---

def log_error(message: str) -> None:
"""Log an error message to the shared state queue."""
shared_state.log_message_queue.put(f"- {message}")

def clear_console() -> None:
"""Clear the console screen."""
os.system('cls' if os.name == 'nt' else 'clear')

def count_image_files(folder: Path) -> int:
"""Count the number of image files in a folder and its subfolders."""
return sum(1 for path in folder.rglob('*') if path.is_file() and path.suffix.lower() in IMAGE_EXTENSIONS)

def is_valid_image(path: Path) -> bool:
"""Check if the given path is a valid image file."""
try:
with Image.open(path):
return True
except (OSError, ValueError) as e:
log_error(f"Error reading image {path}: {e}")
return False

def open_and_convert_image(path: Path) -> Image.Image:
"""Open an image and convert it to an appropriate mode."""
with Image.open(path) as img:
match img.mode:
case 'P':
return img.convert('L')
case 'L' | 'RGB' | 'RGBA':
return img.copy()
case _:
return img.convert('RGB')

def convert_png_to_jpg(input_path: Path, output_path: Path) -> None:
"""Convert a PNG image to JPG format."""
try:
with Image.open(input_path) as img:
if img.mode not in ('RGB', 'L'):
img = img.convert('RGB')

        jpg_path = output_path.with_suffix('.jpg')
        img.save(jpg_path, format='JPEG', quality=80, subsampling=0)
    
    input_path.unlink()
except Exception as e:
    log_error(f"Error converting {input_path} to JPG: {e}")

def check_executable(executable: Path, name: str) -> None:
"""Check if a given executable is available in the system."""
if not shutil.which(str(executable)):
raise FileNotFoundError(f"- {name} executable not found at: {executable}")

def check_imagemagick() -> None:
"""Check if ImageMagick is available in the system."""
check_executable(Config.IMAGEMAGICK, "ImageMagick")

def check_ffmpeg() -> None:
"""Check if FFmpeg is available in the system."""
check_executable(Config.FFMPEG, "FFmpeg")
--- Color Detection ---

def is_color_image(
img: np.ndarray,
diff_threshold: int = Config.COLORDIFF_THRESHOLD,
fraction_threshold: float = Config.FRACTION_COLORED_PIXELS_THRESHOLD
) -> bool:
"""Determine if an image is color based on RGB channel differences."""
# Check if the image has three channels (RGB)
if img.ndim != 3 or img.shape[2] != 3:
return False

# Calculate the peak-to-peak (max - min) difference across the RGB channels for each pixel
max_diff = np.ptp(img, axis=2)

# Compute the fraction of pixels where the max difference exceeds the threshold
fraction_colored = np.mean(max_diff > diff_threshold)

# Determine if the image meets or exceeds the required fraction of colored pixels
return fraction_colored >= fraction_threshold

--- Process Bar and Multithreading ---

def update_status(start_time: float, processed_count: int, total_files: int) -> None:
"""Update the application's status text with processing details."""
elapsed_time = time.time() - start_time
minutes, seconds = divmod(int(elapsed_time), 60)
elapsed_time_str = f"{minutes:02d}:{seconds:02d}"

start_time_str = time.strftime('%H:%M:%S', time.localtime(start_time))
status_text = (
    f"Start Time: {start_time_str} - "
    f"Processed Files: {processed_count}/{total_files} - "
    f"Elapsed Time: {elapsed_time_str} Minutes"
)

padded_status_text = status_text.ljust(Config.PADDING_LENGTH)
app.update_status_text(padded_status_text)

def update_elapsed_time(start_time: float, total_files: int, stop_event: threading.Event) -> None:
"""Continuously update the elapsed time until the stop event is set."""
while not stop_event.is_set():
update_status(start_time, shared_state.processed_files_count, total_files)
time.sleep(1)

def start_elapsed_time_thread(start_time: float, total_files: int, stop_event: threading.Event) -> threading.Thread:
"""Start a thread to update the elapsed time."""
thread = threading.Thread(
target=update_elapsed_time,
args=(start_time, total_files, stop_event),
daemon=True
)
thread.start()
return thread

def run_with_thread_pool(tasks: Iterable[Any], process_func: Callable[..., Any], *args) -> int:
"""Execute tasks using a thread pool, updating progress and handling errors."""
shared_state.processed_files_count = 0
shared_state.total_files_count = total = len(tasks)
start_time = time.time()

app.update_progress(0)

stop_event = threading.Event()
elapsed_time_thread = start_elapsed_time_thread(start_time, total, stop_event)

try:
    with ThreadPoolExecutor() as executor:
        futures: list[Future] = [
            executor.submit(process_func, task, *args) for task in tasks
        ]

        for index, future in enumerate(futures, start=1):
            if shared_state.stop_event.is_set():
                for f in futures:
                    f.cancel()
                break
            try:
                future.result()
            except Exception as e:
                log_error(f"Error during processing: {e}")
            finally:
                progress = (index / total) * 100
                app.update_progress(progress)
finally:
    stop_event.set()
    elapsed_time_thread.join()

return total

--- Image Processing Functions ---

def process_grayscale_image(
img: np.ndarray,
path: Path,
image_processor: 'ImageProcessor',
temp_folder: Path
) -> Tuple[Path, int, int]:
"""Adjust grayscale values and save the processed image."""
try:
adjusted, modal_black, modal_white = adjust_values(img)
relative_parent = path.parent.relative_to(Config.INPUT_FOLDER)
out_path = temp_folder / relative_parent / f"{path.stem}.png"
out_path.parent.mkdir(parents=True, exist_ok=True)

    Image.fromarray(adjusted).convert('L').save(out_path, format='PNG', compress_level=5)

    subfolder = relative_parent.as_posix()
    filename = path.name

    if modal_black:
        image_processor.black_results[subfolder].append((filename, modal_black))
    if modal_white != 255:
        image_processor.white_results[subfolder].append((filename, modal_white))

    return out_path, modal_black, modal_white
except (ValueError, OSError) as e:
    log_error(f"Error processing grayscale image {path}: {e}")
    return path, 0, 255

def process_color_image(
img: np.ndarray,
path: Path,
image_processor: 'ImageProcessor',
temp_folder: Path,
diff_threshold: int = Config.COLORDIFF_THRESHOLD,
fraction_threshold: float = Config.FRACTION_COLORED_PIXELS_THRESHOLD
) -> Tuple[Path, bool]:
"""Process an image to determine if it's color or grayscale and handle accordingly."""
try:
if is_color_image(img, diff_threshold, fraction_threshold):
# Save color image as PNG
relative_path = path.relative_to(Config.INPUT_FOLDER).with_suffix('.png')
out_path = temp_folder / relative_path
out_path.parent.mkdir(parents=True, exist_ok=True)
Image.fromarray(img).save(out_path, format='PNG', compress_level=5)

        subfolder = path.parent.relative_to(Config.INPUT_FOLDER).as_posix()
        image_processor.color_results[subfolder].append(path.name)

        return out_path, False

    # Handle grayscale image
    gray_image = ImageOps.grayscale(Image.fromarray(img))
    gray_array = np.array(gray_image)
    out_path, modal_black, modal_white = process_grayscale_image(
        gray_array, path, image_processor, temp_folder
    )
    return out_path, modal_black != 0
except (OSError, ValueError) as e:
    log_error(f"Error processing image {path}: {e}")
    return path, False

def adjust_values(img: np.ndarray) -> Tuple[np.ndarray, int, int]:
"""Adjust the values of a grayscale image."""
try:
# Calculate modal white value in the range [250, 256)
hist_white, bins_white = np.histogram(img[img >= 250], bins=6, range=(250, 256))
modal_white = int(bins_white[np.argmax(hist_white)])

    # Calculate modal black value in the range [0, 61)
    hist_black, bins_black = np.histogram(img[img < 61], bins=61, range=(0, 61))
    modal_black = int(bins_black[np.argmax(hist_black)])

    # Convert image to float for processing
    adjusted = img.astype(np.float64)

    # Scale image if modal white is not at maximum intensity
    if modal_white != 255:
        adjusted *= 255.0 / modal_white
        adjusted = np.clip(adjusted, 0, 255)

    # Adjust image based on modal black value
    if modal_black:
        adjusted = (adjusted - modal_black) * (255.0 / (255 - modal_black))
        adjusted = np.clip(adjusted, 0, 255)

        gamma = 1.0 - (modal_black / 255.0)
        adjusted = np.power(adjusted / 255.0, gamma) * 255

        # Preserve original extreme values
        adjusted[img == 0] = 0
        adjusted[img == 255] = 255

    # Convert back to unsigned 8-bit integer
    adjusted = adjusted.astype(np.uint8)

    return adjusted, modal_black, modal_white

except ValueError as e:
    log_error(f"Error adjusting values for image: {e}")
    return img, 0, 255

def analyze_images(image_processor: 'ImageProcessor') -> None:
"""Analyze images in the input folder for color properties."""
image_processor.reset_results()
image_files = [
path for path in Config.INPUT_FOLDER.rglob('*')
if path.is_file() and path.suffix.lower() in Config.IMAGE_EXTENSIONS
]

if not image_files:
    log_error(f"No image files found in '{Config.INPUT_FOLDER}'")
    return

with create_temp_folder() as temp_folder:
    start_time = time.time()
    run_with_thread_pool(image_files, analyze_file, start_time, len(image_files))

def analyze_file(path: Path, start_time: float, total: int) -> None:
"""Analyze an image to classify it as color or grayscale."""
if not is_valid_image(path):
return

try:
    img = np.array(open_and_convert_image(path))
    subfolder = path.parent.relative_to(Config.INPUT_FOLDER).as_posix()
    filename = path.name

    if is_color_image(img):
        image_processor.color_results[subfolder].append(filename)
    else:
        adjusted, modal_black, modal_white = adjust_values(img)
        if modal_black:
            image_processor.black_results[subfolder].append((filename, modal_black))
        if modal_white != 255:
            image_processor.white_results[subfolder].append((filename, modal_white))
except (OSError, ValueError) as e:
    log_error(f"Error processing image {path}: {e}")
finally:
    with shared_state.processed_files_lock:
        shared_state.processed_files_count += 1
    update_status(start_time, shared_state.processed_files_count, total)

def find_color_images(image_processor: "ImageProcessor") -> None:
"""Find and move color images to the output folder."""
image_processor.reset_results()
image_extensions: set[str] = {ext.lower() for ext in Config.IMAGE_EXTENSIONS}

tasks: list[Path]
if not (tasks := [
    path
    for path in Config.INPUT_FOLDER.rglob("*")
    if path.is_file() and path.suffix.lower() in image_extensions
]):
    log_error(f"No image files found in '{Config.INPUT_FOLDER}'")
    return

with create_temp_folder():
    run_with_thread_pool(
        tasks, move_color_image_file, time.time(), len(tasks), image_processor
    )

def move_color_image_file(path: Path, start_time: float, total_files: int, image_processor: 'ImageProcessor') -> None:
"""Move a color image file to the output folder and update processing status."""
if not is_valid_image(path):
with shared_state.processed_files_lock:
shared_state.processed_files_count += 1
update_status(start_time, shared_state.processed_files_count, total_files)
return

try:
    img = np.array(open_and_convert_image(path))
    if is_color_image(img):
        rel_path = path.relative_to(Config.INPUT_FOLDER)
        out_path = Config.OUTPUT_FOLDER / rel_path
        out_path.parent.mkdir(parents=True, exist_ok=True)
        shutil.move(str(path), str(out_path))

        subfolder = str(path.parent.relative_to(Config.INPUT_FOLDER))
        image_processor.color_results[subfolder].append(path.name)
except (OSError, ValueError) as e:
    log_error(f"Error processing image {path}: {e}")
finally:
    with shared_state.processed_files_lock:
        shared_state.processed_files_count += 1
    update_status(start_time, shared_state.processed_files_count, total_files)

--- Corrupted Files ---

def check_for_corrupted_files() -> None:
"""Check for corrupted files in the input folder using FFmpeg."""
image_processor.reset_results()

try:
    check_ffmpeg()
except FileNotFoundError as error:
    log_error(str(error))
    return

valid_extensions: set[str] = (
    Config.VIDEO_EXTENSIONS 
    | Config.AUDIO_EXTENSIONS 
    | Config.IMAGE_EXTENSIONS
)
tasks: List[Path] = [
    file
    for file in Config.INPUT_FOLDER.rglob("*")
    if file.is_file() and file.suffix.lower() in valid_extensions
]

if not tasks:
    log_error(f"No valid media files found in '{Config.INPUT_FOLDER}'")
    return

error_queue: Queue[Tuple[Path, List[str]]] = Queue()
start_time: float = time.time()
total_files: int = len(tasks)

def check_file(file_path: Path) -> None:
    try:
        base_command: List[str] = [
            str(Config.FFMPEG),
            "-v", "error",
            "-i", str(file_path)
        ]
        if file_path.suffix.lower() in Config.VIDEO_EXTENSIONS:
            base_command += ["-map", "0:a:0"]
        base_command += ["-f", "null", "-"]

        result: subprocess.CompletedProcess = subprocess.run(
            base_command,
            capture_output=True,
            text=True,
            encoding="utf-8",
            errors="ignore"
        )
        combined_output: str = f"{result.stdout}\n{result.stderr}"
        error_messages: List[str] = [
            line.strip()
            for line in combined_output.splitlines()
            if "error" in line.lower()
        ]

        if error_messages:
            error_queue.put((file_path.resolve(), error_messages))
    except Exception as e:
        error_queue.put((file_path.resolve(), [f"Error processing file {file_path}: {e}"]))
    finally:
        with shared_state.processed_files_lock:
            shared_state.processed_files_count += 1
        update_status(start_time, shared_state.processed_files_count, total_files)

run_with_thread_pool(tasks, check_file)
log_errors(error_queue)

--- Resize Images ---

def resize_image(input_path: Path, output_path: Path) -> Path:
"""Resize an image using ImageMagick."""
output_path = output_path.with_suffix('.png')

identify_command = [
    str(Config.IMAGEMAGICK),
    str(input_path),
    '-format', '%wx%h',
    'info:'
]
try:
    result = subprocess.run(
        identify_command, 
        stdout=subprocess.PIPE, 
        stderr=subprocess.PIPE, 
        text=True, 
        check=True
    )
    current_width, current_height = map(int, result.stdout.strip().split('x'))
except subprocess.CalledProcessError as e:
    log_error(f"ImageMagick identify failed for {input_path}: {e.stderr.strip()}")
    return output_path

resize_mode = app.RESIZE_MODE.get()
maintain_aspect = app.maintain_aspect_ratio.get()

if resize_mode == "Fit":
    target_width = int(app.RESIZE_WIDTH.get() or 0)
    target_height = int(app.RESIZE_HEIGHT.get() or 0)
    
    if maintain_aspect:
        if target_width == 0 and target_height > 0:
            target_width = int(target_height * current_width / current_height)
        elif target_height == 0 and target_width > 0:
            target_height = int(target_width * current_height / current_width)
    
    resize_arg = f'{target_width}x{target_height}!'
else:  # Shortest Side
    target_size = int(app.RESIZE_SIDE.get())
    resize_arg = f'{target_size}x{target_size}^'

is_upscaling = (
    (resize_mode == "Fit" and (target_width > current_width or target_height > current_height)) or
    (resize_mode == "Shortest Side" and target_size > min(current_width, current_height))
)

command = [
    str(Config.IMAGEMAGICK),
    str(input_path),
]

if is_upscaling:
    command += [
        '-filter', 'LanczosSharp',
        '-distort', 'Resize', resize_arg,
    ]
else:
    command += [
        '-colorspace', 'RGB',
        '-filter', 'Lanczos2Sharp',
        '-resize', resize_arg,
        '-colorspace', 'sRGB',
    ]

command += [
    '-define', 'png:compression-level=5',
    str(output_path)
]

try:
    result = subprocess.run(
        command,
        stdout=subprocess.PIPE,
        stderr=subprocess.PIPE,
        text=True,
        check=True
    )
    if result.stderr:
        log_error(f"ImageMagick: {result.stderr.strip()}")
except subprocess.CalledProcessError as e:
    log_error(f"ImageMagick resize failed for {input_path}: {e.stderr.strip()}")

return output_path

def resize_images(input_folder: Path, output_folder: Path, image_processor: 'ImageProcessor'):
"""Resize images in the input folder and save them to the output folder."""
try:
check_imagemagick()
except FileNotFoundError as e:
log_error(str(e))
return

tasks = [input_path for input_path in input_folder.rglob('*') 
         if input_path.is_file() and input_path.suffix.lower() in Config.IMAGE_EXTENSIONS]

if not tasks:
    log_error(f"No image files found in '{input_folder}'")
    return

with create_temp_folder() as temp_folder:
    try:
        run_with_thread_pool(tasks, process_file, time.time(), len(tasks), image_processor, temp_folder, True)
    finally:
        pass

--- Processing ---

def process_file(path: Path, start_time, total_files, image_processor: 'ImageProcessor', temp_folder: Path, resize=False, auto_correct_and_resize=False) -> None:
"""Process a single image file."""
if shared_state.stop_event.is_set():
return

if not is_valid_image(path):
    log_error(f"Invalid image file: {path}")
    with shared_state.processed_files_lock:
        shared_state.processed_files_count += 1
    update_status(start_time, shared_state.processed_files_count, total_files)
    return

try:
    img = np.array(open_and_convert_image(path))
except (OSError, ValueError) as e:
    log_error(f"Error reading image {path}: {e}")
    with shared_state.processed_files_lock:
        shared_state.processed_files_count += 1
    update_status(start_time, shared_state.processed_files_count, total_files)
    return

relative_path = path.relative_to(Config.INPUT_FOLDER)
temp_output_path = temp_folder / relative_path
temp_output_path = temp_output_path.with_suffix('.png')
temp_output_path.parent.mkdir(parents=True, exist_ok=True)

if auto_correct_and_resize:
    if img.ndim == 2 or (img.ndim == 3 and img.shape[2] == 1):
        intermediate_path, _, _ = process_grayscale_image(img, path, image_processor, temp_folder)
    else:
        intermediate_path, _ = process_color_image(img, path, image_processor, temp_folder)
    temp_output_path = resize_image(intermediate_path, temp_output_path)
elif resize:
    temp_output_path = resize_image(path, temp_output_path)
else:
    if img.ndim == 2 or (img.ndim == 3 and img.shape[2] == 1):
        temp_output_path, _, _ = process_grayscale_image(img, path, image_processor, temp_folder)
    else:
        temp_output_path, _ = process_color_image(img, path, image_processor, temp_folder)

final_output_path = Config.OUTPUT_FOLDER / relative_path
final_output_path.parent.mkdir(parents=True, exist_ok=True)

if app.RESIZE_FORMAT.get() == 'jpg':
    final_output_path = final_output_path.with_suffix('.jpg')
    convert_png_to_jpg(temp_output_path, final_output_path)
else:
    final_output_path = final_output_path.with_suffix('.png')
    shutil.move(str(temp_output_path), str(final_output_path))

with shared_state.processed_files_lock:
    shared_state.processed_files_count += 1
update_status(start_time, shared_state.processed_files_count, total_files)

def process_folder(folder: Path, image_processor: 'ImageProcessor', auto_correct_and_resize=False) -> None:
"""Process all images in a folder."""
image_processor.reset_results()

if auto_correct_and_resize:
    try:
        check_imagemagick()
    except FileNotFoundError as e:
        log_error(str(e))
        return

tasks = [path for path in folder.rglob('*') 
         if path.is_file() and path.suffix.lower() in Config.IMAGE_EXTENSIONS]

if not tasks:
    log_error(f"No image files found in '{folder}'")
    return

with create_temp_folder() as temp_folder:
    try:
        run_with_thread_pool(tasks, process_file, time.time(), len(tasks), image_processor, temp_folder, False, auto_correct_and_resize)
    finally:
        pass

--- Logging ---

def log_errors(error_queue):
"""Log errors from the error queue."""
error_dict = defaultdict(list)
while not error_queue.empty():
file_path, error_messages = error_queue.get()
error_dict[file_path].extend(error_messages)

if error_dict:
    shared_state.log_message_queue.put("UPDATE_LOG")
    for file_path in sorted(error_dict.keys()):
        shared_state.log_message_queue.put(f"{file_path.resolve()}")
        shared_state.log_message_queue.put("")
        for error_message in sorted(error_dict[file_path]):
            log_error(error_message)
        shared_state.log_message_queue.put("")

def log_and_execute(choice: str, label: str, function: callable, *args):
"""Log the execution of a function and run it in a separate thread."""
def run_in_thread():
start_time = time.time()
separator = '-' * Config.SEPARATOR_LENGTH
shared_state.log_message_queue.put(f"{separator}\n{label}\n{separator}\n")

    try:
        total_files = function(*args)
    except FileNotFoundError as e:
        log_error(str(e))
        total_files = 0
    except (OSError, ValueError) as e:
        log_error(f"An error occurred during '{label}': {e}")
        total_files = 0

    end_time = time.time()
    execution_time = end_time - start_time
    
    shared_state.log_message_queue.put("")
    image_processor.write_results_to_files(Config.OUTPUT_FOLDER, choice)
    
    app.after(0, app.update_final_status, execution_time)
    app.after(0, app.update_text_area)

thread = threading.Thread(target=run_in_thread)
thread.start()

--- ImageProcessor Class ---

class ImageProcessor:
"""Class to handle image processing results."""
def init(self):
self.white_results = defaultdict(list)
self.black_results = defaultdict(list)
self.color_results = defaultdict(list)

def write_results_to_files(self, output_folder: Path, choice: str):
    """Write processing results to files."""
    results_map = {
        '2': ("2. Analyze Images", "Modal Value Black", "Modal Value White"),
        '3': ("3. Find Color Images", "Filename"),
        '5': ("5. Automatic Color Correction", "Modal Value Black", "Modal Value White"),
        '6': ("6. Automatic Color Correction + Resize", "Modal Value Black", "Modal Value White")
    }
    headers = results_map.get(choice)
    if headers:
        if choice == '3':
            self._write_results("Color", self.color_results, headers[0], headers[1])
        else:
            self._write_results("Black", self.black_results, headers[0], headers[1])
            self._write_results("White", self.white_results, headers[0], headers[2])
            self._write_results("Color", self.color_results, headers[0], "Filename")

def _write_results(self, file_path: str, results: Dict[str, List[Tuple[str, int]]], header: str,
                   value_name: str):
    """Write results to a specific file."""
    separator = '-' * Config.SEPARATOR_LENGTH
    content = f"{separator}\n{header}\n{separator}\n"
    if results:
        for subfolder, subfolder_results in sorted(results.items()):
            full_subfolder_path = Config.INPUT_FOLDER / subfolder
            content += f"\n{full_subfolder_path}\n\n"
            if value_name == "Filename":
                subfolder_results.sort()
                content += '\n'.join(f" - {filename}" for filename in subfolder_results)
            else:
                subfolder_results.sort(key=lambda x: x[1], reverse=True)
                content += '\n'.join(
                    f" - {filename}, {value_name}: {value}" for filename, value in subfolder_results)
            content += "\n"
    shared_state.tab_messages[file_path].append(content)

def reset_results(self):
    """Reset all results."""
    self.white_results = defaultdict(list)
    self.black_results = defaultdict(list)
    self.color_results = defaultdict(list)

--- Tkinter App ---

class App(tk.Tk):
def init(self):
super().init()
self.setup_window()
self.create_variables()
self.create_widgets()
self.setup_logging()
self.process_start_time = 0

def setup_window(self):
    self.set_dpi_awareness()
    self.title("Image Processor")
    self.geometry("2100x1180")
    self.default_font = ("Roboto Flex", 16)
    self.apply_default_font()

def set_dpi_awareness(self):
    try:
        ctypes.windll.shcore.SetProcessDpiAwareness(1)
    except Exception as e:
        print(f"Could not set DPI awareness: {e}")

def apply_default_font(self):
    self.option_add("*Font", self.default_font)
    self.style = ttk.Style()
    for widget_type in ["TButton", "TLabel", "TEntry", "TRadiobutton", "TNotebook.Tab"]:
        self.style.configure(widget_type, font=self.default_font)
    self.style.configure("TFrame", background="#fdfdfd")
    self.style.configure("TLabel", background="#fdfdfd")
    self.style.configure("TNotebook", background="#f8f8f8")
    self.style.configure("TRadiobutton", background="#fdfdfd")

def create_variables(self):
    self.RESIZE_MODE = tk.StringVar(value=Config.DEFAULT_RESIZE_MODE)
    self.RESIZE_WIDTH = tk.StringVar(value=str(Config.DEFAULT_RESIZE_WIDTH))
    self.RESIZE_HEIGHT = tk.StringVar(value=str(Config.DEFAULT_RESIZE_HEIGHT))
    self.RESIZE_SIDE = tk.StringVar(value=str(Config.DEFAULT_RESIZE_SIDE))
    self.RESIZE_FORMAT = tk.StringVar(value=Config.DEFAULT_RESIZE_FORMAT)
    self.option_var = tk.StringVar(value="4")
    self.status_text = tk.StringVar(value="")

def create_widgets(self):
    main_frame = ttk.Frame(self, padding="20")
    main_frame.pack(fill=tk.BOTH, expand=True)

    self.create_folder_selection_frames(main_frame)
    self.create_resize_options_frame(main_frame)
    self.create_options_and_start_frame(main_frame)
    self.create_text_frame(main_frame)
    self.create_progress_bar(main_frame)
    self.create_status_label(main_frame)

def create_folder_selection_frames(self, parent):
    self.create_folder_frame(parent, "Input", Config.INPUT_FOLDER, self.set_default_input, self.select_input_folder)
    self.create_folder_frame(parent, "Output", Config.OUTPUT_FOLDER, self.set_default_output, self.select_output_folder)

def create_folder_frame(self, parent, label, default_folder, default_command, select_command):
    frame = ttk.Frame(parent)
    frame.pack(fill=tk.X, pady=(0, 10))

    ttk.Button(frame, text="Default", command=default_command, width=10).pack(side=tk.LEFT, padx=(0, 10))

    entry = ttk.Entry(frame)
    entry.insert(0, str(default_folder))
    entry.pack(side=tk.LEFT, expand=True, fill=tk.X)

    ttk.Button(frame, text=f"Select {label} Folder", command=select_command, width=20).pack(side=tk.LEFT, padx=(10, 0))

    setattr(self, f"{label.lower()}_entry", entry)

def create_resize_options_frame(self, parent):
    resize_frame = ttk.Frame(parent)
    resize_frame.pack(fill=tk.X, pady=(0, 10))

    ttk.Button(resize_frame, text="Default", command=self.reset_resize_options, width=10).pack(side=tk.LEFT, padx=(0, 10))

    self.create_resize_options(resize_frame)

    self.start_button = ttk.Button(resize_frame, text="Start", command=self.start_processing, width=20)
    self.start_button.pack(side=tk.RIGHT, padx=(10, 0))

def create_resize_options(self, frame):
    ttk.Label(frame, text="Format:").pack(side=tk.LEFT, padx=(0, 5))
    ttk.Combobox(frame, textvariable=self.RESIZE_FORMAT, values=["png", "jpg"], state="readonly", width=4).pack(side=tk.LEFT, padx=(0, 10))

    ttk.Label(frame, text="Resize:").pack(side=tk.LEFT, padx=(0, 5))
    mode_combo = ttk.Combobox(frame, textvariable=self.RESIZE_MODE, values=["Shortest Side", "Fit"], state="readonly", width=12)
    mode_combo.pack(side=tk.LEFT, padx=(0, 10))
    mode_combo.bind("<<ComboboxSelected>>", self.update_resize_options)

    self.width_label = ttk.Label(frame, text="Width:")
    self.width_entry = ttk.Entry(frame, textvariable=self.RESIZE_WIDTH, width=5)
    self.height_label = ttk.Label(frame, text="Height:")
    self.height_entry = ttk.Entry(frame, textvariable=self.RESIZE_HEIGHT, width=5)
    self.maintain_aspect_ratio = tk.BooleanVar(value=False)
    self.maintain_aspect_ratio_label = ttk.Label(frame, text="Maintain Aspect Ratio", font=self.default_font) 
    self.maintain_aspect_ratio_checkbox = ttk.Checkbutton(frame, variable=self.maintain_aspect_ratio)
    self.side_label = ttk.Label(frame, text="Side:")
    self.side_entry = ttk.Entry(frame, textvariable=self.RESIZE_SIDE, width=5)

    self.update_resize_options()

def create_options_and_start_frame(self, parent):
    frame = ttk.Frame(parent)
    frame.pack(fill=tk.X, pady=(0, 10))

    self.create_options_frame(frame)
    self.create_stop_button(frame)

def create_options_frame(self, parent):
    options_frame = ttk.Frame(parent)
    options_frame.pack(side=tk.LEFT, fill=tk.X, expand=True)

    options = [
        ("Check For Corrupted Files", "4"),
        ("Analyze Images", "2"),
        ("Find Color Images", "3"),
        ("Resize Images", "1"),
        ("Automatic Color Correction", "5"),
        ("Automatic Color Correction + Resize", "6")
    ]

    for col, (text, value) in enumerate(options):
        ttk.Radiobutton(options_frame, text=text, variable=self.option_var, value=value).grid(row=0, column=col, sticky="ew")
        options_frame.columnconfigure(col, weight=1)

def create_stop_button(self, parent):
    self.stop_button = ttk.Button(parent, text="Stop", command=self.stop_processing, width=20, state=tk.DISABLED)
    self.stop_button.pack(side=tk.RIGHT, padx=(10, 0))

def create_text_frame(self, parent):
    text_frame = ttk.Frame(parent)
    text_frame.pack(fill=tk.BOTH, expand=True)

    self.notebook = ttk.Notebook(text_frame)
    self.notebook.pack(fill=tk.BOTH, expand=True)

    self.text_areas = {}
    for tab in ["Log", "Black", "White", "Color"]:
        frame = ttk.Frame(self.notebook)
        self.notebook.add(frame, text=tab)
        self.text_areas[tab] = self.create_text_area(frame)

def create_text_area(self, parent):
    frame = ttk.Frame(parent)
    frame.pack(fill=tk.BOTH, expand=True)

    text_area = tk.Text(frame, wrap=tk.NONE, bg="#ffffff", state='disabled', padx=7, pady=7, fg="#000000", font=self.default_font)
    scrollbar_y = ttk.Scrollbar(frame, command=text_area.yview)
    scrollbar_x = ttk.Scrollbar(frame, command=text_area.xview, orient='horizontal')

    scrollbar_y.pack(side=tk.RIGHT, fill=tk.Y)
    text_area.pack(side=tk.TOP, fill=tk.BOTH, expand=True)
    scrollbar_x.pack(side=tk.BOTTOM, fill=tk.X)

    text_area.config(yscrollcommand=scrollbar_y.set, xscrollcommand=scrollbar_x.set)
    return text_area

def create_progress_bar(self, parent):
    self.progress = ttk.Progressbar(parent, mode="determinate", maximum=Config.PROGRESS_BAR_LENGTH)
    self.progress.pack(pady=(30, 0), padx=20, fill="x")
    self.progress.config(value=0)

def create_status_label(self, parent):
    ttk.Label(parent, textvariable=self.status_text).pack(pady=(10, 15))

def setup_logging(self):
    self.queue_thread = threading.Thread(target=self.update_text_area_from_queue, daemon=True)
    self.queue_thread.start()

def set_default_folder(self, entry, default_folder):
    entry.delete(0, tk.END)
    entry.insert(0, str(default_folder))
    return Path(default_folder)

def set_default_input(self):
    Config.INPUT_FOLDER = self.set_default_folder(self.input_entry, Config.DEFAULT_INPUT_FOLDER)

def set_default_output(self):
    Config.OUTPUT_FOLDER = self.set_default_folder(self.output_entry, Config.DEFAULT_OUTPUT_FOLDER)

def select_folder(self, entry: ttk.Entry, config_attr: str) -> None:
    selected_folder = filedialog.askdirectory()
    if selected_folder:
        path = Path(selected_folder).resolve()
        entry.delete(0, tk.END)
        entry.insert(0, str(path))
        setattr(Config, config_attr, path)

def select_input_folder(self):
    self.select_folder(self.input_entry, 'INPUT_FOLDER')

def select_output_folder(self):
    self.select_folder(self.output_entry, 'OUTPUT_FOLDER')

def update_status_text(self, text):
    self.status_text.set(text)
    self.update_idletasks()

def update_progress(self, value):
    self.progress['value'] = min(value, Config.PROGRESS_BAR_LENGTH)
    self.update_idletasks()

def update_text_area(self, content_key=None, message=None):
    for tab_key, text_area in self.text_areas.items():
        text_area.configure(state='normal')
        text_area.delete("1.0", tk.END)
        content = "\n".join(shared_state.tab_messages[tab_key])
        text_area.insert(tk.END, content)
        text_area.configure(state='disabled')

def start_processing(self):
    shared_state.stop_event.clear()
    self.start_button.config(state=tk.DISABLED)
    self.stop_button.config(state=tk.NORMAL)
    self.process_start_time = time.time()
    if hasattr(self, 'stopped_by_user'):
        delattr(self, 'stopped_by_user')
    choice = self.option_var.get()

    actions = {
        "1": ("1. Resize Images", resize_images, Config.INPUT_FOLDER, Config.OUTPUT_FOLDER, image_processor),
        "2": ("2. Analyze Images", analyze_images, image_processor),
        "3": ("3. Find Color Images", find_color_images, image_processor),
        "4": ("4. Check For Corrupted Files", check_for_corrupted_files),
        "5": ("5. Automatic Color Correction", process_folder, Config.INPUT_FOLDER, image_processor),
        "6": ("6. Automatic Color Correction + Resize", process_folder, Config.INPUT_FOLDER, image_processor, True),
    }

    label, func, *args = actions.get(choice, ("Unknown Action", lambda: None))
    log_and_execute(choice, label, func, *args)

def stop_processing(self):
    shared_state.stop_event.set()
    self.stopped_by_user = True
    self.stop_button.config(state=tk.DISABLED)
    self.start_button.config(state=tk.NORMAL)

def update_resize_options(self, event=None):
    mode = self.RESIZE_MODE.get()
    if mode == "Fit":
        self.side_label.pack_forget()
        self.side_entry.pack_forget()
        self.width_label.pack(side=tk.LEFT, padx=(10, 5))
        self.width_entry.pack(side=tk.LEFT, padx=(0, 10))
        self.height_label.pack(side=tk.LEFT, padx=(0, 5))
        self.height_entry.pack(side=tk.LEFT, padx=(0, 10))
        self.maintain_aspect_ratio_label.pack(side=tk.LEFT, padx=(10, 0))
        self.maintain_aspect_ratio_checkbox.pack(side=tk.LEFT, padx=(0, 10))
    else:  # Shortest Side
        self.width_label.pack_forget()
        self.width_entry.pack_forget()
        self.height_label.pack_forget()
        self.height_entry.pack_forget()
        self.maintain_aspect_ratio_checkbox.pack_forget()
        self.maintain_aspect_ratio_label.pack_forget()
        self.side_label.pack(side=tk.LEFT, padx=(10, 5))
        self.side_entry.pack(side=tk.LEFT, padx=(0, 10))

def reset_resize_options(self):
    self.RESIZE_MODE.set(Config.DEFAULT_RESIZE_MODE)
    self.RESIZE_WIDTH.set(str(Config.DEFAULT_RESIZE_WIDTH))
    self.RESIZE_HEIGHT.set(str(Config.DEFAULT_RESIZE_HEIGHT))
    self.RESIZE_SIDE.set(str(Config.DEFAULT_RESIZE_SIDE))
    self.RESIZE_FORMAT.set(Config.DEFAULT_RESIZE_FORMAT)
    self.update_resize_options()

def update_text_area_from_queue(self):
    while True:
        if not shared_state.log_message_queue.empty():
            try:
                item = shared_state.log_message_queue.get(block=True, timeout=0.1)
                self.process_log_message(item)
            except:
                pass
        else:
            time.sleep(0.1)

def process_log_message(self, item):
    update_tabs = {"UPDATE_LOG": "Log", "UPDATE_BLACK": "Black", "UPDATE_WHITE": "White", "UPDATE_COLOR": "Color"}
    if item in update_tabs:
        self.after(0, self.update_text_area, update_tabs[item])
    else:
        self.update_tab_messages(item)

def update_tab_messages(self, item):
    if "Modal Value Black" in item:
        shared_state.tab_messages["Black"].append(item)
    if "Modal Value White" in item:
        shared_state.tab_messages["White"].append(item)
    if "Filename" in item:
        shared_state.tab_messages["Color"].append(item)
    shared_state.tab_messages["Log"].append(item)

    for tab in ["Log", "Black", "White", "Color"]:
        self.after(0, self.update_text_area, tab)

def update_final_status(self, execution_time):
    self.update_progress(100)
    end_time = time.time()
    start_time = self.process_start_time
    processed_count = shared_state.processed_files_count
    total_files = shared_state.total_files_count

    start_time_str = time.strftime('%H:%M:%S', time.localtime(start_time))
    elapsed_minutes = int(execution_time // 60)
    elapsed_seconds = int(execution_time % 60)
    elapsed_time_str = f"{elapsed_minutes:02d}:{elapsed_seconds:02d}"

    status_text = (
        f"Start Time: {start_time_str} - "
        f"Processed Files: {processed_count}/{total_files} - "
        f"Elapsed Time: {elapsed_time_str} Minutes"
    )

    if hasattr(self, 'stopped_by_user') and self.stopped_by_user:
        status_text += " - Processing stopped by user"
        delattr(self, 'stopped_by_user')

    padded_status_text = status_text.ljust(Config.PADDING_LENGTH)
    self.update_status_text(padded_status_text)
    self.reset_gui()

def reset_gui(self):
    self.start_button.config(state=tk.NORMAL)
    self.stop_button.config(state=tk.DISABLED)

--- Main Execution ---

if name == "main":
shared_state = Config.initialize()
image_processor = ImageProcessor()
app = App()
app.mainloop()