ultimatevocalremovergui/UVR.py

# GUI modules
import time
#start_time = time.time()
import audioread
import gui_data.sv_ttk
import hashlib
import json
import librosa
import math
import natsort
import os
import pickle
import psutil
from pyglet import font as pfont
import pyperclip
import base64
import queue
import shutil
import subprocess
import soundfile as sf
import torch
import urllib.request
import webbrowser
import wget
import traceback
import matchering as match
import tkinter as tk
import tkinter.ttk as ttk
from tkinter.font import Font
from tkinter import filedialog
from tkinter import messagebox
from collections import Counter
from __version__ import VERSION, PATCH, PATCH_MAC, PATCH_LINUX
from cryptography.fernet import Fernet
from cryptography.hazmat.primitives import hashes
from cryptography.hazmat.primitives.kdf.pbkdf2 import PBKDF2HMAC
from datetime import datetime
from gui_data.constants import *
from gui_data.app_size_values import *
from gui_data.error_handling import error_text, error_dialouge
from gui_data.old_data_check import file_check, remove_unneeded_yamls, remove_temps
from gui_data.tkinterdnd2 import TkinterDnD, DND_FILES
from lib_v5.vr_network.model_param_init import ModelParameters
from kthread import KThread
from lib_v5 import spec_utils
from pathlib  import Path
from separate import SeperateDemucs, SeperateMDX, SeperateMDXC, SeperateVR, save_format
from playsound import playsound
from typing import List
import onnx
import re
import sys
import yaml
from ml_collections import ConfigDict
from collections import Counter

# Change the current working directory to the directory
# this file sits in
if getattr(sys, 'frozen', False):
    # If the application is run as a bundle, the PyInstaller bootloader
    # extends the sys module by a flag frozen=True and sets the app
    # path into variable _MEIPASS'.
    BASE_PATH = sys._MEIPASS
else:
    BASE_PATH = os.path.dirname(os.path.abspath(__file__))

os.chdir(BASE_PATH)  # Change the current working directory to the base path

SPLASH_DOC = os.path.join(BASE_PATH, 'tmp', 'splash.txt')

if os.path.isfile(SPLASH_DOC):
    os.remove(SPLASH_DOC)

def get_execution_time(function, name):
    start = time.time()
    function()
    end = time.time()
    time_difference = end - start
    print(f'{name} Execution Time: ', time_difference)

PREVIOUS_PATCH_WIN = 'UVR_Patch_3_31_23_5_5'

is_dnd_compatible = True
banner_placement = -2

if OPERATING_SYSTEM=="Darwin":
    OPEN_FILE_func = lambda input_string:subprocess.Popen(["open", input_string])
    dnd_path_check = MAC_DND_CHECK
    banner_placement = -8
    current_patch = PATCH_MAC
    is_windows = False
    is_macos = True
    right_click_button = '<Button-2>'
    application_extension = ".dmg"
elif OPERATING_SYSTEM=="Linux":
    OPEN_FILE_func = lambda input_string:subprocess.Popen(["open", input_string])
    dnd_path_check = LINUX_DND_CHECK
    current_patch = PATCH_LINUX
    is_windows = False
    is_macos = False
    right_click_button = '<Button-3>'
    application_extension = ".zip"
elif OPERATING_SYSTEM=="Windows":
    OPEN_FILE_func = lambda input_string:os.startfile(input_string)
    dnd_path_check = WINDOWS_DND_CHECK
    current_patch = PATCH
    is_windows = True
    is_macos = False
    right_click_button = '<Button-3>'
    application_extension = ".exe"
    
def right_click_release_linux(window, top_win=None):
    if OPERATING_SYSTEM=="Linux":
        root.bind('<Button-1>', lambda e:window.destroy())
        if top_win:
            top_win.bind('<Button-1>', lambda e:window.destroy())

if not is_windows:
    import ssl
    ssl._create_default_https_context = ssl._create_unverified_context
else:
    from ctypes import windll, wintypes
    
def close_process(q:queue.Queue):
    def close_splash():
        name = "UVR_Launcher.exe"
        for process in psutil.process_iter(attrs=["name"]):
            process_name = process.info.get("name")
            
            if process_name == name:
                try:
                    process.terminate()
                    q.put(f"{name} terminated.")  # Push message to queue
                    break
                except psutil.NoSuchProcess as e:
                    q.put(f"Error terminating {name}: {e}")  # Push error to queue
                    
                    try:
                        with open(SPLASH_DOC, 'w') as f:
                            f.write('1')
                    except:
                        print('No splash screen.')

    thread = KThread(target=close_splash)
    thread.start()

def save_data(data):
    """
    Saves given data as a .pkl (pickle) file

    Paramters:
        data(dict):
            Dictionary containing all the necessary data to save
    """
    # Open data file, create it if it does not exist
    with open('data.pkl', 'wb') as data_file:
        pickle.dump(data, data_file)

def load_data() -> dict:
    """
    Loads saved pkl file and returns the stored data

    Returns(dict):
        Dictionary containing all the saved data
    """
    try:
        with open('data.pkl', 'rb') as data_file:  # Open data file
            data = pickle.load(data_file)

        return data
    except (ValueError, FileNotFoundError):
        # Data File is corrupted or not found so recreate it

        save_data(data=DEFAULT_DATA)

        return load_data()

def load_model_hash_data(dictionary):
    '''Get the model hash dictionary'''
    with open(dictionary, 'r') as d:
        return json.load(d)

def font_checker(font_file):
    chosen_font_name = None
    chosen_font_file = None
    
    try:
        if os.path.isfile(font_file):
            with open(font_file, 'r') as d:
                chosen_font = json.load(d)
                
            chosen_font_name = chosen_font["font_name"]
            if chosen_font["font_file"]:
                chosen_font_file = os.path.join(OTHER_FONT_PATH, chosen_font["font_file"])
                chosen_font_file = chosen_font_file if os.path.isfile(chosen_font_file) else None
    except Exception as e:
        print(e)
        
    chosen_font = chosen_font_name, chosen_font_file
     
    return chosen_font
        
debugger = []

#--Constants--
#Models
MODELS_DIR = os.path.join(BASE_PATH, 'models')
VR_MODELS_DIR = os.path.join(MODELS_DIR, 'VR_Models')
MDX_MODELS_DIR = os.path.join(MODELS_DIR, 'MDX_Net_Models')
DEMUCS_MODELS_DIR = os.path.join(MODELS_DIR, 'Demucs_Models')
DEMUCS_NEWER_REPO_DIR = os.path.join(DEMUCS_MODELS_DIR, 'v3_v4_repo')
MDX_MIXER_PATH = os.path.join(BASE_PATH, 'lib_v5', 'mixer.ckpt')

#Cache & Parameters
VR_HASH_DIR = os.path.join(VR_MODELS_DIR, 'model_data')
VR_HASH_JSON = os.path.join(VR_MODELS_DIR, 'model_data', 'model_data.json')
MDX_HASH_DIR = os.path.join(MDX_MODELS_DIR, 'model_data')
MDX_HASH_JSON = os.path.join(MDX_HASH_DIR, 'model_data.json')
MDX_C_CONFIG_PATH = os.path.join(MDX_HASH_DIR, 'mdx_c_configs')

DEMUCS_MODEL_NAME_SELECT = os.path.join(DEMUCS_MODELS_DIR, 'model_data', 'model_name_mapper.json')
MDX_MODEL_NAME_SELECT = os.path.join(MDX_MODELS_DIR, 'model_data', 'model_name_mapper.json')
ENSEMBLE_CACHE_DIR = os.path.join(BASE_PATH, 'gui_data', 'saved_ensembles')
SETTINGS_CACHE_DIR = os.path.join(BASE_PATH, 'gui_data', 'saved_settings')
VR_PARAM_DIR = os.path.join(BASE_PATH, 'lib_v5', 'vr_network', 'modelparams')
SAMPLE_CLIP_PATH = os.path.join(BASE_PATH, 'temp_sample_clips')
ENSEMBLE_TEMP_PATH = os.path.join(BASE_PATH, 'ensemble_temps')
DOWNLOAD_MODEL_CACHE = os.path.join(BASE_PATH, 'gui_data', 'model_manual_download.json')

#CR Text
CR_TEXT = os.path.join(BASE_PATH, 'gui_data', 'cr_text.txt')

#Style
ICON_IMG_PATH = os.path.join(BASE_PATH, 'gui_data', 'img', 'GUI-Icon.ico')
if not is_windows:
    MAIN_ICON_IMG_PATH = os.path.join(BASE_PATH, 'gui_data', 'img', 'GUI-Icon.png')

OWN_FONT_PATH = os.path.join(BASE_PATH, 'gui_data', 'own_font.json')

MAIN_FONT_NAME = 'Montserrat'
SEC_FONT_NAME = 'Century Gothic'
FONT_PATH = os.path.join(BASE_PATH, 'gui_data', 'fonts', 'Montserrat', 'Montserrat.ttf')#
SEC_FONT_PATH = os.path.join(BASE_PATH, 'gui_data', 'fonts', 'centurygothic', 'GOTHIC.ttf')#
OTHER_FONT_PATH = os.path.join(BASE_PATH, 'gui_data', 'fonts', 'other')#

FONT_MAPPER = {MAIN_FONT_NAME:FONT_PATH,
               SEC_FONT_NAME:SEC_FONT_PATH}

#Other
COMPLETE_CHIME = os.path.join(BASE_PATH, 'gui_data', 'complete_chime.wav')
FAIL_CHIME = os.path.join(BASE_PATH, 'gui_data', 'fail_chime.wav')
CHANGE_LOG = os.path.join(BASE_PATH, 'gui_data', 'change_log.txt')

DENOISER_MODEL_PATH = os.path.join(VR_MODELS_DIR, 'UVR-DeNoise-Lite.pth')
DEVERBER_MODEL_PATH = os.path.join(VR_MODELS_DIR, 'UVR-DeEcho-DeReverb.pth')

MODEL_DATA_URLS = [VR_MODEL_DATA_LINK, MDX_MODEL_DATA_LINK, MDX_MODEL_NAME_DATA_LINK, DEMUCS_MODEL_NAME_DATA_LINK]
MODEL_DATA_FILES = [VR_HASH_JSON, MDX_HASH_JSON, MDX_MODEL_NAME_SELECT, DEMUCS_MODEL_NAME_SELECT]

file_check(os.path.join(MODELS_DIR, 'Main_Models'), VR_MODELS_DIR)
file_check(os.path.join(DEMUCS_MODELS_DIR, 'v3_repo'), DEMUCS_NEWER_REPO_DIR)
remove_unneeded_yamls(DEMUCS_MODELS_DIR)

remove_temps(ENSEMBLE_TEMP_PATH)
remove_temps(SAMPLE_CLIP_PATH)
remove_temps(os.path.join(BASE_PATH, 'img'))

if not os.path.isdir(ENSEMBLE_TEMP_PATH):
    os.mkdir(ENSEMBLE_TEMP_PATH)
    
if not os.path.isdir(SAMPLE_CLIP_PATH):
    os.mkdir(SAMPLE_CLIP_PATH)

model_hash_table = {}
data = load_data()

def drop(event, accept_mode: str = 'files'):
    path = event.data
    if accept_mode == 'folder':
        path = path.replace('{', '').replace('}', '')
        if not os.path.isdir(path):
            messagebox.showerror(parent=root,
                                    title=INVALID_FOLDER_ERROR_TEXT[0],
                                    message=INVALID_FOLDER_ERROR_TEXT[1])
            return
        root.export_path_var.set(path)
    elif accept_mode in ['files', FILE_1, FILE_2, FILE_1_LB, FILE_2_LB]:
        path = path.replace("{", "").replace("}", "")
        for dnd_file in dnd_path_check:
            path = path.replace(f" {dnd_file}", f";{dnd_file}")
        path = path.split(';')
        path[-1] = path[-1].replace(';', '')
        
        if accept_mode == 'files':
            root.inputPaths = tuple(path)
            root.process_input_selections()
            root.update_inputPaths()
        elif accept_mode in [FILE_1, FILE_2]:
            if len(path) == 2:
                root.select_audiofile(path[0])
                root.select_audiofile(path[1], is_primary=False)
                root.DualBatch_inputPaths = []
                root.check_dual_paths()
            elif len(path) == 1:
                if accept_mode == FILE_1:
                    root.select_audiofile(path[0])
                else:
                    root.select_audiofile(path[0], is_primary=False)

        elif accept_mode in [FILE_1_LB, FILE_2_LB]:
            return path
    else:
        return    

class ModelData():
    def __init__(self, model_name: str, 
                 selected_process_method=ENSEMBLE_MODE, 
                 is_secondary_model=False, 
                 primary_model_primary_stem=None, 
                 is_primary_model_primary_stem_only=False, 
                 is_primary_model_secondary_stem_only=False, 
                 is_pre_proc_model=False,
                 is_dry_check=False,
                 is_change_def=False,
                 is_get_hash_dir_only=False,
                 is_vocal_split_model=False):

        self.DENOISER_MODEL = DENOISER_MODEL_PATH
        self.DEVERBER_MODEL = DEVERBER_MODEL_PATH
        self.is_deverb_vocals = root.is_deverb_vocals_var.get() if os.path.isfile(DEVERBER_MODEL_PATH) else False
        self.deverb_vocal_opt = DEVERB_MAPPER[root.deverb_vocal_opt_var.get()]
        self.is_denoise_model = True if root.denoise_option_var.get() == DENOISE_M and os.path.isfile(DENOISER_MODEL_PATH) else False
        self.is_gpu_conversion = 0 if root.is_gpu_conversion_var.get() else -1
        self.is_normalization = root.is_normalization_var.get()
        self.is_primary_stem_only = root.is_primary_stem_only_var.get()
        self.is_secondary_stem_only = root.is_secondary_stem_only_var.get()
        self.is_denoise = True if not root.denoise_option_var.get() == DENOISE_NONE else False
        self.is_mdx_c_seg_def = root.is_mdx_c_seg_def_var.get()#
        self.mdx_batch_size = 1 if root.mdx_batch_size_var.get() == DEF_OPT else int(root.mdx_batch_size_var.get())
        self.mdxnet_stem_select = root.mdxnet_stems_var.get() 
        self.overlap = float(root.overlap_var.get()) if not root.overlap_var.get() == DEFAULT else 0.25
        self.overlap_mdx = float(root.overlap_mdx_var.get()) if not root.overlap_mdx_var.get() == DEFAULT else root.overlap_mdx_var.get()
        self.overlap_mdx23 = int(float(root.overlap_mdx23_var.get()))
        self.semitone_shift = float(root.semitone_shift_var.get())
        self.is_pitch_change = False if self.semitone_shift == 0 else True
        self.is_match_frequency_pitch = root.is_match_frequency_pitch_var.get()
        self.is_mdx_ckpt = False
        self.is_mdx_c = False
        self.is_mdx_combine_stems = root.is_mdx23_combine_stems_var.get()#
        self.mdx_c_configs = None
        self.mdx_model_stems = []
        self.mdx_dim_f_set = None
        self.mdx_dim_t_set = None
        self.mdx_stem_count = 1
        self.compensate = None
        self.mdx_n_fft_scale_set = None
        self.wav_type_set = root.wav_type_set
        self.mp3_bit_set = root.mp3_bit_set_var.get()
        self.save_format = root.save_format_var.get()
        self.is_invert_spec = root.is_invert_spec_var.get()#
        self.is_mixer_mode = False#
        self.demucs_stems = root.demucs_stems_var.get()
        self.is_demucs_combine_stems = root.is_demucs_combine_stems_var.get()
        self.demucs_source_list = []
        self.demucs_stem_count = 0
        self.mixer_path = MDX_MIXER_PATH
        self.model_name = model_name
        self.process_method = selected_process_method
        self.model_status = False if self.model_name == CHOOSE_MODEL or self.model_name == NO_MODEL else True
        self.primary_stem = None
        self.secondary_stem = None
        self.primary_stem_native = None
        self.is_ensemble_mode = False
        self.ensemble_primary_stem = None
        self.ensemble_secondary_stem = None
        self.primary_model_primary_stem = primary_model_primary_stem
        self.is_secondary_model = True if is_vocal_split_model else is_secondary_model
        self.secondary_model = None
        self.secondary_model_scale = None
        self.demucs_4_stem_added_count = 0
        self.is_demucs_4_stem_secondaries = False
        self.is_4_stem_ensemble = False
        self.pre_proc_model = None
        self.pre_proc_model_activated = False
        self.is_pre_proc_model = is_pre_proc_model
        self.is_dry_check = is_dry_check
        self.model_samplerate = 44100
        self.model_capacity = 32, 128
        self.is_vr_51_model = False
        self.is_demucs_pre_proc_model_inst_mix = False
        self.manual_download_Button = None
        self.secondary_model_4_stem = []
        self.secondary_model_4_stem_scale = []
        self.secondary_model_4_stem_names = []
        self.secondary_model_4_stem_model_names_list = []
        self.all_models = []
        self.secondary_model_other = None
        self.secondary_model_scale_other = None
        self.secondary_model_bass = None
        self.secondary_model_scale_bass = None
        self.secondary_model_drums = None
        self.secondary_model_scale_drums = None
        self.is_multi_stem_ensemble = False
        self.is_karaoke = False
        self.is_bv_model = False
        self.bv_model_rebalance = 0
        self.is_sec_bv_rebalance = False
        self.is_change_def = is_change_def
        self.model_hash_dir = None
        self.is_get_hash_dir_only = is_get_hash_dir_only
        self.is_secondary_model_activated = False
        self.vocal_split_model = None
        self.is_vocal_split_model = is_vocal_split_model
        self.is_vocal_split_model_activated = False
        self.is_save_inst_vocal_splitter = root.is_save_inst_set_vocal_splitter_var.get()
        self.is_inst_only_voc_splitter = root.check_only_selection_stem(INST_STEM_ONLY)
        self.is_save_vocal_only = root.check_only_selection_stem(IS_SAVE_VOC_ONLY)

        if selected_process_method == ENSEMBLE_MODE:
            self.process_method, _, self.model_name = model_name.partition(ENSEMBLE_PARTITION)
            self.model_and_process_tag = model_name
            self.ensemble_primary_stem, self.ensemble_secondary_stem = root.return_ensemble_stems()
            
            is_not_secondary_or_pre_proc = not is_secondary_model and not is_pre_proc_model
            self.is_ensemble_mode = is_not_secondary_or_pre_proc
            
            if root.ensemble_main_stem_var.get() == FOUR_STEM_ENSEMBLE:
                self.is_4_stem_ensemble = self.is_ensemble_mode
            elif root.ensemble_main_stem_var.get() == MULTI_STEM_ENSEMBLE and root.chosen_process_method_var.get() == ENSEMBLE_MODE:
                self.is_multi_stem_ensemble = True

            is_not_vocal_stem = self.ensemble_primary_stem != VOCAL_STEM
            self.pre_proc_model_activated = root.is_demucs_pre_proc_model_activate_var.get() if is_not_vocal_stem else False

        if self.process_method == VR_ARCH_TYPE:
            self.is_secondary_model_activated = root.vr_is_secondary_model_activate_var.get() if not is_secondary_model else False
            self.aggression_setting = float(int(root.aggression_setting_var.get())/100)
            self.is_tta = root.is_tta_var.get()
            self.is_post_process = root.is_post_process_var.get()
            self.window_size = int(root.window_size_var.get())
            self.batch_size = 1 if root.batch_size_var.get() == DEF_OPT else int(root.batch_size_var.get())
            self.crop_size = int(root.crop_size_var.get())
            self.is_high_end_process = 'mirroring' if root.is_high_end_process_var.get() else 'None'
            self.post_process_threshold = float(root.post_process_threshold_var.get())
            self.model_capacity = 32, 128
            self.model_path = os.path.join(VR_MODELS_DIR, f"{self.model_name}.pth")
            self.get_model_hash()
            if self.model_hash:
                self.model_hash_dir = os.path.join(VR_HASH_DIR, f"{self.model_hash}.json")
                if is_change_def:
                    self.model_data = self.change_model_data()
                else:
                    self.model_data = self.get_model_data(VR_HASH_DIR, root.vr_hash_MAPPER) if not self.model_hash == WOOD_INST_MODEL_HASH else WOOD_INST_PARAMS
                if self.model_data:
                    vr_model_param = os.path.join(VR_PARAM_DIR, "{}.json".format(self.model_data["vr_model_param"]))
                    self.primary_stem = self.model_data["primary_stem"]
                    self.secondary_stem = secondary_stem(self.primary_stem)
                    self.vr_model_param = ModelParameters(vr_model_param)
                    self.model_samplerate = self.vr_model_param.param['sr']
                    self.primary_stem_native = self.primary_stem
                    if "nout" in self.model_data.keys() and "nout_lstm" in self.model_data.keys():
                        self.model_capacity = self.model_data["nout"], self.model_data["nout_lstm"]
                        self.is_vr_51_model = True
                    self.check_if_karaokee_model()
   
                else:
                    self.model_status = False
                
        if self.process_method == MDX_ARCH_TYPE:
            self.is_secondary_model_activated = root.mdx_is_secondary_model_activate_var.get() if not is_secondary_model else False
            self.margin = int(root.margin_var.get())
            self.chunks = 0
            self.mdx_segment_size = int(root.mdx_segment_size_var.get())
            self.get_mdx_model_path()
            self.get_model_hash()
            if self.model_hash:
                self.model_hash_dir = os.path.join(MDX_HASH_DIR, f"{self.model_hash}.json")
                if is_change_def:
                    self.model_data = self.change_model_data()
                else:
                    self.model_data = self.get_model_data(MDX_HASH_DIR, root.mdx_hash_MAPPER)
                if self.model_data:
                    
                    if "config_yaml" in self.model_data:
                        self.is_mdx_c = True
                        config_path = os.path.join(MDX_C_CONFIG_PATH, self.model_data["config_yaml"])
                        if os.path.isfile(config_path):
                            with open(config_path) as f:
                                config = ConfigDict(yaml.load(f, Loader=yaml.FullLoader))

                            self.mdx_c_configs = config
                                
                            if self.mdx_c_configs.training.target_instrument:
                                # Use target_instrument as the primary stem and set 4-stem ensemble to False
                                target = self.mdx_c_configs.training.target_instrument
                                self.mdx_model_stems = [target]
                                self.primary_stem = target
                            else:
                                # If no specific target_instrument, use all instruments in the training config
                                self.mdx_model_stems = self.mdx_c_configs.training.instruments
                                self.mdx_stem_count = len(self.mdx_model_stems)
                                
                                # Set primary stem based on stem count
                                if self.mdx_stem_count == 2:
                                    self.primary_stem = self.mdx_model_stems[0]
                                else:
                                    self.primary_stem = self.mdxnet_stem_select
                                
                                # Update mdxnet_stem_select based on ensemble mode
                                if self.is_ensemble_mode:
                                    self.mdxnet_stem_select = self.ensemble_primary_stem
                        else:
                            self.model_status = False
                    else:
                        self.compensate = self.model_data["compensate"] if root.compensate_var.get() == AUTO_SELECT else float(root.compensate_var.get())
                        self.mdx_dim_f_set = self.model_data["mdx_dim_f_set"]
                        self.mdx_dim_t_set = self.model_data["mdx_dim_t_set"]
                        self.mdx_n_fft_scale_set = self.model_data["mdx_n_fft_scale_set"]
                        self.primary_stem = self.model_data["primary_stem"]
                        self.primary_stem_native = self.model_data["primary_stem"]
                        self.check_if_karaokee_model()
                        
                    self.secondary_stem = secondary_stem(self.primary_stem)
                else:
                    self.model_status = False

        if self.process_method == DEMUCS_ARCH_TYPE:
            self.is_secondary_model_activated = root.demucs_is_secondary_model_activate_var.get() if not is_secondary_model else False
            if not self.is_ensemble_mode:
                self.pre_proc_model_activated = root.is_demucs_pre_proc_model_activate_var.get() if not root.demucs_stems_var.get() in [VOCAL_STEM, INST_STEM] else False
            self.margin_demucs = int(root.margin_demucs_var.get())
            self.chunks_demucs = 0
            self.shifts = int(root.shifts_var.get())
            self.is_split_mode = root.is_split_mode_var.get()
            self.segment = root.segment_var.get()
            self.is_chunk_demucs = root.is_chunk_demucs_var.get()
            self.is_primary_stem_only = root.is_primary_stem_only_var.get() if self.is_ensemble_mode else root.is_primary_stem_only_Demucs_var.get() 
            self.is_secondary_stem_only = root.is_secondary_stem_only_var.get() if self.is_ensemble_mode else root.is_secondary_stem_only_Demucs_var.get()
            self.get_demucs_model_data()
            self.get_demucs_model_path()
            
        if self.model_status:
            self.model_basename = os.path.splitext(os.path.basename(self.model_path))[0]
        else:
            self.model_basename = None
            
        self.pre_proc_model_activated = self.pre_proc_model_activated if not self.is_secondary_model else False
        
        self.is_primary_model_primary_stem_only = is_primary_model_primary_stem_only
        self.is_primary_model_secondary_stem_only = is_primary_model_secondary_stem_only

        is_secondary_activated_and_status = self.is_secondary_model_activated and self.model_status
        is_demucs = self.process_method == DEMUCS_ARCH_TYPE
        is_all_stems = root.demucs_stems_var.get() == ALL_STEMS
        is_valid_ensemble = not self.is_ensemble_mode and is_all_stems and is_demucs
        is_multi_stem_ensemble_demucs = self.is_multi_stem_ensemble and is_demucs

        if is_secondary_activated_and_status:
            if is_valid_ensemble or self.is_4_stem_ensemble or is_multi_stem_ensemble_demucs:
                for key in DEMUCS_4_SOURCE_LIST:
                    self.secondary_model_data(key)
                    self.secondary_model_4_stem.append(self.secondary_model)
                    self.secondary_model_4_stem_scale.append(self.secondary_model_scale)
                    self.secondary_model_4_stem_names.append(key)
                
                self.demucs_4_stem_added_count = sum(i is not None for i in self.secondary_model_4_stem)
                self.is_secondary_model_activated = any(i is not None for i in self.secondary_model_4_stem)
                self.demucs_4_stem_added_count -= 1 if self.is_secondary_model_activated else 0
                
                if self.is_secondary_model_activated:
                    self.secondary_model_4_stem_model_names_list = [i.model_basename if i is not None else None for i in self.secondary_model_4_stem]
                    self.is_demucs_4_stem_secondaries = True
            else:
                primary_stem = self.ensemble_primary_stem if self.is_ensemble_mode and is_demucs else self.primary_stem
                self.secondary_model_data(primary_stem)

        if self.process_method == DEMUCS_ARCH_TYPE and not is_secondary_model:
            if self.demucs_stem_count >= 3 and self.pre_proc_model_activated:
                self.pre_proc_model = root.process_determine_demucs_pre_proc_model(self.primary_stem)
                self.pre_proc_model_activated = True if self.pre_proc_model else False
                self.is_demucs_pre_proc_model_inst_mix = root.is_demucs_pre_proc_model_inst_mix_var.get() if self.pre_proc_model else False

        if self.is_vocal_split_model and self.model_status:
            self.is_secondary_model_activated = False
            if self.is_bv_model:
                primary = BV_VOCAL_STEM if self.primary_stem_native == VOCAL_STEM else LEAD_VOCAL_STEM
            else:
                primary = LEAD_VOCAL_STEM if self.primary_stem_native == VOCAL_STEM else BV_VOCAL_STEM
            self.primary_stem, self.secondary_stem = primary, secondary_stem(primary)
            
        self.vocal_splitter_model_data()
            
    def vocal_splitter_model_data(self):
        if not self.is_secondary_model and self.model_status:
            self.vocal_split_model = root.process_determine_vocal_split_model()
            self.is_vocal_split_model_activated = True if self.vocal_split_model else False
            
            if self.vocal_split_model:
                if self.vocal_split_model.bv_model_rebalance:
                    self.is_sec_bv_rebalance = True
            
    def secondary_model_data(self, primary_stem):
        secondary_model_data = root.process_determine_secondary_model(self.process_method, primary_stem, self.is_primary_stem_only, self.is_secondary_stem_only)
        self.secondary_model = secondary_model_data[0]
        self.secondary_model_scale = secondary_model_data[1]
        self.is_secondary_model_activated = False if not self.secondary_model else True
        if self.secondary_model:
            self.is_secondary_model_activated = False if self.secondary_model.model_basename == self.model_basename else True
            
        #print("self.is_secondary_model_activated: ", self.is_secondary_model_activated)
              
    def check_if_karaokee_model(self):
        if IS_KARAOKEE in self.model_data.keys():
            self.is_karaoke = self.model_data[IS_KARAOKEE]
        if IS_BV_MODEL in self.model_data.keys():
            self.is_bv_model = self.model_data[IS_BV_MODEL]#
        if IS_BV_MODEL_REBAL in self.model_data.keys() and self.is_bv_model:
            self.bv_model_rebalance = self.model_data[IS_BV_MODEL_REBAL]#
   
    def get_mdx_model_path(self):
        
        if self.model_name.endswith(CKPT):
            self.is_mdx_ckpt = True

        ext = '' if self.is_mdx_ckpt else ONNX
        
        for file_name, chosen_mdx_model in root.mdx_name_select_MAPPER.items():
            if self.model_name in chosen_mdx_model:
                if file_name.endswith(CKPT):
                    ext = ''
                self.model_path = os.path.join(MDX_MODELS_DIR, f"{file_name}{ext}")
                break
        else:
            self.model_path = os.path.join(MDX_MODELS_DIR, f"{self.model_name}{ext}")
            
        self.mixer_path = os.path.join(MDX_MODELS_DIR, f"mixer_val.ckpt")
    
    def get_demucs_model_path(self):
        
        demucs_newer = self.demucs_version in {DEMUCS_V3, DEMUCS_V4}
        demucs_model_dir = DEMUCS_NEWER_REPO_DIR if demucs_newer else DEMUCS_MODELS_DIR
        
        for file_name, chosen_model in root.demucs_name_select_MAPPER.items():
            if self.model_name == chosen_model:
                self.model_path = os.path.join(demucs_model_dir, file_name)
                break
        else:
            self.model_path = os.path.join(DEMUCS_NEWER_REPO_DIR, f'{self.model_name}.yaml')

    def get_demucs_model_data(self):

        self.demucs_version = DEMUCS_V4

        for key, value in DEMUCS_VERSION_MAPPER.items():
            if value in self.model_name:
                self.demucs_version = key

        if DEMUCS_UVR_MODEL in self.model_name:
            self.demucs_source_list, self.demucs_source_map, self.demucs_stem_count = DEMUCS_2_SOURCE, DEMUCS_2_SOURCE_MAPPER, 2
        else:
            self.demucs_source_list, self.demucs_source_map, self.demucs_stem_count = DEMUCS_4_SOURCE, DEMUCS_4_SOURCE_MAPPER, 4

        if not self.is_ensemble_mode:
            self.primary_stem = PRIMARY_STEM if self.demucs_stems == ALL_STEMS else self.demucs_stems
            self.secondary_stem = secondary_stem(self.primary_stem)
            
    def get_model_data(self, model_hash_dir, hash_mapper:dict):
        model_settings_json = os.path.join(model_hash_dir, f"{self.model_hash}.json")

        if os.path.isfile(model_settings_json):
            with open(model_settings_json, 'r') as json_file:
                return json.load(json_file)
        else:
            for hash, settings in hash_mapper.items():
                if self.model_hash in hash:
                    return settings

            return self.get_model_data_from_popup()

    def change_model_data(self):
        if self.is_get_hash_dir_only:
            return None
        else:
            return self.get_model_data_from_popup()

    def get_model_data_from_popup(self):
        if self.is_dry_check:
            return None
            
        if not self.is_change_def:
            confirm = messagebox.askyesno(
                title=UNRECOGNIZED_MODEL[0],
                message=f'"{self.model_name}"{UNRECOGNIZED_MODEL[1]}',
                parent=root
            )
            if not confirm:
                return None
        
        if self.process_method == VR_ARCH_TYPE:
            root.pop_up_vr_param(self.model_hash)
            return root.vr_model_params
        elif self.process_method == MDX_ARCH_TYPE:
            root.pop_up_mdx_model(self.model_hash, self.model_path)
            return root.mdx_model_params

    def get_model_hash(self):
        self.model_hash = None
        
        if not os.path.isfile(self.model_path):
            self.model_status = False
            self.model_hash is None
        else:
            if model_hash_table:
                for (key, value) in model_hash_table.items():
                    if self.model_path == key:
                        self.model_hash = value
                        break
                    
            if not self.model_hash:
                try:
                    with open(self.model_path, 'rb') as f:
                        f.seek(- 10000 * 1024, 2)
                        self.model_hash = hashlib.md5(f.read()).hexdigest()
                except:
                    self.model_hash = hashlib.md5(open(self.model_path,'rb').read()).hexdigest()
                    
                table_entry = {self.model_path: self.model_hash}
                model_hash_table.update(table_entry)
                
        print(self.model_name," - ", self.model_hash)

class Ensembler():
    def __init__(self, is_manual_ensemble=False):
        self.is_save_all_outputs_ensemble = root.is_save_all_outputs_ensemble_var.get()
        chosen_ensemble_name = '{}'.format(root.chosen_ensemble_var.get().replace(" ", "_")) if not root.chosen_ensemble_var.get() == CHOOSE_ENSEMBLE_OPTION else 'Ensembled'
        ensemble_algorithm = root.ensemble_type_var.get().partition("/")
        ensemble_main_stem_pair = root.ensemble_main_stem_var.get().partition("/")
        time_stamp = round(time.time())
        self.audio_tool = MANUAL_ENSEMBLE
        self.main_export_path = Path(root.export_path_var.get())
        self.chosen_ensemble = f"_{chosen_ensemble_name}" if root.is_append_ensemble_name_var.get() else ''
        ensemble_folder_name = self.main_export_path if self.is_save_all_outputs_ensemble else ENSEMBLE_TEMP_PATH
        self.ensemble_folder_name = os.path.join(ensemble_folder_name, '{}_Outputs_{}'.format(chosen_ensemble_name, time_stamp))
        self.is_testing_audio = f"{time_stamp}_" if root.is_testing_audio_var.get() else ''
        self.primary_algorithm = ensemble_algorithm[0]
        self.secondary_algorithm = ensemble_algorithm[2]
        self.ensemble_primary_stem = ensemble_main_stem_pair[0]
        self.ensemble_secondary_stem = ensemble_main_stem_pair[2]
        self.is_normalization = root.is_normalization_var.get()
        self.is_wav_ensemble = root.is_wav_ensemble_var.get()
        self.wav_type_set = root.wav_type_set
        self.mp3_bit_set = root.mp3_bit_set_var.get()
        self.save_format = root.save_format_var.get()
        if not is_manual_ensemble:
            os.mkdir(self.ensemble_folder_name)

    def ensemble_outputs(self, audio_file_base, export_path, stem, is_4_stem=False, is_inst_mix=False):
        """Processes the given outputs and ensembles them with the chosen algorithm"""
        
        if is_4_stem:
            algorithm = root.ensemble_type_var.get()
            stem_tag = stem
        else:
            if is_inst_mix:
                algorithm = self.secondary_algorithm
                stem_tag = f"{self.ensemble_secondary_stem} {INST_STEM}"
            else:
                algorithm = self.primary_algorithm if stem == PRIMARY_STEM else self.secondary_algorithm
                stem_tag = self.ensemble_primary_stem if stem == PRIMARY_STEM else self.ensemble_secondary_stem

        stem_outputs = self.get_files_to_ensemble(folder=export_path, prefix=audio_file_base, suffix=f"_({stem_tag}).wav")
        audio_file_output = f"{self.is_testing_audio}{audio_file_base}{self.chosen_ensemble}_({stem_tag})"
        stem_save_path = os.path.join('{}'.format(self.main_export_path),'{}.wav'.format(audio_file_output))
        
        #print("get_files_to_ensemble: ", stem_outputs)
        
        if len(stem_outputs) > 1:
            spec_utils.ensemble_inputs(stem_outputs, algorithm, self.is_normalization, self.wav_type_set, stem_save_path, is_wave=self.is_wav_ensemble)
            save_format(stem_save_path, self.save_format, self.mp3_bit_set)
        
        if self.is_save_all_outputs_ensemble:
            for i in stem_outputs:
                save_format(i, self.save_format, self.mp3_bit_set)
        else:
            for i in stem_outputs:
                try:
                    os.remove(i)
                except Exception as e:
                    print(e)

    def ensemble_manual(self, audio_inputs, audio_file_base, is_bulk=False):
        """Processes the given outputs and ensembles them with the chosen algorithm"""
        
        is_mv_sep = True
        
        if is_bulk:
            number_list = list(set([os.path.basename(i).split("_")[0] for i in audio_inputs]))
            for n in number_list:
                current_list = [i for i in audio_inputs if os.path.basename(i).startswith(n)]
                audio_file_base = os.path.basename(current_list[0]).split('.wav')[0]
                stem_testing = "instrum" if "Instrumental" in audio_file_base else "vocals"
                if is_mv_sep:
                    audio_file_base = audio_file_base.split("_")
                    audio_file_base = f"{audio_file_base[1]}_{audio_file_base[2]}_{stem_testing}"
                self.ensemble_manual_process(current_list, audio_file_base, is_bulk)
        else:
            self.ensemble_manual_process(audio_inputs, audio_file_base, is_bulk)
            
    def ensemble_manual_process(self, audio_inputs, audio_file_base, is_bulk):
        
        algorithm = root.choose_algorithm_var.get()
        algorithm_text = "" if is_bulk else f"_({root.choose_algorithm_var.get()})"
        stem_save_path = os.path.join('{}'.format(self.main_export_path),'{}{}{}.wav'.format(self.is_testing_audio, audio_file_base, algorithm_text))
        spec_utils.ensemble_inputs(audio_inputs, algorithm, self.is_normalization, self.wav_type_set, stem_save_path, is_wave=self.is_wav_ensemble)
        save_format(stem_save_path, self.save_format, self.mp3_bit_set)

    def get_files_to_ensemble(self, folder="", prefix="", suffix=""):
        """Grab all the files to be ensembled"""
        
        return [os.path.join(folder, i) for i in os.listdir(folder) if i.startswith(prefix) and i.endswith(suffix)]

    def combine_audio(self, audio_inputs, audio_file_base):
        save_format_ = lambda save_path:save_format(save_path, root.save_format_var.get(), root.mp3_bit_set_var.get())
        spec_utils.combine_audio(audio_inputs, 
                                 os.path.join(self.main_export_path, f"{self.is_testing_audio}{audio_file_base}"), 
                                 self.wav_type_set,
                                 save_format=save_format_)

class AudioTools():
    def __init__(self, audio_tool):
        time_stamp = round(time.time())
        self.audio_tool = audio_tool
        self.main_export_path = Path(root.export_path_var.get())
        self.wav_type_set = root.wav_type_set
        self.is_normalization = root.is_normalization_var.get()
        self.is_testing_audio = f"{time_stamp}_" if root.is_testing_audio_var.get() else ''
        self.save_format = lambda save_path:save_format(save_path, root.save_format_var.get(), root.mp3_bit_set_var.get())
        self.align_window = TIME_WINDOW_MAPPER[root.time_window_var.get()]
        self.align_intro_val = INTRO_MAPPER[root.intro_analysis_var.get()]
        self.db_analysis_val = VOLUME_MAPPER[root.db_analysis_var.get()]
        self.is_save_align = root.is_save_align_var.get()#
        self.is_match_silence = root.is_match_silence_var.get()#
        self.is_spec_match = root.is_spec_match_var.get()
        
        self.phase_option = root.phase_option_var.get()#
        self.phase_shifts = PHASE_SHIFTS_OPT[root.phase_shifts_var.get()]
        
    def align_inputs(self, audio_inputs, audio_file_base, audio_file_2_base, command_Text, set_progress_bar):
        audio_file_base = f"{self.is_testing_audio}{audio_file_base}"
        audio_file_2_base = f"{self.is_testing_audio}{audio_file_2_base}"
        
        aligned_path = os.path.join('{}'.format(self.main_export_path),'{}_(Aligned).wav'.format(audio_file_2_base))
        inverted_path = os.path.join('{}'.format(self.main_export_path),'{}_(Inverted).wav'.format(audio_file_base))

        spec_utils.align_audio(audio_inputs[0], 
                               audio_inputs[1], 
                               aligned_path, 
                               inverted_path, 
                               self.wav_type_set, 
                               self.is_save_align, 
                               command_Text, 
                               self.save_format,
                               align_window=self.align_window,
                               align_intro_val=self.align_intro_val,
                               db_analysis=self.db_analysis_val,
                               set_progress_bar=set_progress_bar, 
                               phase_option=self.phase_option,
                               phase_shifts=self.phase_shifts,
                               is_match_silence=self.is_match_silence,
                               is_spec_match=self.is_spec_match)
        
    def match_inputs(self, audio_inputs, audio_file_base, command_Text):
        
        target = audio_inputs[0]
        reference = audio_inputs[1]
        
        command_Text(f"Processing... ")
        
        save_path = os.path.join('{}'.format(self.main_export_path),'{}_(Matched).wav'.format(f"{self.is_testing_audio}{audio_file_base}"))
        
        match.process(
            target=target,
            reference=reference,
            results=[match.save_audiofile(save_path, wav_set=self.wav_type_set),
            ],
        )
        
        self.save_format(save_path)
        
    def combine_audio(self, audio_inputs, audio_file_base):
        spec_utils.combine_audio(audio_inputs, 
                                 os.path.join(self.main_export_path, f"{self.is_testing_audio}{audio_file_base}"), 
                                 self.wav_type_set,
                                 save_format=self.save_format)
        
    def pitch_or_time_shift(self, audio_file, audio_file_base):
        is_time_correction = True
        rate = float(root.time_stretch_rate_var.get()) if self.audio_tool == TIME_STRETCH else float(root.pitch_rate_var.get())
        is_pitch = False if self.audio_tool == TIME_STRETCH else True
        if is_pitch:
            is_time_correction = True if root.is_time_correction_var.get() else False
        file_text = TIME_TEXT if self.audio_tool == TIME_STRETCH else PITCH_TEXT
        save_path = os.path.join(self.main_export_path, f"{self.is_testing_audio}{audio_file_base}{file_text}.wav")
        spec_utils.augment_audio(save_path, audio_file, rate, self.is_normalization, self.wav_type_set, self.save_format, is_pitch=is_pitch, is_time_correction=is_time_correction)
   
class ToolTip(object):

    def __init__(self, widget):
        self.widget = widget
        self.tooltip = None

    def showtip(self, text, is_message_box=False, is_success_message=None):#
        self.hidetip()
        def create_label_config():
            
            font_size = FONT_SIZE_3 if is_message_box else FONT_SIZE_2
            
            """Helper function to generate label configurations."""
            common_config = {
                "text": text,
                "relief": tk.SOLID,
                "borderwidth": 1,
                "font": (MAIN_FONT_NAME, f"{font_size}", "normal")
            }
            if is_message_box:
                background_color = "#03692d" if is_success_message else "#8B0000"
                return {**common_config, "background": background_color, "foreground": "#ffffff"}
            else:
                return {**common_config, "background": "#1C1C1C", "foreground": "#ffffff", 
                        "highlightcolor": "#898b8e", "justify": tk.LEFT}

        if is_message_box:
            temp_tooltip = tk.Toplevel(self.widget)
            temp_tooltip.wm_overrideredirect(True)
            temp_tooltip.withdraw()
            label = tk.Label(temp_tooltip, **create_label_config())
            label.pack()
            temp_tooltip.update() if is_windows else temp_tooltip.update_idletasks()

            x = self.widget.winfo_rootx() + (self.widget.winfo_width() // 2) - (temp_tooltip.winfo_reqwidth() // 2)
            y = self.widget.winfo_rooty() + self.widget.winfo_height()

            temp_tooltip.destroy()
        else:
            x, y, _, _ = self.widget.bbox("insert")
            x += self.widget.winfo_rootx() + 25
            y += self.widget.winfo_rooty() + 25

        # Create the actual tooltip
        self.tooltip = tk.Toplevel(self.widget)
        self.tooltip.wm_overrideredirect(True)  
        self.tooltip.wm_geometry(f"+{x}+{y}")

        label_config = create_label_config()
        if not is_message_box:
            label_config['padx'] = 10  # horizontal padding
            label_config['pady'] = 10  # vertical padding
            label_config["wraplength"] = 750
        label = tk.Label(self.tooltip, **label_config)

        label.pack()

        if is_message_box:
            self.tooltip.after(3000 if type(is_success_message) is bool else 2000, self.hidetip)

    def hidetip(self):
        if self.tooltip:
            self.tooltip.destroy()
            self.tooltip = None

class ListboxBatchFrame(tk.Frame):
    def __init__(self, master=None, name="Listbox", command=None, image_sel=None, img_mapper=None):
        super().__init__(master)
        self.master = master

        self.path_list = []  # A list to keep track of the paths
        self.basename_to_path = {}  # A dict to map basenames to paths

        self.label = tk.Label(self, text=name, font=(MAIN_FONT_NAME, f"{FONT_SIZE_5}"), foreground=FG_COLOR)
        self.label.pack(pady=(10, 8))  # add padding between label and listbox

        self.input_button = ttk.Button(self, text=SELECT_INPUTS, command=self.select_input)  # create button for selecting files
        self.input_button.pack(pady=(0, 10))  # add padding between button and next widget

        self.listbox = tk.Listbox(self, activestyle='dotbox', font=(MAIN_FONT_NAME, f"{FONT_SIZE_4}"), foreground='#cdd3ce', background='#101414', exportselection=0, width=70, height=15)
        self.listbox.pack(fill="both", expand=True)

        self.button_frame = tk.Frame(self)
        self.button_frame.pack()

        self.up_button = ttk.Button(self.button_frame, image=img_mapper["up"], command=self.move_up)
        self.up_button.grid(row=0, column=0)

        self.down_button = ttk.Button(self.button_frame, image=img_mapper["down"], command=self.move_down)
        self.down_button.grid(row=0, column=1)
        
        if command and image_sel:
            self.move_button = ttk.Button(self.button_frame, image=image_sel, command=command)
            self.move_button.grid(row=0, column=2)

        self.duplicate_button = ttk.Button(self.button_frame, image=img_mapper["copy"], command=self.duplicate_selected)
        self.duplicate_button.grid(row=0, column=3) 

        self.delete_button = ttk.Button(self.button_frame, image=img_mapper["clear"], command=self.delete_selected)
        self.delete_button.grid(row=0, column=4)

    def delete_selected(self):
        selected = self.listbox.curselection()
        if selected:
            basename = self.listbox.get(selected[0]).split(": ", 1)[1]  # We get the actual basename here, without the index
            path_to_delete = self.basename_to_path[basename]  # store the path to delete
            del self.basename_to_path[basename]  # delete from the dict
            self.path_list.remove(path_to_delete)  # delete from the list
            self.listbox.delete(selected)
            self.update_displayed_index()

    def select_input(self, inputs=None):
        files = inputs if inputs else filedialog.askopenfilenames()
        for file in files:
            if file not in self.path_list:  # only add file if it's not already in the list
                basename = os.path.basename(file)
                self.listbox.insert(tk.END, basename)  # insert basename to the listbox
                self.path_list.append(file)  # append the file path to the list
                self.basename_to_path[basename] = file  # add to the dict
        self.update_displayed_index(is_acc_dupe=False)

    def duplicate_selected(self):
        selected = self.listbox.curselection()
        if selected:
            basename = self.listbox.get(selected[0]).split(": ", 1)[1]  # We get the actual basename here, without the index
            path_to_duplicate = self.basename_to_path[basename]  # store the path to duplicate
            self.path_list.append(path_to_duplicate)  # add the duplicated path to the list
            self.update_displayed_index()  # redraw listbox with the duplicated item

    def update_displayed_index(self, inputs=None, is_acc_dupe=True):
        self.basename_to_path = {}  # reset the dictionary
        
        if inputs:
            self.path_list = inputs
            
        basename_count = Counter(self.path_list)  # count occurrences of each path

        for i in range(len(self.path_list)):
            basename = os.path.basename(self.path_list[i])

            # If the path is not unique or we are adding a duplicate
            if basename_count[self.path_list[i]] > 1 and is_acc_dupe:
                j = 1
                new_basename = f"{basename} ({j})"
                while new_basename in self.basename_to_path:
                    j += 1
                    new_basename = f"{basename} ({j})"
                basename = new_basename

            self.basename_to_path[basename] = self.path_list[i]  # update the dict with the new order
            self.listbox.delete(i)
            self.listbox.insert(i, f"{i + 1}: {basename}")

    def move_up(self):
        selected = self.listbox.curselection()
        if selected and selected[0] > 0:
            # Swap items in path_list
            self.path_list[selected[0] - 1], self.path_list[selected[0]] = self.path_list[selected[0]], self.path_list[selected[0] - 1]
            # Redraw listbox
            self.update_displayed_index()
            # Reselect item
            self.listbox.select_set(selected[0] - 1)

    def move_down(self):
        selected = self.listbox.curselection()
        if selected and selected[0] < self.listbox.size() - 1:
            # Swap items in path_list
            self.path_list[selected[0] + 1], self.path_list[selected[0]] = self.path_list[selected[0]], self.path_list[selected[0] + 1]
            # Redraw listbox
            self.update_displayed_index()
            # Reselect item
            self.listbox.select_set(selected[0] + 1)
            
    def get_selected_path(self):
        """Returns the path associated with the selected entry."""
        selected = self.listbox.curselection()
        if selected:
            basename = self.listbox.get(selected[0]).split(": ", 1)[1]  # We get the actual basename here, without the index
            path = self.basename_to_path[basename]  # get the path associated with the basename
            return path
        return None
        
class ComboBoxEditableMenu(ttk.Combobox):
    def __init__(self, master=None, pattern=None, default=None, width=None, is_stay_disabled=False, **kw):
        
        if 'values' in kw:
            kw['values'] = tuple(kw['values']) + (OPT_SEPARATOR, USER_INPUT)
        else:
            kw['values'] = (USER_INPUT)
        
        super().__init__(master, **kw)

        self.textvariable = kw.get('textvariable', tk.StringVar())
        self.pattern = pattern
        self.test = 1
        self.tooltip = ToolTip(self)
        self.is_user_input_var = tk.BooleanVar(value=False)
        self.is_stay_disabled = is_stay_disabled
        
        if isinstance(default, (str, int)):
            self.default = default
        else:
            self.default = default[0]
        
        self.menu_combobox_configure()
        self.var_validation(is_start_up=True)

        if width:
            self.configure(width=width)
        
    def menu_combobox_configure(self):
        self.bind('<<ComboboxSelected>>', self.check_input)
        self.bind('<Button-1>', lambda e:self.focus())
        self.bind('<FocusIn>', self.focusin)
        self.bind('<FocusOut>', lambda e: self.var_validation(is_focus_only=True))

        if is_macos:
            self.bind('<Enter>', lambda e:self.button_released())

        if not self.is_stay_disabled:
            self.configure(state=READ_ONLY)
        
    def check_input(self, event=None):
        if self.textvariable.get() == USER_INPUT:
            self.textvariable.set('')
            self.configure(state=tk.NORMAL)
            self.focus()
            self.selection_range(0, 0)
        else:
            self.var_validation()
   
    def var_validation(self, is_focus_only=False, is_start_up=False):
        if is_focus_only and not self.is_stay_disabled:
            self.configure(state=READ_ONLY)

        if re.fullmatch(self.pattern, self.textvariable.get()) is None:
            if not is_start_up and not self.textvariable.get() in (OPT_SEPARATOR, USER_INPUT):
                self.tooltip.showtip(INVALID_INPUT_E, True)
    
            self.textvariable.set(self.default)
            
    def button_released(self, e=None):
        self.event_generate('<Button-3>')
        self.event_generate('<ButtonRelease-3>')

    def focusin(self, e):
        self.selection_clear()
        if is_macos:
            self.event_generate('<Leave>')

class ComboBoxMenu(ttk.Combobox):
    def __init__(self, master=None, dropdown_name=None, offset=185, is_download_menu=False, command=None, width=None, **kw):
        super().__init__(master, **kw)
        
        # Configure the combobox using the menu_combobox_configure method
        self.menu_combobox_configure(is_download_menu, width=width)

        # Check if both dropdown_name and 'values' are provided to update dropdown size
        if dropdown_name and 'values' in kw:
            self.update_dropdown_size(kw['values'], dropdown_name, offset)
            
        if command:
            self.command(command)

    def menu_combobox_configure(self, is_download_menu=False, command=None, width=None):
        self.bind('<FocusIn>', self.focusin)
        self.bind('<MouseWheel>', lambda e:"break")
        
        if is_macos:
            self.bind('<Enter>', lambda e:self.button_released())
        
        if not is_download_menu:
            self.configure(state=READ_ONLY)
            
        if command:
            self.command(command)
            
        if width:
            self.configure(width=width)

    def button_released(self, e=None):
        self.event_generate('<Button-3>')
        self.event_generate('<ButtonRelease-3>')

    def command(self, command):
        if not self.bind('<<ComboboxSelected>>'):
            self.bind('<<ComboboxSelected>>', command)

    def focusin(self, e):
        self.selection_clear()
        if is_macos:
            self.event_generate('<Leave>')

    def update_dropdown_size(self, option_list, dropdown_name, offset=185, command=None):
        dropdown_style = f"{dropdown_name}.TCombobox"
        if option_list:
            max_string = max(option_list, key=len)
            font = Font(font=self.cget('font'))
            width_in_pixels = font.measure(max_string) - offset
            width_in_pixels = 0 if width_in_pixels < 0 else width_in_pixels
        else:
            width_in_pixels = 0
        
        style = ttk.Style(self)
        style.configure(dropdown_style, padding=(0, 0, 0, 0), postoffset=(0, 0, width_in_pixels, 0))
        self.configure(style=dropdown_style)
                
        if command:
            self.command(command)

class ThreadSafeConsole(tk.Text):
    """
    Text Widget which is thread safe for tkinter
    """
    
    def __init__(self, master, **options):
        tk.Text.__init__(self, master, **options)
        self.queue = queue.Queue()
        self.update_me()

    def write(self, line):
        self.queue.put(line)

    def clear(self):
        self.queue.put(None)

    def update_me(self):
        self.configure(state=tk.NORMAL)
        try:
            while 1:
                line = self.queue.get_nowait()
                if line is None:
                    self.delete(1.0, tk.END)
                else:
                    self.insert(tk.END, str(line))
                self.see(tk.END)
                self.update_idletasks()
        except queue.Empty:
            pass
        self.configure(state=tk.DISABLED)
        self.after(100, self.update_me)
        
    def copy_text(self):
        hightlighted_text = self.selection_get()
        self.clipboard_clear()
        self.clipboard_append(hightlighted_text)
        
    def select_all_text(self):
        self.tag_add('sel', '1.0', 'end')

class MainWindow(TkinterDnD.Tk if is_dnd_compatible else tk.Tk):
    # --Constants--
    # Layout

    IMAGE_HEIGHT = IMAGE_HEIGHT
    FILEPATHS_HEIGHT = FILEPATHS_HEIGHT
    OPTIONS_HEIGHT = OPTIONS_HEIGHT
    CONVERSIONBUTTON_HEIGHT = CONVERSIONBUTTON_HEIGHT
    COMMAND_HEIGHT = COMMAND_HEIGHT
    PROGRESS_HEIGHT = PROGRESS_HEIGHT
    PADDING = PADDING
    WIDTH = WIDTH
    COL1_ROWS = 11
    COL2_ROWS = 11
    
    def __init__(self):
        #Run the __init__ method on the tk.Tk class
        super().__init__()
        
        self.set_app_font()

        style = ttk.Style(self)
        style.map('TCombobox', selectbackground=[('focus', '#0c0c0c')], selectforeground=[('focus', 'white')])
        style.configure('TCombobox', selectbackground='#0c0c0c')
        #style.configure('TCheckbutton', indicatorsize=30)
        
        
        # Calculate window height
        height = self.IMAGE_HEIGHT + self.FILEPATHS_HEIGHT + self.OPTIONS_HEIGHT
        height += self.CONVERSIONBUTTON_HEIGHT + self.COMMAND_HEIGHT + self.PROGRESS_HEIGHT
        height += self.PADDING * 5  # Padding
        width = self.WIDTH
        self.main_window_width = width
        self.main_window_height = height

        # --Window Settings--
        self.withdraw()
        self.title('Ultimate Vocal Remover')
        # Set Geometry and Center Window
        self.geometry('{width}x{height}+{xpad}+{ypad}'.format(
            width=self.main_window_width,
            height=height,
            xpad=int(self.winfo_screenwidth()/2 - width/2),
            ypad=int(self.winfo_screenheight()/2 - height/2 - 30)))
 
        self.iconbitmap(ICON_IMG_PATH) if is_windows else self.tk.call('wm', 'iconphoto', self._w, tk.PhotoImage(file=MAIN_ICON_IMG_PATH))
        self.protocol("WM_DELETE_WINDOW", self.save_values)
        self.resizable(False, False)
        
        self.msg_queue = queue.Queue()
        # Create a custom style that inherits from the original Combobox style.
        
        if not is_windows:
            self.update()

        #Load Images
        img = ImagePath(BASE_PATH)
        self.logo_img = img.open_image(path=img.banner_path, size=(self.winfo_width(), 9999))
        self.efile_img = img.efile_img
        self.stop_img = img.stop_img
        self.help_img = img.help_img
        self.download_img = img.download_img
        self.donate_img = img.donate_img
        self.key_img = img.key_img
        self.credits_img = img.credits_img
        
        self.right_img = img.right_img
        self.left_img = img.left_img
        self.img_mapper = {
            "down":img.down_img,
            "up":img.up_img,
            "copy":img.copy_img,
            "clear":img.clear_img
        }

        #Placeholders
        self.error_log_var = tk.StringVar(value='')
        self.vr_secondary_model_names = []
        self.mdx_secondary_model_names = []
        self.demucs_secondary_model_names = []
        self.vr_primary_model_names = []
        self.mdx_primary_model_names = []
        self.demucs_primary_model_names = []
        
        self.vr_cache_source_mapper = {}
        self.mdx_cache_source_mapper = {}
        self.demucs_cache_source_mapper = {}
        
        # -Tkinter Value Holders-
        
        try:
            self.load_saved_vars(data)
        except Exception as e:
            self.error_log_var.set(error_text('Loading Saved Variables', e))
            self.load_saved_vars(DEFAULT_DATA)
            
        self.cached_sources_clear()
        
        self.method_mapper = {
            VR_ARCH_PM: self.vr_model_var,
            MDX_ARCH_TYPE: self.mdx_net_model_var,
            DEMUCS_ARCH_TYPE: self.demucs_model_var}

        self.vr_secondary_model_vars = {'voc_inst_secondary_model': self.vr_voc_inst_secondary_model_var,
                                        'other_secondary_model': self.vr_other_secondary_model_var,
                                        'bass_secondary_model': self.vr_bass_secondary_model_var,
                                        'drums_secondary_model': self.vr_drums_secondary_model_var,
                                        'is_secondary_model_activate': self.vr_is_secondary_model_activate_var,
                                        'voc_inst_secondary_model_scale': self.vr_voc_inst_secondary_model_scale_var,
                                        'other_secondary_model_scale': self.vr_other_secondary_model_scale_var,
                                        'bass_secondary_model_scale': self.vr_bass_secondary_model_scale_var,
                                        'drums_secondary_model_scale': self.vr_drums_secondary_model_scale_var}
        
        self.demucs_secondary_model_vars = {'voc_inst_secondary_model': self.demucs_voc_inst_secondary_model_var,
                                        'other_secondary_model': self.demucs_other_secondary_model_var,
                                        'bass_secondary_model': self.demucs_bass_secondary_model_var,
                                        'drums_secondary_model': self.demucs_drums_secondary_model_var,
                                        'is_secondary_model_activate': self.demucs_is_secondary_model_activate_var,
                                        'voc_inst_secondary_model_scale': self.demucs_voc_inst_secondary_model_scale_var,
                                        'other_secondary_model_scale': self.demucs_other_secondary_model_scale_var,
                                        'bass_secondary_model_scale': self.demucs_bass_secondary_model_scale_var,
                                        'drums_secondary_model_scale': self.demucs_drums_secondary_model_scale_var}
        
        self.mdx_secondary_model_vars = {'voc_inst_secondary_model': self.mdx_voc_inst_secondary_model_var,
                                        'other_secondary_model': self.mdx_other_secondary_model_var,
                                        'bass_secondary_model': self.mdx_bass_secondary_model_var,
                                        'drums_secondary_model': self.mdx_drums_secondary_model_var,
                                        'is_secondary_model_activate': self.mdx_is_secondary_model_activate_var,
                                        'voc_inst_secondary_model_scale': self.mdx_voc_inst_secondary_model_scale_var,
                                        'other_secondary_model_scale': self.mdx_other_secondary_model_scale_var,
                                        'bass_secondary_model_scale': self.mdx_bass_secondary_model_scale_var,
                                        'drums_secondary_model_scale': self.mdx_drums_secondary_model_scale_var}

        #Main Application Vars
        self.progress_bar_main_var = tk.IntVar(value=0)
        self.inputPathsEntry_var = tk.StringVar(value='')
        self.conversion_Button_Text_var = tk.StringVar(value=START_PROCESSING)
        self.chosen_ensemble_var = tk.StringVar(value=CHOOSE_ENSEMBLE_OPTION)
        self.ensemble_main_stem_var = tk.StringVar(value=CHOOSE_STEM_PAIR)
        self.ensemble_type_var = tk.StringVar(value=MAX_MIN)
        self.save_current_settings_var = tk.StringVar(value=SELECT_SAVED_SET)
        self.demucs_stems_var = tk.StringVar(value=ALL_STEMS)
        self.mdxnet_stems_var = tk.StringVar(value=ALL_STEMS)
        self.is_primary_stem_only_Text_var = tk.StringVar(value='')
        self.is_secondary_stem_only_Text_var = tk.StringVar(value='')
        self.is_primary_stem_only_Demucs_Text_var = tk.StringVar(value='')
        self.is_secondary_stem_only_Demucs_Text_var = tk.StringVar(value='')
        self.scaling_var = tk.DoubleVar(value=1.0)
        self.active_processing_thread = None
        self.verification_thread = None
        self.is_menu_settings_open = False
        self.is_root_defined_var = tk.BooleanVar(value=False)
        self.is_check_splash = False
        
        self.is_open_menu_advanced_vr_options = tk.BooleanVar(value=False)
        self.is_open_menu_advanced_demucs_options = tk.BooleanVar(value=False)
        self.is_open_menu_advanced_mdx_options = tk.BooleanVar(value=False)
        self.is_open_menu_advanced_ensemble_options = tk.BooleanVar(value=False)
        self.is_open_menu_view_inputs = tk.BooleanVar(value=False)
        self.is_open_menu_help = tk.BooleanVar(value=False)
        self.is_open_menu_error_log = tk.BooleanVar(value=False)
        self.is_open_menu_advanced_align_options = tk.BooleanVar(value=False)

        self.menu_advanced_vr_options_close_window = None
        self.menu_advanced_demucs_options_close_window = None
        self.menu_advanced_mdx_options_close_window = None
        self.menu_advanced_ensemble_options_close_window = None
        self.menu_help_close_window = None
        self.menu_error_log_close_window = None
        self.menu_view_inputs_close_window = None
        self.menu_advanced_align_options_close_window = None

        self.mdx_model_params = None
        self.vr_model_params = None
        self.current_text_box = None
        self.wav_type_set = None
        self.is_online_model_menu = None
        self.progress_bar_var = tk.IntVar(value=0)
        self.is_confirm_error_var = tk.BooleanVar(value=False)
        self.clear_cache_torch = False
        self.vr_hash_MAPPER = load_model_hash_data(VR_HASH_JSON)
        self.mdx_hash_MAPPER = load_model_hash_data(MDX_HASH_JSON)
        self.mdx_name_select_MAPPER = load_model_hash_data(MDX_MODEL_NAME_SELECT)
        self.demucs_name_select_MAPPER = load_model_hash_data(DEMUCS_MODEL_NAME_SELECT)
        self.is_gpu_available = torch.cuda.is_available() if not OPERATING_SYSTEM == 'Darwin' else torch.backends.mps.is_available()
        self.is_process_stopped = False
        self.inputs_from_dir = []
        self.iteration = 0
        self.true_model_count = 0
        self.vr_primary_source = None
        self.vr_secondary_source = None
        self.mdx_primary_source = None
        self.mdx_secondary_source = None
        self.demucs_primary_source = None
        self.demucs_secondary_source = None
        self.toplevels = []

        #Download Center Vars
        self.online_data = {}
        self.bulletin_data = INFO_UNAVAILABLE_TEXT
        self.is_online = False
        self.lastest_version = ''
        self.model_download_demucs_var = tk.StringVar(value='')
        self.model_download_mdx_var = tk.StringVar(value='')
        self.model_download_vr_var = tk.StringVar(value='')
        self.selected_download_var = tk.StringVar(value=NO_MODEL)
        self.select_download_var = tk.StringVar(value='')
        self.download_progress_info_var = tk.StringVar(value='')
        self.download_progress_percent_var = tk.StringVar(value='')
        self.download_progress_bar_var = tk.IntVar(value=0)
        self.download_stop_var = tk.StringVar(value='') 
        self.app_update_status_Text_var = tk.StringVar(value=LOADING_VERSION_INFO_TEXT)
        self.app_update_button_Text_var = tk.StringVar(value=CHECK_FOR_UPDATES_TEXT)
        
        self.user_code_validation_var = tk.StringVar(value='')
        self.download_link_path_var = tk.StringVar(value='') 
        self.download_save_path_var = tk.StringVar(value='')
        self.download_update_link_var = tk.StringVar(value='') 
        self.download_update_path_var = tk.StringVar(value='') 
        self.download_demucs_models_list = []
        self.download_demucs_newer_models = []
        self.refresh_list_Button = None
        self.stop_download_Button_DISABLE = None
        self.enable_tabs = None
        self.is_download_thread_active = False
        self.is_process_thread_active = False
        self.is_active_processing_thread = False
        self.active_download_thread = None
        self.pre_proc_model_toggle = None
        self.change_state_lambda = None
        self.file_one_sub_var = tk.StringVar(value=FILE_ONE_MAIN_LABEL) 
        self.file_two_sub_var = tk.StringVar(value=FILE_TWO_MAIN_LABEL) 
        
        #Model Update
        self.last_found_ensembles = ENSEMBLE_OPTIONS
        self.last_found_settings = ENSEMBLE_OPTIONS
        self.last_found_models = ()
        self.model_data_table = ()
        self.ensemble_model_list = ()
        self.default_change_model_list = ()
                
        # --Widgets--
        self.fill_main_frame()
        self.bind_widgets()
        
        # --Update Widgets--
        self.update_available_models()
        self.update_main_widget_states()
        self.update_loop()
        self.update_button_states()
        self.download_validate_code()
        self.delete_temps(is_start_up=True)
        self.ensemble_listbox_Option.configure(state=tk.DISABLED)
        self.command_Text.write(f'Ultimate Vocal Remover {VERSION} [{datetime.now().strftime("%Y-%m-%d %H:%M:%S")}]')
        self.update_checkbox_text = lambda:self.selection_action_process_method(self.chosen_process_method_var.get())
        self.check_dual_paths()
        if not is_windows:
            self.update_idletasks()
        self.online_data_refresh(user_refresh=False, is_start_up=True)
        
    # Menu Functions
    def main_window_LABEL_SET(self, master, text):return ttk.Label(master=master, text=text, background=BG_COLOR, font=self.font_set, foreground=FG_COLOR, anchor=tk.CENTER)
    def main_window_LABEL_SUB_SET(self, master, text_var):return ttk.Label(master=master, textvariable=text_var, background=BG_COLOR, font=self.font_set, foreground=FG_COLOR, anchor=tk.CENTER)
    def menu_title_LABEL_SET(self, frame, text, width=35):return ttk.Label(master=frame, text=text, font=(SEC_FONT_NAME, f"{FONT_SIZE_5}", "underline"), justify="center", foreground="#13849f", width=width, anchor=tk.CENTER)
    def menu_sub_LABEL_SET(self, frame, text, font_size=FONT_SIZE_2):return ttk.Label(master=frame, text=text, font=(MAIN_FONT_NAME, f"{font_size}"), foreground=FG_COLOR, anchor=tk.CENTER)
    def menu_FRAME_SET(self, frame, thickness=20):return tk.Frame(frame, highlightbackground=BG_COLOR, highlightcolor=BG_COLOR, highlightthicknes=thickness)
    def check_is_menu_settings_open(self):self.menu_settings() if not self.is_menu_settings_open else None
    def spacer_label(self, frame): return tk.Label(frame, text='', font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground='#868687', justify="left").grid()

    #Ensemble Listbox Functions
    def ensemble_listbox_get_all_selected_models(self):return [self.ensemble_listbox_Option.get(i) for i in self.ensemble_listbox_Option.curselection()]
    def ensemble_listbox_select_from_indexs(self, indexes):return [self.ensemble_listbox_Option.selection_set(i) for i in indexes]
    def ensemble_listbox_clear_and_insert_new(self, model_ensemble_updated):return (self.ensemble_listbox_Option.delete(0, 'end'), [self.ensemble_listbox_Option.insert(tk.END, models) for models in model_ensemble_updated])
    def ensemble_listbox_get_indexes_for_files(self, updated, selected):return [updated.index(model) for model in selected if model in updated]
    
    def set_app_font(self):
        chosen_font_name, chosen_font_file = font_checker(OWN_FONT_PATH)

        if chosen_font_name:
            gui_data.sv_ttk.set_theme("dark", chosen_font_name, 10)
            if chosen_font_file:
                pfont.add_file(chosen_font_file)
            self.font_set = Font(family=chosen_font_name, size=FONT_SIZE_F2)
            self.font_entry = Font(family=chosen_font_name, size=FONT_SIZE_F2)
        else:
            pfont.add_file(FONT_MAPPER[MAIN_FONT_NAME])
            pfont.add_file(FONT_MAPPER[SEC_FONT_NAME])
            gui_data.sv_ttk.set_theme("dark", MAIN_FONT_NAME, 10)
            self.font_set = Font(family=SEC_FONT_NAME, size=FONT_SIZE_F2)
            self.font_entry = Font(family=MAIN_FONT_NAME, size=FONT_SIZE_F2)
    
    def process_iteration(self):
        self.iteration = self.iteration + 1
    
    def assemble_model_data(self, model=None, arch_type=ENSEMBLE_MODE, is_dry_check=False, is_change_def=False, is_get_hash_dir_only=False):

        if arch_type == ENSEMBLE_STEM_CHECK:
            
            model_data = self.model_data_table
            missing_models = [model.model_status for model in model_data if not model.model_status]
            
            if missing_models or not model_data:
                model_data: List[ModelData] = [ModelData(model_name, is_dry_check=is_dry_check) for model_name in self.ensemble_model_list]
                self.model_data_table = model_data

        if arch_type == KARAOKEE_CHECK:
            model_list = []
            model_data: List[ModelData] = [ModelData(model_name, is_dry_check=is_dry_check) for model_name in self.default_change_model_list]
            for model in model_data:
                if model.model_status and model.is_karaoke or model.is_bv_model:
                    model_list.append(model.model_and_process_tag)
            
            return model_list

        if arch_type == ENSEMBLE_MODE:
            model_data: List[ModelData] = [ModelData(model_name) for model_name in self.ensemble_listbox_get_all_selected_models()]
        if arch_type == ENSEMBLE_CHECK:
            model_data: List[ModelData] = [ModelData(model, is_change_def=is_change_def, is_get_hash_dir_only=is_get_hash_dir_only)]
        if arch_type == VR_ARCH_TYPE or arch_type == VR_ARCH_PM:
            model_data: List[ModelData] = [ModelData(model, VR_ARCH_TYPE)]
        if arch_type == MDX_ARCH_TYPE:
            model_data: List[ModelData] = [ModelData(model, MDX_ARCH_TYPE)]
        if arch_type == DEMUCS_ARCH_TYPE:
            model_data: List[ModelData] = [ModelData(model, DEMUCS_ARCH_TYPE)]#

        return model_data
        
    def clear_cache(self, network):
        
        if network == VR_ARCH_TYPE:
            dir = VR_HASH_DIR
        if network == MDX_ARCH_TYPE:
            dir = MDX_HASH_DIR     
        
        for filename in os.listdir(dir):
            filepath = os.path.join(dir, filename)
            if filename not in ['model_data.json', 'model_name_mapper.json', 'mdx_c_configs'] and not os.path.isdir(filepath):
                os.remove(filepath)
        
        self.vr_model_var.set(CHOOSE_MODEL)
        self.mdx_net_model_var.set(CHOOSE_MODEL)
        self.model_data_table.clear()
        self.chosen_ensemble_var.set(CHOOSE_ENSEMBLE_OPTION)
        self.ensemble_main_stem_var.set(CHOOSE_STEM_PAIR)
        self.ensemble_listbox_Option.configure(state=tk.DISABLED)
        self.update_checkbox_text()
    
    def thread_check(self, thread_to_check):
        '''Checks if thread is alive'''
        
        is_running = False
        
        if type(thread_to_check) is KThread:
            if thread_to_check.is_alive():
                is_running = True
                
        return is_running

    # -Widget Methods--

    def fill_main_frame(self):
        """Creates root window widgets"""
        
        self.title_Label = tk.Label(master=self, image=self.logo_img, compound=tk.TOP)
        self.title_Label.place(x=-2, y=banner_placement)

        self.fill_filePaths_Frame()
        self.fill_options_Frame()
        
        self.conversion_Button = ttk.Button(master=self, textvariable=self.conversion_Button_Text_var, command=self.process_initialize)
        self.conversion_Button.place(x=X_CONVERSION_BUTTON_1080P, y=BUTTON_Y_1080P, width=WIDTH_CONVERSION_BUTTON_1080P, height=HEIGHT_GENERIC_BUTTON_1080P,
                                    relx=0, rely=0, relwidth=1, relheight=0)
        
        self.conversion_Button_enable = lambda:(self.conversion_Button_Text_var.set(START_PROCESSING), self.conversion_Button.configure(state=tk.NORMAL))
        self.conversion_Button_disable = lambda message:(self.conversion_Button_Text_var.set(message), self.conversion_Button.configure(state=tk.DISABLED))
        
        self.stop_Button = ttk.Button(master=self, image=self.stop_img, command=self.confirm_stop_process)
        self.stop_Button.place(x=X_STOP_BUTTON_1080P, y=BUTTON_Y_1080P, width=HEIGHT_GENERIC_BUTTON_1080P, height=HEIGHT_GENERIC_BUTTON_1080P,
                            relx=1, rely=0, relwidth=0, relheight=0)
        self.help_hints(self.stop_Button, text=STOP_HELP)
        
        self.settings_Button = ttk.Button(master=self, image=self.help_img, command=self.check_is_menu_settings_open)
        self.settings_Button.place(x=X_SETTINGS_BUTTON_1080P, y=BUTTON_Y_1080P, width=HEIGHT_GENERIC_BUTTON_1080P, height=HEIGHT_GENERIC_BUTTON_1080P,
                                relx=1, rely=0, relwidth=0, relheight=0)
        self.help_hints(self.settings_Button, text=SETTINGS_HELP)
    
        self.progressbar = ttk.Progressbar(master=self, variable=self.progress_bar_main_var)
        self.progressbar.place(x=X_PROGRESSBAR_1080P, y=Y_OFFSET_PROGRESS_BAR_1080P, width=WIDTH_PROGRESSBAR_1080P, height=HEIGHT_PROGRESSBAR_1080P,
                            relx=0, rely=0, relwidth=1, relheight=0)

         # Select Music Files Option
        self.console_Frame = tk.Frame(master=self, highlightbackground='#101012', highlightcolor='#101012', highlightthicknes=2)
        self.console_Frame.place(x=X_CONSOLE_FRAME_1080P, y=Y_OFFSET_CONSOLE_FRAME_1080P, width=WIDTH_CONSOLE_FRAME_1080P, height=HEIGHT_CONSOLE_FRAME_1080P,
                                relx=0, rely=0, relwidth=1, relheight=0)


        self.progressbar = ttk.Progressbar(master=self, variable=self.progress_bar_main_var)
        self.progressbar.place(x=25, y=self.IMAGE_HEIGHT + self.FILEPATHS_HEIGHT + self.OPTIONS_HEIGHT + self.CONVERSIONBUTTON_HEIGHT + self.COMMAND_HEIGHT + self.PADDING*4, width=-50, height=self.PROGRESS_HEIGHT,
                            relx=0, rely=0, relwidth=1, relheight=0)

         # Select Music Files Option
        self.console_Frame = tk.Frame(master=self, highlightbackground='#101012', highlightcolor='#101012', highlightthicknes=2)
        self.console_Frame.place(x=15, y=self.IMAGE_HEIGHT + self.FILEPATHS_HEIGHT + self.OPTIONS_HEIGHT + self.CONVERSIONBUTTON_HEIGHT + self.PADDING + 5 *3, width=-30, height=self.COMMAND_HEIGHT+7,
                                relx=0, rely=0, relwidth=1, relheight=0)


        self.command_Text = ThreadSafeConsole(master=self.console_Frame, background='#0c0c0d',fg='#898b8e', highlightcolor="#0c0c0d",  font=(MAIN_FONT_NAME, FONT_SIZE_4), borderwidth=0)
        self.command_Text.pack(fill=tk.BOTH, expand=1)
        self.command_Text.bind(right_click_button, lambda e:self.right_click_console(e))
            
    def fill_filePaths_Frame(self):
        """Fill Frame with neccessary widgets"""

        # Select Music Files Option
        self.filePaths_Frame = ttk.Frame(master=self)
        self.filePaths_Frame.place(x=FILEPATHS_FRAME_X, y=FILEPATHS_FRAME_Y, width=FILEPATHS_FRAME_WIDTH, height=self.FILEPATHS_HEIGHT, relx=0, rely=0, relwidth=1, relheight=0)

        self.filePaths_musicFile_Button = ttk.Button(master=self.filePaths_Frame, text=SELECT_INPUT_TEXT, command=self.input_select_filedialog)
        self.filePaths_musicFile_Button.place(x=MUSICFILE_BUTTON_X, y=MUSICFILE_BUTTON_Y, width=MUSICFILE_BUTTON_WIDTH, height=MUSICFILE_BUTTON_HEIGHT, relx=0, rely=0, relwidth=0.3, relheight=0.5)
        self.filePaths_musicFile_Entry = ttk.Entry(master=self.filePaths_Frame, textvariable=self.inputPathsEntry_var, font=self.font_entry, state=tk.DISABLED)
        self.filePaths_musicFile_Entry.place(x=MUSICFILE_ENTRY_X, y=MUSICFILE_BUTTON_Y, width=MUSICFILE_ENTRY_WIDTH, height=MUSICFILE_ENTRY_HEIGHT, relx=0.3, rely=0, relwidth=0.7, relheight=0.5)                                   
        self.filePaths_musicFile_Open = ttk.Button(master=self, image=self.efile_img, command=lambda:OPEN_FILE_func(os.path.dirname(self.inputPaths[0])) if self.inputPaths and os.path.isdir(os.path.dirname(self.inputPaths[0])) else self.error_dialoge(INVALID_INPUT))
        self.filePaths_musicFile_Open.place(x=MUSICFILE_OPEN_X, y=MUSICFILE_OPEN_Y, width=MUSICFILE_OPEN_WIDTH, height=MUSICFILE_OPEN_HEIGHT, relx=1, rely=0, relwidth=0, relheight=0)

        # Add any additional configurations or method calls here
        self.filePaths_musicFile_Entry.configure(cursor="hand2")
        self.help_hints(self.filePaths_musicFile_Button, text=INPUT_FOLDER_ENTRY_HELP) 
        self.help_hints(self.filePaths_musicFile_Entry, text=INPUT_FOLDER_ENTRY_HELP_2)
        self.help_hints(self.filePaths_musicFile_Open, text=INPUT_FOLDER_BUTTON_HELP)     

        # Save To Option
        self.filePaths_saveTo_Button = ttk.Button(master=self.filePaths_Frame, text=SELECT_OUTPUT_TEXT, command=self.export_select_filedialog)
        self.filePaths_saveTo_Button.place(x=SAVETO_BUTTON_X, y=SAVETO_BUTTON_Y, width=SAVETO_BUTTON_WIDTH, height=SAVETO_BUTTON_HEIGHT, relx=0, rely=0.5, relwidth=0.3, relheight=0.5)
        self.filePaths_saveTo_Entry = ttk.Entry(master=self.filePaths_Frame, textvariable=self.export_path_var, font=self.font_entry, state=tk.DISABLED)
        self.filePaths_saveTo_Entry.place(x=SAVETO_ENTRY_X, y=SAVETO_BUTTON_Y, width=SAVETO_ENTRY_WIDTH, height=SAVETO_ENTRY_HEIGHT, relx=0.3, rely=0.5, relwidth=0.7, relheight=0.5)
        self.filePaths_saveTo_Open = ttk.Button(master=self, image=self.efile_img, command=lambda:OPEN_FILE_func(Path(self.export_path_var.get())) if os.path.isdir(self.export_path_var.get()) else self.error_dialoge(INVALID_EXPORT))
        self.filePaths_saveTo_Open.place(x=SAVETO_OPEN_X, y=SAVETO_OPEN_Y, width=SAVETO_OPEN_WIDTH, height=SAVETO_OPEN_HEIGHT, relx=1, rely=0, relwidth=0, relheight=0)
        self.help_hints(self.filePaths_saveTo_Button, text=OUTPUT_FOLDER_ENTRY_HELP) 
        self.help_hints(self.filePaths_saveTo_Open, text=OUTPUT_FOLDER_BUTTON_HELP)     

    def fill_options_Frame(self):
        """Fill Frame with neccessary widgets"""
        
        self.options_Frame = ttk.Frame(master=self)
        self.options_Frame.place(x=OPTIONS_FRAME_X, y=OPTIONS_FRAME_Y, width=OPTIONS_FRAME_WIDTH, height=self.OPTIONS_HEIGHT, relx=0, rely=0, relwidth=1, relheight=0)

        # -Create Widgets-

        ## Save Format
        self.wav_button = ttk.Radiobutton(master=self.options_Frame, text=WAV, variable=self.save_format_var, value=WAV)
        self.wav_button.place(x=RADIOBUTTON_X_WAV, y=RADIOBUTTON_Y, width=RADIOBUTTON_WIDTH, height=RADIOBUTTON_HEIGHT, relx=0, rely=0/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.wav_button, text=f'{FORMAT_SETTING_HELP}{WAV}')

        self.flac_button = ttk.Radiobutton(master=self.options_Frame, text=FLAC, variable=self.save_format_var, value=FLAC)
        self.flac_button.place(x=RADIOBUTTON_X_FLAC, y=RADIOBUTTON_Y, width=RADIOBUTTON_WIDTH, height=RADIOBUTTON_HEIGHT, relx=1/3, rely=0/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.flac_button, text=f'{FORMAT_SETTING_HELP}{FLAC}')

        self.mp3_button = ttk.Radiobutton(master=self.options_Frame, text=MP3, variable=self.save_format_var, value=MP3)
        self.mp3_button.place(x=RADIOBUTTON_X_MP3, y=RADIOBUTTON_Y, width=RADIOBUTTON_WIDTH, height=RADIOBUTTON_HEIGHT, relx=2/3, rely=0/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.mp3_button, text=f'{FORMAT_SETTING_HELP}{MP3}')

        # Choose Conversion Method
        self.chosen_process_method_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_PROC_METHOD_MAIN_LABEL)
        self.chosen_process_method_Label.place(x=0, y=MAIN_ROW_Y[0], width=LEFT_ROW_WIDTH, height=LABEL_HEIGHT, relx=0, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.chosen_process_method_Option = ComboBoxMenu(self.options_Frame, textvariable=self.chosen_process_method_var, values=PROCESS_METHODS, command=lambda e: self.selection_action_process_method(self.chosen_process_method_var.get(), from_widget=True, is_from_conv_menu=True))
        self.chosen_process_method_Option.place(x=0, y=MAIN_ROW_Y[1], width=LEFT_ROW_WIDTH, height=OPTION_HEIGHT, relx=0, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        #self.chosen_process_method_var.trace_add('write', lambda *args: self.update_main_widget_states())
        self.help_hints(self.chosen_process_method_Label, text=CHOSEN_PROCESS_METHOD_HELP)
        
        #  Choose Settings Option
        self.save_current_settings_Label = self.main_window_LABEL_SET(self.options_Frame, SELECT_SAVED_SETTINGS_MAIN_LABEL)
        self.save_current_settings_Label_place = lambda:self.save_current_settings_Label.place(x=MAIN_ROW_2_X[0], y=LOW_MENU_Y[0], width=0, height=LABEL_HEIGHT, relx=2/3, rely=6/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.save_current_settings_Option = ComboBoxMenu(self.options_Frame, textvariable=self.save_current_settings_var, command=lambda e:self.selection_action_saved_settings(self.save_current_settings_var.get()))
        self.save_current_settings_Option_place = lambda:self.save_current_settings_Option.place(x=MAIN_ROW_2_X[1], y=LOW_MENU_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=2/3, rely=7/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.help_hints(self.save_current_settings_Label, text=SAVE_CURRENT_SETTINGS_HELP)
        
        ### MDX-NET ###

        #  Choose MDX-Net Model
        self.mdx_net_model_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_MDX_MODEL_MAIN_LABEL)
        self.mdx_net_model_Label_place = lambda:self.mdx_net_model_Label.place(x=0, y=LOW_MENU_Y[0], width=LEFT_ROW_WIDTH, height=LABEL_HEIGHT, relx=0, rely=6/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.mdx_net_model_Option = ComboBoxMenu(self.options_Frame, textvariable=self.mdx_net_model_var, command=lambda event: self.selection_action(event, self.mdx_net_model_var, is_mdx_net=True))
        self.mdx_net_model_Option_place = lambda:self.mdx_net_model_Option.place(x=0, y=LOW_MENU_Y[1], width=LEFT_ROW_WIDTH, height=OPTION_HEIGHT, relx=0, rely=7/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        #self.mdx_net_model_var.trace_add('write', lambda *args: self.update_main_widget_states_mdx())
        self.help_hints(self.mdx_net_model_Label, text=CHOOSE_MODEL_HELP)
        
        # MDX-Overlap
        self.overlap_mdx_Label = self.main_window_LABEL_SET(self.options_Frame, OVERLAP_TEXT)
        self.overlap_mdx_Label_place = lambda:self.overlap_mdx_Label.place(x=MAIN_ROW_2_X[0], y=MAIN_ROW_2_Y[0], width=0, height=LABEL_HEIGHT, relx=2/3, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.overlap_mdx_Option = ComboBoxEditableMenu(self.options_Frame, values=MDX_OVERLAP, width=MENU_COMBOBOX_WIDTH, textvariable=self.overlap_mdx_var, pattern=REG_OVERLAP, default=MDX_OVERLAP)
        self.overlap_mdx_Option_place = lambda:self.overlap_mdx_Option.place(x=MAIN_ROW_2_X[1], y=MAIN_ROW_2_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=2/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        
        # MDX23-Overlap
        self.overlap_mdx23_Option = ComboBoxEditableMenu(self.options_Frame, values=MDX23_OVERLAP, width=MENU_COMBOBOX_WIDTH, textvariable=self.overlap_mdx23_var, pattern=REG_OVERLAP23, default="8")
        self.overlap_mdx23_Option_place = lambda:self.overlap_mdx23_Option.place(x=MAIN_ROW_2_X[1], y=MAIN_ROW_2_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=2/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.overlap_mdx_Label, text=MDX_OVERLAP_HELP)
        
        # Choose MDX-Net Stems
        self.mdxnet_stems_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_STEMS_MAIN_LABEL)
        self.mdxnet_stems_Label_place = lambda:self.mdxnet_stems_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        
        self.mdxnet_stems_Option = ComboBoxMenu(self.options_Frame, textvariable=self.mdxnet_stems_var)
        self.mdxnet_stems_Option_place = lambda:self.mdxnet_stems_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.mdxnet_stems_Label, text=DEMUCS_STEMS_HELP)
        
        # MDX-Segment Size
        self.mdx_segment_size_Label = self.main_window_LABEL_SET(self.options_Frame, SEGMENT_MDX_MAIN_LABEL)
        self.mdx_segment_size_Label_place = lambda:self.mdx_segment_size_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.mdx_segment_size_Option = ComboBoxEditableMenu(self.options_Frame, values=MDX_SEGMENTS, width=MENU_COMBOBOX_WIDTH, textvariable=self.mdx_segment_size_var, pattern=REG_MDX_SEG, default="256")#
        self.mdx_segment_size_Option_place = lambda:self.mdx_segment_size_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.mdx_segment_size_Label, text=MDX_SEGMENT_SIZE_HELP)

        ### VR ARCH ###
        
        #  Choose VR Model
        self.vr_model_Label = self.main_window_LABEL_SET(self.options_Frame, SELECT_VR_MODEL_MAIN_LABEL)
        self.vr_model_Label_place = lambda:self.vr_model_Label.place(x=0, y=LOW_MENU_Y[0], width=LEFT_ROW_WIDTH, height=LABEL_HEIGHT, relx=0, rely=6/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.vr_model_Option = ComboBoxMenu(self.options_Frame, textvariable=self.vr_model_var, command=lambda event: self.selection_action(event, self.vr_model_var))
        self.vr_model_Option_place = lambda:self.vr_model_Option.place(x=0, y=LOW_MENU_Y[1], width=LEFT_ROW_WIDTH, height=OPTION_HEIGHT, relx=0, rely=7/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.help_hints(self.vr_model_Label, text=CHOOSE_MODEL_HELP)
        
        # Aggression Setting
        self.aggression_setting_Label = self.main_window_LABEL_SET(self.options_Frame, AGGRESSION_SETTING_MAIN_LABEL)
        self.aggression_setting_Label_place = lambda:self.aggression_setting_Label.place(x=MAIN_ROW_2_X[0], y=MAIN_ROW_2_Y[0], width=0, height=LABEL_HEIGHT, relx=2/3, rely=2/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.aggression_setting_Option = ComboBoxEditableMenu(self.options_Frame, values=VR_AGGRESSION, textvariable=self.aggression_setting_var, pattern=REG_AGGRESSION, default=VR_AGGRESSION[5])#
        self.aggression_setting_Option_place = lambda:self.aggression_setting_Option.place(x=MAIN_ROW_2_X[1], y=MAIN_ROW_2_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=2/3, rely=3/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.aggression_setting_Label, text=AGGRESSION_SETTING_HELP)
        
        # Window Size
        self.window_size_Label = self.main_window_LABEL_SET(self.options_Frame, WINDOW_SIZE_MAIN_LABEL)
        self.window_size_Label_place = lambda:self.window_size_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.window_size_Option = ComboBoxEditableMenu(self.options_Frame, values=VR_WINDOW, textvariable=self.window_size_var, pattern=REG_WINDOW, default=VR_WINDOW[1])#
        self.window_size_Option_place = lambda:self.window_size_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.window_size_Label, text=WINDOW_SIZE_HELP)
        
        ### DEMUCS ###
        
        #  Choose Demucs Models
        self.demucs_model_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_DEMUCS_MODEL_MAIN_LABEL)
        self.demucs_model_Label_place = lambda:self.demucs_model_Label.place(x=0, y=LOW_MENU_Y[0], width=LEFT_ROW_WIDTH, height=LABEL_HEIGHT, relx=0, rely=6/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.demucs_model_Option = ComboBoxMenu(self.options_Frame, textvariable=self.demucs_model_var, command=lambda event: self.selection_action(event, self.demucs_model_var))
        self.demucs_model_Option_place = lambda:self.demucs_model_Option.place(x=0, y=LOW_MENU_Y[1], width=LEFT_ROW_WIDTH, height=OPTION_HEIGHT, relx=0, rely=7/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.help_hints(self.demucs_model_Label, text=CHOOSE_MODEL_HELP)

        # Choose Demucs Stems
        self.demucs_stems_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_STEMS_MAIN_LABEL)
        self.demucs_stems_Label_place = lambda:self.demucs_stems_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.demucs_stems_Option = ComboBoxMenu(self.options_Frame, textvariable=self.demucs_stems_var)
        self.demucs_stems_Option_place = lambda:self.demucs_stems_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.demucs_stems_Label, text=DEMUCS_STEMS_HELP)

        # Demucs-Segment
        self.segment_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_SEGMENT_MAIN_LABEL)
        self.segment_Label_place = lambda:self.segment_Label.place(x=MAIN_ROW_2_X[0], y=MAIN_ROW_2_Y[0], width=0, height=LABEL_HEIGHT, relx=2/3, rely=2/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.segment_Option = ComboBoxEditableMenu(self.options_Frame, values=DEMUCS_SEGMENTS, textvariable=self.segment_var, pattern=REG_SEGMENTS, default=DEMUCS_SEGMENTS)#
        self.segment_Option_place = lambda:self.segment_Option.place(x=MAIN_ROW_2_X[1], y=MAIN_ROW_2_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=2/3, rely=3/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.segment_Label, text=SEGMENT_HELP)
     
        # Stem A
        self.is_primary_stem_only_Demucs_Option = ttk.Checkbutton(master=self.options_Frame, textvariable=self.is_primary_stem_only_Demucs_Text_var, variable=self.is_primary_stem_only_Demucs_var, command=lambda:self.is_primary_stem_only_Demucs_Option_toggle())
        self.is_primary_stem_only_Demucs_Option_place = lambda:self.is_primary_stem_only_Demucs_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=6/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.is_primary_stem_only_Demucs_Option_toggle = lambda:self.is_secondary_stem_only_Demucs_var.set(False) if self.is_primary_stem_only_Demucs_var.get() else self.is_secondary_stem_only_Demucs_Option.configure(state=tk.NORMAL)
        self.help_hints(self.is_primary_stem_only_Demucs_Option, text=SAVE_STEM_ONLY_HELP)
        
        # Stem B
        self.is_secondary_stem_only_Demucs_Option = ttk.Checkbutton(master=self.options_Frame, textvariable=self.is_secondary_stem_only_Demucs_Text_var, variable=self.is_secondary_stem_only_Demucs_var, command=lambda:self.is_secondary_stem_only_Demucs_Option_toggle())
        self.is_secondary_stem_only_Demucs_Option_place = lambda:self.is_secondary_stem_only_Demucs_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=7/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.is_secondary_stem_only_Demucs_Option_toggle = lambda:self.is_primary_stem_only_Demucs_var.set(False) if self.is_secondary_stem_only_Demucs_var.get() else self.is_primary_stem_only_Demucs_Option.configure(state=tk.NORMAL)
        self.is_stem_only_Demucs_Options_Enable = lambda:(self.is_primary_stem_only_Demucs_Option.configure(state=tk.NORMAL), self.is_secondary_stem_only_Demucs_Option.configure(state=tk.NORMAL))
        self.help_hints(self.is_secondary_stem_only_Demucs_Option, text=SAVE_STEM_ONLY_HELP)

        ### ENSEMBLE MODE ###

        # Ensemble Mode
        self.chosen_ensemble_Label = self.main_window_LABEL_SET(self.options_Frame, ENSEMBLE_OPTIONS_MAIN_LABEL)
        self.chosen_ensemble_Label_place = lambda:self.chosen_ensemble_Label.place(x=0, y=LOW_MENU_Y[0], width=LEFT_ROW_WIDTH, height=LABEL_HEIGHT, relx=0, rely=6/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.chosen_ensemble_Option = ComboBoxMenu(self.options_Frame, textvariable=self.chosen_ensemble_var, command=lambda e:self.selection_action_chosen_ensemble(self.chosen_ensemble_var.get()))
        self.chosen_ensemble_Option_place = lambda:self.chosen_ensemble_Option.place(x=0, y=LOW_MENU_Y[1], width=LEFT_ROW_WIDTH, height=OPTION_HEIGHT, relx=0, rely=7/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.help_hints(self.chosen_ensemble_Label, text=CHOSEN_ENSEMBLE_HELP)
                        
        # Ensemble Main Stems
        self.ensemble_main_stem_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_MAIN_PAIR_MAIN_LABEL)
        self.ensemble_main_stem_Label_place = lambda:self.ensemble_main_stem_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.ensemble_main_stem_Option = ComboBoxMenu(self.options_Frame, textvariable=self.ensemble_main_stem_var, values=ENSEMBLE_MAIN_STEM, command=lambda e: self.selection_action_ensemble_stems(self.ensemble_main_stem_var.get()))
        self.ensemble_main_stem_Option_place = lambda:self.ensemble_main_stem_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.help_hints(self.ensemble_main_stem_Label, text=ENSEMBLE_MAIN_STEM_HELP)

        # Ensemble Algorithm
        self.ensemble_type_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_ENSEMBLE_ALGORITHM_MAIN_LABEL)
        self.ensemble_type_Label_place = lambda:self.ensemble_type_Label.place(x=MAIN_ROW_2_X[0], y=MAIN_ROW_2_Y[0], width=0, height=LABEL_HEIGHT, relx=2/3, rely=2/11, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.ensemble_type_Option = ComboBoxMenu(self.options_Frame, textvariable=self.ensemble_type_var, values=ENSEMBLE_TYPE)
        self.ensemble_type_Option_place = lambda:self.ensemble_type_Option.place(x=MAIN_ROW_2_X[1], y=MAIN_ROW_2_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT,relx=2/3, rely=3/11, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.help_hints(self.ensemble_type_Label, text=ENSEMBLE_TYPE_HELP)
        
        # Select Music Files Option
    
        # Ensemble Save Ensemble Outputs
        self.ensemble_listbox_Label = self.main_window_LABEL_SET(self.options_Frame, AVAILABLE_MODELS_MAIN_LABEL)
        self.ensemble_listbox_Label_place = lambda:self.ensemble_listbox_Label.place(x=MAIN_ROW_2_X[0], y=MAIN_ROW_2_Y[1], width=0, height=LABEL_HEIGHT, relx=2/3, rely=5/11, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.ensemble_listbox_Frame = tk.Frame(self.options_Frame, highlightbackground='#04332c', highlightcolor='#04332c', highlightthicknes=1)
        self.ensemble_listbox_Option = tk.Listbox(self.ensemble_listbox_Frame, selectmode=tk.MULTIPLE, activestyle='dotbox', font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), background='#070708', exportselection=0, relief=tk.SOLID, borderwidth=0)
        self.ensemble_listbox_scroll = ttk.Scrollbar(self.options_Frame, orient=tk.VERTICAL)
        self.ensemble_listbox_Option.config(yscrollcommand=self.ensemble_listbox_scroll.set)
        self.ensemble_listbox_scroll.configure(command=self.ensemble_listbox_Option.yview)
        self.ensemble_listbox_Option_place = lambda: (self.ensemble_listbox_Frame.place(x=ENSEMBLE_LISTBOX_FRAME_X, y=ENSEMBLE_LISTBOX_FRAME_Y, width=ENSEMBLE_LISTBOX_FRAME_WIDTH, height=ENSEMBLE_LISTBOX_FRAME_HEIGHT, relx=2/3, rely=6/11, relwidth=1/3, relheight=1/self.COL1_ROWS),
                                                    self.ensemble_listbox_scroll.place(x=ENSEMBLE_LISTBOX_SCROLL_X, y=ENSEMBLE_LISTBOX_SCROLL_Y, width=ENSEMBLE_LISTBOX_SCROLL_WIDTH, height=ENSEMBLE_LISTBOX_SCROLL_HEIGHT, relx=2/3, rely=6/11, relwidth=1/10, relheight=1/self.COL1_ROWS))
        self.ensemble_listbox_Option_pack = lambda:self.ensemble_listbox_Option.pack(fill=tk.BOTH, expand=1)
        self.help_hints(self.ensemble_listbox_Label, text=ENSEMBLE_LISTBOX_HELP)
        
        ### AUDIO TOOLS ###

        # Chosen Audio Tool 
        self.chosen_audio_tool_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_AUDIO_TOOLS_MAIN_LABEL)
        self.chosen_audio_tool_Label_place = lambda:self.chosen_audio_tool_Label.place(x=0, y=LOW_MENU_Y[0], width=LEFT_ROW_WIDTH, height=LABEL_HEIGHT, relx=0, rely=6/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.chosen_audio_tool_Option = ComboBoxMenu(self.options_Frame, textvariable=self.chosen_audio_tool_var, values=AUDIO_TOOL_OPTIONS, command=lambda e: self.update_main_widget_states())
        self.chosen_audio_tool_Option_place = lambda:self.chosen_audio_tool_Option.place(x=0, y=LOW_MENU_Y[1], width=LEFT_ROW_WIDTH, height=OPTION_HEIGHT, relx=0, rely=7/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL1_ROWS)
        self.help_hints(self.chosen_audio_tool_Label, text=AUDIO_TOOLS_HELP)
        
        # Choose Agorithim
        self.choose_algorithm_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_MANUAL_ALGORITHM_MAIN_LABEL)
        self.choose_algorithm_Label_place = lambda:self.choose_algorithm_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.choose_algorithm_Option = ComboBoxMenu(self.options_Frame, textvariable=self.choose_algorithm_var, values=MANUAL_ENSEMBLE_OPTIONS)
        self.choose_algorithm_Option_place = lambda:self.choose_algorithm_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        #self.help_hints(self.mdx_segment_size_Label, text=MDX_SEGMENT_SIZE_HELP)
        
        
        # Time Stretch
        self.time_stretch_rate_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_RATE_MAIN_LABEL)
        self.time_stretch_rate_Label_place = lambda:self.time_stretch_rate_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.time_stretch_rate_Option = ComboBoxEditableMenu(self.options_Frame, values=TIME_PITCH, textvariable=self.time_stretch_rate_var, pattern=REG_TIME, default=TIME_PITCH)#
        self.time_stretch_rate_Option_place = lambda:self.time_stretch_rate_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        #self.help_hints(self.mdx_segment_size_Label, text=MDX_SEGMENT_SIZE_HELP)

        # Pitch Rate
        self.pitch_rate_Label = self.main_window_LABEL_SET(self.options_Frame, CHOOSE_SEMITONES_MAIN_LABEL)
        self.pitch_rate_Label_place = lambda:self.pitch_rate_Label.place(x=MAIN_ROW_X[0], y=MAIN_ROW_Y[0], width=0, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.pitch_rate_Option = ComboBoxEditableMenu(self.options_Frame, values=TIME_PITCH, textvariable=self.pitch_rate_var, pattern=REG_PITCH, default=TIME_PITCH)#
        self.pitch_rate_Option_place = lambda:self.pitch_rate_Option.place(x=MAIN_ROW_X[1], y=MAIN_ROW_Y[1], width=MAIN_ROW_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)

        # Is Time Correction
        self.is_time_correction_Option = ttk.Checkbutton(master=self.options_Frame, text=TIME_CORRECTION_TEXT, variable=self.is_time_correction_var)
        self.is_time_correction_Option_place = lambda:self.is_time_correction_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=5/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.is_time_correction_Option, text=IS_TIME_CORRECTION_HELP)
        
        # Is Wav Ensemble
        self.is_wav_ensemble_Option = ttk.Checkbutton(master=self.options_Frame, text=ENSEMBLE_WAVFORMS_TEXT, variable=self.is_wav_ensemble_var)
        self.is_wav_ensemble_Option_place = lambda:self.is_wav_ensemble_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=5/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.is_wav_ensemble_Option, text=IS_WAV_ENSEMBLE_HELP)

        ## ALIGN TOOL ##
        
        # Track 1
        self.fileOne_Label = self.main_window_LABEL_SUB_SET(self.options_Frame, self.file_one_sub_var)
        self.fileOne_Label_place = lambda: self.fileOne_Label.place(x=FILEONE_LABEL_X, y=LABEL_Y, width=FILEONE_LABEL_WIDTH, height=LABEL_HEIGHT, relx=1/3, rely=2/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)

        self.fileOne_Entry = ttk.Entry(master=self.options_Frame, textvariable=self.fileOneEntry_var, font=self.font_entry, state=tk.DISABLED)
        self.fileOne_Entry_place = lambda: self.fileOne_Entry.place(x=SUB_ENT_ROW_X, y=ENTRY_Y, width=ENTRY_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.fileOne_Entry, text=INPUT_SEC_FIELDS_HELP)
        self.fileOne_Entry.configure(cursor="hand2")
        
        self.fileOne_Open = ttk.Button(master=self.options_Frame, image=self.efile_img, command=lambda:OPEN_FILE_func(os.path.dirname(self.fileOneEntry_Full_var.get())))
        self.fileOne_Open_place = lambda:self.fileOne_Open.place(x=ENTRY_OPEN_BUTT_X_OFF, y=ENTRY_Y, width=ENTRY_OPEN_BUTT_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=3/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)#OPEN_FILE_func(Path(self.export_path_var.get())) if os.path.isdir(self.export_path_var.get()) else self.error_dialoge(INVALID_EXPORT))
        self.help_hints(self.fileOne_Open, text=INPUT_FOLDER_BUTTON_HELP)

        # Track 2
        self.fileTwo_Label = self.main_window_LABEL_SUB_SET(self.options_Frame, self.file_two_sub_var)
        self.fileTwo_Label_place = lambda: self.fileTwo_Label.place(x=FILETWO_LABEL_X, y=LABEL_Y, width=FILETWO_LABEL_WIDTH, height=LABEL_HEIGHT, relx=1/3, rely=4.5/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)

        self.fileTwo_Entry = ttk.Entry(master=self.options_Frame, textvariable=self.fileTwoEntry_var, font=self.font_entry, state=tk.DISABLED)
        self.fileTwo_Entry_place = lambda:self.fileTwo_Entry.place(x=SUB_ENT_ROW_X, y=ENTRY_Y, width=ENTRY_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=5.5/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.fileTwo_Entry, text=INPUT_SEC_FIELDS_HELP)
        self.fileTwo_Entry.configure(cursor="hand2")
        
        self.fileTwo_Open = ttk.Button(master=self.options_Frame, image=self.efile_img, command=lambda:OPEN_FILE_func(os.path.dirname(self.fileTwoEntry_Full_var.get())))
        self.fileTwo_Open_place = lambda:self.fileTwo_Open.place(x=ENTRY_OPEN_BUTT_X_OFF, y=ENTRY_Y, width=ENTRY_OPEN_BUTT_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=5.5/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.fileTwo_Open, text=INPUT_FOLDER_BUTTON_HELP)

        # Time Window
        self.time_window_Label = self.main_window_LABEL_SET(self.options_Frame, TIME_WINDOW_MAIN_LABEL)
        self.time_window_Label_place = lambda: self.time_window_Label.place(x=TIME_WINDOW_LABEL_X, y=LABEL_Y, width=TIME_WINDOW_LABEL_WIDTH, height=LABEL_HEIGHT, relx=1/3, rely=7.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.time_window_Option = ComboBoxMenu(self.options_Frame, textvariable=self.time_window_var, values=tuple(TIME_WINDOW_MAPPER.keys()))
        self.time_window_Option_place = lambda: self.time_window_Option.place(x=SUB_ENT_ROW_X, y=ENTRY_Y, width=OPTION_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=8.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.time_window_Label, text=TIME_WINDOW_ALIGN_HELP)

        # Align Shifts
        self.intro_analysis_Label = self.main_window_LABEL_SET(self.options_Frame, INTRO_ANALYSIS_MAIN_LABEL)
        self.intro_analysis_Label_place = lambda: self.intro_analysis_Label.place(x=INTRO_ANALYSIS_LABEL_X, y=LABEL_Y, width=INTRO_ANALYSIS_LABEL_WIDTH, height=LABEL_HEIGHT, relx=2/3, rely=7.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.intro_analysis_Option = ComboBoxMenu(self.options_Frame, textvariable=self.intro_analysis_var, values=tuple(INTRO_MAPPER.keys()))
        self.intro_analysis_Option_place = lambda: self.intro_analysis_Option.place(x=INTRO_ANALYSIS_OPTION_X, y=ENTRY_Y, width=OPTION_WIDTH, height=OPTION_HEIGHT, relx=2/3, rely=8.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.intro_analysis_Label, text=INTRO_ANALYSIS_ALIGN_HELP)

        # Volume Adjustment
        self.db_analysis_Label = self.main_window_LABEL_SET(self.options_Frame, VOLUME_ADJUSTMENT_MAIN_LABEL)
        self.db_analysis_Label_place = lambda: self.db_analysis_Label.place(x=DB_ANALYSIS_LABEL_X, y=LABEL_Y, width=DB_ANALYSIS_LABEL_WIDTH, height=LABEL_HEIGHT, relx=2/3, rely=7.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.db_analysis_Option = ComboBoxMenu(self.options_Frame, textvariable=self.db_analysis_var, values=tuple(VOLUME_MAPPER.keys()))
        self.db_analysis_Option_place = lambda: self.db_analysis_Option.place(x=DB_ANALYSIS_OPTION_X, y=ENTRY_Y, width=OPTION_WIDTH, height=OPTION_HEIGHT, relx=2/3, rely=8.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.db_analysis_Label, text=VOLUME_ANALYSIS_ALIGN_HELP)

        # Wav-Type
        self.wav_type_set_Label = self.main_window_LABEL_SET(self.options_Frame, WAVE_TYPE_TEXT)
        self.wav_type_set_Label_place = lambda: self.wav_type_set_Label.place(x=WAV_TYPE_SET_LABEL_X, y=LABEL_Y, width=WAV_TYPE_SET_LABEL_WIDTH, height=LABEL_HEIGHT, relx=1/3, rely=7.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.wav_type_set_Option = ComboBoxMenu(self.options_Frame, textvariable=self.wav_type_set_var, values=WAV_TYPE)
        self.wav_type_set_Option_place = lambda: self.wav_type_set_Option.place(x=SUB_ENT_ROW_X, y=ENTRY_Y, width=OPTION_WIDTH, height=OPTION_HEIGHT, relx=1/3, rely=8.37/self.COL1_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)

        ### SHARED SETTINGS ###
        
        # GPU Selection
        self.is_gpu_conversion_Option = ttk.Checkbutton(master=self.options_Frame, text=GPU_CONVERSION_MAIN_LABEL, variable=self.is_gpu_conversion_var)
        self.is_gpu_conversion_Option_place = lambda:self.is_gpu_conversion_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=5/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.is_gpu_conversion_Disable = lambda:(self.is_gpu_conversion_Option.configure(state=tk.DISABLED), self.is_gpu_conversion_var.set(False))
        self.is_gpu_conversion_Enable = lambda:self.is_gpu_conversion_Option.configure(state=tk.NORMAL)
        self.help_hints(self.is_gpu_conversion_Option, text=IS_GPU_CONVERSION_HELP)

        # Vocal Only
        self.is_primary_stem_only_Option = ttk.Checkbutton(master=self.options_Frame, textvariable=self.is_primary_stem_only_Text_var, variable=self.is_primary_stem_only_var, command=lambda:self.is_primary_stem_only_Option_toggle())
        self.is_primary_stem_only_Option_place = lambda:self.is_primary_stem_only_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=6/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.is_primary_stem_only_Option_toggle = lambda:self.is_secondary_stem_only_var.set(False) if self.is_primary_stem_only_var.get() else self.is_secondary_stem_only_Option.configure(state=tk.NORMAL)
        self.help_hints(self.is_primary_stem_only_Option, text=SAVE_STEM_ONLY_HELP)
        
        # Instrumental Only 
        self.is_secondary_stem_only_Option = ttk.Checkbutton(master=self.options_Frame, textvariable=self.is_secondary_stem_only_Text_var, variable=self.is_secondary_stem_only_var, command=lambda:self.is_secondary_stem_only_Option_toggle())
        self.is_secondary_stem_only_Option_place = lambda:self.is_secondary_stem_only_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=7/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.is_secondary_stem_only_Option_toggle = lambda:self.is_primary_stem_only_var.set(False) if self.is_secondary_stem_only_var.get() else self.is_primary_stem_only_Option.configure(state=tk.NORMAL)
        self.is_stem_only_Options_Enable = lambda:(self.is_primary_stem_only_Option.configure(state=tk.NORMAL), self.is_secondary_stem_only_Option.configure(state=tk.NORMAL))
        self.help_hints(self.is_secondary_stem_only_Option, text=SAVE_STEM_ONLY_HELP)
        
        # Sample Mode
        self.model_sample_mode_Option = ttk.Checkbutton(master=self.options_Frame, textvariable=self.model_sample_mode_duration_checkbox_var, variable=self.model_sample_mode_var)#f'Sample ({self.model_sample_mode_duration_var.get()} Seconds)'
        self.model_sample_mode_Option_place = lambda rely=8:self.model_sample_mode_Option.place(x=CHECK_BOX_X, y=CHECK_BOX_Y, width=CHECK_BOX_WIDTH, height=CHECK_BOX_HEIGHT, relx=1/3, rely=rely/self.COL2_ROWS, relwidth=1/3, relheight=1/self.COL2_ROWS)
        self.help_hints(self.model_sample_mode_Option, text=MODEL_SAMPLE_MODE_HELP)
        
        self.GUI_LIST = (self.vr_model_Label,
        self.vr_model_Option,
        self.aggression_setting_Label,
        self.aggression_setting_Option,
        self.window_size_Label,
        self.window_size_Option,
        self.demucs_model_Label,
        self.demucs_model_Option,
        self.demucs_stems_Label,
        self.demucs_stems_Option,
        self.segment_Label,
        self.segment_Option,
        self.mdx_net_model_Label,
        self.mdx_net_model_Option,
        self.overlap_mdx_Label,
        self.overlap_mdx_Option,
        self.overlap_mdx23_Option,
        self.mdxnet_stems_Label,
        self.mdxnet_stems_Option,
        self.mdx_segment_size_Label,
        self.mdx_segment_size_Option,
        self.chosen_ensemble_Label,
        self.chosen_ensemble_Option,
        self.save_current_settings_Label,
        self.save_current_settings_Option,
        self.ensemble_main_stem_Label,
        self.ensemble_main_stem_Option,
        self.ensemble_type_Label,
        self.ensemble_type_Option,
        self.ensemble_listbox_Label,
        self.ensemble_listbox_Frame,
        self.ensemble_listbox_Option,
        self.ensemble_listbox_scroll,
        self.chosen_audio_tool_Label,
        self.chosen_audio_tool_Option,
        self.choose_algorithm_Label,
        self.choose_algorithm_Option,
        self.time_stretch_rate_Label,
        self.time_stretch_rate_Option,
        self.wav_type_set_Label,
        self.wav_type_set_Option,
        self.pitch_rate_Label,
        self.pitch_rate_Option,
        self.fileOne_Label,
        self.fileOne_Entry,
        self.fileOne_Open,
        self.fileTwo_Label,
        self.fileTwo_Entry,
        self.fileTwo_Open,
        self.intro_analysis_Label,
        self.intro_analysis_Option,
        self.time_window_Label,
        self.time_window_Option,
        self.db_analysis_Label,
        self.db_analysis_Option,
        self.is_gpu_conversion_Option,
        self.is_primary_stem_only_Option,
        self.is_secondary_stem_only_Option,
        self.is_primary_stem_only_Demucs_Option,
        self.is_secondary_stem_only_Demucs_Option,
        self.model_sample_mode_Option,
        self.is_time_correction_Option,
        self.is_wav_ensemble_Option)
        
        REFRESH_VARS = (self.mdx_net_model_var,
                        self.vr_model_var,
                        self.demucs_model_var,
                        # self.demucs_stems_var,
                        # self.mdxnet_stems_var,
                        self.is_chunk_demucs_var,
                        self.is_chunk_mdxnet_var,
                        # self.is_primary_stem_only_Demucs_var,
                        # self.is_secondary_stem_only_Demucs_var,
                        # self.is_primary_stem_only_var,
                        # self.is_secondary_stem_only_var,
                        self.model_download_demucs_var,
                        self.model_download_mdx_var,
                        self.model_download_vr_var,
                        self.select_download_var,
                        # self.is_primary_stem_only_Demucs_Text_var,
                        # self.is_secondary_stem_only_Demucs_Text_var,
                        self.chosen_process_method_var,
                        self.ensemble_main_stem_var)
        
        # Change States
        for var in REFRESH_VARS:
            var.trace_add('write', lambda *args: self.update_button_states())
    
    def combo_box_selection_clear(self, frame:tk.Frame):
        for option in frame.winfo_children():
            if type(option) is ttk.Combobox or type(option) is ComboBoxEditableMenu:
                option.selection_clear()

    def focus_out_widgets(self, all_widgets, frame):
        for option in all_widgets:
            if not type(option) is ComboBoxEditableMenu:
                option.bind('<Button-1>', lambda e:(option.focus(), self.combo_box_selection_clear(frame)))

    def bind_widgets(self):
        """Bind widgets to the drag & drop mechanic"""
        
        self.chosen_audio_tool_align = tk.BooleanVar(value=True)        
        other_items = [self.options_Frame, self.filePaths_Frame, self.title_Label, self.progressbar, self.conversion_Button, self.settings_Button, self.stop_Button, self.command_Text]
        all_widgets = self.options_Frame.winfo_children() + self.filePaths_Frame.winfo_children() + other_items
        self.focus_out_widgets(all_widgets, self.options_Frame)
        
        if is_dnd_compatible:
            self.filePaths_saveTo_Button.drop_target_register(DND_FILES)
            self.filePaths_saveTo_Entry.drop_target_register(DND_FILES)
            self.drop_target_register(DND_FILES)
            self.dnd_bind('<<Drop>>', lambda e: drop(e, accept_mode='files'))
            self.filePaths_saveTo_Button.dnd_bind('<<Drop>>', lambda e: drop(e, accept_mode='folder'))
            self.filePaths_saveTo_Entry.dnd_bind('<<Drop>>', lambda e: drop(e, accept_mode='folder'))    
            
            self.fileOne_Entry.drop_target_register(DND_FILES)
            self.fileTwo_Entry.drop_target_register(DND_FILES)
            self.fileOne_Entry.dnd_bind('<<Drop>>', lambda e: drop(e, accept_mode=FILE_1))
            self.fileTwo_Entry.dnd_bind('<<Drop>>', lambda e: drop(e, accept_mode=FILE_2))    
            
        self.ensemble_listbox_Option.bind('<<ListboxSelect>>', lambda e: self.chosen_ensemble_var.set(CHOOSE_ENSEMBLE_OPTION))
        self.options_Frame.bind(right_click_button, lambda e:(self.right_click_menu_popup(e, main_menu=True), self.options_Frame.focus()))
        self.filePaths_musicFile_Entry.bind(right_click_button, lambda e:(self.input_right_click_menu(e), self.filePaths_musicFile_Entry.focus()))
        self.filePaths_musicFile_Entry.bind('<Button-1>', lambda e:(self.check_is_menu_open(INPUTS_MENU), self.filePaths_musicFile_Entry.focus()))

        self.fileOne_Entry.bind('<Button-1>', lambda e:self.menu_batch_dual())
        self.fileTwo_Entry.bind('<Button-1>', lambda e:self.menu_batch_dual())
        self.fileOne_Entry.bind(right_click_button, lambda e:self.input_dual_right_click_menu(e, is_primary=True))
        self.fileTwo_Entry.bind(right_click_button, lambda e:self.input_dual_right_click_menu(e, is_primary=False))
        if is_windows:
            self.bind("<Configure>", self.adjust_toplevel_positions)
        
    #--Input/Export Methods--
    
    def input_select_filedialog(self):
        """Make user select music files"""

        if self.lastDir is not None:
            if not os.path.isdir(self.lastDir):
                self.lastDir = None

        paths = filedialog.askopenfilenames(
            parent=root,
            title=f'Select Audio Files',
            initialfile='',
            initialdir=self.lastDir)
        
        if paths:  # Path selected
            self.inputPaths = paths
            
            self.process_input_selections()
            self.update_inputPaths()

    def export_select_filedialog(self):
        """Make user select a folder to export the converted files in"""

        export_path = None
        
        path = filedialog.askdirectory(
            parent=root,
            title=f'Select Folder',)

        if path:  # Path selected
            self.export_path_var.set(path)
            export_path = self.export_path_var.get()
            
        return export_path
     
    def update_inputPaths(self):
        """Update the music file entry"""
        
        if self.inputPaths:
            if len(self.inputPaths) == 1:
                text = self.inputPaths[0]
            else:
                count = len(self.inputPaths) - 1
                file_text = 'file' if len(self.inputPaths) == 2 else 'files'
                text = f"{self.inputPaths[0]}, +{count} {file_text}"
        else:
            # Empty Selection
            text = ''
            
        self.inputPathsEntry_var.set(text)

    def select_audiofile(self, path=None, is_primary=True): 
        """Make user select music files"""
            
        vars = {
            True: (self.fileOneEntry_Full_var, self.fileOneEntry_var, self.fileTwoEntry_Full_var, self.fileTwoEntry_var),
            False: (self.fileTwoEntry_Full_var, self.fileTwoEntry_var, self.fileOneEntry_Full_var, self.fileOneEntry_var)
        }

        file_path_var, file_basename_var, file_path_2_var, file_basename_2_var = vars[is_primary]
            
        if not path:
            path = filedialog.askopenfilename(
                parent=root,
                title=f'Select Audiofile',)

        if path:  # Path selected
            file_path_var.set(path)
            file_basename_var.set(os.path.basename(path))
            
            if BATCH_MODE_DUAL in file_path_2_var.get():
                file_path_2_var.set("")
                file_basename_2_var.set("")

            self.DualBatch_inputPaths = []
            self.check_dual_paths()
            
    #--Utility Methods--

    def restart(self):
        """Restart the application after asking for confirmation"""
        
        confirm = messagebox.askyesno(parent=root,
                                         title=CONFIRM_RESTART_TEXT[0],
                                         message=CONFIRM_RESTART_TEXT[1])
        
        if confirm:
            self.save_values(app_close=True, is_restart=True)
        
    def delete_temps(self, is_start_up=False):  
        """Deletes temp files"""
        
        DIRECTORIES = (BASE_PATH, VR_MODELS_DIR, MDX_MODELS_DIR, DEMUCS_MODELS_DIR, DEMUCS_NEWER_REPO_DIR)
        EXTENSIONS = (('.aes', '.txt', '.tmp'))
        
        try:
            if os.path.isfile(f"{current_patch}{application_extension}"):
                os.remove(f"{current_patch}{application_extension}")
            
            if not is_start_up:
                if os.path.isfile(SPLASH_DOC):
                    os.remove(SPLASH_DOC)
            
            for dir in DIRECTORIES:
                for temp_file in os.listdir(dir):
                    if temp_file.endswith(EXTENSIONS):
                        if os.path.isfile(os.path.join(dir, temp_file)):
                            os.remove(os.path.join(dir, temp_file))
        except Exception as e:
            self.error_log_var.set(error_text(TEMP_FILE_DELETION_TEXT, e))
        
    def get_files_from_dir(self, directory, ext, is_mdxnet=False):
        """Gets files from specified directory that ends with specified extention"""
        
        return tuple(
            x if is_mdxnet and x.endswith(CKPT) else os.path.splitext(x)[0]
            for x in os.listdir(directory)
            if x.endswith(ext)
        )
        
    def return_ensemble_stems(self, is_primary=False): 
        """Grabs and returns the chosen ensemble stems."""
        
        ensemble_stem = self.ensemble_main_stem_var.get().partition("/")
        
        if is_primary:
            return ensemble_stem[0]
        else:
            return ensemble_stem[0], ensemble_stem[2]

    def message_box(self, message):
        """Template for confirmation box"""
        
        confirm = messagebox.askyesno(title=message[0],
                                         message=message[1],
                                         parent=root)
        
        return confirm

    def error_dialoge(self, message):
        """Template for messagebox that informs user of error"""

        messagebox.showerror(master=self,
                                  title=message[0],
                                  message=message[1],
                                  parent=root) 
      
    def model_list(self, primary_stem: str, secondary_stem: str, is_4_stem_check=False, is_multi_stem=False, is_dry_check=False, is_no_demucs=False, is_check_vocal_split=False):
        
        stem_check = self.assemble_model_data(arch_type=ENSEMBLE_STEM_CHECK, is_dry_check=is_dry_check)
        
        def matches_stem(model: ModelData):
            primary_match = model.primary_stem in {primary_stem, secondary_stem}
            mdx_stem_match = primary_stem in model.mdx_model_stems and model.mdx_stem_count <= 2
            return primary_match or mdx_stem_match if is_no_demucs else primary_match or primary_stem in model.mdx_model_stems

        result = []

        for model in stem_check:
            if is_multi_stem:
                result.append(model.model_and_process_tag)
            elif is_4_stem_check and (model.demucs_stem_count == 4 or model.mdx_stem_count == 4):
                result.append(model.model_and_process_tag)
            elif matches_stem(model) or (not is_no_demucs and primary_stem.lower() in model.demucs_source_list):
                if is_check_vocal_split:
                    model_name = None if model.is_karaoke or not model.vocal_split_model else model.model_basename
                else: 
                    model_name = model.model_and_process_tag
                    
                result.append(model_name)

        return result

    def help_hints(self, widget, text):
        toolTip = ToolTip(widget)
        def enter(event):
            if self.help_hints_var.get():
                toolTip.showtip(text)
        def leave(event):
            toolTip.hidetip()
        widget.bind('<Enter>', enter)
        widget.bind('<Leave>', leave)
        widget.bind(right_click_button, lambda e:copy_help_hint(e))

        def copy_help_hint(event):
            if self.help_hints_var.get():
                right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
                right_click_menu.add_command(label='Copy Help Hint Text', command=right_click_menu_copy_hint)
                
                try:
                    right_click_menu.tk_popup(event.x_root,event.y_root)
                    right_click_release_linux(right_click_menu)
                finally:
                    right_click_menu.grab_release()
            else:
                if widget.winfo_toplevel() == root:
                    self.right_click_menu_popup(event, main_menu=True)

        def right_click_menu_copy_hint():
            pyperclip.copy(text)

    def check_is_menu_open(self, menu):
        try:
            menu_mapping = {
                VR_OPTION: (self.is_open_menu_advanced_vr_options, self.menu_advanced_vr_options, self.menu_advanced_vr_options_close_window),
                DEMUCS_OPTION: (self.is_open_menu_advanced_demucs_options, self.menu_advanced_demucs_options, self.menu_advanced_demucs_options_close_window),
                MDX_OPTION: (self.is_open_menu_advanced_mdx_options, self.menu_advanced_mdx_options, self.menu_advanced_mdx_options_close_window),
                ENSEMBLE_OPTION: (self.is_open_menu_advanced_ensemble_options, self.menu_advanced_ensemble_options, self.menu_advanced_ensemble_options_close_window),
                HELP_OPTION: (self.is_open_menu_help, self.menu_help, self.menu_help_close_window),
                ERROR_OPTION: (self.is_open_menu_error_log, self.menu_error_log, self.menu_error_log_close_window),
                INPUTS_MENU: (self.is_open_menu_view_inputs, self.menu_view_inputs, self.menu_view_inputs_close_window),
                ALIGNMENT_TOOL: (self.is_open_menu_advanced_align_options, self.menu_advanced_align_options, self.menu_advanced_align_options_close_window)
            }

            is_open, open_method, close_method = menu_mapping.get(menu, (None, None, None))
            if is_open and is_open.get():
                close_method()
            open_method()
        except Exception as e:
            self.error_log_var.set("{}".format(error_text(menu, e)))

    def input_right_click_menu(self, event):

        right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
        right_click_menu.add_command(label='See All Inputs', command=lambda:self.check_is_menu_open(INPUTS_MENU))
        
        try:
            right_click_menu.tk_popup(event.x_root,event.y_root)
            right_click_release_linux(right_click_menu)
        finally:
            right_click_menu.grab_release()

    def input_dual_right_click_menu(self, event, is_primary:bool):
        input_path = self.fileOneEntry_Full_var.get() if is_primary else self.fileTwoEntry_Full_var.get()
        right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
        right_click_menu.add_command(label=CHOOSE_INPUT_TEXT, command=lambda:self.select_audiofile(is_primary=is_primary))
        if input_path and os.path.isdir(os.path.dirname(input_path)):
            right_click_menu.add_command(label=OPEN_INPUT_DIR_TEXT, command=lambda:OPEN_FILE_func(os.path.dirname(input_path)))
        right_click_menu.add_command(label=BATCH_PROCESS_MENU_TEXT, command=self.menu_batch_dual)
        
        try:
            right_click_menu.tk_popup(event.x_root,event.y_root)
            right_click_release_linux(right_click_menu)
        finally:
            right_click_menu.grab_release()

    def cached_sources_clear(self):

        self.vr_cache_source_mapper = {}
        self.mdx_cache_source_mapper = {}
        self.demucs_cache_source_mapper = {}
      
    def cached_model_source_holder(self, process_method, sources, model_name=None):
        
        if process_method == VR_ARCH_TYPE:
            self.vr_cache_source_mapper = {**self.vr_cache_source_mapper, **{model_name: sources}}
        if process_method == MDX_ARCH_TYPE:
            self.mdx_cache_source_mapper = {**self.mdx_cache_source_mapper, **{model_name: sources}}
        if process_method == DEMUCS_ARCH_TYPE:
            self.demucs_cache_source_mapper = {**self.demucs_cache_source_mapper, **{model_name: sources}}
                             
    def cached_source_callback(self, process_method, model_name=None):
        
        model, sources = None, None
        
        if process_method == VR_ARCH_TYPE:
            mapper = self.vr_cache_source_mapper
        if process_method == MDX_ARCH_TYPE:
            mapper = self.mdx_cache_source_mapper
        if process_method == DEMUCS_ARCH_TYPE:
            mapper = self.demucs_cache_source_mapper
        
        for key, value in mapper.items():
            if model_name in key:
                model = key
                sources = value
        
        return model, sources
  
    def cached_source_model_list_check(self, model_list: List[ModelData]):

        model: ModelData
        primary_model_names = lambda process_method:[model.model_basename if model.process_method == process_method else None for model in model_list]
        secondary_model_names = lambda process_method:[model.secondary_model.model_basename if model.is_secondary_model_activated and model.process_method == process_method else None for model in model_list]

        self.vr_primary_model_names = primary_model_names(VR_ARCH_TYPE)
        self.mdx_primary_model_names = primary_model_names(MDX_ARCH_TYPE)
        self.demucs_primary_model_names = primary_model_names(DEMUCS_ARCH_TYPE)
        self.vr_secondary_model_names = secondary_model_names(VR_ARCH_TYPE)
        self.mdx_secondary_model_names = secondary_model_names(MDX_ARCH_TYPE)
        self.demucs_secondary_model_names = [model.secondary_model.model_basename if model.is_secondary_model_activated and model.process_method == DEMUCS_ARCH_TYPE and not model.secondary_model is None else None for model in model_list]
        self.demucs_pre_proc_model_name = [model.pre_proc_model.model_basename if model.pre_proc_model else None for model in model_list]#list(dict.fromkeys())
        
        for model in model_list:
            if model.process_method == DEMUCS_ARCH_TYPE and model.is_demucs_4_stem_secondaries:
                if not model.is_4_stem_ensemble:
                    self.demucs_secondary_model_names = model.secondary_model_4_stem_model_names_list
                    break
                else:
                    for i in model.secondary_model_4_stem_model_names_list:
                        self.demucs_secondary_model_names.append(i)
        
        self.all_models = self.vr_primary_model_names + self.mdx_primary_model_names + self.demucs_primary_model_names + self.vr_secondary_model_names + self.mdx_secondary_model_names + self.demucs_secondary_model_names + self.demucs_pre_proc_model_name
      
    def verify_audio(self, audio_file, is_process=True, sample_path=None):
        is_good = False
        error_data = ''
        
        if not type(audio_file) is tuple:
            audio_file = [audio_file]

        for i in audio_file:
            if os.path.isfile(i):
                try:
                    librosa.load(i, duration=3, mono=False, sr=44100) if not type(sample_path) is str else self.create_sample(i, sample_path)
                    is_good = True
                except Exception as e:
                    error_name = f'{type(e).__name__}'
                    traceback_text = ''.join(traceback.format_tb(e.__traceback__))
                    message = f'{error_name}: "{e}"\n{traceback_text}"'
                    if is_process:
                        audio_base_name = os.path.basename(i)
                        self.error_log_var.set(f'{ERROR_LOADING_FILE_TEXT[0]}:\n\n\"{audio_base_name}\"\n\n{ERROR_LOADING_FILE_TEXT[1]}:\n\n{message}')
                    else:
                        error_data = AUDIO_VERIFICATION_CHECK(i, message)

        if is_process:
            return is_good
        else:
            return is_good, error_data
      
    def create_sample(self, audio_file, sample_path=SAMPLE_CLIP_PATH):
        try:
            with audioread.audio_open(audio_file) as f:
                track_length = int(f.duration)
        except Exception as e:
            print('Audioread failed to get duration. Trying Librosa...')
            y, sr = librosa.load(audio_file, mono=False, sr=44100)
            track_length = int(librosa.get_duration(y=y, sr=sr))
        
        clip_duration = int(self.model_sample_mode_duration_var.get())
        
        if track_length >= clip_duration:
            offset_cut = track_length//3
            off_cut = offset_cut + track_length
            if not off_cut >= clip_duration:
                offset_cut = 0
            name_apped = f'{clip_duration}_second_'
        else:
            offset_cut, clip_duration = 0, track_length
            name_apped = ''

        sample = librosa.load(audio_file, offset=offset_cut, duration=clip_duration, mono=False, sr=44100)[0].T
        audio_sample = os.path.join(sample_path, f'{os.path.splitext(os.path.basename(audio_file))[0]}_{name_apped}sample.wav')
        sf.write(audio_sample, sample, 44100)
        
        return audio_sample

    #--Right Click Menu Pop-Ups--

    def right_click_select_settings_sub(self, parent_menu, process_method):
        saved_settings_sub_menu = tk.Menu(parent_menu, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=False)
        settings_options = self.last_found_settings + tuple(SAVE_SET_OPTIONS)
        
        for settings_options in settings_options:
            settings_options = settings_options.replace("_", " ")
            saved_settings_sub_menu.add_command(label=settings_options, command=lambda o=settings_options:self.selection_action_saved_settings(o, process_method=process_method))

        saved_settings_sub_menu.insert_separator(len(self.last_found_settings))
        
        return saved_settings_sub_menu

    def right_click_menu_popup(self, event, text_box=False, main_menu=False):
        
        def add_text_edit_options(menu):
            """Add options related to text editing."""
            menu.add_command(label='Copy', command=self.right_click_menu_copy)
            menu.add_command(label='Paste', command=lambda: self.right_click_menu_paste(text_box=text_box))
            menu.add_command(label='Delete', command=lambda: self.right_click_menu_delete(text_box=text_box))
        
        def add_advanced_settings_options(menu, settings_mapper, var_mapper):
            """Add advanced settings options to the menu."""
            current_method = self.chosen_process_method_var.get()
            
            if current_method in settings_mapper and (var_mapper[current_method] or (current_method == DEMUCS_ARCH_TYPE and self.is_demucs_pre_proc_model_activate_var.get())):
                menu.add_cascade(label='Select Saved Settings', menu=saved_settings_sub_load_for_menu)
                menu.add_separator()
                for method, option in settings_mapper.items():
                    if method != ENSEMBLE_MODE or current_method == ENSEMBLE_MODE:
                        menu.add_command(label=f'Advanced {method} Settings', command=option)
            elif current_method in settings_mapper:
                menu.add_command(label=f'Advanced {current_method} Settings', command=settings_mapper[current_method])

        # Create the right-click menu
        right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)

        # Mappings
        settings_mapper = {
            ENSEMBLE_MODE: lambda: self.check_is_menu_open(ENSEMBLE_OPTION),
            VR_ARCH_PM: lambda: self.check_is_menu_open(VR_OPTION),
            MDX_ARCH_TYPE: lambda: self.check_is_menu_open(MDX_OPTION),
            DEMUCS_ARCH_TYPE: lambda: self.check_is_menu_open(DEMUCS_OPTION)
        }
        
        var_mapper = {
            ENSEMBLE_MODE: True,
            VR_ARCH_PM: self.vr_is_secondary_model_activate_var.get(),
            MDX_ARCH_TYPE: self.mdx_is_secondary_model_activate_var.get(),
            DEMUCS_ARCH_TYPE: self.demucs_is_secondary_model_activate_var.get()
        }

        # Submenu for saved settings
        saved_settings_sub_load_for_menu = tk.Menu(right_click_menu, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=False)
        for label, arch_type in [(VR_ARCH_SETTING_LOAD, VR_ARCH_PM), (MDX_SETTING_LOAD, MDX_ARCH_TYPE), (DEMUCS_SETTING_LOAD, DEMUCS_ARCH_TYPE), (ALL_ARCH_SETTING_LOAD, None)]:
            submenu = self.right_click_select_settings_sub(saved_settings_sub_load_for_menu, arch_type)
            saved_settings_sub_load_for_menu.add_cascade(label=label, menu=submenu)

        if not main_menu:
            add_text_edit_options(right_click_menu)
        else:
            if self.chosen_process_method_var.get() == AUDIO_TOOLS and self.chosen_audio_tool_var.get() == ALIGN_INPUTS:
                right_click_menu.add_command(label='Advanced Align Tool Settings', command=lambda: self.check_is_menu_open(ALIGNMENT_TOOL))
            else:
                add_advanced_settings_options(right_click_menu, settings_mapper, var_mapper)

            # Additional Settings and Help Hints
            if not self.is_menu_settings_open:
                right_click_menu.add_command(label='Additional Settings', command=lambda: self.menu_settings(select_tab_2=True))
                
            help_hints_label = 'Enable' if not self.help_hints_var.get() else 'Disable'
            right_click_menu.add_command(label=f'{help_hints_label} Help Hints', command=lambda: self.help_hints_var.set(not self.help_hints_var.get()))
                
            if self.error_log_var.get():
                right_click_menu.add_command(label='Error Log', command=lambda: self.check_is_menu_open(ERROR_OPTION))

        try:
            right_click_menu.tk_popup(event.x_root, event.y_root)
            right_click_release_linux(right_click_menu)
        finally:
            right_click_menu.grab_release()

    def right_click_menu_copy(self):
        hightlighted_text = self.current_text_box.selection_get()
        self.clipboard_clear()
        self.clipboard_append(hightlighted_text)

    def right_click_menu_paste(self, text_box=False):
        clipboard = self.clipboard_get()
        self.right_click_menu_delete(text_box=True) if text_box else self.right_click_menu_delete()
        self.current_text_box.insert(self.current_text_box.index(tk.INSERT), clipboard)

    def right_click_menu_delete(self, text_box=False):
        if text_box:
            try:
                s0 = self.current_text_box.index("sel.first")
                s1 = self.current_text_box.index("sel.last")
                self.current_text_box.tag_configure('highlight')
                self.current_text_box.tag_add("highlight", s0, s1)
                start_indexes = self.current_text_box.tag_ranges("highlight")[0::2]
                end_indexes = self.current_text_box.tag_ranges("highlight")[1::2]

                for start, end in zip(start_indexes, end_indexes):
                    self.current_text_box.tag_remove("highlight", start, end)

                for start, end in zip(start_indexes, end_indexes):
                    self.current_text_box.delete(start, end)
            except Exception as e:
                print('RIGHT-CLICK-DELETE ERROR: \n', e)
        else:
            self.current_text_box.delete(0, tk.END)
    
    def right_click_console(self, event):
        right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
        right_click_menu.add_command(label='Copy', command=self.command_Text.copy_text)
        right_click_menu.add_command(label='Select All', command=self.command_Text.select_all_text)
        
        try:
            right_click_menu.tk_popup(event.x_root,event.y_root)
            right_click_release_linux(right_click_menu)
        finally:
            right_click_menu.grab_release()

    #--Secondary Window Methods--

    def vocal_splitter_Button_opt(self, top_window, frame, pady, width=15):
        vocal_splitter_Button = ttk.Button(frame, text=VOCAL_SPLITTER_OPTIONS_TEXT, command=lambda:self.pop_up_set_vocal_splitter(top_window), width=width)#
        vocal_splitter_Button.grid(pady=pady)

    def adjust_toplevel_positions(self, event):
        # Copy the list to avoid modifying while iterating
        for toplevel in self.toplevels.copy():
            # Check if the toplevel window is still alive
            if not toplevel.winfo_exists():
                self.toplevels.remove(toplevel)
            else:
                menu_offset_x = (root.winfo_width() - toplevel.winfo_width()) // 2
                menu_offset_y = (root.winfo_height() - toplevel.winfo_height()) // 2
                toplevel.geometry("+%d+%d" % (root.winfo_x() + menu_offset_x, root.winfo_y() + menu_offset_y))

    def menu_placement(self, window: tk.Toplevel, title, pop_up=False, is_help_hints=False, close_function=None, frame_list=None, top_window=None):
        """Prepares and centers each secondary window relative to the main window"""
        
        top_window = top_window if top_window else root
        window.withdraw()
        window.resizable(False, False)
        window.wm_transient(top_window)
        window.title(title)
        window.iconbitmap(ICON_IMG_PATH if is_windows else None)
        
        root_location_x = root.winfo_x()
        root_location_y = root.winfo_y()
        root_x = root.winfo_width() 
        root_y = root.winfo_height()
        window.update() if is_windows else window.update_idletasks()
        sub_menu_x = window.winfo_reqwidth() 
        sub_menu_y = window.winfo_reqheight()
        menu_offset_x = (root_x - sub_menu_x) // 2
        menu_offset_y = (root_y - sub_menu_y) // 2
        window.geometry("+%d+%d" %(root_location_x+menu_offset_x, root_location_y+menu_offset_y))
        
        window.deiconify()
        window.configure(bg=BG_COLOR)

        if is_windows:
            self.toplevels.append(window)
        
        def right_click_menu(event):
            help_hints_label = 'Enable' if self.help_hints_var.get() == False else 'Disable'
            help_hints_bool = True if self.help_hints_var.get() == False else False
            right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
            if is_help_hints:
                right_click_menu.add_command(label=f'{help_hints_label} Help Hints', command=lambda:self.help_hints_var.set(help_hints_bool))
            right_click_menu.add_command(label='Exit Window', command=close_function)
            
            try:
                right_click_menu.tk_popup(event.x_root,event.y_root)
                right_click_release_linux(right_click_menu, window)
            finally:
                right_click_menu.grab_release()
        
        if close_function:
            window.bind(right_click_button, lambda e:right_click_menu(e))

        if frame_list:
            for frame in frame_list:
                #self.adjust_widget_widths(frame)
                self.focus_out_widgets(frame.winfo_children() + [frame], frame)
 
        if pop_up:
            window.attributes('-topmost', 'true') if OPERATING_SYSTEM == "Linux" else None
            window.grab_set()
            root.wait_window(window)
            
    def adjust_widget_widths(self, frame):

        def resize_widget(widgets):
            max_width = max(wid.winfo_width() for wid in widgets)
            for wid in widgets:
                if isinstance(wid, (tk.Button, ttk.Combobox)):
                    # For widgets where width represents characters, not pixels
                    wid.configure(width=int(max_width / wid.winfo_pixels('1c')))
                else:
                    # For widgets where width represents pixels
                    wid.configure(width=max_width)

        resize_widget([widget for widget in frame.winfo_children() if isinstance(widget, tk.Button)])
        resize_widget([widget for widget in frame.winfo_children() if isinstance(widget, ttk.Combobox)])

    def menu_move_tab(notebook: ttk.Notebook, tab_text, new_position):
        # Get the tab ID
        tab_id = None
        for tab in notebook.tabs():
            if notebook.tab(tab, "text") == tab_text:
                tab_id = tab
                break

        if tab_id is None:
            print(f"No tab named '{tab_text}'")
            return

        # remove the tab
        notebook.forget(tab_id)
        
        # add it back in new position
        notebook.insert(new_position, tab_id)
          
    def menu_tab_control(self, toplevel, ai_network_vars, is_demucs=False, is_mdxnet=False):
        """Prepares the tabs setup for some windows"""

        tabControl = ttk.Notebook(toplevel)

        tab1 = ttk.Frame(tabControl)
        tab2 = ttk.Frame(tabControl)

        tabControl.add(tab1, text=SETTINGS_GUIDE_TEXT)
        tabControl.add(tab2, text=SECONDARY_MODEL_TEXT)

        tab1.grid_rowconfigure(0, weight=1)
        tab1.grid_columnconfigure(0, weight=1)

        tab2.grid_rowconfigure(0, weight=1)
        tab2.grid_columnconfigure(0, weight=1)

        if is_demucs or is_mdxnet:
            tab3 = ttk.Frame(tabControl)
            tabControl.add(tab3, text=PREPROCESS_MODEL_CHOOSE_TEXT if is_demucs else MDX23C_ONLY_OPTIONS_TEXT)
            tab3.grid_rowconfigure(0, weight=1)
            tab3.grid_columnconfigure(0, weight=1)

        tabControl.pack(expand=1, fill=tk.BOTH)
        
        self.tab2_loaded = False
        self.tab3_loaded = False

        def on_tab_selected(event):
            # Check if it's tab2 (by tab id or tab title) and if it hasn't been loaded before
            load_screen = False
            if event.widget.tab('current', option='text') == 'Secondary Model' and not self.tab2_loaded:
                tab = tab2
                self.tab2_loaded = True
                tab_load = lambda:self.menu_secondary_model(tab, ai_network_vars)
                load_screen = True
            elif event.widget.tab('current', option='text') == PREPROCESS_MODEL_CHOOSE_TEXT and not self.tab3_loaded:
                tab = tab3
                self.tab3_loaded = True
                tab_load = lambda:self.menu_preproc_model(tab)
                load_screen = True
                
            if load_screen:
                # Step 1: Add "Loading..." label
                loading_label = ttk.Label(tab, text="Updating model lists...", font=Font(family=MAIN_FONT_NAME, size=14))
                loading_label.place(relx=0.5, rely=0.5, anchor=tk.CENTER)  # Assuming you want to center it
                
                # Step 2: Update the UI to show the label
                tab.update_idletasks()

                # Load the content
                tab_load()
                
                # Step 3: Remove or update the "Loading..." label
                loading_label.destroy()  # Remove the label. Or you can update its text if desired.
                
            #self.on_tab_changed(tabControl)

        tabControl.bind("<<NotebookTabChanged>>", on_tab_selected)

        if is_demucs or is_mdxnet:
            return tab1, tab3
        else:
            return tab1

    def menu_view_inputs(self):
                     
        menu_view_inputs_top = tk.Toplevel(root)
    
        self.is_open_menu_view_inputs.set(True)
        self.menu_view_inputs_close_window = lambda:close_window()
        menu_view_inputs_top.protocol("WM_DELETE_WINDOW", self.menu_view_inputs_close_window)
    
        input_length_var = tk.StringVar(value='')   
        input_info_text_var = tk.StringVar(value='')  
        is_widen_box_var = tk.BooleanVar(value=False) 
        is_play_file_var = tk.BooleanVar(value=False) 
        varification_text_var = tk.StringVar(value=VERIFY_INPUTS_TEXT)

        reset_list = lambda:(input_files_listbox_Option.delete(0, 'end'), [input_files_listbox_Option.insert(tk.END, inputs) for inputs in self.inputPaths])
        audio_input_total = lambda:input_length_var.set(f'{AUDIO_INPUT_TOTAL_TEXT}: {len(self.inputPaths)}')
        audio_input_total()

        def list_diff(list1, list2): return list(set(list1).symmetric_difference(set(list2)))

        def list_to_string(list1): return '\n'.join(''.join(sub) for sub in list1)

        def close_window():
            self.verification_thread.kill() if self.thread_check(self.verification_thread) else None
            self.is_open_menu_view_inputs.set(False)
            menu_view_inputs_top.destroy()

        def drag_n_drop(e):
            input_info_text_var.set('')
            drop(e, accept_mode='files')
            reset_list()
            audio_input_total()
            
        def selected_files(is_remove=False):
            if not self.thread_check(self.active_processing_thread):
                items_list = [input_files_listbox_Option.get(i) for i in input_files_listbox_Option.curselection()]
                inputPaths = list(self.inputPaths)# if is_remove else items_list
                if is_remove:
                    [inputPaths.remove(i) for i in items_list if items_list]
                else:
                    [inputPaths.remove(i) for i in self.inputPaths if i not in items_list]
                removed_files = list_diff(self.inputPaths, inputPaths)
                [input_files_listbox_Option.delete(input_files_listbox_Option.get(0, tk.END).index(i)) for i in removed_files]
                starting_len = len(self.inputPaths)
                self.inputPaths = tuple(inputPaths)
                self.update_inputPaths()
                audio_input_total()
                input_info_text_var.set(f'{starting_len - len(self.inputPaths)} input(s) removed.')
            else:
                input_info_text_var.set('You cannot remove inputs during an active process.')
            
        def box_size():
            input_info_text_var.set('')
            input_files_listbox_Option.config(width=230, height=25) if is_widen_box_var.get() else input_files_listbox_Option.config(width=110, height=17)
            self.menu_placement(menu_view_inputs_top, 'Selected Inputs', pop_up=True)

        def input_options(is_select_inputs=True):
            input_info_text_var.set('')
            if is_select_inputs:
                self.input_select_filedialog()
            else:
                self.inputPaths = ()
            reset_list()
            self.update_inputPaths()
            audio_input_total()

        def pop_open_file_path(is_play_file=False):
            if self.inputPaths:
                track_selected = self.inputPaths[input_files_listbox_Option.index(tk.ACTIVE)]
                if os.path.isfile(track_selected):
                    OPEN_FILE_func(track_selected if is_play_file else os.path.dirname(track_selected))
        
        def get_export_dir():
            if os.path.isdir(self.export_path_var.get()):
                export_dir = self.export_path_var.get()
            else:
                export_dir = self.export_select_filedialog()

            return export_dir
        
        def verify_audio(is_create_samples=False):
            inputPaths = list(self.inputPaths)
            iterated_list = self.inputPaths if not is_create_samples else [input_files_listbox_Option.get(i) for i in input_files_listbox_Option.curselection()]
            removed_files = []
            export_dir = None
            total_audio_count, current_file = len(iterated_list), 0
            if iterated_list:
                for i in iterated_list:
                    current_file += 1
                    input_info_text_var.set(f'{SAMPLE_BEGIN if is_create_samples else VERIFY_BEGIN}{current_file}/{total_audio_count}')
                    if is_create_samples:
                        export_dir = get_export_dir()
                        if not export_dir:
                            input_info_text_var.set(f'No export directory selected.')
                            return
                    is_good, error_data = self.verify_audio(i, is_process=False, sample_path=export_dir)
                    if not is_good:
                        inputPaths.remove(i)
                        removed_files.append(error_data)#sample = self.create_sample(i)
                        
                varification_text_var.set(VERIFY_INPUTS_TEXT)
                input_files_listbox_Option.configure(state=tk.NORMAL)
                
                if removed_files:
                    input_info_text_var.set(f'{len(removed_files)} {BROKEN_OR_INCOM_TEXT}')
                    error_text = ''
                    for i in removed_files:
                        error_text += i
                    removed_files = list_diff(self.inputPaths, inputPaths)
                    [input_files_listbox_Option.delete(input_files_listbox_Option.get(0, tk.END).index(i)) for i in removed_files]
                    self.error_log_var.set(REMOVED_FILES(list_to_string(removed_files), error_text))
                    self.inputPaths = tuple(inputPaths)
                    self.update_inputPaths()
                else:
                    input_info_text_var.set(f'No errors found!')
                    
                audio_input_total()
            else:
                input_info_text_var.set(f'{NO_FILES_TEXT} {SELECTED_VER if is_create_samples else DETECTED_VER}')
                varification_text_var.set(VERIFY_INPUTS_TEXT)
                input_files_listbox_Option.configure(state=tk.NORMAL)
                return
            
            audio_input_total()
            
        def verify_audio_start_thread(is_create_samples=False):
            
            if not self.thread_check(self.active_processing_thread):
                if not self.thread_check(self.verification_thread):
                    varification_text_var.set('Stop Progress')
                    input_files_listbox_Option.configure(state=tk.DISABLED)
                    self.verification_thread = KThread(target=lambda:verify_audio(is_create_samples=is_create_samples))
                    self.verification_thread.start()
                else:
                    input_files_listbox_Option.configure(state=tk.NORMAL)
                    varification_text_var.set(VERIFY_INPUTS_TEXT)
                    input_info_text_var.set('Process Stopped')
                    self.verification_thread.kill()
            else:
                input_info_text_var.set('You cannot verify inputs during an active process.')

        def right_click_menu(event):
                right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
                right_click_menu.add_command(label='Remove Selected Items Only', command=lambda:selected_files(is_remove=True))
                right_click_menu.add_command(label='Keep Selected Items Only', command=lambda:selected_files(is_remove=False))
                right_click_menu.add_command(label='Clear All Input(s)', command=lambda:input_options(is_select_inputs=False))
                right_click_menu.add_separator()
                right_click_menu_sub = tk.Menu(right_click_menu, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=False)
                right_click_menu.add_command(label='Verify and Create Samples of Selected Inputs', command=lambda:verify_audio_start_thread(is_create_samples=True))
                right_click_menu.add_cascade(label='Preferred Double Click Action', menu=right_click_menu_sub)
                if is_play_file_var.get():
                    right_click_menu_sub.add_command(label='Enable: Open Audio File Directory', command=lambda:(input_files_listbox_Option.bind('<Double-Button>', lambda e:pop_open_file_path()), is_play_file_var.set(False)))
                else:
                    right_click_menu_sub.add_command(label='Enable: Open Audio File', command=lambda:(input_files_listbox_Option.bind('<Double-Button>', lambda e:pop_open_file_path(is_play_file=True)), is_play_file_var.set(True)))

                try:
                    right_click_menu.tk_popup(event.x_root,event.y_root)
                    right_click_release_linux(right_click_menu, menu_view_inputs_top)
                finally:
                    right_click_menu.grab_release()

        menu_view_inputs_Frame = self.menu_FRAME_SET(menu_view_inputs_top)
        menu_view_inputs_Frame.grid(row=0)  

        self.main_window_LABEL_SET(menu_view_inputs_Frame, SELECTED_INPUTS).grid(row=0,column=0,padx=0,pady=MENU_PADDING_1)
        tk.Label(menu_view_inputs_Frame, textvariable=input_length_var, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground=FG_COLOR).grid(row=1, column=0, padx=0, pady=MENU_PADDING_1)
        if not OPERATING_SYSTEM == "Linux":
            ttk.Button(menu_view_inputs_Frame, text=SELECT_INPUTS, command=lambda:input_options()).grid(row=2,column=0,padx=0,pady=MENU_PADDING_2)
        input_files_listbox_Option = tk.Listbox(menu_view_inputs_Frame, selectmode=tk.EXTENDED, activestyle='dotbox', font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), background='#101414', exportselection=0, width=110, height=17, relief=tk.SOLID, borderwidth=0)
        input_files_listbox_vertical_scroll = ttk.Scrollbar(menu_view_inputs_Frame, orient=tk.VERTICAL)
        input_files_listbox_Option.config(yscrollcommand=input_files_listbox_vertical_scroll.set)
        input_files_listbox_vertical_scroll.configure(command=input_files_listbox_Option.yview)
        input_files_listbox_Option.grid(row=4, sticky=tk.W)
        input_files_listbox_vertical_scroll.grid(row=4, column=1, sticky=tk.NS)

        tk.Label(menu_view_inputs_Frame, textvariable=input_info_text_var, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground=FG_COLOR).grid(row=5, column=0, padx=0, pady=0)
        ttk.Checkbutton(menu_view_inputs_Frame, text=WIDEN_BOX, variable=is_widen_box_var, command=lambda:box_size()).grid(row=6,column=0,padx=0,pady=0)
        verify_audio_Button = ttk.Button(menu_view_inputs_Frame, textvariable=varification_text_var, command=lambda:verify_audio_start_thread())
        verify_audio_Button.grid(row=7,column=0,padx=0,pady=MENU_PADDING_1)
        ttk.Button(menu_view_inputs_Frame, text=CLOSE_WINDOW, command=lambda:menu_view_inputs_top.destroy()).grid(row=8,column=0,padx=0,pady=MENU_PADDING_1)

        if is_dnd_compatible:
            menu_view_inputs_top.drop_target_register(DND_FILES)
            menu_view_inputs_top.dnd_bind('<<Drop>>', lambda e: drag_n_drop(e))
        input_files_listbox_Option.bind(right_click_button, lambda e:right_click_menu(e))
        input_files_listbox_Option.bind('<Double-Button>', lambda e:pop_open_file_path())
        input_files_listbox_Option.bind('<Delete>', lambda e:selected_files(is_remove=True))
        input_files_listbox_Option.bind('<BackSpace>', lambda e:selected_files(is_remove=False))

        reset_list()

        self.menu_placement(menu_view_inputs_top, 'Selected Inputs', pop_up=True)

    def menu_batch_dual(self):
        menu_batch_dual_top = tk.Toplevel(root)
        
        def drag_n_drop(event, accept_mode):
            listbox = left_frame if accept_mode == FILE_1_LB else right_frame
            paths = drop(event, accept_mode)
            for item in paths:
                if item not in listbox.path_list:  # only add file if it's not already in the list
                    basename = os.path.basename(item)
                    listbox.listbox.insert(tk.END, basename)  # insert basename to the listbox
                    listbox.path_list.append(item)  # append the file path to the list
            listbox.update_displayed_index()
        
        def move_entry(is_primary=True):
            if is_primary:
                selected_frame, other_frame = left_frame, right_frame
            else:
                selected_frame, other_frame = right_frame, left_frame

            selected = selected_frame.listbox.curselection()

            if selected:
                basename = selected_frame.listbox.get(selected[0]).split(': ', 1)[1]  # remove displayed index

                if basename in other_frame.basename_to_path:
                    return

                path = selected_frame.basename_to_path[basename]  # Get the actual path

                selected_frame.listbox.delete(selected)
                other_frame.listbox.insert(tk.END, basename)

                selected_frame.path_list.remove(path)
                del selected_frame.basename_to_path[basename]

                other_frame.path_list.append(path)
                other_frame.basename_to_path[basename] = path

                selected_frame.update_displayed_index()
                other_frame.update_displayed_index()
        
        def open_selected_path(lb, is_play_file=False):
            selected_frame = left_frame if lb == FILE_1_LB else right_frame
            selected_path = selected_frame.get_selected_path()
            
            if selected_path:
                if os.path.isfile(selected_path):
                    OPEN_FILE_func(selected_path if is_play_file else os.path.dirname(selected_path))

        def clear_all_data(lb):
            selected_frame = left_frame if lb == FILE_1_LB else right_frame
            selected_frame.listbox.delete(0, "end")
            selected_frame.path_list.clear()
            selected_frame.basename_to_path.clear()
        
        def clear_all(event, lb):
            selected_frame = left_frame if lb == FILE_1_LB else right_frame
            selected = selected_frame.listbox.curselection()
            
            right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
            if selected:
                right_click_menu.add_command(label='Open Location', command=lambda:open_selected_path(lb))
                right_click_menu.add_command(label='Open File', command=lambda:open_selected_path(lb, is_play_file=True))
            right_click_menu.add_command(label='Clear All', command=lambda:clear_all_data(lb))

            try:
                right_click_menu.tk_popup(event.x_root,event.y_root)
                right_click_release_linux(right_click_menu)
            finally:
                right_click_menu.grab_release()
       
        def gather_input_list():
            left_paths = list(left_frame.basename_to_path.values())
            right_paths = list(right_frame.basename_to_path.values())
            
            clear_all_data(FILE_1_LB)
            clear_all_data(FILE_2_LB)
            
            if left_paths and right_paths:
                left_frame.select_input(left_paths)
                right_frame.select_input(right_paths)

            self.DualBatch_inputPaths = list(zip(left_paths, right_paths))
            self.check_dual_paths()
            menu_batch_dual_top.destroy()

        menu_view_inputs_Frame = self.menu_FRAME_SET(menu_batch_dual_top)
        menu_view_inputs_Frame.grid(row=0)
        
        left_frame = ListboxBatchFrame(menu_view_inputs_Frame, self.file_one_sub_var.get().title(), move_entry, self.right_img, self.img_mapper)
        left_frame.grid(row=0, column=0, sticky="nsew", padx=(0, 5))
        
        right_frame = ListboxBatchFrame(menu_view_inputs_Frame, self.file_two_sub_var.get().title(), lambda:move_entry(False), self.left_img, self.img_mapper)
        right_frame.grid(row=0, column=1, sticky="nsew", padx=(5, 0))

        left_frame.listbox.drop_target_register(DND_FILES)
        right_frame.listbox.drop_target_register(DND_FILES)
        left_frame.listbox.dnd_bind('<<Drop>>', lambda e: drag_n_drop(e, FILE_1_LB))
        right_frame.listbox.dnd_bind('<<Drop>>', lambda e: drag_n_drop(e, FILE_2_LB))
        left_frame.listbox.dnd_bind(right_click_button, lambda e: clear_all(e, FILE_1_LB))
        right_frame.listbox.dnd_bind(right_click_button, lambda e: clear_all(e, FILE_2_LB))

        menu_view_inputs_bottom_Frame = self.menu_FRAME_SET(menu_batch_dual_top)
        menu_view_inputs_bottom_Frame.grid(row=1)
        
        confirm_btn = ttk.Button(menu_view_inputs_bottom_Frame, text=CONFIRM_ENTRIES, command=gather_input_list)
        confirm_btn.grid(pady=MENU_PADDING_1)
        
        close_btn = ttk.Button(menu_view_inputs_bottom_Frame, text=CLOSE_WINDOW, command=lambda:menu_batch_dual_top.destroy())
        close_btn.grid(pady=MENU_PADDING_1)

        if self.check_dual_paths():
            left_frame_pane = [i[0] for i in self.DualBatch_inputPaths]
            right_frame_pane = [i[1] for i in self.DualBatch_inputPaths]
            left_frame.update_displayed_index(left_frame_pane)
            right_frame.update_displayed_index(right_frame_pane)
            self.check_dual_paths()

        self.menu_placement(menu_batch_dual_top, DUAL_AUDIO_PROCESSING, pop_up=True)

    def check_dual_paths(self, is_fill_menu=False):
        
        if self.DualBatch_inputPaths:
            first_paths = tuple(self.DualBatch_inputPaths)
            first_paths_len = len(first_paths)
            first_paths = first_paths[0]
            
            if first_paths_len == 1:
                file1_base_text = os.path.basename(first_paths[0])
                file2_base_text = os.path.basename(first_paths[1])
            else:
                first_paths_len = first_paths_len - 1
                file1_base_text = f"{os.path.basename(first_paths[0])}, +{first_paths_len} file(s){BATCH_MODE_DUAL}"
                file2_base_text = f"{os.path.basename(first_paths[1])}, +{first_paths_len} file(s){BATCH_MODE_DUAL}"
            
            self.fileOneEntry_var.set(file1_base_text)
            self.fileOneEntry_Full_var.set(f"{first_paths[0]}")
            self.fileTwoEntry_var.set(file2_base_text)
            self.fileTwoEntry_Full_var.set(f"{first_paths[1]}")
        else:
            if is_fill_menu:
                file_one = self.fileOneEntry_Full_var.get()
                file_two = self.fileTwoEntry_Full_var.get()

                if file_one and file_two and BATCH_MODE_DUAL not in file_one and BATCH_MODE_DUAL not in file_two:
                    self.DualBatch_inputPaths = [(file_one, file_two)]
            else:
                if BATCH_MODE_DUAL in self.fileOneEntry_var.get():
                    self.fileOneEntry_var.set("")
                    self.fileOneEntry_Full_var.set("")
                if BATCH_MODE_DUAL in self.fileTwoEntry_var.get():
                    self.fileTwoEntry_var.set("")
                    self.fileTwoEntry_Full_var.set("")
            
        return self.DualBatch_inputPaths

    def menu_settings(self, select_tab_2=False, select_tab_3=False):#**
        """Open Settings and Download Center"""

        settings_menu = tk.Toplevel()
        
        option_var = tk.StringVar(value=SELECT_SAVED_SETTING)
        self.is_menu_settings_open = True
        
        tabControl = ttk.Notebook(settings_menu)
  
        tab1 = ttk.Frame(tabControl)
        tab2 = ttk.Frame(tabControl)
        tab3 = ttk.Frame(tabControl)

        tabControl.add(tab1, text = SETTINGS_GUIDE_TEXT)
        tabControl.add(tab2, text = ADDITIONAL_SETTINGS_TEXT)
        tabControl.add(tab3, text = DOWNLOAD_CENTER_TEXT)

        tabControl.pack(expand = 1, fill ="both")
        
        tab1.grid_rowconfigure(0, weight=1)
        tab1.grid_columnconfigure(0, weight=1)
        
        tab2.grid_rowconfigure(0, weight=1)
        tab2.grid_columnconfigure(0, weight=1)
        
        tab3.grid_rowconfigure(0, weight=1)
        tab3.grid_columnconfigure(0, weight=1)

        self.disable_tabs = lambda:(tabControl.tab(0, state="disabled"), tabControl.tab(1, state="disabled"))
        self.enable_tabs = lambda:(tabControl.tab(0, state="normal"), tabControl.tab(1, state="normal"))        
        self.main_menu_var = tk.StringVar(value=CHOOSE_ADVANCED_MENU_TEXT) 

        self.download_progress_bar_var.set(0)
        self.download_progress_info_var.set('')
        self.download_progress_percent_var.set('')
                
        def set_vars_for_sample_mode(event):
            value = int(float(event))
            value = round(value / 5) * 5
            self.model_sample_mode_duration_var.set(value)
            self.model_sample_mode_duration_checkbox_var.set(SAMPLE_MODE_CHECKBOX(value))
            self.model_sample_mode_duration_label_var.set(f'{value} {SECONDS_TEXT}')
            
        #Settings Tab 1
        settings_menu_main_Frame = self.menu_FRAME_SET(tab1)
        settings_menu_main_Frame.grid(row=0)  
        settings_title_Label = self.menu_title_LABEL_SET(settings_menu_main_Frame, GENERAL_MENU_TEXT)
        settings_title_Label.grid(pady=MENU_PADDING_2)
        
        select_Label = self.menu_sub_LABEL_SET(settings_menu_main_Frame, ADDITIONAL_MENUS_INFORMATION_TEXT)
        select_Label.grid(pady=MENU_PADDING_1)
        
        select_Option = ComboBoxMenu(settings_menu_main_Frame, textvariable=self.main_menu_var, values=OPTION_LIST, width=GEN_SETTINGS_WIDTH+(3 if is_windows else 3))
        select_Option.update_dropdown_size(OPTION_LIST, 'menuchoose', command=lambda e:(self.check_is_menu_open(self.main_menu_var.get()), close_window()))
        select_Option.grid(pady=MENU_PADDING_1)
        
        help_hints_Option = ttk.Checkbutton(settings_menu_main_Frame, text=ENABLE_HELP_HINTS_TEXT, variable=self.help_hints_var, width=HELP_HINT_CHECKBOX_WIDTH) 
        help_hints_Option.grid(pady=MENU_PADDING_1)
        
        open_app_dir_Button = ttk.Button(settings_menu_main_Frame, text=OPEN_APPLICATION_DIRECTORY_TEXT, command=lambda:OPEN_FILE_func(BASE_PATH), width=SETTINGS_BUT_WIDTH)
        open_app_dir_Button.grid(pady=MENU_PADDING_1)
        
        reset_all_app_settings_Button = ttk.Button(settings_menu_main_Frame, text=RESET_ALL_SETTINGS_TO_DEFAULT_TEXT, command=lambda:self.load_to_default_confirm(), width=SETTINGS_BUT_WIDTH)#pop_up_change_model_defaults
        reset_all_app_settings_Button.grid(pady=MENU_PADDING_1)
        
        if is_windows:
            restart_app_Button = ttk.Button(settings_menu_main_Frame, text=RESTART_APPLICATION_TEXT, command=lambda:self.restart())
            restart_app_Button.grid(pady=MENU_PADDING_1)

        delete_your_settings_Label = self.menu_title_LABEL_SET(settings_menu_main_Frame, DELETE_USER_SAVED_SETTING_TEXT)
        delete_your_settings_Label.grid(pady=MENU_PADDING_2)
        self.help_hints(delete_your_settings_Label, text=DELETE_YOUR_SETTINGS_HELP)
        
        delete_your_settings_Option = ComboBoxMenu(settings_menu_main_Frame, textvariable=option_var, width=GEN_SETTINGS_WIDTH+(3 if is_windows else 3))
        delete_your_settings_Option.grid(padx=20,pady=MENU_PADDING_1)
        self.deletion_list_fill(delete_your_settings_Option, option_var, SETTINGS_CACHE_DIR, SELECT_SAVED_SETTING, menu_name='deletesetting')

        app_update_Label = self.menu_title_LABEL_SET(settings_menu_main_Frame, APPLICATION_UPDATES_TEXT)
        app_update_Label.grid(pady=MENU_PADDING_2)
        
        self.app_update_button = ttk.Button(settings_menu_main_Frame, textvariable=self.app_update_button_Text_var, width=SETTINGS_BUT_WIDTH-2, command=lambda:self.pop_up_update_confirmation())
        self.app_update_button.grid(pady=MENU_PADDING_1)
        
        self.app_update_status_Label = tk.Label(settings_menu_main_Frame, textvariable=self.app_update_status_Text_var, font=(MAIN_FONT_NAME,  f"{FONT_SIZE_5}"), width=UPDATE_LABEL_WIDTH, justify="center", relief="ridge", fg="#13849f")
        self.app_update_status_Label.grid(pady=20)
        
        donate_Button = ttk.Button(settings_menu_main_Frame, image=self.donate_img, command=lambda:webbrowser.open_new_tab(DONATE_LINK_BMAC))
        donate_Button.grid(pady=MENU_PADDING_2)
        self.help_hints(donate_Button, text=DONATE_HELP)
        
        close_settings_win_Button = ttk.Button(settings_menu_main_Frame, text=CLOSE_WINDOW, command=lambda:close_window())
        close_settings_win_Button.grid(pady=MENU_PADDING_1)      
          
        #Settings Tab 2
        settings_menu_format_Frame = self.menu_FRAME_SET(tab2)
        settings_menu_format_Frame.grid(row=0)  
        
        audio_format_title_Label = self.menu_title_LABEL_SET(settings_menu_format_Frame, AUDIO_FORMAT_SETTINGS_TEXT, width=20)
        audio_format_title_Label.grid(pady=MENU_PADDING_2)
        
        wav_type_set_Label = self.menu_sub_LABEL_SET(settings_menu_format_Frame, WAV_TYPE_TEXT)
        wav_type_set_Label.grid(pady=MENU_PADDING_1)
        
        wav_type_set_Option = ComboBoxMenu(settings_menu_format_Frame, textvariable=self.wav_type_set_var, values=WAV_TYPE, width=HELP_HINT_CHECKBOX_WIDTH)
        wav_type_set_Option.grid(padx=20,pady=MENU_PADDING_1)
        
        mp3_bit_set_Label = self.menu_sub_LABEL_SET(settings_menu_format_Frame, MP3_BITRATE_TEXT)
        mp3_bit_set_Label.grid(pady=MENU_PADDING_1)
        
        mp3_bit_set_Option = ComboBoxMenu(settings_menu_format_Frame, textvariable=self.mp3_bit_set_var, values=MP3_BIT_RATES, width=HELP_HINT_CHECKBOX_WIDTH)
        mp3_bit_set_Option.grid(padx=20,pady=MENU_PADDING_1)
        
        audio_format_title_Label = self.menu_title_LABEL_SET(settings_menu_format_Frame, GENERAL_PROCESS_SETTINGS_TEXT)
        audio_format_title_Label.grid(pady=MENU_PADDING_2)
        
        is_testing_audio_Option = ttk.Checkbutton(settings_menu_format_Frame, text=SETTINGS_TEST_MODE_TEXT, width=GEN_SETTINGS_WIDTH, variable=self.is_testing_audio_var) 
        is_testing_audio_Option.grid()
        self.help_hints(is_testing_audio_Option, text=IS_TESTING_AUDIO_HELP)
        
        is_add_model_name_Option = ttk.Checkbutton(settings_menu_format_Frame, text=MODEL_TEST_MODE_TEXT, width=GEN_SETTINGS_WIDTH, variable=self.is_add_model_name_var) 
        is_add_model_name_Option.grid()
        self.help_hints(is_add_model_name_Option, text=IS_MODEL_TESTING_AUDIO_HELP)
        
        is_create_model_folder_Option = ttk.Checkbutton(settings_menu_format_Frame, text=GENERATE_MODEL_FOLDER_TEXT, width=GEN_SETTINGS_WIDTH, variable=self.is_create_model_folder_var) 
        is_create_model_folder_Option.grid()
        self.help_hints(is_create_model_folder_Option, text=IS_CREATE_MODEL_FOLDER_HELP)
        
        is_accept_any_input_Option = ttk.Checkbutton(settings_menu_format_Frame, text=ACCEPT_ANY_INPUT_TEXT, width=GEN_SETTINGS_WIDTH, variable=self.is_accept_any_input_var) 
        is_accept_any_input_Option.grid()
        self.help_hints(is_accept_any_input_Option, text=IS_ACCEPT_ANY_INPUT_HELP)
        
        is_task_complete_Option = ttk.Checkbutton(settings_menu_format_Frame, text=NOTIFICATION_CHIMES_TEXT, width=GEN_SETTINGS_WIDTH, variable=self.is_task_complete_var) 
        is_task_complete_Option.grid()
        self.help_hints(is_task_complete_Option, text=IS_TASK_COMPLETE_HELP)
        
        is_normalization_Option = ttk.Checkbutton(settings_menu_format_Frame, text=NORMALIZE_OUTPUT_TEXT, width=GEN_SETTINGS_WIDTH, variable=self.is_normalization_var) 
        is_normalization_Option.grid()
        self.help_hints(is_normalization_Option, text=IS_NORMALIZATION_HELP)
        
        change_model_default_Button = ttk.Button(settings_menu_format_Frame, text=CHANGE_MODEL_DEFAULTS_TEXT, command=lambda:self.pop_up_change_model_defaults(settings_menu), width=SETTINGS_BUT_WIDTH-2)#
        change_model_default_Button.grid(pady=MENU_PADDING_4)
        
        self.vocal_splitter_Button_opt(settings_menu, settings_menu_format_Frame, width=SETTINGS_BUT_WIDTH-2, pady=MENU_PADDING_4)
        
        model_sample_mode_Label = self.menu_title_LABEL_SET(settings_menu_format_Frame, MODEL_SAMPLE_MODE_SETTINGS_TEXT)
        model_sample_mode_Label.grid(pady=MENU_PADDING_2)
        
        model_sample_mode_duration_Label = self.menu_sub_LABEL_SET(settings_menu_format_Frame, SAMPLE_CLIP_DURATION_TEXT)
        model_sample_mode_duration_Label.grid(pady=MENU_PADDING_1)
        
        tk.Label(settings_menu_format_Frame, textvariable=self.model_sample_mode_duration_label_var, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground=FG_COLOR).grid(pady=2)
        model_sample_mode_duration_Option = ttk.Scale(settings_menu_format_Frame, variable=self.model_sample_mode_duration_var, from_=5, to=120, command=set_vars_for_sample_mode, orient='horizontal')
        model_sample_mode_duration_Option.grid(pady=2)
        
        #Settings Tab 3
        settings_menu_download_center_Frame = self.menu_FRAME_SET(tab3)
        settings_menu_download_center_Frame.grid(row=0)  
        
        download_center_title_Label = self.menu_title_LABEL_SET(settings_menu_download_center_Frame, APPLICATION_DOWNLOAD_CENTER_TEXT)
        download_center_title_Label.grid(padx=20,pady=MENU_PADDING_2)

        select_download_Label = self.menu_sub_LABEL_SET(settings_menu_download_center_Frame, SELECT_DOWNLOAD_TEXT)
        select_download_Label.grid(pady=MENU_PADDING_2)
        
        self.model_download_vr_Button = ttk.Radiobutton(settings_menu_download_center_Frame, text='VR Arch', width=8, variable=self.select_download_var, value='VR Arc', command=lambda:self.download_list_state())
        self.model_download_vr_Button.grid(pady=MENU_PADDING_1)
        self.model_download_vr_Option = ComboBoxMenu(settings_menu_download_center_Frame, textvariable=self.model_download_vr_var, width=READ_ONLY_COMBO_WIDTH)
        self.model_download_vr_Option.grid(pady=MENU_PADDING_1)
        
        self.model_download_mdx_Button = ttk.Radiobutton(settings_menu_download_center_Frame, text='MDX-Net', width=8, variable=self.select_download_var, value='MDX-Net', command=lambda:self.download_list_state())
        self.model_download_mdx_Button.grid(pady=MENU_PADDING_1)
        self.model_download_mdx_Option = ComboBoxMenu(settings_menu_download_center_Frame, textvariable=self.model_download_mdx_var, width=READ_ONLY_COMBO_WIDTH)
        self.model_download_mdx_Option.grid(pady=MENU_PADDING_1)

        self.model_download_demucs_Button = ttk.Radiobutton(settings_menu_download_center_Frame, text='Demucs', width=8, variable=self.select_download_var, value='Demucs', command=lambda:self.download_list_state())
        self.model_download_demucs_Button.grid(pady=MENU_PADDING_1)
        self.model_download_demucs_Option = ComboBoxMenu(settings_menu_download_center_Frame, textvariable=self.model_download_demucs_var, width=READ_ONLY_COMBO_WIDTH)
        self.model_download_demucs_Option.grid(pady=MENU_PADDING_1)
        
        self.download_Button = ttk.Button(settings_menu_download_center_Frame, image=self.download_img, command=lambda:self.download_item())#, command=download_model)
        self.download_Button.grid(pady=MENU_PADDING_1)
        
        self.download_progress_info_Label = tk.Label(settings_menu_download_center_Frame, textvariable=self.download_progress_info_var, font=(MAIN_FONT_NAME, f"{FONT_SIZE_2}"), foreground=FG_COLOR, borderwidth=0)
        self.download_progress_info_Label.grid(pady=MENU_PADDING_1)
        
        self.download_progress_percent_Label = tk.Label(settings_menu_download_center_Frame, textvariable=self.download_progress_percent_var, font=(MAIN_FONT_NAME, f"{FONT_SIZE_2}"), wraplength=350, foreground=FG_COLOR)
        self.download_progress_percent_Label.grid(pady=MENU_PADDING_1)
        
        self.download_progress_bar_Progressbar = ttk.Progressbar(settings_menu_download_center_Frame, variable=self.download_progress_bar_var)
        self.download_progress_bar_Progressbar.grid(pady=MENU_PADDING_1)
        
        self.stop_download_Button = ttk.Button(settings_menu_download_center_Frame, textvariable=self.download_stop_var, width=15, command=lambda:self.download_post_action(DOWNLOAD_STOPPED))
        self.stop_download_Button.grid(pady=MENU_PADDING_1)
        self.stop_download_Button_DISABLE = lambda:(self.download_stop_var.set(""), self.stop_download_Button.configure(state=tk.DISABLED))
        self.stop_download_Button_ENABLE = lambda:(self.download_stop_var.set(STOP_DOWNLOAD_TEXT), self.stop_download_Button.configure(state=tk.NORMAL))

        self.refresh_list_Button = ttk.Button(settings_menu_download_center_Frame, text=REFRESH_LIST_TEXT, command=lambda:self.online_data_refresh(refresh_list_Button=True))#, command=refresh_list)
        self.refresh_list_Button.grid(pady=MENU_PADDING_1)
        
        self.download_key_Button = ttk.Button(settings_menu_download_center_Frame, image=self.key_img, command=lambda:self.pop_up_user_code_input())
        self.download_key_Button.grid(pady=MENU_PADDING_1)
                            
        self.manual_download_Button = ttk.Button(settings_menu_download_center_Frame, text=TRY_MANUAL_DOWNLOAD_TEXT, command=self.menu_manual_downloads)
        self.manual_download_Button.grid(pady=MENU_PADDING_1)

        self.download_center_Buttons = (self.model_download_vr_Button,
                                        self.model_download_mdx_Button,
                                        self.model_download_demucs_Button,
                                        self.download_Button,
                                        self.download_key_Button)
        
        self.download_lists = (self.model_download_vr_Option,
                               self.model_download_mdx_Option,
                               self.model_download_demucs_Option)
        
        self.download_list_vars = (self.model_download_vr_var,
                                   self.model_download_mdx_var,
                                   self.model_download_demucs_var)
        
        self.online_data_refresh()

        self.menu_placement(settings_menu, SETTINGS_GUIDE_TEXT, is_help_hints=True, close_function=lambda:close_window())

        if select_tab_2:
            tabControl.select(tab2)
            settings_menu.update_idletasks()
            
        if select_tab_3:
            tabControl.select(tab3)
            settings_menu.update_idletasks()

        def close_window():
            self.active_download_thread.terminate() if self.thread_check(self.active_download_thread) else None
            self.is_menu_settings_open = False
            self.select_download_var.set('')
            settings_menu.destroy()

        #self.update_checkbox_text()
        settings_menu.protocol("WM_DELETE_WINDOW", close_window)

    def menu_advanced_vr_options(self):#**
        """Open Advanced VR Options"""     

        vr_opt = tk.Toplevel()
        
        tab1 = self.menu_tab_control(vr_opt, self.vr_secondary_model_vars)

        self.is_open_menu_advanced_vr_options.set(True)
        self.menu_advanced_vr_options_close_window = lambda:(self.is_open_menu_advanced_vr_options.set(False), vr_opt.destroy())
        vr_opt.protocol("WM_DELETE_WINDOW", self.menu_advanced_vr_options_close_window)
        
        toggle_post_process = lambda:self.post_process_threshold_Option.configure(state=READ_ONLY) if self.is_post_process_var.get() else self.post_process_threshold_Option.configure(state=tk.DISABLED)
        
        vr_opt_frame = self.menu_FRAME_SET(tab1)
        vr_opt_frame.grid(pady=0 if not self.chosen_process_method_var.get() == VR_ARCH_PM else 70)  
        
        vr_title = self.menu_title_LABEL_SET(vr_opt_frame, ADVANCED_VR_OPTIONS_TEXT)
        vr_title.grid(padx=25, pady=MENU_PADDING_2)
  
        if not self.chosen_process_method_var.get() == VR_ARCH_PM:
            window_size_Label = self.menu_sub_LABEL_SET(vr_opt_frame, WINDOW_SIZE_TEXT)
            window_size_Label.grid(pady=MENU_PADDING_1)
            window_size_Option = ComboBoxEditableMenu(vr_opt_frame, values=VR_WINDOW, width=MENU_COMBOBOX_WIDTH, textvariable=self.window_size_var, pattern=REG_WINDOW, default=VR_WINDOW[1])#
            window_size_Option.grid(pady=MENU_PADDING_1)
            self.help_hints(window_size_Label, text=WINDOW_SIZE_HELP)
            
            aggression_setting_Label = self.menu_sub_LABEL_SET(vr_opt_frame, AGGRESSION_SETTING_TEXT)
            aggression_setting_Label.grid(pady=MENU_PADDING_1)
            aggression_setting_Option = ComboBoxEditableMenu(vr_opt_frame, values=VR_AGGRESSION, width=MENU_COMBOBOX_WIDTH, textvariable=self.aggression_setting_var, pattern=REG_AGGRESSION, default=VR_AGGRESSION[5])#
            aggression_setting_Option.grid(pady=MENU_PADDING_1)
            self.help_hints(aggression_setting_Label, text=AGGRESSION_SETTING_HELP)
        
        self.batch_size_Label = self.menu_sub_LABEL_SET(vr_opt_frame, BATCH_SIZE_TEXT)
        self.batch_size_Label.grid(pady=MENU_PADDING_1)
        self.batch_size_Option = ComboBoxEditableMenu(vr_opt_frame, values=BATCH_SIZE, width=MENU_COMBOBOX_WIDTH, textvariable=self.batch_size_var, pattern=REG_BATCHES, default=BATCH_SIZE)#
        self.batch_size_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(self.batch_size_Label, text=BATCH_SIZE_HELP)
        
        self.post_process_threshold_Label = self.menu_sub_LABEL_SET(vr_opt_frame, POST_PROCESS_THRESHOLD_TEXT)
        self.post_process_threshold_Label.grid(pady=MENU_PADDING_1)
        self.post_process_threshold_Option = ComboBoxEditableMenu(vr_opt_frame, values=POST_PROCESSES_THREASHOLD_VALUES, width=MENU_COMBOBOX_WIDTH, textvariable=self.post_process_threshold_var, pattern=REG_THES_POSTPORCESS, default=POST_PROCESSES_THREASHOLD_VALUES[1])#
        self.post_process_threshold_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(self.post_process_threshold_Label, text=POST_PROCESS_THREASHOLD_HELP)
        
        self.is_tta_Option = ttk.Checkbutton(vr_opt_frame, text=ENABLE_TTA_TEXT, width=VR_CHECKBOXS_WIDTH, variable=self.is_tta_var) 
        self.is_tta_Option.grid(pady=0)
        self.help_hints(self.is_tta_Option, text=IS_TTA_HELP)
        
        self.is_post_process_Option = ttk.Checkbutton(vr_opt_frame, text=POST_PROCESS_TEXT, width=VR_CHECKBOXS_WIDTH, variable=self.is_post_process_var, command=toggle_post_process) 
        self.is_post_process_Option.grid(pady=0)
        self.help_hints(self.is_post_process_Option, text=IS_POST_PROCESS_HELP)
        
        self.is_high_end_process_Option = ttk.Checkbutton(vr_opt_frame, text=HIGHEND_PROCESS_TEXT, width=VR_CHECKBOXS_WIDTH, variable=self.is_high_end_process_var) 
        self.is_high_end_process_Option.grid(pady=0)
        self.help_hints(self.is_high_end_process_Option, text=IS_HIGH_END_PROCESS_HELP)
        
        self.vocal_splitter_Button_opt(vr_opt, vr_opt_frame, pady=MENU_PADDING_1, width=VR_BUT_WIDTH)
        
        self.vr_clear_cache_Button = ttk.Button(vr_opt_frame, text=CLEAR_AUTOSET_CACHE_TEXT, command=lambda:self.clear_cache(VR_ARCH_TYPE), width=VR_BUT_WIDTH)
        self.vr_clear_cache_Button.grid(pady=MENU_PADDING_1)
        self.help_hints(self.vr_clear_cache_Button, text=CLEAR_CACHE_HELP)
        
        self.open_vr_model_dir_Button = ttk.Button(vr_opt_frame, text=OPEN_MODELS_FOLDER_TEXT, command=lambda:OPEN_FILE_func(VR_MODELS_DIR), width=VR_BUT_WIDTH)
        self.open_vr_model_dir_Button.grid(pady=MENU_PADDING_1)
        
        self.vr_return_Button=ttk.Button(vr_opt_frame, text=BACK_TO_MAIN_MENU, command=lambda:(self.menu_advanced_vr_options_close_window(), self.check_is_menu_settings_open()))
        self.vr_return_Button.grid(pady=MENU_PADDING_1)

        self.vr_close_Button = ttk.Button(vr_opt_frame, text=CLOSE_WINDOW, command=lambda:self.menu_advanced_vr_options_close_window())
        self.vr_close_Button.grid(pady=MENU_PADDING_1)
        
        toggle_post_process()
        
        frame_list = [vr_opt_frame]
        self.menu_placement(vr_opt, ADVANCED_VR_OPTIONS_TEXT, is_help_hints=True, close_function=self.menu_advanced_vr_options_close_window, frame_list=frame_list)

    def menu_advanced_demucs_options(self):#**
        """Open Advanced Demucs Options"""
        
        demuc_opt = tk.Toplevel()

        self.is_open_menu_advanced_demucs_options.set(True)
        self.menu_advanced_demucs_options_close_window = lambda:(self.is_open_menu_advanced_demucs_options.set(False), demuc_opt.destroy())
        demuc_opt.protocol("WM_DELETE_WINDOW", self.menu_advanced_demucs_options_close_window)

        tab1, tab3 = self.menu_tab_control(demuc_opt, self.demucs_secondary_model_vars, is_demucs=True)
        
        demucs_frame = self.menu_FRAME_SET(tab1)
        demucs_frame.grid(pady=0 if not self.chosen_process_method_var.get() == DEMUCS_ARCH_TYPE else 55)  
        
        demucs_pre_model_frame = self.menu_FRAME_SET(tab3)
        demucs_pre_model_frame.grid(row=0)  
        
        demucs_title_Label = self.menu_title_LABEL_SET(demucs_frame, ADVANCED_DEMUCS_OPTIONS_TEXT)
        demucs_title_Label.grid(pady=MENU_PADDING_2)
        
        if not self.chosen_process_method_var.get() == DEMUCS_ARCH_TYPE:
            segment_Label = self.menu_sub_LABEL_SET(demucs_frame, SEGMENTS_TEXT)
            segment_Label.grid(pady=MENU_PADDING_2)
            segment_Option = ComboBoxEditableMenu(demucs_frame, values=DEMUCS_SEGMENTS, width=MENU_COMBOBOX_WIDTH, textvariable=self.segment_var, pattern=REG_SEGMENTS, default=DEMUCS_SEGMENTS)#
            segment_Option.grid()
            self.help_hints(segment_Label, text=SEGMENT_HELP)
        
        self.shifts_Label = self.menu_sub_LABEL_SET(demucs_frame, SHIFTS_TEXT)
        self.shifts_Label.grid(pady=MENU_PADDING_1)
        self.shifts_Option = ComboBoxEditableMenu(demucs_frame, values=DEMUCS_SHIFTS, width=MENU_COMBOBOX_WIDTH, textvariable=self.shifts_var, pattern=REG_SHIFTS, default=DEMUCS_SHIFTS[2])#
        self.shifts_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(self.shifts_Label, text=SHIFTS_HELP)

        self.overlap_Label = self.menu_sub_LABEL_SET(demucs_frame, OVERLAP_TEXT)
        self.overlap_Label.grid(pady=MENU_PADDING_1)
        self.overlap_Option = ComboBoxEditableMenu(demucs_frame, values=DEMUCS_OVERLAP, width=MENU_COMBOBOX_WIDTH, textvariable=self.overlap_var, pattern=REG_OVERLAP, default=DEMUCS_OVERLAP)#
        self.overlap_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(self.overlap_Label, text=OVERLAP_HELP)

        pitch_shift_Label = self.menu_sub_LABEL_SET(demucs_frame, SHIFT_CONVERSION_PITCH_TEXT)
        pitch_shift_Label.grid(pady=MENU_PADDING_1)
        pitch_shift_Option = ComboBoxEditableMenu(demucs_frame, values=SEMITONE_SEL, width=MENU_COMBOBOX_WIDTH, textvariable=self.semitone_shift_var, pattern=REG_SEMITONES, default=SEMI_DEF)#
        pitch_shift_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(pitch_shift_Label, text=PITCH_SHIFT_HELP)

        self.is_split_mode_Option = ttk.Checkbutton(demucs_frame, text=SPLIT_MODE_TEXT, width=DEMUCS_CHECKBOXS_WIDTH, variable=self.is_split_mode_var) 
        self.is_split_mode_Option.grid()
        self.help_hints(self.is_split_mode_Option, text=IS_SPLIT_MODE_HELP)
        
        self.is_demucs_combine_stems_Option = ttk.Checkbutton(demucs_frame, text=COMBINE_STEMS_TEXT, width=DEMUCS_CHECKBOXS_WIDTH, variable=self.is_demucs_combine_stems_var) 
        self.is_demucs_combine_stems_Option.grid()
        self.help_hints(self.is_demucs_combine_stems_Option, text=IS_DEMUCS_COMBINE_STEMS_HELP)
        
        is_invert_spec_Option = ttk.Checkbutton(demucs_frame, text=SPECTRAL_INVERSION_TEXT, width=DEMUCS_CHECKBOXS_WIDTH, variable=self.is_invert_spec_var) 
        is_invert_spec_Option.grid()
        self.help_hints(is_invert_spec_Option, text=IS_INVERT_SPEC_HELP)
        
        self.vocal_splitter_Button_opt(demuc_opt, demucs_frame, width=VR_BUT_WIDTH, pady=MENU_PADDING_1)
        
        self.open_demucs_model_dir_Button = ttk.Button(demucs_frame, text=OPEN_MODELS_FOLDER_TEXT, command=lambda:OPEN_FILE_func(DEMUCS_MODELS_DIR), width=VR_BUT_WIDTH)
        self.open_demucs_model_dir_Button.grid(pady=MENU_PADDING_1)
        
        self.demucs_return_Button = ttk.Button(demucs_frame, text=BACK_TO_MAIN_MENU, command=lambda:(self.menu_advanced_demucs_options_close_window(), self.check_is_menu_settings_open()))
        self.demucs_return_Button.grid(pady=MENU_PADDING_1)
        
        self.demucs_close_Button = ttk.Button(demucs_frame, text=CLOSE_WINDOW, command=lambda:self.menu_advanced_demucs_options_close_window())
        self.demucs_close_Button.grid(pady=MENU_PADDING_1)
        
        frame_list = [demucs_pre_model_frame, demucs_frame]
        self.menu_placement(demuc_opt, ADVANCED_DEMUCS_OPTIONS_TEXT, is_help_hints=True, close_function=self.menu_advanced_demucs_options_close_window, frame_list=frame_list)
        
    def menu_advanced_mdx_options(self):#**
        """Open Advanced MDX Options"""

        mdx_net_opt = tk.Toplevel()

        self.is_open_menu_advanced_mdx_options.set(True)
        self.menu_advanced_mdx_options_close_window = lambda:(self.is_open_menu_advanced_mdx_options.set(False), mdx_net_opt.destroy())
        mdx_net_opt.protocol("WM_DELETE_WINDOW", self.menu_advanced_mdx_options_close_window)

        tab1, tab3 = self.menu_tab_control(mdx_net_opt, self.mdx_secondary_model_vars, is_mdxnet=True)
        
        mdx_net_frame = self.menu_FRAME_SET(tab1)
        mdx_net_frame.grid(pady=0)  

        mdx_net23_frame = self.menu_FRAME_SET(tab3)
        mdx_net23_frame.grid(pady=0)

        mdx_opt_title = self.menu_title_LABEL_SET(mdx_net_frame, ADVANCED_MDXNET_OPTIONS_TEXT)
        mdx_opt_title.grid(pady=MENU_PADDING_1)
        
        compensate_Label = self.menu_sub_LABEL_SET(mdx_net_frame, VOLUME_COMPENSATION_TEXT)
        compensate_Label.grid(pady=MENU_PADDING_4)
        compensate_Option = ComboBoxEditableMenu(mdx_net_frame, values=VOL_COMPENSATION, width=MENU_COMBOBOX_WIDTH, textvariable=self.compensate_var, pattern=REG_COMPENSATION, default=VOL_COMPENSATION)#
        compensate_Option.grid(pady=MENU_PADDING_4)
        self.help_hints(compensate_Label, text=COMPENSATE_HELP)

        mdx_segment_size_Label = self.menu_sub_LABEL_SET(mdx_net_frame, SEGMENT_SIZE_TEXT)
        mdx_segment_size_Label.grid(pady=MENU_PADDING_4)
        mdx_segment_size_Option = ComboBoxEditableMenu(mdx_net_frame, values=MDX_SEGMENTS, width=MENU_COMBOBOX_WIDTH, textvariable=self.mdx_segment_size_var, pattern=REG_MDX_SEG, default="256")#
        mdx_segment_size_Option.grid(pady=MENU_PADDING_4)
        self.help_hints(mdx_segment_size_Label, text=MDX_SEGMENT_SIZE_HELP)

        overlap_mdx_Label = self.menu_sub_LABEL_SET(mdx_net_frame, OVERLAP_TEXT)
        overlap_mdx_Label.grid(pady=MENU_PADDING_4)
        overlap_mdx_Option = ComboBoxEditableMenu(mdx_net_frame, values=MDX_OVERLAP, width=MENU_COMBOBOX_WIDTH, textvariable=self.overlap_mdx_var, pattern=REG_OVERLAP, default=MDX_OVERLAP)#
        overlap_mdx_Option.grid(pady=MENU_PADDING_4)
        self.help_hints(overlap_mdx_Label, text=OVERLAP_HELP)

        pitch_shift_Label = self.menu_sub_LABEL_SET(mdx_net_frame, SHIFT_CONVERSION_PITCH_TEXT)
        pitch_shift_Label.grid(pady=MENU_PADDING_4)
        pitch_shift_Option = ComboBoxEditableMenu(mdx_net_frame, values=SEMITONE_SEL, width=MENU_COMBOBOX_WIDTH, textvariable=self.semitone_shift_var, pattern=REG_SEMITONES, default=SEMI_DEF)#
        pitch_shift_Option.grid(pady=MENU_PADDING_4)
        self.help_hints(pitch_shift_Label, text=PITCH_SHIFT_HELP)
        
        if not os.path.isfile(DENOISER_MODEL_PATH):
            denoise_options_var_text = self.denoise_option_var.get()
            denoise_options = [option for option in MDX_DENOISE_OPTION if option != DENOISE_M]
            self.denoise_option_var.set(DENOISE_S if denoise_options_var_text == DENOISE_M else denoise_options_var_text)
        else:
            denoise_options = MDX_DENOISE_OPTION
            
        denoise_option_Label = self.menu_sub_LABEL_SET(mdx_net_frame, DENOISE_OUTPUT_TEXT)
        denoise_option_Label.grid(pady=MENU_PADDING_4)
        denoise_option_Option = ComboBoxMenu(mdx_net_frame, textvariable=self.denoise_option_var, values=denoise_options, width=MENU_COMBOBOX_WIDTH)
        denoise_option_Option.grid(pady=MENU_PADDING_4)
        self.help_hints(denoise_option_Label, text=IS_DENOISE_HELP)

        is_match_frequency_pitch_Option = ttk.Checkbutton(mdx_net_frame, text=MATCH_FREQ_CUTOFF_TEXT, width=MDX_CHECKBOXS_WIDTH, variable=self.is_match_frequency_pitch_var) 
        is_match_frequency_pitch_Option.grid(pady=0)
        self.help_hints(is_match_frequency_pitch_Option, text=IS_FREQUENCY_MATCH_HELP)

        is_invert_spec_Option = ttk.Checkbutton(mdx_net_frame, text=SPECTRAL_INVERSION_TEXT, width=MDX_CHECKBOXS_WIDTH, variable=self.is_invert_spec_var) 
        is_invert_spec_Option.grid(pady=0)
        self.help_hints(is_invert_spec_Option, text=IS_INVERT_SPEC_HELP)
        
        self.vocal_splitter_Button_opt(mdx_net_opt, mdx_net_frame, pady=MENU_PADDING_1, width=VR_BUT_WIDTH)

        clear_mdx_cache_Button = ttk.Button(mdx_net_frame, text=CLEAR_AUTOSET_CACHE_TEXT, command=lambda:self.clear_cache(MDX_ARCH_TYPE), width=VR_BUT_WIDTH)
        clear_mdx_cache_Button.grid(pady=MENU_PADDING_1)
        self.help_hints(clear_mdx_cache_Button, text=CLEAR_CACHE_HELP)
        
        open_mdx_model_dir_Button = ttk.Button(mdx_net_frame, text=OPEN_MODELS_FOLDER_TEXT, command=lambda:OPEN_FILE_func(MDX_MODELS_DIR), width=VR_BUT_WIDTH)
        open_mdx_model_dir_Button.grid(pady=MENU_PADDING_1)
        
        mdx_return_Button = ttk.Button(mdx_net_frame, text=BACK_TO_MAIN_MENU, command=lambda:(self.menu_advanced_mdx_options_close_window(), self.check_is_menu_settings_open()))
        mdx_return_Button.grid(pady=MENU_PADDING_1)

        mdx_close_Button = ttk.Button(mdx_net_frame, text=CLOSE_WINDOW, command=lambda:self.menu_advanced_mdx_options_close_window())
        mdx_close_Button.grid(pady=MENU_PADDING_1)
        
        mdx23_opt_title = self.menu_title_LABEL_SET(mdx_net23_frame, ADVANCED_MDXNET23_OPTIONS_TEXT)
        mdx23_opt_title.grid(pady=MENU_PADDING_2)
        
        mdx_batch_size_Label = self.menu_sub_LABEL_SET(mdx_net23_frame, BATCH_SIZE_TEXT)
        mdx_batch_size_Label.grid(pady=MENU_PADDING_1)
        mdx_batch_size_Option = ComboBoxEditableMenu(mdx_net23_frame, values=BATCH_SIZE, width=MENU_COMBOBOX_WIDTH, textvariable=self.mdx_batch_size_var, pattern=REG_BATCHES, default=BATCH_SIZE)#
        mdx_batch_size_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(mdx_batch_size_Label, text=BATCH_SIZE_HELP)
        
        overlap_mdx23_Label = self.menu_sub_LABEL_SET(mdx_net23_frame, OVERLAP_TEXT)
        overlap_mdx23_Label.grid(pady=MENU_PADDING_1)
        overlap_mdx23_Option = ComboBoxEditableMenu(mdx_net23_frame, values=MDX23_OVERLAP, width=MENU_COMBOBOX_WIDTH, textvariable=self.overlap_mdx23_var, pattern=REG_OVERLAP23, default="8")#
        overlap_mdx23_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(overlap_mdx23_Label, text=OVERLAP_23_HELP)
        
        is_mdx_c_seg_def_Option = ttk.Checkbutton(mdx_net23_frame, text=SEGMENT_DEFAULT_TEXT, width=MDX_CHECKBOXS_WIDTH, variable=self.is_mdx_c_seg_def_var) 
        is_mdx_c_seg_def_Option.grid(pady=0)
        self.help_hints(is_mdx_c_seg_def_Option, text=IS_SEGMENT_DEFAULT_HELP)
        
        is_mdx_combine_stems_Option = ttk.Checkbutton(mdx_net23_frame, text=COMBINE_STEMS_TEXT, width=MDX_CHECKBOXS_WIDTH, variable=self.is_mdx23_combine_stems_var)
        is_mdx_combine_stems_Option.grid()
        self.help_hints(is_mdx_combine_stems_Option, text=IS_DEMUCS_COMBINE_STEMS_HELP)
        
        mdx23_close_Button = ttk.Button(mdx_net23_frame, text=CLOSE_WINDOW, command=lambda:self.menu_advanced_mdx_options_close_window())
        mdx23_close_Button.grid(pady=MENU_PADDING_2)
        
        frame_list = [mdx_net_frame, mdx_net23_frame]
        self.menu_placement(mdx_net_opt, ADVANCED_MDXNET_OPTIONS_TEXT, is_help_hints=True, close_function=self.menu_advanced_mdx_options_close_window, frame_list=frame_list)

    def menu_advanced_ensemble_options(self):#**
        """Open Ensemble Custom"""
        
        custom_ens_opt = tk.Toplevel()
        
        self.is_open_menu_advanced_ensemble_options.set(True)
        self.menu_advanced_ensemble_options_close_window = lambda:(self.is_open_menu_advanced_ensemble_options.set(False), custom_ens_opt.destroy())
        custom_ens_opt.protocol("WM_DELETE_WINDOW", self.menu_advanced_ensemble_options_close_window)

        option_var = tk.StringVar(value=SELECT_SAVED_ENSEMBLE)

        custom_ens_opt_frame = self.menu_FRAME_SET(custom_ens_opt)
        custom_ens_opt_frame.grid(row=0)  
        
        settings_title_Label = self.menu_title_LABEL_SET(custom_ens_opt_frame, ADVANCED_OPTION_MENU_TEXT)
        settings_title_Label.grid(pady=MENU_PADDING_2)
        
        delete_entry_Label = self.menu_sub_LABEL_SET(custom_ens_opt_frame, REMOVE_SAVED_ENSEMBLE_TEXT)
        delete_entry_Label.grid(pady=MENU_PADDING_1)
        delete_entry_Option = ComboBoxMenu(custom_ens_opt_frame, textvariable=option_var, width=ENSEMBLE_CHECKBOXS_WIDTH+2)
        delete_entry_Option.grid(padx=20,pady=MENU_PADDING_1)
        
        is_save_all_outputs_ensemble_Option = ttk.Checkbutton(custom_ens_opt_frame, text=SAVE_ALL_OUTPUTS_TEXT, width=ENSEMBLE_CHECKBOXS_WIDTH, variable=self.is_save_all_outputs_ensemble_var)
        is_save_all_outputs_ensemble_Option.grid(pady=0)
        self.help_hints(is_save_all_outputs_ensemble_Option, text=IS_SAVE_ALL_OUTPUTS_ENSEMBLE_HELP)

        is_append_ensemble_name_Option = ttk.Checkbutton(custom_ens_opt_frame, text=APPEND_ENSEMBLE_NAME_TEXT, width=ENSEMBLE_CHECKBOXS_WIDTH, variable=self.is_append_ensemble_name_var) 
        is_append_ensemble_name_Option.grid(pady=0)
        self.help_hints(is_append_ensemble_name_Option, text=IS_APPEND_ENSEMBLE_NAME_HELP)

        is_wav_ensemble_Option = ttk.Checkbutton(custom_ens_opt_frame, text=ENSEMBLE_WAVFORMS_TEXT, width=ENSEMBLE_CHECKBOXS_WIDTH, variable=self.is_wav_ensemble_var) 
        is_wav_ensemble_Option.grid(pady=0)
        self.help_hints(is_wav_ensemble_Option, text=IS_WAV_ENSEMBLE_HELP)

        ensemble_return_Button = ttk.Button(custom_ens_opt_frame, text=BACK_TO_MAIN_MENU, command=lambda:(self.menu_advanced_ensemble_options_close_window(), self.check_is_menu_settings_open()))
        ensemble_return_Button.grid(pady=MENU_PADDING_1)
        
        ensemble_close_Button = ttk.Button(custom_ens_opt_frame, text=CLOSE_WINDOW, command=lambda:self.menu_advanced_ensemble_options_close_window())
        ensemble_close_Button.grid(pady=MENU_PADDING_1)
        
        self.deletion_list_fill(delete_entry_Option, option_var, ENSEMBLE_CACHE_DIR, SELECT_SAVED_ENSEMBLE, menu_name='deleteensemble')
        
        self.menu_placement(custom_ens_opt, ADVANCED_ENSEMBLE_OPTIONS_TEXT, is_help_hints=True, close_function=self.menu_advanced_ensemble_options_close_window)

    def menu_advanced_align_options(self):#**
        """Open Ensemble Custom"""
        
        advanced_align_opt = tk.Toplevel()
        
        self.is_open_menu_advanced_align_options.set(True)
        self.menu_advanced_align_options_close_window = lambda:(self.is_open_menu_advanced_align_options.set(False), advanced_align_opt.destroy())
        advanced_align_opt.protocol("WM_DELETE_WINDOW", self.menu_advanced_align_options_close_window)

        advanced_align_opt_frame = self.menu_FRAME_SET(advanced_align_opt)
        advanced_align_opt_frame.grid(row=0)  
        
        settings_title_Label = self.menu_title_LABEL_SET(advanced_align_opt_frame, ADVANCED_ALIGN_TOOL_OPTIONS_TEXT)
        settings_title_Label.grid(pady=MENU_PADDING_2)
        
        phase_option_Label = self.menu_sub_LABEL_SET(advanced_align_opt_frame, SECONDARY_PHASE_TEXT)
        phase_option_Label.grid(pady=4)
        phase_option_Option = ComboBoxMenu(advanced_align_opt_frame, textvariable=self.phase_option_var, values=ALIGN_PHASE_OPTIONS, width=MENU_COMBOBOX_WIDTH)
        phase_option_Option.grid(pady=4)
        self.help_hints(phase_option_Label, text=IS_PHASE_HELP)
        
        phase_shifts_Label = self.menu_sub_LABEL_SET(advanced_align_opt_frame, PHASE_SHIFTS_TEXT)
        phase_shifts_Label.grid(pady=4)#
        phase_shifts_Option = ComboBoxMenu(advanced_align_opt_frame, textvariable=self.phase_shifts_var, values=list(PHASE_SHIFTS_OPT.keys()), width=MENU_COMBOBOX_WIDTH)
        phase_shifts_Option.grid(pady=4)
        self.help_hints(phase_shifts_Label, text=PHASE_SHIFTS_ALIGN_HELP)
        
        is_save_align_Option = ttk.Checkbutton(advanced_align_opt_frame, text=SAVE_ALIGNED_TRACK_TEXT, width=MDX_CHECKBOXS_WIDTH, variable=self.is_save_align_var)
        is_save_align_Option.grid(pady=0)
        self.help_hints(is_save_align_Option, text=IS_ALIGN_TRACK_HELP)
        
        is_match_silence_Option = ttk.Checkbutton(advanced_align_opt_frame, text=SILENCE_MATCHING_TEXT, width=MDX_CHECKBOXS_WIDTH, variable=self.is_match_silence_var)
        is_match_silence_Option.grid(pady=0)
        self.help_hints(is_match_silence_Option, text=IS_MATCH_SILENCE_HELP)

        is_spec_match_Option = ttk.Checkbutton(advanced_align_opt_frame, text=SPECTRAL_MATCHING_TEXT, width=MDX_CHECKBOXS_WIDTH, variable=self.is_spec_match_var)
        is_spec_match_Option.grid(pady=0)
        self.help_hints(is_spec_match_Option, text=IS_MATCH_SPEC_HELP)

        ensemble_return_Button = ttk.Button(advanced_align_opt_frame, text=BACK_TO_MAIN_MENU, command=lambda:(self.menu_advanced_align_options_close_window(), self.check_is_menu_settings_open()))
        ensemble_return_Button.grid(pady=MENU_PADDING_1)
        
        ensemble_close_Button = ttk.Button(advanced_align_opt_frame, text=CLOSE_WINDOW, command=lambda:self.menu_advanced_align_options_close_window())
        ensemble_close_Button.grid(pady=MENU_PADDING_1)
        
        self.menu_placement(advanced_align_opt, ADVANCED_ALIGN_TOOL_OPTIONS_TEXT, is_help_hints=True, close_function=self.menu_advanced_align_options_close_window)
 
    def menu_help(self):#**
        """Open Help Guide"""
        
        help_guide_opt = tk.Toplevel()

        self.is_open_menu_help.set(True)
        self.menu_help_close_window = lambda:(self.is_open_menu_help.set(False), help_guide_opt.destroy())
        help_guide_opt.protocol("WM_DELETE_WINDOW", self.menu_help_close_window)
        
        tabControl = ttk.Notebook(help_guide_opt)

        tab1 = ttk.Frame(tabControl)
        tab2 = ttk.Frame(tabControl)
        tab3 = ttk.Frame(tabControl)
        tab4 = ttk.Frame(tabControl)

        tabControl.add(tab1, text ='Credits')
        tabControl.add(tab2, text ='Resources')
        tabControl.add(tab3, text ='Application License & Version Information')
        tabControl.add(tab4, text ='Additional Resources & Credits')

        tabControl.pack(expand = 1, fill ="both")
        
        tab1.grid_rowconfigure(0, weight=1)
        tab1.grid_columnconfigure(0, weight=1)
        
        tab2.grid_rowconfigure(0, weight=1)
        tab2.grid_columnconfigure(0, weight=1)
        
        tab3.grid_rowconfigure(0, weight=1)
        tab3.grid_columnconfigure(0, weight=1)
        
        tab4.grid_rowconfigure(0, weight=1)
        tab4.grid_columnconfigure(0, weight=1)
        
        section_title_Label = lambda place, frame, text, font_size=FONT_SIZE_4: tk.Label(master=frame, text=text,font=(MAIN_FONT_NAME, f"{font_size}", "bold"), justify="center", fg="#F4F4F4").grid(row=place,column=0,padx=0,pady=MENU_PADDING_4)
        description_Label = lambda place, frame, text, font=FONT_SIZE_2: tk.Label(master=frame, text=text, font=(MAIN_FONT_NAME, f"{font}"), justify="center", fg="#F6F6F7").grid(row=place,column=0,padx=0,pady=MENU_PADDING_4)

        def credit_label(place, frame, text, link=None, message=None, is_link=False, is_top=False):
            if is_top:
                thank = tk.Label(master=frame, text=text, font=(MAIN_FONT_NAME, f"{FONT_SIZE_3}", "bold"), justify="center", fg="#13849f")
            else:
                thank = tk.Label(master=frame, text=text, font=(MAIN_FONT_NAME, f"{FONT_SIZE_3}", "underline" if is_link else "normal"), justify="center", fg="#13849f")
            thank.configure(cursor="hand2") if is_link else None
            thank.grid(row=place,column=0,padx=0,pady=1)
            if link:
                thank.bind("<Button-1>", lambda e:webbrowser.open_new_tab(link))
            if message:
                description_Label(place+1, frame, message)
        
        def Link(place, frame, text, link, description, font=FONT_SIZE_2): 
            link_label = tk.Label(master=frame, text=text, font=(MAIN_FONT_NAME, f"{FONT_SIZE_4}", "underline"), foreground=FG_COLOR, justify="center", cursor="hand2")
            link_label.grid(row=place,column=0,padx=0,pady=MENU_PADDING_1)
            link_label.bind("<Button-1>", lambda e:webbrowser.open_new_tab(link))
            description_Label(place+1, frame, description, font=font)

        def right_click_menu(event):
                right_click_menu = tk.Menu(self, font=(MAIN_FONT_NAME, FONT_SIZE_1), tearoff=0)
                right_click_menu.add_command(label='Return to Settings Menu', command=lambda:(self.menu_help_close_window(), self.check_is_menu_settings_open()))
                right_click_menu.add_command(label='Exit Window', command=lambda:self.menu_help_close_window())
                
                try:
                    right_click_menu.tk_popup(event.x_root,event.y_root)
                    right_click_release_linux(right_click_menu, help_guide_opt)
                finally:
                    right_click_menu.grab_release()

        help_guide_opt.bind(right_click_button, lambda e:right_click_menu(e))
        credits_Frame = tk.Frame(tab1, highlightthicknes=50)
        credits_Frame.grid(row=0, column=0, padx=0, pady=0)
        tk.Label(credits_Frame, image=self.credits_img).grid(row=1,column=0,padx=0,pady=MENU_PADDING_1)

        section_title_Label(place=0,
                            frame=credits_Frame,
                            text="Core UVR Developers")
        
        credit_label(place=2,
                     frame=credits_Frame,
                     text="Anjok07\nAufr33",
                     is_top=True)
        
        section_title_Label(place=3,
                            frame=credits_Frame,
                            text="Special Thanks")
        
        credit_label(place=6,
                     frame=credits_Frame,
                     text="Tsurumeso",
                     message="Developed the original VR Architecture AI code.",
                     link="https://github.com/tsurumeso/vocal-remover",
                     is_link=True)
        
        credit_label(place=8,
                     frame=credits_Frame,
                     text="Kuielab & Woosung Choi",
                     message="Developed the original MDX-Net AI code.",
                     link="https://github.com/kuielab",
                     is_link=True)
        
        credit_label(place=10,
                     frame=credits_Frame,
                     text="Adefossez & Demucs",
                     message="Core developer of Facebook's Demucs Music Source Separation.",
                     link="https://github.com/facebookresearch/demucs",
                     is_link=True)
        
        credit_label(place=12,
                     frame=credits_Frame,
                     text="Bas Curtiz",
                     message="Designed the official UVR logo, icon, banner, splash screen.")
        
        credit_label(place=14,
                     frame=credits_Frame,
                     text="DilanBoskan",
                     message="Your contributions at the start of this project were essential to the success of UVR. Thank you!")
        
        credit_label(place=16,
                     frame=credits_Frame,
                     text="Audio Separation and CC Karaoke & Friends Discord Communities",
                     message="Thank you for the support!")

        more_info_tab_Frame = tk.Frame(tab2, highlightthicknes=30)
        more_info_tab_Frame.grid(row=0,column=0,padx=0,pady=0)

        section_title_Label(place=3, 
                            frame=more_info_tab_Frame, 
                            text="Resources")

        Link(place=4, 
             frame=more_info_tab_Frame, 
             text="Ultimate Vocal Remover (Official GitHub)", 
             link="https://github.com/Anjok07/ultimatevocalremovergui", 
             description="You can find updates, report issues, and give us a shout via our official GitHub.",
             font=FONT_SIZE_1)
        
        Link(place=8, 
             frame=more_info_tab_Frame, 
             text="X-Minus AI", 
             link="https://x-minus.pro/ai", 
             description="Many of the models provided are also on X-Minus.\n" + \
                         "X-Minus benefits users without the computing resources to run the GUI or models locally.",
             font=FONT_SIZE_1)
        
        Link(place=12, 
             frame=more_info_tab_Frame, 
             text="MVSep", 
             link="https://mvsep.com/quality_checker/leaderboard.php", 
             description="Some of our models are also on MVSep.\n" + \
                         "Click the link above for a list of some of the best settings \nand model combinations recorded by fellow UVR users.\nSpecial thanks to ZFTurbo for all his work on MVSep!",
             font=FONT_SIZE_1)
        
        Link(place=18, 
             frame=more_info_tab_Frame, 
             text="FFmpeg", 
             link="https://www.wikihow.com/Install-FFmpeg-on-Windows", 
             description="UVR relies on FFmpeg for processing non-wav audio files.\n" + \
                         "If you are missing FFmpeg, please see the installation guide via the link provided.",
             font=FONT_SIZE_1)
        
        Link(place=22, 
             frame=more_info_tab_Frame, 
             text="Rubber Band Library", 
             link="https://breakfastquay.com/rubberband/",
             description="UVR uses the Rubber Band library for the sound stretch and pitch shift tool.\n" + \
                         "You can get more information on it via the link provided.",
             font=FONT_SIZE_1)
        
        Link(place=26, 
             frame=more_info_tab_Frame, 
             text="Matchering", 
             link="https://github.com/sergree/matchering",
             description="UVR uses the Matchering library for the \"Matchering\" Audio Tool.\n" + \
                         "You can get more information on it via the link provided.",
             font=FONT_SIZE_1)
        
        Link(place=30, 
             frame=more_info_tab_Frame, 
             text="Official UVR BMAC", 
             link=DONATE_LINK_BMAC, 
             description="If you wish to support and donate to this project, click the link above!",
             font=FONT_SIZE_1)
        
        appplication_license_tab_Frame = tk.Frame(tab3)
        appplication_license_tab_Frame.grid(row=0,column=0,padx=0,pady=0)
        
        appplication_license_Label = tk.Label(appplication_license_tab_Frame, text='UVR License Information', font=(MAIN_FONT_NAME, f"{FONT_SIZE_6}", "bold"), justify="center", fg="#f4f4f4")
        appplication_license_Label.grid(row=0,column=0,padx=0,pady=25)
        
        appplication_license_Text = tk.Text(appplication_license_tab_Frame, font=(MAIN_FONT_NAME, f"{FONT_SIZE_4}"), fg="white", bg="black", width=72, wrap=tk.WORD, borderwidth=0)
        appplication_license_Text.grid(row=1,column=0,padx=0,pady=0)
        appplication_license_Text_scroll = ttk.Scrollbar(appplication_license_tab_Frame, orient=tk.VERTICAL)
        appplication_license_Text.config(yscrollcommand=appplication_license_Text_scroll.set)
        appplication_license_Text_scroll.configure(command=appplication_license_Text.yview)
        appplication_license_Text.grid(row=4,sticky=tk.W)
        appplication_license_Text_scroll.grid(row=4, column=1, sticky=tk.NS)
        appplication_license_Text.insert("insert", LICENSE_TEXT(VERSION, current_patch))
        appplication_license_Text.configure(state=tk.DISABLED)
        
        application_change_log_tab_Frame = tk.Frame(tab4)
        application_change_log_tab_Frame.grid(row=0,column=0,padx=0,pady=0)

        application_change_log_Label = tk.Label(application_change_log_tab_Frame, text='Additional Resources & Credits', font=(MAIN_FONT_NAME, f"{FONT_SIZE_6}", "bold"), justify="center", fg="#f4f4f4")
        application_change_log_Label.grid(row=0,column=0,padx=0,pady=25)
        
        application_change_log_Text = tk.Text(application_change_log_tab_Frame, font=(MAIN_FONT_NAME, f"{FONT_SIZE_4}"), fg="white", bg="black", width=72, wrap=tk.WORD if is_windows else tk.CHAR, borderwidth=0)
        application_change_log_Text.grid(row=1,column=0,padx=40 if is_macos else 30,pady=0)
        application_change_log_Text_scroll = ttk.Scrollbar(application_change_log_tab_Frame, orient=tk.VERTICAL)
        application_change_log_Text.config(yscrollcommand=application_change_log_Text_scroll.set)
        application_change_log_Text_scroll.configure(command=application_change_log_Text.yview)
        application_change_log_Text.grid(row=4,sticky=tk.W)
        application_change_log_Text_scroll.grid(row=4, column=1, sticky=tk.NS)
        application_change_log_Text.insert("insert", self.bulletin_data)
        auto_hyperlink(application_change_log_Text)
        application_change_log_Text.configure(state=tk.DISABLED)

        self.menu_placement(help_guide_opt, "Information Guide")

    def menu_error_log(self):#
        """Open Error Log"""

        self.is_confirm_error_var.set(False)
        
        copied_var = tk.StringVar(value='')
        error_log_screen = tk.Toplevel()
        
        self.is_open_menu_error_log.set(True)
        self.menu_error_log_close_window = lambda:(self.is_open_menu_error_log.set(False), error_log_screen.destroy())
        error_log_screen.protocol("WM_DELETE_WINDOW", self.menu_error_log_close_window)
        
        error_log_frame = self.menu_FRAME_SET(error_log_screen)
        error_log_frame.grid(row=0)  
        
        error_consol_title_Label = self.menu_title_LABEL_SET(error_log_frame, ERROR_CONSOLE_TEXT)
        error_consol_title_Label.grid(row=1,column=0,padx=20,pady=MENU_PADDING_2)
        
        error_details_Text = tk.Text(error_log_frame, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), fg="#D37B7B", bg="black", width=110, wrap=tk.WORD, borderwidth=0)
        error_details_Text.grid(row=2,column=0,padx=0,pady=0)
        error_details_Text.insert("insert", self.error_log_var.get())
        error_details_Text.bind(right_click_button, lambda e:self.right_click_menu_popup(e, text_box=True))
        self.current_text_box = error_details_Text
        error_details_Text_scroll = ttk.Scrollbar(error_log_frame, orient=tk.VERTICAL)
        error_details_Text.config(yscrollcommand=error_details_Text_scroll.set)
        error_details_Text_scroll.configure(command=error_details_Text.yview)
        error_details_Text.grid(row=2,sticky=tk.W)
        error_details_Text_scroll.grid(row=2, column=1, sticky=tk.NS)

        copy_text_Label = tk.Label(error_log_frame, textvariable=copied_var, font=(MAIN_FONT_NAME,  f"{FONT_SIZE_0}"), justify="center", fg="#f4f4f4")
        copy_text_Label.grid(padx=20,pady=0)
        
        copy_text_Button = ttk.Button(error_log_frame, text=COPY_ALL_TEXT_TEXT, width=14, command=lambda:(pyperclip.copy(error_details_Text.get(1.0, tk.END+"-1c")), copied_var.set('Copied!')))
        copy_text_Button.grid(padx=20,pady=MENU_PADDING_1)
        
        report_issue_Button = ttk.Button(error_log_frame, text=REPORT_ISSUE_TEXT, width=14, command=lambda:webbrowser.open_new_tab(ISSUE_LINK))
        report_issue_Button.grid(padx=20,pady=MENU_PADDING_1)

        error_log_return_Button = ttk.Button(error_log_frame, text=BACK_TO_MAIN_MENU, command=lambda:(self.menu_error_log_close_window(), self.menu_settings()))
        error_log_return_Button.grid(padx=20,pady=MENU_PADDING_1)
        
        error_log_close_Button = ttk.Button(error_log_frame, text=CLOSE_WINDOW, command=lambda:self.menu_error_log_close_window())
        error_log_close_Button.grid(padx=20,pady=MENU_PADDING_1)
        
        self.menu_placement(error_log_screen, UVR_ERROR_LOG_TEXT)

    def menu_secondary_model(self, tab, ai_network_vars: dict):
        
        #Settings Tab 1
        secondary_model_Frame = self.menu_FRAME_SET(tab)
        secondary_model_Frame.grid(row=0)  
        
        settings_title_Label = self.menu_title_LABEL_SET(secondary_model_Frame, SECONDARY_MODEL_TEXT)
        settings_title_Label.grid(row=0,column=0,padx=0,pady=MENU_PADDING_3)
        
        voc_inst_list = self.model_list(VOCAL_STEM, INST_STEM, is_dry_check=True)
        other_list = self.model_list(OTHER_STEM, NO_OTHER_STEM, is_dry_check=True)
        bass_list = self.model_list(BASS_STEM, NO_BASS_STEM, is_dry_check=True)
        drum_list = self.model_list(DRUM_STEM, NO_DRUM_STEM, is_dry_check=True)
        
        voc_inst_secondary_model_var = ai_network_vars["voc_inst_secondary_model"]
        other_secondary_model_var = ai_network_vars["other_secondary_model"]
        bass_secondary_model_var = ai_network_vars["bass_secondary_model"]
        drums_secondary_model_var = ai_network_vars["drums_secondary_model"]
        voc_inst_secondary_model_scale_var = ai_network_vars['voc_inst_secondary_model_scale']
        other_secondary_model_scale_var = ai_network_vars['other_secondary_model_scale']
        bass_secondary_model_scale_var = ai_network_vars['bass_secondary_model_scale']
        drums_secondary_model_scale_var = ai_network_vars['drums_secondary_model_scale']
        is_secondary_model_activate_var = ai_network_vars["is_secondary_model_activate"]
        
        change_state_lambda = lambda:change_state(tk.NORMAL if is_secondary_model_activate_var.get() else tk.DISABLED)
        init_convert_to_percentage = lambda raw_value:f"{int(float(raw_value)*100)}%"
        
        voc_inst_secondary_model_scale_LABEL_var = tk.StringVar(value=init_convert_to_percentage(voc_inst_secondary_model_scale_var.get()))
        other_secondary_model_scale_LABEL_var = tk.StringVar(value=init_convert_to_percentage(other_secondary_model_scale_var.get()))
        bass_secondary_model_scale_LABEL_var = tk.StringVar(value=init_convert_to_percentage(bass_secondary_model_scale_var.get()))
        drums_secondary_model_scale_LABEL_var = tk.StringVar(value=init_convert_to_percentage(drums_secondary_model_scale_var.get()))

        def change_state(change_state):
            for child_widget in secondary_model_Frame.winfo_children():
                if type(child_widget) is ComboBoxMenu:
                    change_state = READ_ONLY if change_state == tk.NORMAL else change_state
                    child_widget.configure(state=change_state)
                elif type(child_widget) is ttk.Scale:
                    child_widget.configure(state=change_state)
        
        def convert_to_percentage(raw_value, scale_var: tk.StringVar, label_var: tk.StringVar):
            raw_value = '%0.2f' % float(raw_value)
            scale_var.set(raw_value)
            label_var.set(f"{int(float(raw_value)*100)}%")

        def build_widgets(stem_pair: str, model_list: list, option_var: tk.StringVar, label_var: tk.StringVar, scale_var: tk.DoubleVar):
            model_list.insert(0, NO_MODEL)
            secondary_model_Label = self.menu_sub_LABEL_SET(secondary_model_Frame, f'{stem_pair}', font_size=FONT_SIZE_3)
            secondary_model_Label.grid(pady=MENU_PADDING_1)
            secondary_model_Option = ComboBoxMenu(secondary_model_Frame, textvariable=option_var, values=model_list, dropdown_name=stem_pair, offset=310, width=READ_ONLY_COMBO_WIDTH)
            secondary_model_Option.grid(pady=MENU_PADDING_1)
            secondary_scale_info_Label = tk.Label(secondary_model_Frame, textvariable=label_var, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground=FG_COLOR)
            secondary_scale_info_Label.grid(pady=0)   
            secondary_model_scale_Option = ttk.Scale(secondary_model_Frame, variable=scale_var, from_=0.01, to=0.99, command=lambda s:convert_to_percentage(s, scale_var, label_var), orient='horizontal')
            secondary_model_scale_Option.grid(pady=2)
            self.help_hints(secondary_model_Label, text=SECONDARY_MODEL_HELP)
            self.help_hints(secondary_scale_info_Label, text=SECONDARY_MODEL_SCALE_HELP)

        build_widgets(stem_pair=VOCAL_PAIR,
                      model_list=voc_inst_list,
                      option_var=voc_inst_secondary_model_var,
                      label_var=voc_inst_secondary_model_scale_LABEL_var,
                      scale_var=voc_inst_secondary_model_scale_var)
        
        build_widgets(stem_pair=OTHER_PAIR,
                      model_list=other_list,
                      option_var=other_secondary_model_var,
                      label_var=other_secondary_model_scale_LABEL_var,
                      scale_var=other_secondary_model_scale_var)
        
        build_widgets(stem_pair=BASS_PAIR,
                      model_list=bass_list,
                      option_var=bass_secondary_model_var,
                      label_var=bass_secondary_model_scale_LABEL_var,
                      scale_var=bass_secondary_model_scale_var)
        
        build_widgets(stem_pair=DRUM_PAIR,
                      model_list=drum_list,
                      option_var=drums_secondary_model_var,
                      label_var=drums_secondary_model_scale_LABEL_var,
                      scale_var=drums_secondary_model_scale_var)
     
        is_secondary_model_activate_Option = ttk.Checkbutton(secondary_model_Frame, text=ACTIVATE_SECONDARY_MODEL_TEXT, variable=is_secondary_model_activate_var, command=change_state_lambda) 
        is_secondary_model_activate_Option.grid(row=21,pady=MENU_PADDING_1)
        self.help_hints(is_secondary_model_activate_Option, text=SECONDARY_MODEL_ACTIVATE_HELP)
        
        change_state_lambda()
        
        self.change_state_lambda = change_state_lambda
        
    def menu_preproc_model(self, tab):
        
        preproc_model_Frame = self.menu_FRAME_SET(tab)
        preproc_model_Frame.grid(row=0)  

        demucs_pre_proc_model_title_Label = self.menu_title_LABEL_SET(preproc_model_Frame, PREPROCESS_MODEL_CHOOSE_TEXT)
        demucs_pre_proc_model_title_Label.grid(pady=MENU_PADDING_3)
        
        pre_proc_list = self.model_list(VOCAL_STEM, INST_STEM, is_dry_check=True, is_no_demucs=True)
        pre_proc_list.insert(0, NO_MODEL)
        
        enable_pre_proc_model = lambda:(is_demucs_pre_proc_model_inst_mix_Option.configure(state=tk.NORMAL), demucs_pre_proc_model_Option.configure(state=READ_ONLY))
        disable_pre_proc_model = lambda:(is_demucs_pre_proc_model_inst_mix_Option.configure(state=tk.DISABLED), demucs_pre_proc_model_Option.configure(state=tk.DISABLED), self.is_demucs_pre_proc_model_inst_mix_var.set(False))
        pre_proc_model_toggle = lambda:enable_pre_proc_model() if self.is_demucs_pre_proc_model_activate_var.get() else disable_pre_proc_model()
        
        demucs_pre_proc_model_Label = self.menu_sub_LABEL_SET(preproc_model_Frame, SELECT_MODEL_TEXT, font_size=FONT_SIZE_3)
        demucs_pre_proc_model_Label.grid()
        demucs_pre_proc_model_Option = ComboBoxMenu(preproc_model_Frame, textvariable=self.demucs_pre_proc_model_var, values=pre_proc_list, dropdown_name='demucspre', offset=310, width=READ_ONLY_COMBO_WIDTH)
        demucs_pre_proc_model_Option.grid(pady=MENU_PADDING_2)

        is_demucs_pre_proc_model_inst_mix_Option = ttk.Checkbutton(preproc_model_Frame, text='Save Instrumental Mixture', width=DEMUCS_PRE_CHECKBOXS_WIDTH, variable=self.is_demucs_pre_proc_model_inst_mix_var) 
        is_demucs_pre_proc_model_inst_mix_Option.grid()
        self.help_hints(is_demucs_pre_proc_model_inst_mix_Option, text=PRE_PROC_MODEL_INST_MIX_HELP)
        
        is_demucs_pre_proc_model_activate_Option = ttk.Checkbutton(preproc_model_Frame, text=ACTIVATE_PRE_PROCESS_MODEL_TEXT, width=DEMUCS_PRE_CHECKBOXS_WIDTH, variable=self.is_demucs_pre_proc_model_activate_var, command=pre_proc_model_toggle) 
        is_demucs_pre_proc_model_activate_Option.grid()
        self.help_hints(is_demucs_pre_proc_model_activate_Option, text=PRE_PROC_MODEL_ACTIVATE_HELP)
        
        pre_proc_model_toggle()
        
    def menu_manual_downloads(self):
        
        manual_downloads_menu = tk.Toplevel()
        model_selection_var = tk.StringVar(value=SELECT_MODEL_TEXT)
        #info_text_var = tk.StringVar(value='')

        if self.is_online:
            model_data = self.online_data
            
            # Save the data as a JSON file
            with open(DOWNLOAD_MODEL_CACHE, 'w') as json_file:
                json.dump(model_data, json_file)
                
        else:
            if os.path.isfile(DOWNLOAD_MODEL_CACHE):
                with open(DOWNLOAD_MODEL_CACHE, 'r') as json_file:
                    model_data = json.load(json_file)
                    
        vr_download_list = model_data["vr_download_list"]
        mdx_download_list = model_data["mdx_download_list"]
        demucs_download_list = model_data["demucs_download_list"]
        mdx_download_list.update(model_data["mdx23c_download_list"])

        def create_link(link):
            final_link = lambda:webbrowser.open_new_tab(link)
            return final_link
            
        def get_links():
            for widgets in manual_downloads_link_Frame.winfo_children():
                widgets.destroy()
                
            main_selection = model_selection_var.get()
            
            MAIN_ROW = 0
            
            self.menu_sub_LABEL_SET(manual_downloads_link_Frame, 'Download Link(s)').grid(row=0,column=0,padx=0,pady=MENU_PADDING_4)
            
            if VR_ARCH_TYPE in main_selection:
                main_selection = vr_download_list[main_selection]
                model_dir = VR_MODELS_DIR
            elif MDX_ARCH_TYPE in main_selection or MDX_23_NAME in main_selection:
                #print(mdx_download_list)
                if isinstance(mdx_download_list[main_selection], dict):
                    main_selection = mdx_download_list[main_selection]
                    #print(main_selection)
                    main_selection = list(main_selection.keys())[0]
                else:
                    main_selection = mdx_download_list[main_selection]
                    
                model_dir = MDX_MODELS_DIR

            elif DEMUCS_ARCH_TYPE in main_selection:
                model_dir = DEMUCS_NEWER_REPO_DIR if 'v3' in main_selection or 'v4' in main_selection else DEMUCS_MODELS_DIR
                main_selection = demucs_download_list[main_selection]

            if type(main_selection) is dict:
                for links in main_selection.values():
                    MAIN_ROW += 1
                    button_text = f" - Item {MAIN_ROW}" if len(main_selection.keys()) >= 2 else ''
                    link = create_link(links)
                    link_button = ttk.Button(manual_downloads_link_Frame, text=f"Open Link to Model{button_text}", command=link).grid(row=MAIN_ROW,column=0,padx=0,pady=MENU_PADDING_1)
            else:
                link = f"{NORMAL_REPO}{main_selection}"
                link_button = ttk.Button(manual_downloads_link_Frame, text=OPEN_LINK_TO_MODEL_TEXT, command=lambda:webbrowser.open_new_tab(link))
                link_button.grid(row=1,column=0,padx=0,pady=MENU_PADDING_2)
        
            self.menu_sub_LABEL_SET(manual_downloads_link_Frame, SELECTED_MODEL_PLACE_PATH_TEXT).grid(row=MAIN_ROW+2,column=0,padx=0,pady=MENU_PADDING_4)
            ttk.Button(manual_downloads_link_Frame, text=OPEN_MODEL_DIRECTORY_TEXT, command=lambda:OPEN_FILE_func(model_dir)).grid(row=MAIN_ROW+3,column=0,padx=0,pady=MENU_PADDING_1)
        
        manual_downloads_menu_Frame = self.menu_FRAME_SET(manual_downloads_menu)
        manual_downloads_menu_Frame.grid(row=0)  

        manual_downloads_link_Frame = self.menu_FRAME_SET(manual_downloads_menu, thickness=5)
        manual_downloads_link_Frame.grid(row=1)  

        manual_downloads_menu_title_Label = self.menu_title_LABEL_SET(manual_downloads_menu_Frame, MANUAL_DOWNLOADS_TEXT, width=45)
        manual_downloads_menu_title_Label.grid(row=0,column=0,padx=0,pady=MENU_PADDING_3)
        
        manual_downloads_menu_select_Label = self.menu_sub_LABEL_SET(manual_downloads_menu_Frame, SELECT_MODEL_TEXT)
        manual_downloads_menu_select_Label.grid(row=1,column=0,padx=0,pady=MENU_PADDING_1)
        
        manual_downloads_menu_select_Option = ttk.OptionMenu(manual_downloads_menu_Frame, model_selection_var)
        manual_downloads_menu_select_VR_Option = tk.Menu(manual_downloads_menu_select_Option['menu'])
        manual_downloads_menu_select_MDX_Option = tk.Menu(manual_downloads_menu_select_Option['menu'])
        manual_downloads_menu_select_DEMUCS_Option = tk.Menu(manual_downloads_menu_select_Option['menu'])
        manual_downloads_menu_select_Option['menu'].add_cascade(label='VR Models', menu= manual_downloads_menu_select_VR_Option)
        manual_downloads_menu_select_Option['menu'].add_cascade(label='MDX-Net Models', menu= manual_downloads_menu_select_MDX_Option)
        manual_downloads_menu_select_Option['menu'].add_cascade(label='Demucs Models', menu= manual_downloads_menu_select_DEMUCS_Option)

        for model_selection_vr in vr_download_list.keys():
            if not os.path.isfile(os.path.join(VR_MODELS_DIR, vr_download_list[model_selection_vr])):
                manual_downloads_menu_select_VR_Option.add_radiobutton(label=model_selection_vr, variable=model_selection_var, command=get_links)
            
        for model_selection_mdx in mdx_download_list.keys():
            
            model_name = mdx_download_list[model_selection_mdx]
            
            if isinstance(model_name, dict):
                items_list = list(model_name.items())
                model_name, config = items_list[0]
                config_link = f"{MDX23_CONFIG_CHECKS}{config}"
                config_local = os.path.join(MDX_C_CONFIG_PATH, config)
                if not os.path.isfile(config_local):
                    try:
                        with urllib.request.urlopen(config_link) as response:
                            with open(config_local, 'wb') as out_file:
                                out_file.write(response.read())
                    except Exception as e:
                        model_name = None

            #print(model_name)
                
            if model_name: 
                if not os.path.isfile(os.path.join(MDX_MODELS_DIR, model_name)):
                    manual_downloads_menu_select_MDX_Option.add_radiobutton(label=model_selection_mdx, variable=model_selection_var, command=get_links)
            
        for model_selection_demucs in demucs_download_list.keys():
            manual_downloads_menu_select_DEMUCS_Option.add_radiobutton(label=model_selection_demucs, variable=model_selection_var, command=get_links)
            
        manual_downloads_menu_select_Option.grid(row=2,column=0,padx=0,pady=MENU_PADDING_1)
    
        self.menu_placement(manual_downloads_menu, MANUAL_DOWNLOADS_TEXT, pop_up=True, close_function=lambda:manual_downloads_menu.destroy())
        
    def invalid_tooltip(self, widget, pattern=None):
        tooltip = ToolTip(widget)
        invalid_message = lambda:tooltip.showtip(INVALID_INPUT_E, True)
        
        def invalid_message_():
            tooltip.showtip(INVALID_INPUT_E, True)
        
        def validation(value):
            if re.fullmatch(modified_pattern, value) is None:
                return False
            else:
                return True
        
        if not pattern:
            pattern = r'^[a-zA-Z0-9 -]{0,25}$'

        modified_pattern = f"({pattern}|)"

        widget.configure(
            validate='key', 
            validatecommand=(self.register(validation), '%P'),
            invalidcommand=(self.register(invalid_message))
        )
        
        return invalid_message_
        
    def pop_up_save_current_settings(self):
        """Save current application settings as..."""
        
        settings_save = tk.Toplevel(root)
        
        settings_save_var = tk.StringVar(value='')

        settings_save_Frame = self.menu_FRAME_SET(settings_save)
        settings_save_Frame.grid(row=1)  

        save_func = lambda:(self.pop_up_save_current_settings_sub_json_dump(settings_save_var.get()), settings_save.destroy())
        validation = lambda value:False if re.fullmatch(REG_SAVE_INPUT, value) is None else True

        settings_save_title = self.menu_title_LABEL_SET(settings_save_Frame, SAVE_CURRENT_SETTINGS_TEXT)
        settings_save_title.grid()
        
        settings_save_name_Label = self.menu_sub_LABEL_SET(settings_save_Frame, NAME_SETTINGS_TEXT)
        settings_save_name_Label.grid(pady=MENU_PADDING_1)
        settings_save_name_Entry = ttk.Entry(settings_save_Frame, textvariable=settings_save_var, justify='center', width=25)
        settings_save_name_Entry.grid(pady=MENU_PADDING_1)
        invalid_message = self.invalid_tooltip(settings_save_name_Entry)
        settings_save_name_Entry.bind(right_click_button, self.right_click_menu_popup)
        self.current_text_box = settings_save_name_Entry
        settings_save_name_Entry.focus_set()
        
        self.spacer_label(settings_save_Frame)
        
        entry_rules_Label = tk.Label(settings_save_Frame, text=ENSEMBLE_INPUT_RULE, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground='#868687', justify="left")
        entry_rules_Label.grid()     
        
        settings_save_Button = ttk.Button(settings_save_Frame, text=SAVE_TEXT, command=lambda:save_func() if validation(settings_save_var.get()) else invalid_message())
        settings_save_Button.grid(pady=MENU_PADDING_1)
        
        stop_process_Button = ttk.Button(settings_save_Frame, text=CANCEL_TEXT, command=lambda:settings_save.destroy())
        stop_process_Button.grid(pady=MENU_PADDING_1)
            
        self.menu_placement(settings_save, SAVE_CURRENT_SETTINGS_TEXT, pop_up=True)

    def pop_up_save_current_settings_sub_json_dump(self, settings_save_name: str):
        """Dumps current application settings to a json named after user input"""
        
        if settings_save_name:
            self.save_current_settings_var.set(settings_save_name)
            settings_save_name = settings_save_name.replace(" ", "_")
            current_settings = self.save_values(app_close=False)
            
            saved_data_dump = json.dumps(current_settings, indent=4)
            with open(os.path.join(SETTINGS_CACHE_DIR, f'{settings_save_name}.json'), "w") as outfile:
                outfile.write(saved_data_dump)

    def pop_up_update_confirmation(self):
        """Ask user is they want to update"""
        
        is_new_update = self.online_data_refresh(confirmation_box=True)
        is_download_in_app_var = tk.BooleanVar(value=False)
        
        def update_type():
            if is_download_in_app_var.get():
                self.download_item(is_update_app=True)
            else:
                webbrowser.open_new_tab(self.download_update_link_var.get())

            update_confirmation_win.destroy()
            
        if is_new_update:
            
            update_confirmation_win = tk.Toplevel()

            update_confirmation_Frame = self.menu_FRAME_SET(update_confirmation_win)
            update_confirmation_Frame.grid(row=0)  
            
            update_found_label = self.menu_title_LABEL_SET(update_confirmation_Frame, UPDATE_FOUND_TEXT, width=15)
            update_found_label.grid(row=0,column=0,padx=0,pady=MENU_PADDING_2)
            
            confirm_update_label = self.menu_sub_LABEL_SET(update_confirmation_Frame, UPDATE_CONFIRMATION_TEXT, font_size=FONT_SIZE_3)
            confirm_update_label.grid(row=1,column=0,padx=0,pady=MENU_PADDING_1)
                    
            yes_button = ttk.Button(update_confirmation_Frame, text=YES_TEXT, command=update_type)
            yes_button.grid(row=2,column=0,padx=0,pady=MENU_PADDING_1)
            
            no_button = ttk.Button(update_confirmation_Frame, text=NO_TEXT, command=lambda:(update_confirmation_win.destroy()))
            no_button.grid(row=3,column=0,padx=0,pady=MENU_PADDING_1)
            
            if is_windows:
                download_outside_application_button = ttk.Checkbutton(update_confirmation_Frame, variable=is_download_in_app_var, text='Download Update in Application')
                download_outside_application_button.grid(row=4,column=0,padx=0,pady=MENU_PADDING_1)

            self.menu_placement(update_confirmation_win, CONFIRM_UPDATE_TEXT, pop_up=True)

    def pop_up_user_code_input(self):
        """Input VIP Code"""

        self.user_code_validation_var.set('')
        
        self.user_code = tk.Toplevel()
        
        user_code_Frame = self.menu_FRAME_SET(self.user_code)
        user_code_Frame.grid(row=0)  
                
        user_code_title_Label = self.menu_title_LABEL_SET(user_code_Frame, USER_DOWNLOAD_CODES_TEXT, width=20)
        user_code_title_Label.grid(row=0,column=0,padx=0,pady=MENU_PADDING_1)    
        
        user_code_Label = self.menu_sub_LABEL_SET(user_code_Frame, DOWNLOAD_CODE_TEXT)
        user_code_Label.grid(pady=MENU_PADDING_1)       
                
        self.user_code_Entry = ttk.Entry(user_code_Frame, textvariable=self.user_code_var, justify='center')
        self.user_code_Entry.grid(pady=MENU_PADDING_1)
        self.user_code_Entry.bind(right_click_button, self.right_click_menu_popup)
        self.current_text_box = self.user_code_Entry
        
        tooltip = ToolTip(self.user_code_Entry)
        def invalid_message_(text, is_success_message):
            tooltip.hidetip()
            tooltip.showtip(text, True, is_success_message)
        
        self.spacer_label(user_code_Frame)

        user_code_confrim_Button = ttk.Button(user_code_Frame, text=CONFIRM_TEXT, command=lambda:self.download_validate_code(confirm=True, code_message=invalid_message_))
        user_code_confrim_Button.grid(pady=MENU_PADDING_1)
        
        user_code_cancel_Button = ttk.Button(user_code_Frame, text=CANCEL_TEXT, command=lambda:self.user_code.destroy())
        user_code_cancel_Button.grid(pady=MENU_PADDING_1)
        
        support_title_Label = self.menu_title_LABEL_SET(user_code_Frame, text=SUPPORT_UVR_TEXT, width=20)
        support_title_Label.grid(pady=MENU_PADDING_1)    
        
        support_sub_Label = tk.Label(user_code_Frame, text=GET_DL_VIP_CODE_TEXT, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground=FG_COLOR)
        support_sub_Label.grid(pady=MENU_PADDING_1)
        
        uvr_patreon_Button = ttk.Button(user_code_Frame, text=UVR_PATREON_LINK_TEXT, command=lambda:webbrowser.open_new_tab(DONATE_LINK_PATREON))
        uvr_patreon_Button.grid(pady=MENU_PADDING_1)
        
        bmac_patreon_Button=ttk.Button(user_code_Frame, text=BMAC_UVR_TEXT, command=lambda:webbrowser.open_new_tab(DONATE_LINK_BMAC))
        bmac_patreon_Button.grid(pady=MENU_PADDING_1)
        
        self.menu_placement(self.user_code, INPUT_CODE_TEXT, pop_up=True)

    def pop_up_change_model_defaults(self, top_window):
        """
        Change model defaults...
        """
        
        def message_box_(text, is_success_message):
            tooltip.hidetip()
            tooltip.showtip(text, True, is_success_message)
        
        def delete_entry():
            model_data = self.assemble_model_data(model=change_model_defaults_var.get(), arch_type=ENSEMBLE_CHECK, is_change_def=True, is_get_hash_dir_only=True)[0]
            hash_file = model_data.model_hash_dir
            if hash_file:
                if os.path.isfile(hash_file):
                    os.remove(hash_file)
                    message_box_("Defined Parameters Deleted", True)
                else:
                    message_box_("No Defined Parameters Found", False)
                    
                self.update_checkbox_text()
                
        def change_default():
            model_data = self.assemble_model_data(model=change_model_defaults_var.get(), arch_type=ENSEMBLE_CHECK, is_change_def=True)[0]
            if model_data.model_status:
                message_box_("Model Parameters Changed", True)
                self.update_checkbox_text()

        change_model_defaults = tk.Toplevel(root)
        change_model_defaults_var = tk.StringVar(value=NO_MODEL)

        default_change_model_list = list(self.default_change_model_list)
        default_change_model_list.insert(0, NO_MODEL)

        change_model_defaults_Frame = self.menu_FRAME_SET(change_model_defaults)
        change_model_defaults_Frame.grid(row=1)  

        change_model_defaults_title = self.menu_title_LABEL_SET(change_model_defaults_Frame, CHANGE_MODEL_DEFAULT_TEXT)
        change_model_defaults_title.grid()
        
        model_param_Label = self.menu_sub_LABEL_SET(change_model_defaults_Frame, SELECT_MODEL_TEXT)
        model_param_Label.grid(pady=MENU_PADDING_1)
        model_param_Option = ComboBoxMenu(change_model_defaults_Frame, dropdown_name='changemodeldefault', textvariable=change_model_defaults_var, values=default_change_model_list, offset=310, width=READ_ONLY_COMBO_WIDTH)
        model_param_Option.grid(pady=MENU_PADDING_1)
        tooltip = ToolTip(model_param_Option)
        
        self.spacer_label(change_model_defaults_Frame)

        change_params_Button = ttk.Button(change_model_defaults_Frame, text=CHANGE_PARAMETERS_TEXT, command=change_default, width=20)
        change_params_Button.grid(pady=MENU_PADDING_1)
        
        delete_params_Button = ttk.Button(change_model_defaults_Frame, text=DELETE_PARAMETERS_TEXT, command=delete_entry, width=20)
        delete_params_Button.grid(pady=MENU_PADDING_1)
        
        cancel_Button = ttk.Button(change_model_defaults_Frame, text=CANCEL_TEXT, command=lambda:change_model_defaults.destroy())
        cancel_Button.grid(pady=MENU_PADDING_1)
            
        self.menu_placement(change_model_defaults, CHANGE_MODEL_DEFAULT_TEXT, top_window=top_window)

    def pop_up_set_vocal_splitter(self, top_window):
        """
        Set vocal splitter
        """

        try:
            set_vocal_splitter = tk.Toplevel(root)

            model_list = self.assemble_model_data(arch_type=KARAOKEE_CHECK, is_dry_check=True)
            if not model_list:
                self.set_vocal_splitter_var.set(NO_MODEL)
            model_list.insert(0, NO_MODEL)

            enable_voc_split_model = lambda:(model_select_Option.configure(state=READ_ONLY), save_inst_Button.configure(state=tk.NORMAL))
            disable_voc_split_model = lambda:(model_select_Option.configure(state=tk.DISABLED), save_inst_Button.configure(state=tk.DISABLED), self.is_save_inst_set_vocal_splitter_var.set(False))
            voc_split_model_toggle = lambda:enable_voc_split_model() if self.is_set_vocal_splitter_var.get() else disable_voc_split_model()
            
            enable_deverb_opt = lambda:(deverb_vocals_Option.configure(state=READ_ONLY))
            disable_deverb_opt= lambda:(deverb_vocals_Option.configure(state=tk.DISABLED))
            deverb_opt_toggle = lambda:enable_deverb_opt() if self.is_deverb_vocals_var.get() else disable_deverb_opt()

            set_vocal_splitter_Frame = self.menu_FRAME_SET(set_vocal_splitter)
            set_vocal_splitter_Frame.grid(row=1)  

            set_vocal_splitter_title = self.menu_title_LABEL_SET(set_vocal_splitter_Frame, VOCAL_SPLIT_MODE_OPTIONS_TEXT)
            set_vocal_splitter_title.grid(pady=MENU_PADDING_2)
            
            model_select_Label = self.menu_sub_LABEL_SET(set_vocal_splitter_Frame, SELECT_MODEL_TEXT)
            model_select_Label.grid(pady=MENU_PADDING_1)
            model_select_Option = ComboBoxMenu(set_vocal_splitter_Frame, dropdown_name='setvocalsplit', textvariable=self.set_vocal_splitter_var, values=model_list, offset=310, width=READ_ONLY_COMBO_WIDTH)
            model_select_Option.grid(pady=7)
            self.help_hints(model_select_Option, text=VOC_SPLIT_MODEL_SELECT_HELP)#
            
            save_inst_Button = ttk.Checkbutton(set_vocal_splitter_Frame, text=SAVE_SPLIT_VOCAL_INSTRUMENTALS_TEXT, variable=self.is_save_inst_set_vocal_splitter_var, width=SET_VOC_SPLIT_CHECK_WIDTH, command=voc_split_model_toggle)
            save_inst_Button.grid()#
            self.help_hints(save_inst_Button, text=IS_VOC_SPLIT_INST_SAVE_SELECT_HELP)#
            
            change_params_Button = ttk.Checkbutton(set_vocal_splitter_Frame, text=ENABLE_VOCAL_SPLIT_MODE_TEXT, variable=self.is_set_vocal_splitter_var, width=SET_VOC_SPLIT_CHECK_WIDTH, command=voc_split_model_toggle)
            change_params_Button.grid()#
            self.help_hints(change_params_Button, text=IS_VOC_SPLIT_MODEL_SELECT_HELP)#
            
            set_vocal_splitter_title = self.menu_title_LABEL_SET(set_vocal_splitter_Frame, VOCAL_DEVERB_OPTIONS_TEXT)
            set_vocal_splitter_title.grid(pady=MENU_PADDING_2)
            
            deverb_vocals_Label = self.menu_sub_LABEL_SET(set_vocal_splitter_Frame, 'Select Vocal Type to Deverb')
            deverb_vocals_Label.grid(pady=MENU_PADDING_1)
            deverb_vocals_Option = ComboBoxMenu(set_vocal_splitter_Frame, dropdown_name='setvocaldeverb', textvariable=self.deverb_vocal_opt_var, values=list(DEVERB_MAPPER.keys()), width=23)
            deverb_vocals_Option.grid(pady=7)
            self.help_hints(deverb_vocals_Option, text=IS_DEVERB_OPT_HELP)#
            
            is_deverb_vocals_Option = ttk.Checkbutton(set_vocal_splitter_Frame, text=DEVERB_VOCALS_TEXT, width=15 if is_windows else 11, variable=self.is_deverb_vocals_var, command=deverb_opt_toggle) 
            is_deverb_vocals_Option.grid(pady=0)
            self.help_hints(is_deverb_vocals_Option, text=IS_DEVERB_VOC_HELP)#
            
            if not os.path.isfile(DEVERBER_MODEL_PATH):
                self.is_deverb_vocals_var.set(False)
                is_deverb_vocals_Option.configure(state=tk.DISABLED)
                disable_deverb_opt()
            
            cancel_Button = ttk.Button(set_vocal_splitter_Frame, text=CLOSE_WINDOW, command=lambda:set_vocal_splitter.destroy(), width=16)
            cancel_Button.grid(pady=MENU_PADDING_3)
                
            voc_split_model_toggle()
            deverb_opt_toggle()
                
            self.menu_placement(set_vocal_splitter, VOCAL_SPLIT_OPTIONS_TEXT, top_window=top_window, pop_up=True)
        except Exception as e:
            error_name = f'{type(e).__name__}'
            traceback_text = ''.join(traceback.format_tb(e.__traceback__))
            message = f'{error_name}: "{e}"\n{traceback_text}"'
            self.error_log_var.set(message)

    def pop_up_mdx_model(self, mdx_model_hash, model_path):
        """Opens MDX-Net model settings"""
    
        is_compatible_model = True
        is_ckpt = False
        primary_stem = VOCAL_STEM
        
        try:
            if model_path.endswith(ONNX):
                model = onnx.load(model_path)
                model_shapes = [[d.dim_value for d in _input.type.tensor_type.shape.dim] for _input in model.graph.input][0]
                dim_f = model_shapes[2]
                dim_t = int(math.log(model_shapes[3], 2))
                n_fft = '6144'
                
            if model_path.endswith(CKPT):
                is_ckpt = True
                model_params = torch.load(model_path, map_location=lambda storage, loc: storage)
                model_params = model_params['hyper_parameters']
                dim_f = model_params['dim_f']
                dim_t = int(math.log(model_params['dim_t'], 2))
                n_fft = model_params['n_fft']
                
                for stem in STEM_SET_MENU:
                    if model_params['target_name'] == stem.lower():
                        primary_stem = INST_STEM if model_params['target_name'] == OTHER_STEM.lower() else stem
                
        except Exception as e:
            error_name = f'{type(e).__name__}'
            traceback_text = ''.join(traceback.format_tb(e.__traceback__))
            message = f'{error_name}: "{e}"\n{traceback_text}"'
            #self.error_log_var.set(message)
            is_compatible_model = False
            if is_ckpt:
                self.pop_up_mdx_c_param(mdx_model_hash)
            else:
                dim_f = 0
                dim_t = 0
                self.error_dialoge(INVALID_ONNX_MODEL_ERROR)
                self.error_log_var.set("{}".format(error_text('MDX-Net Model Settings', e)))
                self.mdx_model_params = None
            
        if is_compatible_model:
            mdx_model_set = tk.Toplevel(root)
            mdx_n_fft_scale_set_var = tk.StringVar(value=n_fft)
            mdx_dim_f_set_var = tk.StringVar(value=dim_f)
            mdx_dim_t_set_var = tk.StringVar(value=dim_t)
            primary_stem_var = tk.StringVar(value=primary_stem)
            mdx_compensate_var = tk.StringVar(value=1.035)
            
            balance_value_var = tk.StringVar(value=0)
            is_kara_model_var = tk.BooleanVar(value=False)
            is_bv_model_var = tk.BooleanVar(value=False)
                
            def toggle_kara():
                if is_kara_model_var.get():
                    is_bv_model_var.set(False)
                    balance_value_Option.configure(state=tk.DISABLED)
                    
            def toggle_bv():
                if is_bv_model_var.get():
                    is_kara_model_var.set(False)
                    balance_value_Option.configure(state=READ_ONLY)
                else:
                    balance_value_Option.configure(state=tk.DISABLED)

            def opt_menu_selection(selection):
                if not selection in [VOCAL_STEM, INST_STEM]:
                    balance_value_Option.configure(state=tk.DISABLED)
                    is_kara_model_Option.configure(state=tk.DISABLED)
                    is_bv_model_Option.configure(state=tk.DISABLED)
                    is_kara_model_var.set(False)
                    is_bv_model_var.set(False)
                    balance_value_var.set(0)
                else:
                    is_kara_model_Option.configure(state=tk.NORMAL)
                    is_bv_model_Option.configure(state=tk.NORMAL)
                
            mdx_model_set_Frame = self.menu_FRAME_SET(mdx_model_set)
            mdx_model_set_Frame.grid(row=2)  
            
            mdx_model_set_title = self.menu_title_LABEL_SET(mdx_model_set_Frame, SPECIFY_MDX_NET_MODEL_PARAMETERS_TEXT)
            mdx_model_set_title.grid(pady=MENU_PADDING_3)
                    
            set_stem_name_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, PRIMARY_STEM_TEXT)
            set_stem_name_Label.grid(pady=MENU_PADDING_1)
            set_stem_name_Option = ttk.OptionMenu(mdx_model_set_Frame, primary_stem_var, None, *STEM_SET_MENU, command=opt_menu_selection)
            set_stem_name_Option.configure(width=15)
            set_stem_name_Option.grid(pady=MENU_PADDING_1)
            set_stem_name_Option['menu'].insert_separator(len(STEM_SET_MENU))
            set_stem_name_Option['menu'].add_radiobutton(label=INPUT_STEM_NAME, command=tk._setit(primary_stem_var, INPUT_STEM_NAME, lambda e:self.pop_up_input_stem_name(primary_stem_var, mdx_model_set)))
            self.help_hints(set_stem_name_Label, text=SET_STEM_NAME_HELP)

            is_kara_model_Option = ttk.Checkbutton(mdx_model_set_Frame, text=KARAOKE_MODEL_TEXT, width=SET_MENUS_CHECK_WIDTH, variable=is_kara_model_var, command=toggle_kara) 
            is_kara_model_Option.grid(pady=0)

            is_bv_model_Option = ttk.Checkbutton(mdx_model_set_Frame, text=BV_MODEL_TEXT, width=SET_MENUS_CHECK_WIDTH, variable=is_bv_model_var, command=toggle_bv) 
            is_bv_model_Option.grid(pady=0)

            balance_value_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, BALANCE_VALUE_TEXT)
            balance_value_Label.grid(pady=MENU_PADDING_1)
            balance_value_Option = ComboBoxMenu(mdx_model_set_Frame, textvariable=balance_value_var, values=BALANCE_VALUES, width=COMBO_WIDTH)
            balance_value_Option.configure(state=tk.DISABLED)
            balance_value_Option.grid(pady=MENU_PADDING_1)
            #self.help_hints(balance_value_Label, text=balance_value_HELP)

            mdx_dim_t_set_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, 'Dim_t')
            mdx_dim_t_set_Label.grid(pady=MENU_PADDING_1)
            mdx_dim_f_set_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, MDX_MENU_WAR_TEXT)
            mdx_dim_f_set_Label.grid(pady=MENU_PADDING_1)
            mdx_dim_t_set_Option = ComboBoxEditableMenu(mdx_model_set_Frame, values=('7', '8'), textvariable=mdx_dim_t_set_var, pattern=REG_SHIFTS, default=mdx_dim_t_set_var.get(), width=COMBO_WIDTH, is_stay_disabled=is_ckpt)
            mdx_dim_t_set_Option.grid(pady=MENU_PADDING_1)
            self.help_hints(mdx_dim_t_set_Label, text=MDX_DIM_T_SET_HELP)
            
            mdx_dim_f_set_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, 'Dim_f')
            mdx_dim_f_set_Label.grid(pady=MENU_PADDING_1)
            mdx_dim_f_set_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, MDX_MENU_WAR_TEXT)
            mdx_dim_f_set_Label.grid(pady=MENU_PADDING_1)
            mdx_dim_f_set_Option = ComboBoxEditableMenu(mdx_model_set_Frame, values=(MDX_POP_DIMF), textvariable=mdx_dim_f_set_var, pattern=REG_SHIFTS, default=mdx_dim_f_set_var.get(), width=COMBO_WIDTH, is_stay_disabled=is_ckpt)
            mdx_dim_f_set_Option.grid(pady=MENU_PADDING_1)
            self.help_hints(mdx_dim_f_set_Label, text=MDX_DIM_F_SET_HELP)

            mdx_n_fft_scale_set_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, 'N_FFT Scale')
            mdx_n_fft_scale_set_Label.grid(pady=MENU_PADDING_1)
            mdx_n_fft_scale_set_Option = ComboBoxEditableMenu(mdx_model_set_Frame, values=(MDX_POP_NFFT), textvariable=mdx_n_fft_scale_set_var, pattern=REG_SHIFTS, default=mdx_n_fft_scale_set_var.get(), width=COMBO_WIDTH, is_stay_disabled=is_ckpt)
            mdx_n_fft_scale_set_Option.grid(pady=MENU_PADDING_1)
            self.help_hints(mdx_n_fft_scale_set_Label, text=MDX_N_FFT_SCALE_SET_HELP)
            
            mdx_compensate_Label = self.menu_sub_LABEL_SET(mdx_model_set_Frame, VOLUME_COMPENSATION_TEXT)
            mdx_compensate_Label.grid(pady=MENU_PADDING_1)
            mdx_compensate_Entry = ComboBoxEditableMenu(mdx_model_set_Frame, values=('1.035', '1.08'), textvariable=mdx_compensate_var, pattern=REG_VOL_COMP, default=mdx_compensate_var.get(), width=COMBO_WIDTH)
            mdx_compensate_Entry.grid(pady=MENU_PADDING_1)
            self.help_hints(mdx_compensate_Label, text=POPUP_COMPENSATE_HELP)

            mdx_param_set_Button = ttk.Button(mdx_model_set_Frame, text=CONFIRM_TEXT, command=lambda:pull_data())
            mdx_param_set_Button.grid(pady=MENU_PADDING_2)
            
            stop_process_Button = ttk.Button(mdx_model_set_Frame, text=CANCEL_TEXT, command=lambda:cancel())
            stop_process_Button.grid(pady=0)
            
            if is_ckpt:
                mdx_dim_t_set_Option.configure(state=tk.DISABLED)
                mdx_dim_f_set_Option.configure(state=tk.DISABLED)
                mdx_n_fft_scale_set_Option.configure(state=tk.DISABLED)
            
            def pull_data():
                mdx_model_params = {
                    'compensate': float(mdx_compensate_var.get()),
                    'mdx_dim_f_set': int(mdx_dim_f_set_var.get()),
                    'mdx_dim_t_set': int(mdx_dim_t_set_var.get()),
                    'mdx_n_fft_scale_set': int(mdx_n_fft_scale_set_var.get()),
                    'primary_stem': primary_stem_var.get(),
                    IS_KARAOKEE: bool(is_kara_model_var.get()),
                    IS_BV_MODEL: bool(is_bv_model_var.get()),
                    IS_BV_MODEL_REBAL: float(balance_value_var.get())
                    }
                
                self.pop_up_mdx_model_sub_json_dump(mdx_model_params, mdx_model_hash)
                mdx_model_set.destroy()

            def cancel():
                mdx_model_set.destroy()
                
            mdx_model_set.protocol("WM_DELETE_WINDOW", cancel)
   
            frame_list = [mdx_model_set_Frame]
            opt_menu_selection(primary_stem_var.get())
            self.menu_placement(mdx_model_set, SPECIFY_PARAMETERS_TEXT, pop_up=False if is_macos else True, frame_list=frame_list)
                        
    def pop_up_mdx_model_sub_json_dump(self, mdx_model_params, mdx_model_hash):
        """Dumps current selected MDX-Net model settings to a json named after model hash"""
        
        self.mdx_model_params = mdx_model_params

        mdx_model_params_dump = json.dumps(mdx_model_params, indent=4)
        with open(os.path.join(MDX_HASH_DIR, f'{mdx_model_hash}.json'), "w") as outfile:
            outfile.write(mdx_model_params_dump)
        
    def pop_up_mdx_c_param(self, mdx_model_hash):
        """Opens MDX-C param settings"""

        mdx_c_param_menu = tk.Toplevel()
        
        get_mdx_c_params = lambda dir, ext:tuple(os.path.splitext(x)[0] for x in os.listdir(dir) if x.endswith(ext))
        new_mdx_c_params = get_mdx_c_params(MDX_C_CONFIG_PATH, YAML)
        mdx_c_model_param_var = tk.StringVar(value=NONE_SELECTED)
        
        def pull_data():
            mdx_c_model_params = {
                'config_yaml': f"{mdx_c_model_param_var.get()}{YAML}"}
            
            if not mdx_c_model_param_var.get() == NONE_SELECTED:
                self.pop_up_mdx_model_sub_json_dump(mdx_c_model_params, mdx_model_hash)
                mdx_c_param_menu.destroy()
            else:
                self.mdx_model_params = None
        
        def cancel():
            self.mdx_model_params = None
            mdx_c_param_menu.destroy()
        
        mdx_c_param_Frame = self.menu_FRAME_SET(mdx_c_param_menu)
        mdx_c_param_Frame.grid(row=0)  
        
        mdx_c_param_title_title = self.menu_title_LABEL_SET(mdx_c_param_Frame, MDXNET_C_MODEL_PARAMETERS_TEXT, width=28)
        mdx_c_param_title_title.grid(row=0,column=0,padx=0,pady=0)
                
        mdx_c_model_param_Label = self.menu_sub_LABEL_SET(mdx_c_param_Frame, SELECT_MODEL_PARAM_TEXT)
        mdx_c_model_param_Label.grid(pady=MENU_PADDING_1)
        mdx_c_model_param_Option = ComboBoxMenu(mdx_c_param_Frame, textvariable=mdx_c_model_param_var, values=new_mdx_c_params, width=30)
        mdx_c_model_param_Option.grid(padx=20,pady=MENU_PADDING_1)
        self.help_hints(mdx_c_model_param_Label, text=VR_MODEL_PARAM_HELP)

        mdx_c_param_confrim_Button = ttk.Button(mdx_c_param_Frame, text=CONFIRM_TEXT, command=lambda:pull_data())
        mdx_c_param_confrim_Button.grid(pady=MENU_PADDING_1)
        
        mdx_c_param_cancel_Button = ttk.Button(mdx_c_param_Frame, text=CANCEL_TEXT, command=cancel)
        mdx_c_param_cancel_Button.grid(pady=MENU_PADDING_1)
        
        mdx_c_param_menu.protocol("WM_DELETE_WINDOW", cancel)
        
        self.menu_placement(mdx_c_param_menu, CHOOSE_MODEL_PARAM_TEXT, pop_up=True)
        
    def pop_up_vr_param(self, vr_model_hash):
        """Opens VR param settings"""

        vr_param_menu = tk.Toplevel()
        
        get_vr_params = lambda dir, ext:tuple(os.path.splitext(x)[0] for x in os.listdir(dir) if x.endswith(ext))
        new_vr_params = get_vr_params(VR_PARAM_DIR, JSON)
        vr_model_param_var = tk.StringVar(value=NONE_SELECTED)
        vr_model_stem_var = tk.StringVar(value='Vocals')
        vr_model_nout_var = tk.StringVar(value=32)
        vr_model_nout_lstm_var = tk.StringVar(value=128)
        is_new_vr_model_var = tk.BooleanVar(value=False)
        balance_value_var = tk.StringVar(value=0)
        is_kara_model_var = tk.BooleanVar(value=False)
        is_bv_model_var = tk.BooleanVar(value=False)
        
        enable_new_vr_op = lambda:(vr_model_nout_Option.configure(state=READ_ONLY), vr_model_nout_lstm_Option.configure(state=READ_ONLY))
        disable_new_vr_op = lambda:(vr_model_nout_Option.configure(state=tk.DISABLED), vr_model_nout_lstm_Option.configure(state=tk.DISABLED))
        vr_new_toggle = lambda:enable_new_vr_op() if is_new_vr_model_var.get() else disable_new_vr_op()
        
        def pull_data():
            if is_new_vr_model_var.get():
                vr_model_params = {
                    'vr_model_param': vr_model_param_var.get(),
                    'primary_stem': vr_model_stem_var.get(),
                    'nout': int(vr_model_nout_var.get()),
                    'nout_lstm': int(vr_model_nout_lstm_var.get()),
                    IS_KARAOKEE: bool(is_kara_model_var.get()),
                    IS_BV_MODEL: bool(is_bv_model_var.get()),
                    IS_BV_MODEL_REBAL: float(balance_value_var.get())
                    }
            else:
                vr_model_params = {
                    'vr_model_param': vr_model_param_var.get(),
                    'primary_stem': vr_model_stem_var.get(),
                    IS_KARAOKEE: bool(is_kara_model_var.get()),
                    IS_BV_MODEL: bool(is_bv_model_var.get()),
                    IS_BV_MODEL_REBAL: float(balance_value_var.get())}

            if not vr_model_param_var.get() == NONE_SELECTED:
                self.pop_up_vr_param_sub_json_dump(vr_model_params, vr_model_hash)
                vr_param_menu.destroy()
            else:
                self.vr_model_params = None
                self.error_dialoge(INVALID_PARAM_MODEL_ERROR)
                
        def cancel():
            self.vr_model_params = None
            vr_param_menu.destroy()
        
        def toggle_kara():
            if is_kara_model_var.get():
                is_bv_model_var.set(False)
                balance_value_Option.configure(state=tk.DISABLED)
                
        def toggle_bv():
            if is_bv_model_var.get():
                is_kara_model_var.set(False)
                balance_value_Option.configure(state=READ_ONLY)
            else:
                balance_value_Option.configure(state=tk.DISABLED)

        def opt_menu_selection(selection):
            if not selection in [VOCAL_STEM, INST_STEM]:
                balance_value_Option.configure(state=tk.DISABLED)
                is_kara_model_Option.configure(state=tk.DISABLED)
                is_bv_model_Option.configure(state=tk.DISABLED)
                is_kara_model_var.set(False)
                is_bv_model_var.set(False)
                balance_value_var.set(0)
            else:
                is_kara_model_Option.configure(state=tk.NORMAL)
                is_bv_model_Option.configure(state=tk.NORMAL)

        vr_param_Frame = self.menu_FRAME_SET(vr_param_menu)
        vr_param_Frame.grid(row=0, padx=20)  
            
        vr_param_title_title = self.menu_title_LABEL_SET(vr_param_Frame, SPECIFY_VR_MODEL_PARAMETERS_TEXT, width=25)
        vr_param_title_title.grid(row=0,column=0,padx=0,pady=0)
                
        vr_model_stem_Label = self.menu_sub_LABEL_SET(vr_param_Frame, PRIMARY_STEM_TEXT)
        vr_model_stem_Label.grid(pady=MENU_PADDING_1)    
        vr_model_stem_Option = ttk.OptionMenu(vr_param_Frame, vr_model_stem_var, None, *STEM_SET_MENU, command=opt_menu_selection)
        vr_model_stem_Option.configure(width=15)
        vr_model_stem_Option.grid(pady=MENU_PADDING_1)
        vr_model_stem_Option['menu'].insert_separator(len(STEM_SET_MENU))
        vr_model_stem_Option['menu'].add_radiobutton(label=INPUT_STEM_NAME, command=tk._setit(vr_model_stem_var, INPUT_STEM_NAME, lambda e:self.pop_up_input_stem_name(vr_model_stem_var, vr_param_menu)))
        self.help_hints(vr_model_stem_Label, text=SET_STEM_NAME_HELP)
                
        is_kara_model_Option = ttk.Checkbutton(vr_param_Frame, text=KARAOKE_MODEL_TEXT, width=SET_MENUS_CHECK_WIDTH, variable=is_kara_model_var, command=toggle_kara) 
        is_kara_model_Option.grid(pady=0)

        is_bv_model_Option = ttk.Checkbutton(vr_param_Frame, text=BV_MODEL_TEXT, width=SET_MENUS_CHECK_WIDTH, variable=is_bv_model_var, command=toggle_bv) 
        is_bv_model_Option.grid(pady=0)

        balance_value_Label = self.menu_sub_LABEL_SET(vr_param_Frame, BALANCE_VALUE_TEXT)
        balance_value_Label.grid(pady=MENU_PADDING_1)
        balance_value_Option = ComboBoxMenu(vr_param_Frame, textvariable=balance_value_var, values=BALANCE_VALUES, width=COMBO_WIDTH)
        balance_value_Option.configure(state=tk.DISABLED)
        balance_value_Option.grid(pady=MENU_PADDING_1)
        #self.help_hints(balance_value_Label, text=balance_value_HELP)
                
        is_new_vr_model_Option = ttk.Checkbutton(vr_param_Frame, text=VR_51_MODEL_TEXT, width=SET_MENUS_CHECK_WIDTH, variable=is_new_vr_model_var, command=vr_new_toggle) 
        is_new_vr_model_Option.grid(pady=MENU_PADDING_1)
        
        vr_model_nout_Label = self.menu_sub_LABEL_SET(vr_param_Frame, 'Out Channels')
        vr_model_nout_Label.grid(pady=MENU_PADDING_1)
        vr_model_nout_Option = ComboBoxEditableMenu(vr_param_Frame, values=NOUT_SEL, textvariable=vr_model_nout_var, pattern=REG_SHIFTS, default='32', width=COMBO_WIDTH)
        vr_model_nout_Option.grid(pady=MENU_PADDING_1)
        #self.help_hints(vr_model_nout_Label, text=VR_MODEL_NOUT_HELP)

        vr_model_nout_lstm_Label = self.menu_sub_LABEL_SET(vr_param_Frame, 'Out Channels (LSTM layer)')
        vr_model_nout_lstm_Label.grid(pady=MENU_PADDING_1)
        vr_model_nout_lstm_Option = ComboBoxEditableMenu(vr_param_Frame, values=NOUT_LSTM_SEL, textvariable=vr_model_nout_lstm_var, pattern=REG_SHIFTS, default='128', width=COMBO_WIDTH)#
        vr_model_nout_lstm_Option.grid(pady=MENU_PADDING_1)
        #self.help_hints(vr_model_param_Label, text=VR_MODEL_NOUT_LSTM_HELP)

        vr_model_param_Label = self.menu_sub_LABEL_SET(vr_param_Frame, SELECT_MODEL_PARAM_TEXT)
        vr_model_param_Label.grid(pady=MENU_PADDING_1)
        vr_model_param_Option = ComboBoxMenu(vr_param_Frame, textvariable=vr_model_param_var, values=new_vr_params, width=30)
        vr_model_param_Option.grid(pady=MENU_PADDING_1)
        self.help_hints(vr_model_param_Label, text=VR_MODEL_PARAM_HELP)

        vr_param_confrim_Button = ttk.Button(vr_param_Frame, text=CONFIRM_TEXT, command=lambda:pull_data())
        vr_param_confrim_Button.grid(pady=MENU_PADDING_1)
        
        vr_param_cancel_Button = ttk.Button(vr_param_Frame, text=CANCEL_TEXT, command=cancel)
        vr_param_cancel_Button.grid(pady=MENU_PADDING_1)
        
        vr_new_toggle()
        opt_menu_selection(vr_model_stem_var.get())
        
        vr_param_menu.protocol("WM_DELETE_WINDOW", cancel)
        
        frame_list = [vr_param_Frame]
        self.menu_placement(vr_param_menu, CHOOSE_MODEL_PARAM_TEXT, pop_up=False if is_macos else True, frame_list=frame_list)

    def pop_up_vr_param_sub_json_dump(self, vr_model_params, vr_model_hash):
        """Dumps current selected VR model settings to a json named after model hash"""
        
        self.vr_model_params = vr_model_params

        vr_model_params_dump = json.dumps(vr_model_params, indent=4)
        
        with open(os.path.join(VR_HASH_DIR, f'{vr_model_hash}.json'), "w") as outfile:
            outfile.write(vr_model_params_dump)

    def pop_up_input_stem_name(self, stem_var:tk.StringVar, parent_window:tk.Toplevel):
        """
        Input Stem Name
        """
        
        stem_input_save = tk.Toplevel(root)
        
        def close_window(is_cancel=True):
            
            if is_cancel or not stem_input_save_var.get():
                stem_var.set(VOCAL_STEM)
            else:
                stem_input_save_text = stem_input_save_var.get().capitalize()
                
                if stem_input_save_text == VOCAL_STEM:
                    stem_text = INST_STEM if is_inverse_stem_var.get() else stem_input_save_text
                elif stem_input_save_text == INST_STEM:
                    stem_text = VOCAL_STEM if is_inverse_stem_var.get() else stem_input_save_text
                else:
                    stem_text = f"{NO_STEM}{stem_input_save_text}" if is_inverse_stem_var.get() else stem_input_save_text
                    
                stem_var.set(stem_text)

            stem_input_save.destroy()
            
            parent_window.attributes('-topmost', 'true') if OPERATING_SYSTEM == "Linux" else None
            parent_window.grab_set()
            root.wait_window(parent_window)
        
        stem_input_save_var = tk.StringVar(value='')
        is_inverse_stem_var = tk.BooleanVar(value=False)

        validation = lambda value:False if re.fullmatch(REG_INPUT_STEM_NAME, value) is None else True
        stem_input_save_Frame = self.menu_FRAME_SET(stem_input_save)
        stem_input_save_Frame.grid(row=1)  

        stem_input_save_title = self.menu_title_LABEL_SET(stem_input_save_Frame, INPUT_STEM_NAME_TEXT)
        stem_input_save_title.grid(pady=0)
        
        stem_input_name_Label = self.menu_sub_LABEL_SET(stem_input_save_Frame, STEM_NAME_TEXT)
        stem_input_name_Label.grid(pady=MENU_PADDING_1)
        stem_input_name_Entry = ttk.Combobox(stem_input_save_Frame, textvariable=stem_input_save_var, values=STEM_SET_MENU_2, justify='center', width=25)
        invalid_message = self.invalid_tooltip(stem_input_name_Entry, REG_INPUT_STEM_NAME)
        stem_input_name_Entry.grid(pady=MENU_PADDING_1)
        stem_input_name_Entry.focus_set()
        
        self.spacer_label(stem_input_save_Frame)
        
        is_inverse_stem_Button = ttk.Checkbutton(stem_input_save_Frame, text=IS_INVERSE_STEM_TEXT, variable=is_inverse_stem_var)
        is_inverse_stem_Button.grid(pady=0)

        entry_rules_Label = tk.Label(stem_input_save_Frame, text=STEM_INPUT_RULE, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground='#868687', justify="left")
        entry_rules_Label.grid(pady=MENU_PADDING_1)     
        
        mdx_param_set_Button = ttk.Button(stem_input_save_Frame, text=DONE_MENU_TEXT, command=lambda:close_window(is_cancel=False) if validation(stem_input_save_var.get()) else invalid_message())
        mdx_param_set_Button.grid(pady=MENU_PADDING_1)
        
        stop_process_Button = ttk.Button(stem_input_save_Frame, text=CANCEL_TEXT, command=close_window)
        stop_process_Button.grid(pady=MENU_PADDING_1)

        stem_input_save.protocol("WM_DELETE_WINDOW", close_window)

        frame_list = [stem_input_save_Frame]
        self.menu_placement(stem_input_save, INPUT_UNIQUE_STEM_NAME_TEXT, pop_up=True, frame_list=frame_list)

    def pop_up_save_ensemble(self):
        """
        Save Ensemble as...
        """
        
        ensemble_save = tk.Toplevel(root)
        
        ensemble_save_var = tk.StringVar(value='')

        ensemble_save_Frame = self.menu_FRAME_SET(ensemble_save)
        ensemble_save_Frame.grid(row=1)  
        
        validation = lambda value:False if re.fullmatch(REG_SAVE_INPUT, value) is None else True
        save_func = lambda:(self.pop_up_save_ensemble_sub_json_dump(self.ensemble_listbox_get_all_selected_models(), ensemble_save_var.get()), ensemble_save.destroy())

        if len(self.ensemble_listbox_get_all_selected_models()) <= 1:
            ensemble_save_title = self.menu_title_LABEL_SET(ensemble_save_Frame, ENSEMBLE_WARNING_NOT_ENOUGH_SHORT_TEXT, width=20)
            ensemble_save_title.grid()
            
            ensemble_save_title = self.menu_sub_LABEL_SET(ensemble_save_Frame, ENSEMBLE_WARNING_NOT_ENOUGH_TEXT)
            ensemble_save_title.grid(pady=MENU_PADDING_1)
            
            stop_process_Button = ttk.Button(ensemble_save_Frame, text=OK_TEXT, command=lambda:ensemble_save.destroy())
            stop_process_Button.grid()
        else:
            ensemble_save_title = self.menu_title_LABEL_SET(ensemble_save_Frame, SAVE_CURRENT_ENSEMBLE_TEXT)
            ensemble_save_title.grid()
            
            ensemble_name_Label = self.menu_sub_LABEL_SET(ensemble_save_Frame, ENSEMBLE_NAME_TEXT)
            ensemble_name_Label.grid(pady=MENU_PADDING_1)
            ensemble_name_Entry = ttk.Entry(ensemble_save_Frame, textvariable=ensemble_save_var, justify='center', width=25)
            ensemble_name_Entry.grid(pady=MENU_PADDING_1)
            invalid_message = self.invalid_tooltip(ensemble_name_Entry)
            ensemble_name_Entry.focus_set()
            self.spacer_label(ensemble_save_Frame)
            
            entry_rules_Label = tk.Label(ensemble_save_Frame, text=ENSEMBLE_INPUT_RULE, font=(MAIN_FONT_NAME, f"{FONT_SIZE_1}"), foreground='#868687', justify="left")
            entry_rules_Label.grid()     
            
            mdx_param_set_Button = ttk.Button(ensemble_save_Frame, text=SAVE_TEXT, command=lambda:save_func() if validation(ensemble_save_var.get()) else invalid_message())
            mdx_param_set_Button.grid(pady=MENU_PADDING_1)
            
            stop_process_Button = ttk.Button(ensemble_save_Frame, text=CANCEL_TEXT, command=lambda:ensemble_save.destroy())
            stop_process_Button.grid(pady=MENU_PADDING_1)
            
        self.menu_placement(ensemble_save, SAVE_CURRENT_ENSEMBLE_TEXT, pop_up=True)
        
    def pop_up_save_ensemble_sub_json_dump(self, selected_ensemble_model, ensemble_save_name: str):
        """Dumps current ensemble settings to a json named after user input"""
        
        if ensemble_save_name:
            self.chosen_ensemble_var.set(ensemble_save_name)
            ensemble_save_name = ensemble_save_name.replace(" ", "_")
            saved_data = {
                'ensemble_main_stem': self.ensemble_main_stem_var.get(),
                'ensemble_type': self.ensemble_type_var.get(),
                'selected_models': selected_ensemble_model,
                }
            
            saved_data_dump = json.dumps(saved_data, indent=4)
            with open(os.path.join(ENSEMBLE_CACHE_DIR, f'{ensemble_save_name}.json'), "w") as outfile:
                outfile.write(saved_data_dump)

    def deletion_list_fill(self, option_menu: ComboBoxMenu, selection_var: tk.StringVar, selection_dir, var_set, menu_name=None):
        """Fills the saved settings menu located in tab 2 of the main settings window"""
                
        def command_callback(event=None):
            self.deletion_entry(selection_var.get(), selection_dir, refresh_menu)
            selection_var.set(var_set)

        def refresh_menu(remove=None):
            selection_list = self.last_found_ensembles if menu_name == 'deleteensemble' else self.last_found_settings
            main_var = self.chosen_ensemble_var if menu_name == 'deleteensemble' else self.save_current_settings_var
            
            if remove and remove in selection_list:
                selection_list = list(selection_list)
                selection_list.remove(remove)
                main_var.set(CHOOSE_ENSEMBLE_OPTION)
            
            self.update_menus(option_widget=option_menu, 
                              style_name=menu_name, 
                              command=command_callback,
                              new_items=selection_list)

        refresh_menu()
        
    def deletion_entry(self, selection: str, path, callback):
        """Deletes selected user saved application settings"""
        
        if selection not in [SELECT_SAVED_SET, SELECT_SAVED_ENSEMBLE]:
            saved_path = os.path.join(path, f'{selection.replace(" ", "_")}.json')
            confirm = self.message_box(DELETE_ENS_ENTRY)
            if confirm:
                if os.path.isfile(saved_path):
                    os.remove(saved_path)
                    callback(selection)

    #--Download Center Methods--    

    def online_data_refresh(self, user_refresh=True, confirmation_box=False, refresh_list_Button=False, is_start_up=False, is_download_complete=False):
        """Checks for application updates"""
        
        def online_check():

            if not is_start_up:
                self.app_update_status_Text_var.set(LOADING_VERSION_INFO_TEXT)
                self.app_update_button_Text_var.set(CHECK_FOR_UPDATES_TEXT)

            is_new_update = False
            try:
                self.online_data = json.load(urllib.request.urlopen(DOWNLOAD_CHECKS))
                self.is_online = True

                try:
                    with urllib.request.urlopen(BULLETIN_CHECK) as response:
                        self.bulletin_data = response.read().decode('utf-8')

                    if not is_windows:
                        self.bulletin_data = read_bulliten_text_mac(CR_TEXT, self.bulletin_data)
                    else:
                        self.bulletin_data = self.bulletin_data.replace("~", "•")

                except Exception as e:
                    self.bulletin_data = INFO_UNAVAILABLE_TEXT
                    print(e)

                if user_refresh:
                    self.download_list_state()
                    for widget in self.download_center_Buttons:
                        widget.configure(state=tk.NORMAL)
                    
                if refresh_list_Button:
                    self.download_progress_info_var.set('Download List Refreshed!')

                if OPERATING_SYSTEM=="Darwin":
                    self.lastest_version = self.online_data["current_version_mac"]
                elif OPERATING_SYSTEM=="Linux":
                    self.lastest_version = self.online_data["current_version_linux"]
                else:
                    self.lastest_version = self.online_data["current_version"]
                    
                if self.lastest_version == current_patch and not is_start_up:
                    self.app_update_status_Text_var.set('UVR Version Current')
                else:
                    is_new_update = True
                    is_beta_version = True if self.lastest_version == PREVIOUS_PATCH_WIN and BETA_VERSION in current_patch else False
                    
                    if not is_start_up:
                        if is_beta_version:
                            self.app_update_status_Text_var.set(f"Roll Back: {self.lastest_version}")
                            self.app_update_button_Text_var.set(ROLL_BACK_TEXT)
                        else:
                            self.app_update_status_Text_var.set(f"Update Found: {self.lastest_version}")
                            self.app_update_button_Text_var.set('Click Here to Update')
                        
                        if OPERATING_SYSTEM == "Windows":
                            self.download_update_link_var.set('{}{}{}'.format(UPDATE_REPO, self.lastest_version, application_extension))
                            self.download_update_path_var.set(os.path.join(BASE_PATH, f'{self.lastest_version}{application_extension}'))
                        elif OPERATING_SYSTEM == "Darwin":
                            self.download_update_link_var.set(UPDATE_MAC_ARM_REPO if SYSTEM_PROC == ARM or ARM in SYSTEM_ARCH else UPDATE_MAC_X86_64_REPO)
                        elif OPERATING_SYSTEM == "Linux":
                            self.download_update_link_var.set(UPDATE_LINUX_REPO)
                    
                    if not user_refresh:
                        if not is_beta_version:
                            self.command_Text.write(NEW_UPDATE_FOUND_TEXT(self.lastest_version))

                is_update_params = self.is_auto_update_model_params if is_start_up else self.is_auto_update_model_params_var.get()
                
                if is_update_params and is_start_up or is_download_complete:
                    self.download_model_settings()
                    
                # if is_download_complete:
                #     self.download_model_settings()

            except Exception as e:
                self.offline_state_set(is_start_up)
                is_new_update = False
                
                if user_refresh:
                    self.download_list_state(disable_only=True)
                    for widget in self.download_center_Buttons:
                        widget.configure(state=tk.DISABLED)
                        
                try:
                    self.error_log_var.set(error_text('Online Data Refresh', e))
                except Exception as e:
                    print(e)

            return is_new_update
            
        if confirmation_box:
            return online_check()
        else:
            self.current_thread = KThread(target=online_check)
            self.current_thread.setDaemon(True) if not is_windows else None
            self.current_thread.start()
                
    def offline_state_set(self, is_start_up=False):
        """Changes relevent settings and "Download Center" buttons if no internet connection is available"""
        
        if not is_start_up and self.is_menu_settings_open:
            self.app_update_status_Text_var.set(f'Version Status: {NO_CONNECTION}')
            self.download_progress_info_var.set(NO_CONNECTION) 
            self.app_update_button_Text_var.set('Refresh')
            self.refresh_list_Button.configure(state=tk.NORMAL)
            self.stop_download_Button_DISABLE()
            self.enable_tabs()
            
        self.is_online = False

    def download_validate_code(self, confirm=False, code_message=None):
        """Verifies the VIP download code"""
        
        self.decoded_vip_link = vip_downloads(self.user_code_var.get())
        
        if confirm:
            if not self.decoded_vip_link == NO_CODE:
                info_text = 'VIP Models Added!'
                is_success_message = True
            else:
                info_text = 'Incorrect Code'
                is_success_message = False
                
            self.download_progress_info_var.set(info_text)
            self.user_code_validation_var.set(info_text)
            
            if code_message:
                code_message(info_text, is_success_message)
                
            self.download_list_fill()

    def download_list_fill(self, model_type=ALL_TYPES):
        """Fills the download lists with the data retrieved from the update check."""
        
        self.download_demucs_models_list.clear()

        model_download_mdx_list, model_download_mdx_name = [], "mdxdownload"
        model_download_vr_list, model_download_vr_name = [], "vrdownload"
        model_download_demucs_list, model_download_demucs_name = [], "demucsmdxdownload"

        self.vr_download_list = self.online_data["vr_download_list"]
        self.mdx_download_list = self.online_data["mdx_download_list"]
        self.demucs_download_list = self.online_data["demucs_download_list"]
        self.mdx_download_list.update(self.online_data["mdx23c_download_list"])
        
        if not self.decoded_vip_link is NO_CODE:
            self.vr_download_list.update(self.online_data["vr_download_vip_list"])
            self.mdx_download_list.update(self.online_data["mdx_download_vip_list"])
            self.mdx_download_list.update(self.online_data["mdx23c_download_vip_list"])
                     
        def configure_combobox(combobox:ComboBoxMenu, values:list, variable:tk.StringVar, arch_type, name):
            values = [NO_NEW_MODELS] if not values else values
            combobox['values'] = values
            combobox.update_dropdown_size(values, name, offset=310,
                                          command=lambda s: self.download_model_select(variable.get(), arch_type, variable))
                                     
        if model_type in [VR_ARCH_TYPE, ALL_TYPES]:
            for (selectable, model) in self.vr_download_list.items():
                if not os.path.isfile(os.path.join(VR_MODELS_DIR, model)):
                    model_download_vr_list.append(selectable)
                    
            configure_combobox(self.model_download_vr_Option, model_download_vr_list, self.model_download_vr_var, VR_ARCH_TYPE, model_download_vr_name)

        if model_type in [MDX_ARCH_TYPE, ALL_TYPES]:
            for (selectable, model) in self.mdx_download_list.items():
                if isinstance(model, dict):
                    items_list = list(model.items())
                    model_name, config = items_list[0]
                    config_link = f"{MDX23_CONFIG_CHECKS}{config}"
                    config_local = os.path.join(MDX_C_CONFIG_PATH, config)
                    if not os.path.isfile(config_local):
                        with urllib.request.urlopen(config_link) as response:
                            with open(config_local, 'wb') as out_file:
                                out_file.write(response.read())
                else:
                    model_name = str(model)

                if not os.path.isfile(os.path.join(MDX_MODELS_DIR, model_name)):
                    model_download_mdx_list.append(selectable)
                    
            configure_combobox(self.model_download_mdx_Option, model_download_mdx_list, self.model_download_mdx_var, MDX_ARCH_TYPE, model_download_mdx_name)

        if model_type in [DEMUCS_ARCH_TYPE, ALL_TYPES]:
            for (selectable, model) in self.demucs_download_list.items():  
                for name in model.items():
                    if [True for x in DEMUCS_NEWER_ARCH_TYPES if x in selectable]:
                        if not os.path.isfile(os.path.join(DEMUCS_NEWER_REPO_DIR, name[0])):
                            self.download_demucs_models_list.append(selectable)
                    else:
                        if not os.path.isfile(os.path.join(DEMUCS_MODELS_DIR, name[0])):
                            self.download_demucs_models_list.append(selectable)
                        
            self.download_demucs_models_list = list(dict.fromkeys(self.download_demucs_models_list)) 
        
            for option_name in self.download_demucs_models_list:
                model_download_demucs_list.append(option_name)
            
            configure_combobox(self.model_download_demucs_Option, model_download_demucs_list, self.model_download_demucs_var, DEMUCS_ARCH_TYPE, model_download_demucs_name)

    def download_model_settings(self):
        '''Update the newest model settings'''
        
        try:
            self.vr_hash_MAPPER = json.load(urllib.request.urlopen(VR_MODEL_DATA_LINK))
            self.mdx_hash_MAPPER = json.load(urllib.request.urlopen(MDX_MODEL_DATA_LINK))
            self.mdx_name_select_MAPPER = json.load(urllib.request.urlopen(MDX_MODEL_NAME_DATA_LINK))
            self.demucs_name_select_MAPPER = json.load(urllib.request.urlopen(DEMUCS_MODEL_NAME_DATA_LINK))
            
            vr_hash_MAPPER_dump = json.dumps(self.vr_hash_MAPPER, indent=4)
            with open(VR_HASH_JSON, "w") as outfile:
                outfile.write(vr_hash_MAPPER_dump)
                
            mdx_hash_MAPPER_dump = json.dumps(self.mdx_hash_MAPPER, indent=4)
            with open(MDX_HASH_JSON, "w") as outfile:
                outfile.write(mdx_hash_MAPPER_dump)

            mdx_name_select_MAPPER_dump = json.dumps(self.mdx_name_select_MAPPER, indent=4)
            with open(MDX_MODEL_NAME_SELECT, "w") as outfile:
                outfile.write(mdx_name_select_MAPPER_dump)
                
            demucs_name_select_MAPPER_dump = json.dumps(self.demucs_name_select_MAPPER, indent=4)
            with open(DEMUCS_MODEL_NAME_SELECT, "w") as outfile:
                outfile.write(demucs_name_select_MAPPER_dump)

        except Exception as e:
            self.vr_hash_MAPPER = load_model_hash_data(VR_HASH_JSON)
            self.mdx_hash_MAPPER = load_model_hash_data(MDX_HASH_JSON)
            self.mdx_name_select_MAPPER = load_model_hash_data(MDX_MODEL_NAME_SELECT)
            self.demucs_name_select_MAPPER = load_model_hash_data(DEMUCS_MODEL_NAME_SELECT)
            self.error_log_var.set(e)
            print(e)

    def download_list_state(self, reset=True, disable_only=False):
        """Makes sure only the models from the chosen AI network are selectable."""
        
        for widget in self.download_lists:
            widget.configure(state=tk.DISABLED)
        
        if reset:
            for download_list_var in self.download_list_vars:
                if self.is_online:
                    download_list_var.set(NO_MODEL)
                    self.download_Button.configure(state=tk.NORMAL)
                else:
                    download_list_var.set(NO_CONNECTION)
                    self.download_Button.configure(state=tk.DISABLED)
                    disable_only = True
            
        if not disable_only:
            self.download_Button.configure(state=tk.NORMAL)
            if self.select_download_var.get() == VR_ARCH_TYPE:
                self.model_download_vr_Option.configure(state=READ_ONLY)
                self.selected_download_var = self.model_download_vr_var
                self.download_list_fill(model_type=VR_ARCH_TYPE)
            if self.select_download_var.get() == MDX_ARCH_TYPE:
                self.model_download_mdx_Option.configure(state=READ_ONLY)
                self.selected_download_var = self.model_download_mdx_var
                self.download_list_fill(model_type=MDX_ARCH_TYPE)
            if self.select_download_var.get() == DEMUCS_ARCH_TYPE:
                self.model_download_demucs_Option.configure(state=READ_ONLY)
                self.selected_download_var = self.model_download_demucs_var
                self.download_list_fill(model_type=DEMUCS_ARCH_TYPE)
                
            self.stop_download_Button_DISABLE()

    def download_model_select(self, selection, type, var:tk.StringVar):
        """Prepares the data needed to download selected model."""
        
        self.download_demucs_newer_models.clear()

        if selection == NO_NEW_MODELS:
            selection = NO_MODEL
            var.set(NO_MODEL)
        
        model_repo = self.decoded_vip_link if VIP_SELECTION in selection else NORMAL_REPO
        is_demucs_newer = [True for x in DEMUCS_NEWER_ARCH_TYPES if x in selection]

        if type == VR_ARCH_TYPE:
            for selected_model in self.vr_download_list.items():
                if selection in selected_model:
                    self.download_link_path_var.set("{}{}".format(model_repo, selected_model[1]))
                    self.download_save_path_var.set(os.path.join(VR_MODELS_DIR, selected_model[1]))
                    break
                
        if type == MDX_ARCH_TYPE:
            for selected_model in self.mdx_download_list.items():
                if selection in selected_model:
                    if isinstance(selected_model[1], dict):
                        model_name = list(selected_model[1].keys())[0]
                    else:
                        model_name = str(selected_model[1])
                    self.download_link_path_var.set("{}{}".format(model_repo, model_name))
                    self.download_save_path_var.set(os.path.join(MDX_MODELS_DIR, model_name))
                    break

        if type == DEMUCS_ARCH_TYPE:
            for selected_model, model_data in self.demucs_download_list.items():
                if selection == selected_model:
                    for key, value in model_data.items():
                        if is_demucs_newer:
                            self.download_demucs_newer_models.append([os.path.join(DEMUCS_NEWER_REPO_DIR, key), value])
                        else:
                            self.download_save_path_var.set(os.path.join(DEMUCS_MODELS_DIR, key))
                            self.download_link_path_var.set(value)

    def download_item(self, is_update_app=False):
        """Downloads the model selected."""
        
        if not is_update_app:
            if self.selected_download_var.get() == NO_MODEL:
                self.download_progress_info_var.set(NO_MODEL)
                return        

        for widget in self.download_center_Buttons:
            widget.configure(state=tk.DISABLED)
        self.refresh_list_Button.configure(state=tk.DISABLED)
        self.manual_download_Button.configure(state=tk.DISABLED)
        
        is_demucs_newer = [True for x in DEMUCS_NEWER_ARCH_TYPES if x in self.selected_download_var.get()]

        self.download_list_state(reset=False, disable_only=True)
        self.stop_download_Button_ENABLE()
        self.disable_tabs()
        
        def download_progress_bar(current, total, model=80):
            progress = ('%s' % (100 * current // total))
            self.download_progress_bar_var.set(int(progress))
            self.download_progress_percent_var.set(progress + ' %')
            
        def push_download():
            self.is_download_thread_active = True
            try:
                if is_update_app:
                    self.download_progress_info_var.set(DOWNLOADING_UPDATE)
                    if os.path.isfile(self.download_update_path_var.get()):
                        self.download_progress_info_var.set(FILE_EXISTS)
                    else:
                        wget.download(self.download_update_link_var.get(), self.download_update_path_var.get(), bar=download_progress_bar)
                        
                    self.download_post_action(DOWNLOAD_UPDATE_COMPLETE)
                else:
                    if self.select_download_var.get() == DEMUCS_ARCH_TYPE and is_demucs_newer:
                        for model_num, model_data in enumerate(self.download_demucs_newer_models, start=1):
                            self.download_progress_info_var.set('{} {}/{}...'.format(DOWNLOADING_ITEM, model_num, len(self.download_demucs_newer_models)))
                            if os.path.isfile(model_data[0]):
                                continue
                            else:
                                wget.download(model_data[1], model_data[0], bar=download_progress_bar)
                    else:
                        self.download_progress_info_var.set(SINGLE_DOWNLOAD)
                        if os.path.isfile(self.download_save_path_var.get()):
                            self.download_progress_info_var.set(FILE_EXISTS)
                        else:
                            wget.download(self.download_link_path_var.get(), self.download_save_path_var.get(), bar=download_progress_bar)
                            
                    self.download_post_action(DOWNLOAD_COMPLETE)
                
            except Exception as e:
                self.error_log_var.set(error_text(DOWNLOADING_ITEM, e))
                self.download_progress_info_var.set(DOWNLOAD_FAILED)
                
                if type(e).__name__ == 'URLError':
                    self.offline_state_set()
                else:
                    self.download_progress_percent_var.set(f"{type(e).__name__}")
                    self.download_post_action(DOWNLOAD_FAILED)
                          
        self.active_download_thread = KThread(target=push_download)
        self.active_download_thread.start()

    def download_post_action(self, action):
        """Resets the widget variables in the "Download Center" based on the state of the download."""
        
        for widget in self.download_center_Buttons:
            widget.configure(state=tk.NORMAL)
        self.refresh_list_Button.configure(state=tk.NORMAL)
        self.manual_download_Button.configure(state=tk.NORMAL)
        
        self.enable_tabs()
        self.stop_download_Button_DISABLE()
        
        if action == DOWNLOAD_FAILED:
            try:
                self.active_download_thread.terminate()
            finally:
                self.download_progress_info_var.set(DOWNLOAD_FAILED)
                self.download_list_state(reset=False)
        if action == DOWNLOAD_STOPPED:
            try:
                self.active_download_thread.terminate()
            finally:
                self.download_progress_info_var.set(DOWNLOAD_STOPPED)
                self.download_list_state(reset=False)
        if action == DOWNLOAD_COMPLETE:
            self.online_data_refresh(is_download_complete=True)
            self.download_progress_info_var.set(DOWNLOAD_COMPLETE)
            self.download_list_state()
        if action == DOWNLOAD_UPDATE_COMPLETE:
            self.download_progress_info_var.set(DOWNLOAD_UPDATE_COMPLETE)
            if os.path.isfile(self.download_update_path_var.get()):
                subprocess.Popen(self.download_update_path_var.get())
            self.download_list_state()
        
        
        self.is_download_thread_active = False
        
        self.delete_temps()
   
    #--Refresh/Loop Methods--    

    def update_loop(self):
        """Update the model dropdown menus"""
            
        if self.clear_cache_torch:
            #self.set_app_font(is_chosen_font=True)
            torch.cuda.empty_cache()
            self.clear_cache_torch = False
            
        if self.is_process_stopped:
            if self.thread_check(self.active_processing_thread):
                self.conversion_Button_Text_var.set(STOP_PROCESSING)
                self.conversion_Button.configure(state=tk.DISABLED)
                self.stop_Button.configure(state=tk.DISABLED)
            else:
                self.stop_Button.configure(state=tk.NORMAL)
                self.conversion_Button_Text_var.set(START_PROCESSING)
                self.conversion_Button.configure(state=tk.NORMAL)
                self.progress_bar_main_var.set(0)
                torch.cuda.empty_cache()
                self.is_process_stopped = False

        if self.is_confirm_error_var.get():
            self.check_is_menu_open(ERROR_OPTION)
            self.is_confirm_error_var.set(False)

        if self.is_check_splash and is_windows:
            
            while not self.msg_queue.empty():
                message = self.msg_queue.get_nowait()
                print(message)
            
            close_process(self.msg_queue)
            self.is_check_splash = False

        self.update_available_models()
        self.after(600, self.update_loop)
          
    def update_menus(self, option_widget:ComboBoxMenu, style_name, command, new_items, last_items=None, base_options=None):
                
        if new_items != last_items:
            formatted_items = [item.replace("_", " ") for item in new_items]
            if not formatted_items and base_options:
                base_options = [option for option in base_options if option != OPT_SEPARATOR_SAVE]
            
            final_options = formatted_items + base_options if base_options else formatted_items
            option_widget['values'] = final_options
            option_widget.update_dropdown_size(formatted_items, style_name, command=command)
            return new_items
        return last_items
          
    def update_available_models(self):
        """
        Loops through all models in each model directory and adds them to the appropriate model menu.
        Also updates ensemble listbox and user saved settings list.
        """
        
        def fix_name(name, mapper:dict): return next((new_name for old_name, new_name in mapper.items() if name in old_name), name)
        
        new_vr_models = self.get_files_from_dir(VR_MODELS_DIR, PTH)
        new_mdx_models = self.get_files_from_dir(MDX_MODELS_DIR, (ONNX, CKPT), is_mdxnet=True)
        new_demucs_models = self.get_files_from_dir(DEMUCS_MODELS_DIR, (CKPT, '.gz', '.th')) + self.get_files_from_dir(DEMUCS_NEWER_REPO_DIR, YAML)
        new_ensembles_found = self.get_files_from_dir(ENSEMBLE_CACHE_DIR, JSON)
        new_settings_found = self.get_files_from_dir(SETTINGS_CACHE_DIR, JSON)
        new_models_found = new_vr_models + new_mdx_models + new_demucs_models
        is_online = self.is_online_model_menu
        
        def loop_directories(option_menu:ComboBoxMenu, option_var, model_list, model_type, name_mapper=None):
            current_selection = option_menu.get()
            option_list = [fix_name(file_name, name_mapper) for file_name in model_list] if name_mapper else model_list
            sorted_options = natsort.natsorted(option_list)
            option_list_option_menu = sorted_options + [OPT_SEPARATOR, DOWNLOAD_MORE] if self.is_online else sorted_options
            
            if not option_list and self.is_online:
                option_list_option_menu = [option for option in option_list_option_menu if option != OPT_SEPARATOR]
            
            option_menu['values'] = option_list_option_menu
            option_menu.set(current_selection)
            option_menu.update_dropdown_size(model_list, model_type)
            
            if self.is_root_defined_var.get() and model_type == MDX_ARCH_TYPE and self.chosen_process_method_var.get() == MDX_ARCH_TYPE:
                self.selection_action_models_sub(current_selection, model_type, option_var)
                
            return tuple(f"{model_type}{ENSEMBLE_PARTITION}{model_name}" for model_name in sorted_options)

        if new_models_found != self.last_found_models or is_online != self.is_online:
            self.model_data_table = []
            
            vr_model_list = loop_directories(self.vr_model_Option, self.vr_model_var, new_vr_models, VR_ARCH_TYPE, name_mapper=None)
            mdx_model_list = loop_directories(self.mdx_net_model_Option, self.mdx_net_model_var, new_mdx_models, MDX_ARCH_TYPE, name_mapper=self.mdx_name_select_MAPPER)
            demucs_model_list = loop_directories(self.demucs_model_Option, self.demucs_model_var, new_demucs_models, DEMUCS_ARCH_TYPE, name_mapper=self.demucs_name_select_MAPPER)
            
            self.ensemble_model_list = vr_model_list + mdx_model_list + demucs_model_list
            self.default_change_model_list = vr_model_list + mdx_model_list
            self.last_found_models = new_models_found
            self.is_online_model_menu = self.is_online
            
            if not self.chosen_ensemble_var.get() == CHOOSE_ENSEMBLE_OPTION:
                self.selection_action_chosen_ensemble(self.chosen_ensemble_var.get())
            else:
                if not self.ensemble_main_stem_var.get() == CHOOSE_STEM_PAIR:
                    self.selection_action_ensemble_stems(self.ensemble_main_stem_var.get(), auto_update=self.ensemble_listbox_get_all_selected_models())
                else:
                    self.ensemble_listbox_clear_and_insert_new(self.ensemble_model_list)

        self.last_found_ensembles = self.update_menus(option_widget=self.chosen_ensemble_Option, 
                                                      style_name='savedensembles',
                                                      command=None, 
                                                      new_items=new_ensembles_found, 
                                                      last_items=self.last_found_ensembles, 
                                                      base_options=ENSEMBLE_OPTIONS
        )

        self.last_found_settings = self.update_menus(option_widget=self.save_current_settings_Option, 
                                                      style_name='savedsettings',
                                                      command=None, 
                                                      new_items=new_settings_found, 
                                                      last_items=self.last_found_settings, 
                                                      base_options=SAVE_SET_OPTIONS
        )

    def update_main_widget_states_mdx(self):
        if not self.mdx_net_model_var.get() == DOWNLOAD_MORE:
            self.update_main_widget_states()


    def move_widget_offscreen(self, widget, step=10):
        current_x = widget.winfo_x()
        current_y = widget.winfo_y()
        if current_x > -1000:  # assuming -1000 is your off-screen target
            widget.place(x=current_x - step, y=current_y)
            widget.after(10, lambda: self.move_widget_offscreen(widget, step))

    def update_main_widget_states(self):
        """Updates main widget states based on chosen process method"""

        def place_widgets(*widgets):
            for widget in widgets:
                widget()

        def general_shared_buttons():
            place_widgets(self.is_gpu_conversion_Option_place, 
                          self.model_sample_mode_Option_place)

        def stem_save_options():
            place_widgets(self.is_primary_stem_only_Option_place, 
                          self.is_secondary_stem_only_Option_place)

        def stem_save_demucs_options():
            place_widgets(self.is_primary_stem_only_Demucs_Option_place, 
                          self.is_secondary_stem_only_Demucs_Option_place)

        def no_ensemble_shared():
            place_widgets(self.save_current_settings_Label_place, 
                          self.save_current_settings_Option_place)

        process_method = self.chosen_process_method_var.get()
        audio_tool = self.chosen_audio_tool_var.get()
        
        for widget in self.GUI_LIST:
            widget.place(x=-1000, y=-1000)

        if process_method == MDX_ARCH_TYPE:
            place_widgets(self.mdx_net_model_Label_place, 
                          self.mdx_net_model_Option_place, 
                          general_shared_buttons, 
                          stem_save_options, 
                          no_ensemble_shared)
        elif process_method == VR_ARCH_PM:
            place_widgets(self.vr_model_Label_place, self.vr_model_Option_place, 
                          self.aggression_setting_Label_place, 
                          self.aggression_setting_Option_place, 
                          self.window_size_Label_place, 
                          self.window_size_Option_place, 
                          general_shared_buttons, 
                          stem_save_options, 
                          no_ensemble_shared)
        elif process_method == DEMUCS_ARCH_TYPE:
            place_widgets(self.demucs_model_Label_place, 
                          self.demucs_model_Option_place, 
                          self.demucs_stems_Label_place, 
                          self.demucs_stems_Option_place, 
                          self.segment_Label_place, 
                          self.segment_Option_place, 
                          general_shared_buttons, 
                          stem_save_demucs_options, 
                          no_ensemble_shared)
        elif process_method == AUDIO_TOOLS:
            place_widgets(self.chosen_audio_tool_Label_place, 
                          self.chosen_audio_tool_Option_place)

            if audio_tool == ALIGN_INPUTS:
                self.file_one_sub_var.set(FILE_ONE_MAIN_LABEL)
                self.file_two_sub_var.set(FILE_TWO_MAIN_LABEL)
            elif audio_tool == MATCH_INPUTS:
                self.file_one_sub_var.set(FILE_ONE_MATCH_MAIN_LABEL)
                self.file_two_sub_var.set(FILE_TWO_MATCH_MAIN_LABEL)

            audio_tool_options = {
                MANUAL_ENSEMBLE: [self.choose_algorithm_Label_place, 
                                  self.choose_algorithm_Option_place,
                                  self.is_wav_ensemble_Option_place],
                TIME_STRETCH: [lambda: self.model_sample_mode_Option_place(rely=5), 
                               self.time_stretch_rate_Label_place, 
                               self.time_stretch_rate_Option_place],
                CHANGE_PITCH: [self.is_time_correction_Option_place, 
                               lambda: self.model_sample_mode_Option_place(rely=6), 
                               self.pitch_rate_Label_place, 
                               self.pitch_rate_Option_place],
                ALIGN_INPUTS: [self.fileOne_Label_place, 
                               self.fileOne_Entry_place, 
                               self.fileTwo_Label_place, 
                               self.fileTwo_Entry_place,
                               self.fileOne_Open_place,
                               self.fileTwo_Open_place,
                               self.intro_analysis_Label_place, 
                               self.intro_analysis_Option_place, 
                               self.db_analysis_Label_place, 
                               self.db_analysis_Option_place, 
                               self.time_window_Label_place, 
                               self.time_window_Option_place],
                MATCH_INPUTS: [self.fileOne_Label_place, 
                               self.fileOne_Entry_place, 
                               self.fileTwo_Label_place, 
                               self.fileTwo_Entry_place,
                               self.fileOne_Open_place,
                               self.fileTwo_Open_place,
                               self.wav_type_set_Label_place,
                               self.wav_type_set_Option_place],
            }
            place_widgets(*audio_tool_options.get(audio_tool, []))
        elif process_method == ENSEMBLE_MODE:
            place_widgets(self.chosen_ensemble_Label_place, 
                          self.chosen_ensemble_Option_place, 
                          self.ensemble_main_stem_Label_place, 
                          self.ensemble_main_stem_Option_place, 
                          self.ensemble_type_Label_place, 
                          self.ensemble_type_Option_place, 
                          self.ensemble_listbox_Label_place, 
                          self.ensemble_listbox_Option_place, 
                          self.ensemble_listbox_Option_pack, 
                          general_shared_buttons, 
                          stem_save_options)

        if not self.is_gpu_available:
            self.is_gpu_conversion_Disable()

        self.update_inputPaths()

    def update_button_states(self):
        """Updates the available stems for selected Demucs model"""
        
        if self.chosen_process_method_var.get() == DEMUCS_ARCH_TYPE:
            if self.demucs_stems_var.get() == ALL_STEMS:
                self.update_stem_checkbox_labels(PRIMARY_STEM, demucs=True)
            elif self.demucs_stems_var.get() == VOCAL_STEM:
                self.update_stem_checkbox_labels(VOCAL_STEM, demucs=True, is_disable_demucs_boxes=False)
                self.is_stem_only_Demucs_Options_Enable()
            else:
                self.is_stem_only_Demucs_Options_Enable()

            #self.demucs_stems_Option['menu'].delete(0,'end')
            
            if not self.demucs_model_var.get() == CHOOSE_MODEL:
                if DEMUCS_UVR_MODEL in self.demucs_model_var.get():
                    stems = DEMUCS_2_STEM_OPTIONS
                elif DEMUCS_6_STEM_MODEL in self.demucs_model_var.get():
                    stems = DEMUCS_6_STEM_OPTIONS
                else:
                    stems = DEMUCS_4_STEM_OPTIONS

                self.demucs_stems_Option['values'] = stems
                self.demucs_stems_Option.command(lambda e:self.update_stem_checkbox_labels(self.demucs_stems_var.get(), demucs=True))

    def update_button_states_mdx(self, model_stems):
        """Updates the available stems for selected Demucs model"""
        
        model_stems = [stem for stem in model_stems]
        
        if len(model_stems) >= 3:
            model_stems.insert(0, ALL_STEMS)
            self.mdxnet_stems_var.set(ALL_STEMS)
        else:
            self.mdxnet_stems_var.set(model_stems[0])
        
        if self.mdxnet_stems_var.get() == ALL_STEMS:
            self.update_stem_checkbox_labels(PRIMARY_STEM, disable_boxes=True)
        elif self.mdxnet_stems_var.get() == VOCAL_STEM:
            self.update_stem_checkbox_labels(VOCAL_STEM)
            self.is_stem_only_Options_Enable()
        else:
            self.is_stem_only_Options_Enable()

        if not self.mdx_net_model_var.get() == CHOOSE_MODEL:
            self.mdxnet_stems_Option['values'] = model_stems
            self.mdxnet_stems_Option.command(lambda e:self.update_stem_checkbox_labels(self.mdxnet_stems_var.get()))
                            
    def update_stem_checkbox_labels(self, selection, demucs=False, disable_boxes=False, is_disable_demucs_boxes=True):
        """Updates the "save only" checkboxes based on the model selected"""
        
        stem_text = self.is_primary_stem_only_Text_var, self.is_secondary_stem_only_Text_var

        if selection == ALL_STEMS:
            selection = PRIMARY_STEM
        else:
            self.is_stem_only_Options_Enable()

        if disable_boxes or selection == PRIMARY_STEM:
            self.is_primary_stem_only_Option.configure(state=tk.DISABLED)
            self.is_secondary_stem_only_Option.configure(state=tk.DISABLED)
            self.is_primary_stem_only_var.set(False)
            self.is_secondary_stem_only_var.set(False)
        else:
            self.is_primary_stem_only_Option.configure(state=tk.NORMAL)
            self.is_secondary_stem_only_Option.configure(state=tk.NORMAL)
        
        if demucs:
            stem_text = self.is_primary_stem_only_Demucs_Text_var, self.is_secondary_stem_only_Demucs_Text_var

            if is_disable_demucs_boxes:
                self.is_primary_stem_only_Demucs_Option.configure(state=tk.DISABLED)
                self.is_secondary_stem_only_Demucs_Option.configure(state=tk.DISABLED)
                self.is_primary_stem_only_Demucs_var.set(False)
                self.is_secondary_stem_only_Demucs_var.set(False)
                
            if not selection == PRIMARY_STEM:
                self.is_primary_stem_only_Demucs_Option.configure(state=tk.NORMAL)
                self.is_secondary_stem_only_Demucs_Option.configure(state=tk.NORMAL)
                
        stem_text[0].set(f"{selection} Only")
        stem_text[1].set(f"{secondary_stem(selection)} Only")
     
    def update_ensemble_algorithm_menu(self, is_4_stem=False):
        options = ENSEMBLE_TYPE_4_STEM if is_4_stem else ENSEMBLE_TYPE

        if not "/" in self.ensemble_type_var.get() or is_4_stem: 
            self.ensemble_type_var.set(options[0])

        self.ensemble_type_Option["values"] = options

    def selection_action(self, event, option_var, is_mdx_net=False):
        selected_value = event.widget.get()
        selected_value = CHOOSE_MODEL if selected_value == OPT_SEPARATOR else selected_value
        option_var.set(selected_value)
        if is_mdx_net:
            self.update_main_widget_states_mdx()
        self.selection_action_models(selected_value)

    def selection_action_models(self, selection):
        """Accepts model names and verifies their state."""

        # Handle different selections.
        if selection in CHOOSE_MODEL:
            self.update_stem_checkbox_labels(PRIMARY_STEM, disable_boxes=True)
        else:
            self.is_stem_only_Options_Enable()

        # Process method matching current selection.
        self._handle_model_by_chosen_method(selection)

        # Handle Ensemble mode case.
        if self.chosen_process_method_var.get() == ENSEMBLE_MODE:
            return self._handle_ensemble_mode_selection(selection)

        if not self.is_menu_settings_open and selection == DOWNLOAD_MORE:
            self.update_checkbox_text()
            self.menu_settings(select_tab_3=True)

    def _handle_model_by_chosen_method(self, selection):
        """Handles model selection based on the currently chosen method."""
        current_method = self.chosen_process_method_var.get()
        model_var = self.method_mapper.get(current_method)
        if model_var:
            self.selection_action_models_sub(selection, current_method, model_var)

    def _handle_ensemble_mode_selection(self, selection):
        """Handles the case where the current method is 'ENSEMBLE_MODE'."""
        model_data = self.assemble_model_data(selection, ENSEMBLE_CHECK)[0]
        if not model_data.model_status:
            return self.model_stems_list.index(selection)
        return False

    def selection_action_models_sub(self, selection, ai_type, var: tk.StringVar):
        """Takes input directly from the selection_action_models parent function"""

        if selection == DOWNLOAD_MORE:
            is_model_status = False
        else:
            model_data = self.assemble_model_data(selection, ai_type)[0]
            is_model_status = model_data.model_status

        if not is_model_status:
            var.set(CHOOSE_MODEL)
            if ai_type == MDX_ARCH_TYPE:
                self.mdx_segment_size_Label_place()
                self.mdx_segment_size_Option_place()
                self.overlap_mdx_Label_place()
                self.overlap_mdx_Option_place()
                self.update_stem_checkbox_labels(PRIMARY_STEM, disable_boxes=True)
        else:
            if ai_type == DEMUCS_ARCH_TYPE:
                if not self.demucs_stems_var.get().lower() in model_data.demucs_source_list:
                    self.demucs_stems_var.set(ALL_STEMS if model_data.demucs_stem_count == 4 else VOCAL_STEM)
                    
                self.update_button_states()
            else:
                if model_data.is_mdx_c and len(model_data.mdx_model_stems) >= 2:
                    if len(model_data.mdx_model_stems) >= 3:
                        self.mdxnet_stems_Label_place()
                        self.mdxnet_stems_Option_place()
                    else:
                        self.mdx_segment_size_Label_place()
                        self.mdx_segment_size_Option_place()
                    self.overlap_mdx_Label_place()
                    self.overlap_mdx23_Option_place()
                    self.update_button_states_mdx(model_data.mdx_model_stems)
                else:
                    if ai_type == MDX_ARCH_TYPE:
                        self.mdx_segment_size_Label_place()
                        self.mdx_segment_size_Option_place()
                        self.overlap_mdx_Label_place()
                        self.overlap_mdx_Option_place()

                    stem = model_data.primary_stem
                    self.update_stem_checkbox_labels(stem)

    def selection_action_process_method(self, selection, from_widget=False, is_from_conv_menu=False):
        """Checks model and variable status when toggling between process methods"""
        
        if is_from_conv_menu:
            self.update_main_widget_states()

        if from_widget:
            self.save_current_settings_var.set(CHOOSE_ENSEMBLE_OPTION)

        if selection == ENSEMBLE_MODE:
            ensemble_choice = self.ensemble_main_stem_var.get()
            if ensemble_choice in [CHOOSE_STEM_PAIR, FOUR_STEM_ENSEMBLE, MULTI_STEM_ENSEMBLE]:
                self.update_stem_checkbox_labels(PRIMARY_STEM, disable_boxes=True)
            else:
                self.update_stem_checkbox_labels(self.return_ensemble_stems(is_primary=True))
                self.is_stem_only_Options_Enable()
            return

        for method_type, model_var in self.method_mapper.items():
            if method_type in selection:
                self.selection_action_models(model_var.get())
                break

    def selection_action_chosen_ensemble(self, selection):
        """Activates specific actions depending on selected ensemble option"""
        
        if selection not in ENSEMBLE_OPTIONS:
            self.selection_action_chosen_ensemble_load_saved(selection)
        elif selection == SAVE_ENSEMBLE: 
            self.chosen_ensemble_var.set(CHOOSE_ENSEMBLE_OPTION)
            self.pop_up_save_ensemble()
        elif selection == OPT_SEPARATOR_SAVE:
            self.chosen_ensemble_var.set(CHOOSE_ENSEMBLE_OPTION)
        elif selection == CLEAR_ENSEMBLE:
            self.ensemble_listbox_Option.selection_clear(0, 'end') 
            self.chosen_ensemble_var.set(CHOOSE_ENSEMBLE_OPTION)
           
    def selection_action_chosen_ensemble_load_saved(self, saved_ensemble):
        """Loads the data from selected saved ensemble"""
        
        saved_data = None
        saved_ensemble = saved_ensemble.replace(" ", "_")
        saved_ensemble_path = os.path.join(ENSEMBLE_CACHE_DIR, f'{saved_ensemble}.json')

        if os.path.isfile(saved_ensemble_path):
            saved_data = json.load(open(saved_ensemble_path))
            
        if saved_data:
            self.selection_action_ensemble_stems(saved_data['ensemble_main_stem'], from_menu=False)
            self.ensemble_main_stem_var.set(saved_data['ensemble_main_stem'])
            self.ensemble_type_var.set(saved_data['ensemble_type'])
            self.saved_model_list = saved_data['selected_models']
        
            for saved_model in self.saved_model_list:         
                status = self.assemble_model_data(saved_model, ENSEMBLE_CHECK)[0].model_status
                if not status:
                    self.saved_model_list.remove(saved_model)
            
            indexes = self.ensemble_listbox_get_indexes_for_files(self.model_stems_list, self.saved_model_list)
            
            for i in indexes:
                self.ensemble_listbox_Option.selection_set(i)
                
        self.update_checkbox_text()
            
    def selection_action_ensemble_stems(self, selection: str, from_menu=True, auto_update=None):
        """Filters out all models from ensemble listbox that are incompatible with selected ensemble stem"""
        
        is_multi_stem = False
        
        if not selection == CHOOSE_STEM_PAIR:
            if selection in [FOUR_STEM_ENSEMBLE, MULTI_STEM_ENSEMBLE]:
                self.update_stem_checkbox_labels(PRIMARY_STEM, disable_boxes=True)
                self.update_ensemble_algorithm_menu(is_4_stem=True)
                self.ensemble_primary_stem = PRIMARY_STEM
                self.ensemble_secondary_stem = SECONDARY_STEM
                is_4_stem_check = True
                if selection == MULTI_STEM_ENSEMBLE:
                    is_multi_stem = True
            else:
                self.update_ensemble_algorithm_menu()
                self.is_stem_only_Options_Enable()
                stems = selection.partition("/")
                self.update_stem_checkbox_labels(stems[0])
                self.ensemble_primary_stem = stems[0]
                self.ensemble_secondary_stem = stems[2]
                is_4_stem_check = False
            
            self.model_stems_list = self.model_list(self.ensemble_primary_stem, self.ensemble_secondary_stem, is_4_stem_check=is_4_stem_check, is_multi_stem=is_multi_stem)
            self.ensemble_listbox_Option.configure(state=tk.NORMAL)
            self.ensemble_listbox_clear_and_insert_new(self.model_stems_list)

            if auto_update:
                indexes = self.ensemble_listbox_get_indexes_for_files(self.model_stems_list, auto_update)
                self.ensemble_listbox_select_from_indexs(indexes)
        else:
            self.ensemble_listbox_Option.configure(state=tk.DISABLED)
            self.update_stem_checkbox_labels(PRIMARY_STEM, disable_boxes=True)
            self.model_stems_list = ()
                
        if from_menu:
            self.chosen_ensemble_var.set(CHOOSE_ENSEMBLE_OPTION)

    def selection_action_saved_settings(self, selection, process_method=None):
        """Activates specific action based on the selected settings from the saved settings selections"""

        if self.thread_check(self.active_processing_thread):
            self.error_dialoge(SET_TO_ANY_PROCESS_ERROR)
            return

        chosen_process_method = self.chosen_process_method_var.get() 
        if process_method:
            chosen_process_method = process_method

        if selection in SAVE_SET_OPTIONS:
            self.handle_special_options(selection, chosen_process_method)
        else:
            self.handle_saved_settings(selection, chosen_process_method)

        self.update_checkbox_text()

    def handle_special_options(self, selection, process_method):
        """Handles actions for special options."""

        if selection == SAVE_SETTINGS: 
            self.save_current_settings_var.set(SELECT_SAVED_SET)
            self.pop_up_save_current_settings()

        elif selection == RESET_TO_DEFAULT:
            self.save_current_settings_var.set(SELECT_SAVED_SET)
            self.load_saved_settings(DEFAULT_DATA, process_method)

        elif selection == OPT_SEPARATOR_SAVE:
            self.save_current_settings_var.set(SELECT_SAVED_SET)

    def handle_saved_settings(self, selection, process_method):
        """Handles actions for saved settings."""

        selection = selection.replace(" ", "_")
        saved_ensemble_path = os.path.join(SETTINGS_CACHE_DIR, f'{selection}.json')

        if os.path.isfile(saved_ensemble_path):
            with open(saved_ensemble_path, 'r') as file:
                saved_data = json.load(file)
            
            if saved_data:
                self.load_saved_settings(saved_data, process_method)

    #--Processing Methods-- 

    def process_input_selections(self):
        """Grabbing all audio files from selected directories."""
        
        input_list = []

        ext = FFMPEG_EXT if not self.is_accept_any_input_var.get() else ANY_EXT

        for i in self.inputPaths:
            if os.path.isfile(i):
                if i.endswith(ext):
                    input_list.append(i)
            for root, dirs, files in os.walk(i):
                for file in files:
                    if file.endswith(ext):
                        file = os.path.join(root, file)
                        if os.path.isfile(file):
                            input_list.append(file)
                                         
        self.inputPaths = tuple(input_list)

    def process_check_wav_type(self):
        if self.wav_type_set_var.get() == '32-bit Float':
            self.wav_type_set = 'FLOAT'
        elif self.wav_type_set_var.get() == '64-bit Float':#
            self.wav_type_set = 'FLOAT' if not self.save_format_var.get() == WAV else 'DOUBLE'
        else:
            self.wav_type_set = self.wav_type_set_var.get()
            
    def process_preliminary_checks(self):
        """Verifies a valid model is chosen"""
        
        self.process_check_wav_type()
        
        if self.chosen_process_method_var.get() == ENSEMBLE_MODE:
            continue_process = lambda:False if len(self.ensemble_listbox_get_all_selected_models()) <= 1 else True
        if self.chosen_process_method_var.get() == VR_ARCH_PM:
            continue_process = lambda:False if self.vr_model_var.get() == CHOOSE_MODEL else True
        if self.chosen_process_method_var.get() == MDX_ARCH_TYPE:
            continue_process = lambda:False if self.mdx_net_model_var.get() == CHOOSE_MODEL else True
        if self.chosen_process_method_var.get() == DEMUCS_ARCH_TYPE:
            continue_process = lambda:False if self.demucs_model_var.get() == CHOOSE_MODEL else True

        return continue_process()

    def process_storage_check(self):
        """Verifies storage requirments"""
        
        total, used, free = shutil.disk_usage("/") 
        
        space_details = f'Detected Total Space: {int(total/1.074e+9)} GB\'s\n' +\
                        f'Detected Used Space: {int(used/1.074e+9)} GB\'s\n' +\
                        f'Detected Free Space: {int(free/1.074e+9)} GB\'s\n'
            
        appropriate_storage = True
            
        if int(free/1.074e+9) <= int(2):
            self.error_dialoge([STORAGE_ERROR[0], f'{STORAGE_ERROR[1]}{space_details}'])
            appropriate_storage = False
        
        if int(free/1.074e+9) in [3, 4, 5, 6, 7, 8]:
            appropriate_storage = self.message_box([STORAGE_WARNING[0], f'{STORAGE_WARNING[1]}{space_details}{CONFIRM_WARNING}'])
                        
        return appropriate_storage

    def process_initialize(self):
        """Verifies the input/output directories are valid and prepares to thread the main process."""
        
        if not (
            self.chosen_process_method_var.get() == AUDIO_TOOLS 
            and self.chosen_audio_tool_var.get() in [ALIGN_INPUTS, MATCH_INPUTS] 
            and self.fileOneEntry_var.get() 
            and self.fileTwoEntry_var.get()
        ) and not (
            self.inputPaths and os.path.isfile(self.inputPaths[0])
        ):
            self.error_dialoge(INVALID_INPUT)
            return

            
        if not os.path.isdir(self.export_path_var.get()):
            self.error_dialoge(INVALID_EXPORT)
            return

        if not self.process_storage_check():
            return

        if self.chosen_process_method_var.get() != AUDIO_TOOLS:
            if not self.process_preliminary_checks():
                error_msg = INVALID_ENSEMBLE if self.chosen_process_method_var.get() == ENSEMBLE_MODE else INVALID_MODEL
                self.error_dialoge(error_msg)
                return
            target_function = self.process_start
        else:
            target_function = self.process_tool_start
        
        self.active_processing_thread = KThread(target=target_function)
        self.active_processing_thread.start()

    def process_button_init(self):
        self.conversion_Button_Text_var.set(WAIT_PROCESSING)
        self.conversion_Button.configure(state=tk.DISABLED)
        self.command_Text.clear()

    def process_get_baseText(self, total_files, file_num, is_dual=False):
        """Create the base text for the command widget"""
        
        init_text = 'Files' if is_dual else 'File'
        
        text = '{init_text} {file_num}/{total_files} '.format(init_text=init_text,
                                                              file_num=file_num,
                                                              total_files=total_files)
        
        return text

    def process_update_progress(self, total_files, step: float = 1):
        """Calculate the progress for the progress widget in the GUI"""
        
        total_count = self.true_model_count * total_files
        base = (100 / total_count)
        progress = base * self.iteration - base
        progress += base * step

        self.progress_bar_main_var.set(progress)
        
        self.conversion_Button_Text_var.set(f'Process Progress: {int(progress)}%')

    def confirm_stop_process(self):
        """Asks for confirmation before halting active process"""
        
        if self.thread_check(self.active_processing_thread):
            confirm = messagebox.askyesno(parent=root, title=STOP_PROCESS_CONFIRM[0], message=STOP_PROCESS_CONFIRM[1])

            if confirm:
                try:
                    self.active_processing_thread.terminate()
                finally:
                    self.is_process_stopped = True
                    self.command_Text.write(PROCESS_STOPPED_BY_USER)
        else:
            self.clear_cache_torch = True

    def process_end(self, error=None):
        """End of process actions"""
        
        self.cached_sources_clear()
        self.clear_cache_torch = True
        self.conversion_Button_Text_var.set(START_PROCESSING)
        self.conversion_Button.configure(state=tk.NORMAL)
        self.progress_bar_main_var.set(0)

        if error:
            error_message_box_text = f'{error_dialouge(error)}{ERROR_OCCURED[1]}'
            confirm = messagebox.askyesno(parent=root,
                                             title=ERROR_OCCURED[0],
                                             message=error_message_box_text)
            
            if confirm:
                self.is_confirm_error_var.set(True)
                self.clear_cache_torch = True

            self.clear_cache_torch = True
            
            if MODEL_MISSING_CHECK in error_message_box_text: 
                self.update_checkbox_text()
 
    def process_tool_start(self):
        """Start the conversion for all the given mp3 and wav files"""

        def time_elapsed():
            return f'Time Elapsed: {time.strftime("%H:%M:%S", time.gmtime(int(time.perf_counter() - stime)))}'

        def get_audio_file_base(audio_file):
            if audio_tool.audio_tool == MANUAL_ENSEMBLE:
                return f'{os.path.splitext(os.path.basename(inputPaths[0]))[0]}'
            elif audio_tool.audio_tool in [ALIGN_INPUTS, MATCH_INPUTS]:
                return f'{os.path.splitext(os.path.basename(audio_file[0]))[0]}'
            else:
                return f'{os.path.splitext(os.path.basename(audio_file))[0]}'

        def handle_ensemble(inputPaths, audio_file_base):
            self.progress_bar_main_var.set(50)
            if self.choose_algorithm_var.get() == COMBINE_INPUTS:
                audio_tool.combine_audio(inputPaths, audio_file_base)
            else:
                audio_tool.ensemble_manual(inputPaths, audio_file_base)
            self.progress_bar_main_var.set(100)
            self.command_Text.write(DONE)

        def handle_alignment_match(audio_file, audio_file_base, command_Text, set_progress_bar):
            audio_file_2_base = f'{os.path.splitext(os.path.basename(audio_file[1]))[0]}'
            if audio_tool.audio_tool == MATCH_INPUTS:
                audio_tool.match_inputs(audio_file, audio_file_base, command_Text)
            else:
                command_Text(PROCESS_STARTING_TEXT)
                audio_tool.align_inputs(audio_file, audio_file_base, audio_file_2_base, command_Text, set_progress_bar)
            self.progress_bar_main_var.set(base * file_num)
            self.command_Text.write(f"{DONE}\n")

        def handle_pitch_time_shift(audio_file, audio_file_base):
            audio_tool.pitch_or_time_shift(audio_file, audio_file_base)
            self.progress_bar_main_var.set(base * file_num)
            self.command_Text.write(DONE)

        multiple_files = False
        stime = time.perf_counter()
        self.process_button_init()
        inputPaths = self.inputPaths
        is_verified_audio = True
        is_dual = False
        is_model_sample_mode = self.model_sample_mode_var.get()
        self.iteration = 0
        self.true_model_count = 1
        self.process_check_wav_type()
        process_complete_text = PROCESS_COMPLETE

        if self.chosen_audio_tool_var.get() in [ALIGN_INPUTS, MATCH_INPUTS]:
            if self.DualBatch_inputPaths:
                inputPaths = tuple(self.DualBatch_inputPaths)
            else:
                if not self.fileOneEntry_Full_var.get() or not self.fileTwoEntry_Full_var.get():
                    self.command_Text.write(NOT_ENOUGH_ERROR_TEXT)
                    self.process_end()
                    return
                else:
                    inputPaths = [(self.fileOneEntry_Full_var.get(), self.fileTwoEntry_Full_var.get())]

        try:
            total_files = len(inputPaths)

            if self.chosen_audio_tool_var.get() == TIME_STRETCH:
                audio_tool = AudioTools(TIME_STRETCH)
                self.progress_bar_main_var.set(2)
            elif self.chosen_audio_tool_var.get() == CHANGE_PITCH:
                audio_tool = AudioTools(CHANGE_PITCH)
                self.progress_bar_main_var.set(2)
            elif self.chosen_audio_tool_var.get() == MANUAL_ENSEMBLE:
                if self.chosen_audio_tool_var.get() == MANUAL_ENSEMBLE:
                    audio_tool = Ensembler(is_manual_ensemble=True)
                multiple_files = True
                if total_files <= 1:
                    self.command_Text.write(NOT_ENOUGH_ERROR_TEXT)
                    self.process_end()
                    return
            elif self.chosen_audio_tool_var.get() in [ALIGN_INPUTS, MATCH_INPUTS]:
                audio_tool = AudioTools(self.chosen_audio_tool_var.get())
                self.progress_bar_main_var.set(2)
                is_dual = True

            for file_num, audio_file in enumerate(inputPaths, start=1):
                self.iteration += 1
                base = (100 / total_files)
                audio_file_base = get_audio_file_base(audio_file)
                self.base_text = self.process_get_baseText(total_files=total_files, file_num=total_files if multiple_files else file_num, is_dual=is_dual)
                command_Text = lambda text: self.command_Text.write(self.base_text + text)

                set_progress_bar = lambda step, inference_iterations=0:self.process_update_progress(total_files=total_files, step=(step + (inference_iterations)))

                if not self.verify_audio(audio_file):
                    error_text_console = f'{self.base_text}"{os.path.basename(audio_file)}\" {MISSING_MESS_TEXT}\n'
                    if total_files >= 2:
                        self.command_Text.write(f'\n{error_text_console}')
                    is_verified_audio = False
                    continue

                audio_tool_action = audio_tool.audio_tool
                if audio_tool_action not in [MANUAL_ENSEMBLE, ALIGN_INPUTS, MATCH_INPUTS]:
                    audio_file = self.create_sample(audio_file) if is_model_sample_mode else audio_file
                    self.command_Text.write(f'{NEW_LINE if file_num != 1 else NO_LINE}{self.base_text}"{os.path.basename(audio_file)}\".{NEW_LINES}')
                elif audio_tool_action in [ALIGN_INPUTS, MATCH_INPUTS]:
                    text_write = ("File 1", "File 2") if audio_tool_action == ALIGN_INPUTS else ("Target", "Reference")
                    if audio_file[0] != audio_file[1]:
                        self.command_Text.write(f'{self.base_text}{text_write[0]}:  "{os.path.basename(audio_file[0])}"{NEW_LINE}')
                        self.command_Text.write(f'{self.base_text}{text_write[1]}:  "{os.path.basename(audio_file[1])}"{NEW_LINES}')
                    else:
                        self.command_Text.write(f'{self.base_text}{text_write[0]} & {text_write[1]} {SIMILAR_TEXT}{NEW_LINES}')
                        continue
                elif audio_tool_action == MANUAL_ENSEMBLE:
                    for n, i in enumerate(inputPaths):
                        self.command_Text.write(f'File {n+1} "{os.path.basename(i)}"{NEW_LINE}')
                    self.command_Text.write(NEW_LINE)
                    
                is_verified_audio = True

                if not audio_tool_action in [ALIGN_INPUTS, MATCH_INPUTS]:
                    command_Text(PROCESS_STARTING_TEXT)

                if audio_tool_action == MANUAL_ENSEMBLE:
                    handle_ensemble(inputPaths, audio_file_base)
                    break
                if audio_tool_action in [ALIGN_INPUTS, MATCH_INPUTS]:
                    process_complete_text = PROCESS_COMPLETE_2
                    handle_alignment_match(audio_file, audio_file_base, command_Text, set_progress_bar)
                if audio_tool_action in [TIME_STRETCH, CHANGE_PITCH]:
                    handle_pitch_time_shift(audio_file, audio_file_base)

            if total_files == 1 and not is_verified_audio:
                self.command_Text.write(f'{error_text_console}\n{PROCESS_FAILED}')
                self.command_Text.write(time_elapsed())
                playsound(FAIL_CHIME) if self.is_task_complete_var.get() else None
            else:
                self.command_Text.write('{}{}'.format(process_complete_text, time_elapsed()))
                playsound(COMPLETE_CHIME) if self.is_task_complete_var.get() else None

            self.process_end()

        except Exception as e:
            self.error_log_var.set(error_text(self.chosen_audio_tool_var.get(), e))
            self.command_Text.write(f'\n\n{PROCESS_FAILED}')
            self.command_Text.write(time_elapsed())
            playsound(FAIL_CHIME) if self.is_task_complete_var.get() else None
            self.process_end(error=e)

    def process_determine_secondary_model(self, process_method, main_model_primary_stem, is_primary_stem_only=False, is_secondary_stem_only=False):
        """Obtains the correct secondary model data for conversion."""
        
        secondary_model_scale = None
        secondary_model = tk.StringVar(value=NO_MODEL)
        
        if process_method == VR_ARCH_TYPE:
            secondary_model_vars = self.vr_secondary_model_vars
        if process_method == MDX_ARCH_TYPE:
            secondary_model_vars = self.mdx_secondary_model_vars
        if process_method == DEMUCS_ARCH_TYPE:
            secondary_model_vars = self.demucs_secondary_model_vars

        if main_model_primary_stem in [VOCAL_STEM, INST_STEM]:
            secondary_model = secondary_model_vars["voc_inst_secondary_model"]
            secondary_model_scale = secondary_model_vars["voc_inst_secondary_model_scale"].get()
        if main_model_primary_stem in [OTHER_STEM, NO_OTHER_STEM]:
            secondary_model = secondary_model_vars["other_secondary_model"]
            secondary_model_scale = secondary_model_vars["other_secondary_model_scale"].get()
        if main_model_primary_stem in [DRUM_STEM, NO_DRUM_STEM]:
            secondary_model = secondary_model_vars["drums_secondary_model"]
            secondary_model_scale = secondary_model_vars["drums_secondary_model_scale"].get()
        if main_model_primary_stem in [BASS_STEM, NO_BASS_STEM]:
            secondary_model = secondary_model_vars["bass_secondary_model"]
            secondary_model_scale = secondary_model_vars["bass_secondary_model_scale"].get()

        if secondary_model_scale:
           secondary_model_scale = float(secondary_model_scale)

        if not secondary_model.get() == NO_MODEL:
            secondary_model = ModelData(secondary_model.get(), 
                                        is_secondary_model=True, 
                                        primary_model_primary_stem=main_model_primary_stem, 
                                        is_primary_model_primary_stem_only=is_primary_stem_only, 
                                        is_primary_model_secondary_stem_only=is_secondary_stem_only)
            if not secondary_model.model_status:
                secondary_model = None
        else:
            secondary_model = None
            
        return secondary_model, secondary_model_scale
        
    def process_determine_demucs_pre_proc_model(self, primary_stem=None):
        """Obtains the correct pre-process secondary model data for conversion."""
        
        # Check if a pre-process model is set and it's not the 'NO_MODEL' value
        if self.demucs_pre_proc_model_var.get() != NO_MODEL and self.is_demucs_pre_proc_model_activate_var.get():
            pre_proc_model = ModelData(self.demucs_pre_proc_model_var.get(), 
                                        primary_model_primary_stem=primary_stem, 
                                        is_pre_proc_model=True)
            
            # Return the model if it's valid
            if pre_proc_model.model_status:
                return pre_proc_model
                
        return None

    def process_determine_vocal_split_model(self):
        """Obtains the correct vocal splitter secondary model data for conversion."""
        
        # Check if a vocal splitter model is set and if it's not the 'NO_MODEL' value
        if self.set_vocal_splitter_var.get() != NO_MODEL and self.is_set_vocal_splitter_var.get():
            vocal_splitter_model = ModelData(self.set_vocal_splitter_var.get(), is_vocal_split_model=True)
            
            # Return the model if it's valid
            if vocal_splitter_model.model_status:
                return vocal_splitter_model
                
        return None

    def check_only_selection_stem(self, checktype):
        
        chosen_method = self.chosen_process_method_var.get()
        is_demucs = chosen_method == DEMUCS_ARCH_TYPE#

        stem_primary_label = self.is_primary_stem_only_Demucs_Text_var.get() if is_demucs else self.is_primary_stem_only_Text_var.get()
        stem_primary_bool = self.is_primary_stem_only_Demucs_var.get() if is_demucs else self.is_primary_stem_only_var.get()
        stem_secondary_label = self.is_secondary_stem_only_Demucs_Text_var.get() if is_demucs else self.is_secondary_stem_only_Text_var.get()
        stem_secondary_bool = self.is_secondary_stem_only_Demucs_var.get() if is_demucs else self.is_secondary_stem_only_var.get()

        if checktype == VOCAL_STEM_ONLY:
            return not (
                (not VOCAL_STEM_ONLY == stem_primary_label and stem_primary_bool) or 
                (not VOCAL_STEM_ONLY in stem_secondary_label and stem_secondary_bool)
            )
        elif checktype == INST_STEM_ONLY:
            return (
                (INST_STEM_ONLY == stem_primary_label and stem_primary_bool and self.is_save_inst_set_vocal_splitter_var.get() and self.set_vocal_splitter_var.get() != NO_MODEL) or 
                (INST_STEM_ONLY == stem_secondary_label and stem_secondary_bool and self.is_save_inst_set_vocal_splitter_var.get() and self.set_vocal_splitter_var.get() != NO_MODEL)
            )
        elif checktype == IS_SAVE_VOC_ONLY:
            return (
                (VOCAL_STEM_ONLY == stem_primary_label and stem_primary_bool) or 
                (VOCAL_STEM_ONLY == stem_secondary_label and stem_secondary_bool)
            )
        elif checktype == IS_SAVE_INST_ONLY:
            return (
                (INST_STEM_ONLY == stem_primary_label and stem_primary_bool) or 
                (INST_STEM_ONLY == stem_secondary_label and stem_secondary_bool)
            )

    def determine_voc_split(self, models):
        is_vocal_active = self.check_only_selection_stem(VOCAL_STEM_ONLY) or self.check_only_selection_stem(INST_STEM_ONLY)

        if self.set_vocal_splitter_var.get() != NO_MODEL and self.is_set_vocal_splitter_var.get() and is_vocal_active:
            model_stems_list = self.model_list(VOCAL_STEM, INST_STEM, is_dry_check=True, is_check_vocal_split=True)
            if any(model.model_basename in model_stems_list for model in models):
                return 1
        
        return 0
        
    def process_start(self):
        """Start the conversion for all the given mp3 and wav files"""
        
        stime = time.perf_counter()
        time_elapsed = lambda:f'Time Elapsed: {time.strftime("%H:%M:%S", time.gmtime(int(time.perf_counter() - stime)))}'
        export_path = self.export_path_var.get()
        is_ensemble = False
        self.true_model_count = 0
        self.iteration = 0
        is_verified_audio = True
        self.process_button_init()
        inputPaths = self.inputPaths
        inputPath_total_len = len(inputPaths)
        is_model_sample_mode = self.model_sample_mode_var.get()
        
        try:
            if self.chosen_process_method_var.get() == ENSEMBLE_MODE:
                model, ensemble = self.assemble_model_data(), Ensembler()
                export_path, is_ensemble = ensemble.ensemble_folder_name, True
            if self.chosen_process_method_var.get() == VR_ARCH_PM:
                model = self.assemble_model_data(self.vr_model_var.get(), VR_ARCH_TYPE)
            if self.chosen_process_method_var.get() == MDX_ARCH_TYPE:
                model = self.assemble_model_data(self.mdx_net_model_var.get(), MDX_ARCH_TYPE)
            if self.chosen_process_method_var.get() == DEMUCS_ARCH_TYPE:
                model = self.assemble_model_data(self.demucs_model_var.get(), DEMUCS_ARCH_TYPE)

            self.cached_source_model_list_check(model)
            
            true_model_4_stem_count = sum(m.demucs_4_stem_added_count if m.process_method == DEMUCS_ARCH_TYPE else 0 for m in model)
            true_model_pre_proc_model_count = sum(2 if m.pre_proc_model_activated else 0 for m in model)
            self.true_model_count = sum(2 if m.is_secondary_model_activated else 1 for m in model) + true_model_4_stem_count + true_model_pre_proc_model_count + self.determine_voc_split(model)

            #print("self.true_model_count", self.true_model_count)

            for file_num, audio_file in enumerate(inputPaths, start=1):
                self.cached_sources_clear()
                base_text = self.process_get_baseText(total_files=inputPath_total_len, file_num=file_num)

                if self.verify_audio(audio_file):
                    audio_file = self.create_sample(audio_file) if is_model_sample_mode else audio_file
                    self.command_Text.write(f'{NEW_LINE if not file_num ==1 else NO_LINE}{base_text}"{os.path.basename(audio_file)}\".{NEW_LINES}')
                    is_verified_audio = True
                else:
                    error_text_console = f'{base_text}"{os.path.basename(audio_file)}\" {MISSING_MESS_TEXT}\n'
                    self.command_Text.write(f'\n{error_text_console}') if inputPath_total_len >= 2 else None
                    self.iteration += self.true_model_count
                    is_verified_audio = False
                    continue

                for current_model_num, current_model in enumerate(model, start=1):
                    self.iteration += 1

                    if is_ensemble:
                        self.command_Text.write(f'Ensemble Mode - {current_model.model_basename} - Model {current_model_num}/{len(model)}{NEW_LINES}')

                    model_name_text = f'({current_model.model_basename})' if not is_ensemble else ''
                    self.command_Text.write(base_text + f'{LOADING_MODEL_TEXT} {model_name_text}...')

                    set_progress_bar = lambda step, inference_iterations=0:self.process_update_progress(total_files=inputPath_total_len, step=(step + (inference_iterations)))
                    write_to_console = lambda progress_text, base_text=base_text:self.command_Text.write(base_text + progress_text)

                    audio_file_base = f"{file_num}_{os.path.splitext(os.path.basename(audio_file))[0]}"
                    audio_file_base = audio_file_base if not self.is_testing_audio_var.get() or is_ensemble else f"{round(time.time())}_{audio_file_base}"
                    audio_file_base = audio_file_base if not is_ensemble else f"{audio_file_base}_{current_model.model_basename}"
                    if not is_ensemble:
                        audio_file_base = audio_file_base if not self.is_add_model_name_var.get() else f"{audio_file_base}_{current_model.model_basename}"

                    if self.is_create_model_folder_var.get() and not is_ensemble:
                        export_path = os.path.join(Path(self.export_path_var.get()), current_model.model_basename, os.path.splitext(os.path.basename(audio_file))[0])
                        if not os.path.isdir(export_path):os.makedirs(export_path) 

                    process_data = {
                                    'model_data': current_model, 
                                    'export_path': export_path,
                                    'audio_file_base': audio_file_base,
                                    'audio_file': audio_file,
                                    'set_progress_bar': set_progress_bar,
                                    'write_to_console': write_to_console,
                                    'process_iteration': self.process_iteration,
                                    'cached_source_callback': self.cached_source_callback,
                                    'cached_model_source_holder': self.cached_model_source_holder,
                                    'list_all_models': self.all_models,
                                    'is_ensemble_master': is_ensemble,
                                    'is_4_stem_ensemble': True if self.ensemble_main_stem_var.get() in [FOUR_STEM_ENSEMBLE, MULTI_STEM_ENSEMBLE] and is_ensemble else False}
                    
                    if current_model.process_method == VR_ARCH_TYPE:
                        seperator = SeperateVR(current_model, process_data)
                    if current_model.process_method == MDX_ARCH_TYPE:
                        seperator = SeperateMDXC(current_model, process_data) if current_model.is_mdx_c else SeperateMDX(current_model, process_data)
                    if current_model.process_method == DEMUCS_ARCH_TYPE:
                        seperator = SeperateDemucs(current_model, process_data)
                        
                    seperator.seperate()
                    
                    if is_ensemble:
                        self.command_Text.write('\n')

                if is_ensemble:
                    
                    audio_file_base = audio_file_base.replace(f"_{current_model.model_basename}","")
                    self.command_Text.write(base_text + ENSEMBLING_OUTPUTS)
                    
                    if self.ensemble_main_stem_var.get() in [FOUR_STEM_ENSEMBLE, MULTI_STEM_ENSEMBLE]:
                        stem_list = extract_stems(audio_file_base, export_path)
                        for output_stem in stem_list:
                            ensemble.ensemble_outputs(audio_file_base, export_path, output_stem, is_4_stem=True)
                    else:
                        if not self.is_secondary_stem_only_var.get():
                            ensemble.ensemble_outputs(audio_file_base, export_path, PRIMARY_STEM)
                        if not self.is_primary_stem_only_var.get():
                            ensemble.ensemble_outputs(audio_file_base, export_path, SECONDARY_STEM)
                            ensemble.ensemble_outputs(audio_file_base, export_path, SECONDARY_STEM, is_inst_mix=True)

                    self.command_Text.write(DONE)
                    
                if is_model_sample_mode:
                    if os.path.isfile(audio_file):
                        os.remove(audio_file)
                    
                torch.cuda.empty_cache()
                
            shutil.rmtree(export_path) if is_ensemble and len(os.listdir(export_path)) == 0 else None

            if inputPath_total_len == 1 and not is_verified_audio:
                self.command_Text.write(f'{error_text_console}\n{PROCESS_FAILED}')
                self.command_Text.write(time_elapsed())
                playsound(FAIL_CHIME) if self.is_task_complete_var.get() else None
            else:
                set_progress_bar(1.0)
                self.command_Text.write(PROCESS_COMPLETE)
                self.command_Text.write(time_elapsed())
                playsound(COMPLETE_CHIME) if self.is_task_complete_var.get() else None
                
            self.process_end()
                        
        except Exception as e:
            self.error_log_var.set("{}{}".format(error_text(self.chosen_process_method_var.get(), e), self.get_settings_list()))
            self.command_Text.write(f'\n\n{PROCESS_FAILED}')
            self.command_Text.write(time_elapsed())
            playsound(FAIL_CHIME) if self.is_task_complete_var.get() else None
            self.process_end(error=e)

    #--Varible Methods--

    def load_to_default_confirm(self):
        """Reset settings confirmation after asking for confirmation"""
        if self.thread_check(self.active_processing_thread):
            self.error_dialogue(SET_TO_DEFAULT_PROCESS_ERROR)
            return
        
        confirm = messagebox.askyesno(
            parent=root, 
            title=RESET_ALL_TO_DEFAULT_WARNING[0], 
            message=RESET_ALL_TO_DEFAULT_WARNING[1]
        )
        if not confirm:
            return
        
        self.load_saved_settings(DEFAULT_DATA, is_default_reset=True)
        self.update_checkbox_text()

        if self.pre_proc_model_toggle is not None and self.is_open_menu_advanced_demucs_options.get():
            self.pre_proc_model_toggle()

        if (self.change_state_lambda is not None and (
            self.is_open_menu_advanced_vr_options.get() or 
            self.is_open_menu_advanced_mdx_options.get() or 
            self.is_open_menu_advanced_demucs_options.get()
        )):
            self.change_state_lambda()

    def load_saved_vars(self, data):
        """Initializes primary Tkinter vars"""
        
        for key, value in DEFAULT_DATA.items():
            if not key in data.keys():
                data = {**data, **{key:value}}
                data['batch_size'] = DEF_OPT

        ## ADD_BUTTON
        self.chosen_process_method_var = tk.StringVar(value=data['chosen_process_method'])
        
        #VR Architecture Vars
        self.vr_model_var = tk.StringVar(value=data['vr_model'])
        self.aggression_setting_var = tk.StringVar(value=data['aggression_setting'])
        self.window_size_var = tk.StringVar(value=data['window_size'])
        self.mdx_segment_size_var = tk.StringVar(value=data['mdx_segment_size'])
        self.batch_size_var = tk.StringVar(value=data['batch_size'])
        self.crop_size_var = tk.StringVar(value=data['crop_size'])
        self.is_tta_var = tk.BooleanVar(value=data['is_tta'])
        self.is_output_image_var = tk.BooleanVar(value=data['is_output_image'])
        self.is_post_process_var = tk.BooleanVar(value=data['is_post_process'])
        self.is_high_end_process_var = tk.BooleanVar(value=data['is_high_end_process'])
        self.post_process_threshold_var = tk.StringVar(value=data['post_process_threshold'])
        self.vr_voc_inst_secondary_model_var = tk.StringVar(value=data['vr_voc_inst_secondary_model'])
        self.vr_other_secondary_model_var = tk.StringVar(value=data['vr_other_secondary_model'])
        self.vr_bass_secondary_model_var = tk.StringVar(value=data['vr_bass_secondary_model'])
        self.vr_drums_secondary_model_var = tk.StringVar(value=data['vr_drums_secondary_model'])
        self.vr_is_secondary_model_activate_var = tk.BooleanVar(value=data['vr_is_secondary_model_activate'])
        self.vr_voc_inst_secondary_model_scale_var = tk.StringVar(value=data['vr_voc_inst_secondary_model_scale'])
        self.vr_other_secondary_model_scale_var = tk.StringVar(value=data['vr_other_secondary_model_scale'])
        self.vr_bass_secondary_model_scale_var = tk.StringVar(value=data['vr_bass_secondary_model_scale'])
        self.vr_drums_secondary_model_scale_var = tk.StringVar(value=data['vr_drums_secondary_model_scale'])

        #Demucs Vars
        self.demucs_model_var = tk.StringVar(value=data['demucs_model'])
        self.segment_var = tk.StringVar(value=data['segment'])
        self.overlap_var = tk.StringVar(value=data['overlap'])
        self.overlap_mdx_var = tk.StringVar(value=data['overlap_mdx'])
        self.overlap_mdx23_var = tk.StringVar(value=data['overlap_mdx23'])
        self.shifts_var = tk.StringVar(value=data['shifts'])
        self.chunks_demucs_var = tk.StringVar(value=data['chunks_demucs'])
        self.margin_demucs_var = tk.StringVar(value=data['margin_demucs'])
        self.is_chunk_demucs_var = tk.BooleanVar(value=data['is_chunk_demucs'])
        self.is_chunk_mdxnet_var = tk.BooleanVar(value=False)
        self.is_primary_stem_only_Demucs_var = tk.BooleanVar(value=data['is_primary_stem_only_Demucs'])
        self.is_secondary_stem_only_Demucs_var = tk.BooleanVar(value=data['is_secondary_stem_only_Demucs'])
        self.is_split_mode_var = tk.BooleanVar(value=data['is_split_mode'])
        self.is_demucs_combine_stems_var = tk.BooleanVar(value=data['is_demucs_combine_stems'])#is_mdx23_combine_stems
        self.is_mdx23_combine_stems_var = tk.BooleanVar(value=data['is_mdx23_combine_stems'])
        self.demucs_voc_inst_secondary_model_var = tk.StringVar(value=data['demucs_voc_inst_secondary_model'])
        self.demucs_other_secondary_model_var = tk.StringVar(value=data['demucs_other_secondary_model'])
        self.demucs_bass_secondary_model_var = tk.StringVar(value=data['demucs_bass_secondary_model'])
        self.demucs_drums_secondary_model_var = tk.StringVar(value=data['demucs_drums_secondary_model'])
        self.demucs_is_secondary_model_activate_var = tk.BooleanVar(value=data['demucs_is_secondary_model_activate'])
        self.demucs_voc_inst_secondary_model_scale_var = tk.StringVar(value=data['demucs_voc_inst_secondary_model_scale'])
        self.demucs_other_secondary_model_scale_var = tk.StringVar(value=data['demucs_other_secondary_model_scale'])
        self.demucs_bass_secondary_model_scale_var = tk.StringVar(value=data['demucs_bass_secondary_model_scale'])
        self.demucs_drums_secondary_model_scale_var = tk.StringVar(value=data['demucs_drums_secondary_model_scale'])
        self.demucs_pre_proc_model_var = tk.StringVar(value=data['demucs_pre_proc_model'])
        self.is_demucs_pre_proc_model_activate_var = tk.BooleanVar(value=data['is_demucs_pre_proc_model_activate'])
        self.is_demucs_pre_proc_model_inst_mix_var = tk.BooleanVar(value=data['is_demucs_pre_proc_model_inst_mix'])
        
        #MDX-Net Vars
        self.mdx_net_model_var = tk.StringVar(value=data['mdx_net_model'])
        self.chunks_var = tk.StringVar(value=data['chunks'])
        self.margin_var = tk.StringVar(value=data['margin'])
        self.compensate_var = tk.StringVar(value=data['compensate'])
        self.denoise_option_var = tk.StringVar(value=data['denoise_option'])#
        self.phase_option_var = tk.StringVar(value=data['phase_option'])#
        self.phase_shifts_var = tk.StringVar(value=data['phase_shifts'])#
        self.is_save_align_var = tk.BooleanVar(value=data['is_save_align'])#,
        self.is_match_silence_var = tk.BooleanVar(value=data['is_match_silence'])#
        self.is_spec_match_var = tk.BooleanVar(value=data['is_spec_match'])#
        self.is_match_frequency_pitch_var = tk.BooleanVar(value=data['is_match_frequency_pitch'])#
        self.is_mdx_c_seg_def_var = tk.BooleanVar(value=data['is_mdx_c_seg_def'])#
        self.is_invert_spec_var = tk.BooleanVar(value=data['is_invert_spec'])#
        self.is_deverb_vocals_var = tk.BooleanVar(value=data['is_deverb_vocals'])#
        self.deverb_vocal_opt_var = tk.StringVar(value=data['deverb_vocal_opt'])#
        self.voc_split_save_opt_var = tk.StringVar(value=data['voc_split_save_opt'])#
        self.is_mixer_mode_var = tk.BooleanVar(value=data['is_mixer_mode'])
        self.mdx_batch_size_var = tk.StringVar(value=data['mdx_batch_size'])
        self.mdx_voc_inst_secondary_model_var = tk.StringVar(value=data['mdx_voc_inst_secondary_model'])
        self.mdx_other_secondary_model_var = tk.StringVar(value=data['mdx_other_secondary_model'])
        self.mdx_bass_secondary_model_var = tk.StringVar(value=data['mdx_bass_secondary_model'])
        self.mdx_drums_secondary_model_var = tk.StringVar(value=data['mdx_drums_secondary_model'])
        self.mdx_is_secondary_model_activate_var = tk.BooleanVar(value=data['mdx_is_secondary_model_activate'])
        self.mdx_voc_inst_secondary_model_scale_var = tk.StringVar(value=data['mdx_voc_inst_secondary_model_scale'])
        self.mdx_other_secondary_model_scale_var = tk.StringVar(value=data['mdx_other_secondary_model_scale'])
        self.mdx_bass_secondary_model_scale_var = tk.StringVar(value=data['mdx_bass_secondary_model_scale'])
        self.mdx_drums_secondary_model_scale_var = tk.StringVar(value=data['mdx_drums_secondary_model_scale'])
        self.is_mdxnet_c_model_var = tk.BooleanVar(value=False)

        #Ensemble Vars
        self.is_save_all_outputs_ensemble_var = tk.BooleanVar(value=data['is_save_all_outputs_ensemble'])
        self.is_append_ensemble_name_var = tk.BooleanVar(value=data['is_append_ensemble_name'])

        #Audio Tool Vars
        self.chosen_audio_tool_var = tk.StringVar(value=data['chosen_audio_tool'])
        self.choose_algorithm_var = tk.StringVar(value=data['choose_algorithm'])
        self.time_stretch_rate_var = tk.StringVar(value=data['time_stretch_rate'])
        self.pitch_rate_var = tk.StringVar(value=data['pitch_rate'])
        self.is_time_correction_var = tk.BooleanVar(value=data['is_time_correction'])

        #Shared Vars
        self.semitone_shift_var = tk.StringVar(value=data['semitone_shift'])
        self.mp3_bit_set_var = tk.StringVar(value=data['mp3_bit_set'])
        self.save_format_var = tk.StringVar(value=data['save_format'])
        self.wav_type_set_var = tk.StringVar(value=data['wav_type_set'])
        self.user_code_var = tk.StringVar(value=data['user_code']) 
        self.is_gpu_conversion_var = tk.BooleanVar(value=data['is_gpu_conversion'])
        self.is_primary_stem_only_var = tk.BooleanVar(value=data['is_primary_stem_only'])
        self.is_secondary_stem_only_var = tk.BooleanVar(value=data['is_secondary_stem_only'])
        self.is_testing_audio_var = tk.BooleanVar(value=data['is_testing_audio'])#
        self.is_auto_update_model_params_var = tk.BooleanVar(value=True)#
        self.is_auto_update_model_params = data['is_auto_update_model_params']
        self.is_add_model_name_var = tk.BooleanVar(value=data['is_add_model_name'])
        self.is_accept_any_input_var = tk.BooleanVar(value=data['is_accept_any_input'])
        self.is_task_complete_var = tk.BooleanVar(value=data['is_task_complete'])
        self.is_normalization_var = tk.BooleanVar(value=data['is_normalization'])#
        self.is_wav_ensemble_var = tk.BooleanVar(value=data['is_wav_ensemble'])#
        self.is_create_model_folder_var = tk.BooleanVar(value=data['is_create_model_folder'])
        self.help_hints_var = tk.BooleanVar(value=data['help_hints_var'])
        self.model_sample_mode_var = tk.BooleanVar(value=data['model_sample_mode'])
        self.model_sample_mode_duration_var = tk.StringVar(value=data['model_sample_mode_duration'])
        self.model_sample_mode_duration_checkbox_var = tk.StringVar(value=SAMPLE_MODE_CHECKBOX(self.model_sample_mode_duration_var.get()))
        self.model_sample_mode_duration_label_var = tk.StringVar(value=f'{self.model_sample_mode_duration_var.get()} Seconds')
        self.set_vocal_splitter_var = tk.StringVar(value=data['set_vocal_splitter'])
        self.is_set_vocal_splitter_var = tk.BooleanVar(value=data['is_set_vocal_splitter'])#
        self.is_save_inst_set_vocal_splitter_var = tk.BooleanVar(value=data['is_save_inst_set_vocal_splitter'])#
        
        #Path Vars
        self.export_path_var = tk.StringVar(value=data['export_path'])
        self.inputPaths = data['input_paths']
        self.lastDir = data['lastDir']
        
        #DualPaths-Align
        self.time_window_var = tk.StringVar(value=data['time_window'])#
        self.intro_analysis_var = tk.StringVar(value=data['intro_analysis'])
        self.db_analysis_var = tk.StringVar(value=data['db_analysis'])
        
        self.fileOneEntry_var = tk.StringVar(value=data['fileOneEntry'])
        self.fileOneEntry_Full_var = tk.StringVar(value=data['fileOneEntry_Full'])
        self.fileTwoEntry_var = tk.StringVar(value=data['fileTwoEntry'])
        self.fileTwoEntry_Full_var = tk.StringVar(value=data['fileTwoEntry_Full'])
        self.DualBatch_inputPaths = data['DualBatch_inputPaths']
   
    def load_saved_settings(self, loaded_setting: dict, process_method=None, is_default_reset=False):
        """Loads user saved application settings or resets to default"""
        
        for key, value in DEFAULT_DATA.items():
            if not key in loaded_setting.keys():
                loaded_setting = {**loaded_setting, **{key:value}}
                loaded_setting['batch_size'] = DEF_OPT
                
        is_default_reset = True if process_method == ENSEMBLE_MODE or is_default_reset else False
        
        if process_method == VR_ARCH_PM or is_default_reset:
            self.vr_model_var.set(loaded_setting['vr_model'])
            self.aggression_setting_var.set(loaded_setting['aggression_setting'])
            self.window_size_var.set(loaded_setting['window_size'])
            self.mdx_segment_size_var.set(loaded_setting['mdx_segment_size'])
            self.batch_size_var.set(loaded_setting['batch_size'])
            self.crop_size_var.set(loaded_setting['crop_size'])
            self.is_tta_var.set(loaded_setting['is_tta'])
            self.is_output_image_var.set(loaded_setting['is_output_image'])
            self.is_post_process_var.set(loaded_setting['is_post_process'])
            self.is_high_end_process_var.set(loaded_setting['is_high_end_process'])
            self.post_process_threshold_var.set(loaded_setting['post_process_threshold'])
            self.vr_voc_inst_secondary_model_var.set(loaded_setting['vr_voc_inst_secondary_model'])
            self.vr_other_secondary_model_var.set(loaded_setting['vr_other_secondary_model'])
            self.vr_bass_secondary_model_var.set(loaded_setting['vr_bass_secondary_model'])
            self.vr_drums_secondary_model_var.set(loaded_setting['vr_drums_secondary_model'])
            self.vr_is_secondary_model_activate_var.set(loaded_setting['vr_is_secondary_model_activate'])
            self.vr_voc_inst_secondary_model_scale_var.set(loaded_setting['vr_voc_inst_secondary_model_scale'])
            self.vr_other_secondary_model_scale_var.set(loaded_setting['vr_other_secondary_model_scale'])
            self.vr_bass_secondary_model_scale_var.set(loaded_setting['vr_bass_secondary_model_scale'])
            self.vr_drums_secondary_model_scale_var.set(loaded_setting['vr_drums_secondary_model_scale'])
        
        if process_method == DEMUCS_ARCH_TYPE or is_default_reset:
            self.demucs_model_var.set(loaded_setting['demucs_model'])
            self.segment_var.set(loaded_setting['segment'])
            self.overlap_var.set(loaded_setting['overlap'])
            self.shifts_var.set(loaded_setting['shifts'])
            self.chunks_demucs_var.set(loaded_setting['chunks_demucs'])
            self.margin_demucs_var.set(loaded_setting['margin_demucs'])
            self.is_chunk_demucs_var.set(loaded_setting['is_chunk_demucs'])
            self.is_chunk_mdxnet_var.set(loaded_setting['is_chunk_mdxnet'])
            self.is_primary_stem_only_Demucs_var.set(loaded_setting['is_primary_stem_only_Demucs'])
            self.is_secondary_stem_only_Demucs_var.set(loaded_setting['is_secondary_stem_only_Demucs'])
            self.is_split_mode_var.set(loaded_setting['is_split_mode'])
            self.is_demucs_combine_stems_var.set(loaded_setting['is_demucs_combine_stems'])#
            self.is_mdx23_combine_stems_var.set(loaded_setting['is_mdx23_combine_stems'])#
            self.demucs_voc_inst_secondary_model_var.set(loaded_setting['demucs_voc_inst_secondary_model'])
            self.demucs_other_secondary_model_var.set(loaded_setting['demucs_other_secondary_model'])
            self.demucs_bass_secondary_model_var.set(loaded_setting['demucs_bass_secondary_model'])
            self.demucs_drums_secondary_model_var.set(loaded_setting['demucs_drums_secondary_model'])
            self.demucs_is_secondary_model_activate_var.set(loaded_setting['demucs_is_secondary_model_activate'])
            self.demucs_voc_inst_secondary_model_scale_var.set(loaded_setting['demucs_voc_inst_secondary_model_scale'])
            self.demucs_other_secondary_model_scale_var.set(loaded_setting['demucs_other_secondary_model_scale'])
            self.demucs_bass_secondary_model_scale_var.set(loaded_setting['demucs_bass_secondary_model_scale'])
            self.demucs_drums_secondary_model_scale_var.set(loaded_setting['demucs_drums_secondary_model_scale'])
            self.demucs_stems_var.set(loaded_setting['demucs_stems'])
            self.mdxnet_stems_var.set(loaded_setting['mdx_stems'])
            self.update_stem_checkbox_labels(self.demucs_stems_var.get(), demucs=True)
            self.demucs_pre_proc_model_var.set(loaded_setting['demucs_pre_proc_model'])
            self.is_demucs_pre_proc_model_activate_var.set(loaded_setting['is_demucs_pre_proc_model_activate'])
            self.is_demucs_pre_proc_model_inst_mix_var.set(loaded_setting['is_demucs_pre_proc_model_inst_mix'])
        
        if process_method == MDX_ARCH_TYPE or is_default_reset:
            self.mdx_net_model_var.set(loaded_setting['mdx_net_model'])
            self.chunks_var.set(loaded_setting['chunks'])
            self.margin_var.set(loaded_setting['margin'])
            self.compensate_var.set(loaded_setting['compensate'])
            self.denoise_option_var.set(loaded_setting['denoise_option'])
            self.is_match_frequency_pitch_var.set(loaded_setting['is_match_frequency_pitch'])#
            self.overlap_mdx_var.set(loaded_setting['overlap_mdx'])
            self.overlap_mdx23_var.set(loaded_setting['overlap_mdx23'])
            self.is_mdx_c_seg_def_var.set(loaded_setting['is_mdx_c_seg_def'])#
            self.is_invert_spec_var.set(loaded_setting['is_invert_spec'])#
            self.is_mixer_mode_var.set(loaded_setting['is_mixer_mode'])
            self.mdx_batch_size_var.set(loaded_setting['mdx_batch_size'])
            self.mdx_voc_inst_secondary_model_var.set(loaded_setting['mdx_voc_inst_secondary_model'])
            self.mdx_other_secondary_model_var.set(loaded_setting['mdx_other_secondary_model'])
            self.mdx_bass_secondary_model_var.set(loaded_setting['mdx_bass_secondary_model'])
            self.mdx_drums_secondary_model_var.set(loaded_setting['mdx_drums_secondary_model'])
            self.mdx_is_secondary_model_activate_var.set(loaded_setting['mdx_is_secondary_model_activate'])
            self.mdx_voc_inst_secondary_model_scale_var.set(loaded_setting['mdx_voc_inst_secondary_model_scale'])
            self.mdx_other_secondary_model_scale_var.set(loaded_setting['mdx_other_secondary_model_scale'])
            self.mdx_bass_secondary_model_scale_var.set(loaded_setting['mdx_bass_secondary_model_scale'])
            self.mdx_drums_secondary_model_scale_var.set(loaded_setting['mdx_drums_secondary_model_scale'])
        
        if is_default_reset:
            self.is_save_all_outputs_ensemble_var.set(loaded_setting['is_save_all_outputs_ensemble'])
            self.is_append_ensemble_name_var.set(loaded_setting['is_append_ensemble_name'])
            self.choose_algorithm_var.set(loaded_setting['choose_algorithm'])
            self.time_stretch_rate_var.set(loaded_setting['time_stretch_rate'])
            self.pitch_rate_var.set(loaded_setting['pitch_rate'])#
            self.is_time_correction_var.set(loaded_setting['is_time_correction'])#
            self.is_primary_stem_only_var.set(loaded_setting['is_primary_stem_only'])
            self.is_secondary_stem_only_var.set(loaded_setting['is_secondary_stem_only'])
            self.is_testing_audio_var.set(loaded_setting['is_testing_audio'])#
            self.is_auto_update_model_params_var.set(loaded_setting['is_auto_update_model_params'])
            self.is_add_model_name_var.set(loaded_setting['is_add_model_name'])
            self.is_accept_any_input_var.set(loaded_setting["is_accept_any_input"])
            self.is_task_complete_var.set(loaded_setting['is_task_complete'])
            self.is_create_model_folder_var.set(loaded_setting['is_create_model_folder'])
            self.mp3_bit_set_var.set(loaded_setting['mp3_bit_set'])
            self.semitone_shift_var.set(loaded_setting['semitone_shift'])#
            self.save_format_var.set(loaded_setting['save_format'])
            self.wav_type_set_var.set(loaded_setting['wav_type_set'])
            self.user_code_var.set(loaded_setting['user_code'])
            self.phase_option_var.set(loaded_setting['phase_option'])#
            self.phase_shifts_var.set(loaded_setting['phase_shifts'])#
            self.is_save_align_var.set(loaded_setting['is_save_align'])#i
            self.time_window_var.set(loaded_setting['time_window'])#
            self.is_match_silence_var.set(loaded_setting['is_match_silence'])#
            self.is_spec_match_var.set(loaded_setting['is_spec_match'])#
            self.intro_analysis_var.set(loaded_setting['intro_analysis'])#
            self.db_analysis_var.set(loaded_setting['db_analysis'])#
            self.fileOneEntry_var.set(loaded_setting['fileOneEntry'])#
            self.fileOneEntry_Full_var.set(loaded_setting['fileOneEntry_Full'])#
            self.fileTwoEntry_var.set(loaded_setting['fileTwoEntry'])#
            self.fileTwoEntry_Full_var.set(loaded_setting['fileTwoEntry_Full'])#
            self.DualBatch_inputPaths = []
            
        self.is_gpu_conversion_var.set(loaded_setting['is_gpu_conversion'])
        self.is_normalization_var.set(loaded_setting['is_normalization'])#
        self.is_wav_ensemble_var.set(loaded_setting['is_wav_ensemble'])#
        self.help_hints_var.set(loaded_setting['help_hints_var'])
        self.is_wav_ensemble_var.set(loaded_setting['is_wav_ensemble'])
        self.set_vocal_splitter_var.set(loaded_setting['set_vocal_splitter'])
        self.is_set_vocal_splitter_var.set(loaded_setting['is_set_vocal_splitter'])#
        self.is_save_inst_set_vocal_splitter_var.set(loaded_setting['is_save_inst_set_vocal_splitter'])#
        self.deverb_vocal_opt_var.set(loaded_setting['deverb_vocal_opt'])#
        self.voc_split_save_opt_var.set(loaded_setting['voc_split_save_opt'])#
        self.is_deverb_vocals_var.set(loaded_setting['is_deverb_vocals'])#
        
        self.model_sample_mode_var.set(loaded_setting['model_sample_mode'])
        self.model_sample_mode_duration_var.set(loaded_setting['model_sample_mode_duration'])
        self.model_sample_mode_duration_checkbox_var.set(SAMPLE_MODE_CHECKBOX(self.model_sample_mode_duration_var.get()))
        self.model_sample_mode_duration_label_var.set(f'{self.model_sample_mode_duration_var.get()} Seconds')
              
    def save_values(self, app_close=True, is_restart=False):
        """Saves application data"""

        # -Save Data-
        main_settings={
            'vr_model': self.vr_model_var.get(),
            'aggression_setting': self.aggression_setting_var.get(),
            'window_size': self.window_size_var.get(),
            'mdx_segment_size': self.mdx_segment_size_var.get(),
            'batch_size': self.batch_size_var.get(),
            'crop_size': self.crop_size_var.get(),
            'is_tta': self.is_tta_var.get(),
            'is_output_image': self.is_output_image_var.get(),
            'is_post_process': self.is_post_process_var.get(),
            'is_high_end_process': self.is_high_end_process_var.get(),
            'post_process_threshold': self.post_process_threshold_var.get(),
            'vr_voc_inst_secondary_model': self.vr_voc_inst_secondary_model_var.get(),
            'vr_other_secondary_model': self.vr_other_secondary_model_var.get(),
            'vr_bass_secondary_model': self.vr_bass_secondary_model_var.get(),
            'vr_drums_secondary_model': self.vr_drums_secondary_model_var.get(),
            'vr_is_secondary_model_activate': self.vr_is_secondary_model_activate_var.get(),
            'vr_voc_inst_secondary_model_scale': self.vr_voc_inst_secondary_model_scale_var.get(),
            'vr_other_secondary_model_scale': self.vr_other_secondary_model_scale_var.get(),
            'vr_bass_secondary_model_scale': self.vr_bass_secondary_model_scale_var.get(),
            'vr_drums_secondary_model_scale': self.vr_drums_secondary_model_scale_var.get(),
            'demucs_model': self.demucs_model_var.get(),
            'segment': self.segment_var.get(),
            'overlap': self.overlap_var.get(),
            'overlap_mdx': self.overlap_mdx_var.get(),
            'overlap_mdx23': self.overlap_mdx23_var.get(),
            'shifts': self.shifts_var.get(),
            'chunks_demucs': self.chunks_demucs_var.get(),
            'margin_demucs': self.margin_demucs_var.get(),
            'is_chunk_demucs': self.is_chunk_demucs_var.get(),
            'is_chunk_mdxnet': self.is_chunk_mdxnet_var.get(),
            'is_primary_stem_only_Demucs': self.is_primary_stem_only_Demucs_var.get(),
            'is_secondary_stem_only_Demucs': self.is_secondary_stem_only_Demucs_var.get(),
            'is_split_mode': self.is_split_mode_var.get(),
            'is_demucs_combine_stems': self.is_demucs_combine_stems_var.get(),#
            'is_mdx23_combine_stems': self.is_mdx23_combine_stems_var.get(),#
            'demucs_voc_inst_secondary_model': self.demucs_voc_inst_secondary_model_var.get(),
            'demucs_other_secondary_model': self.demucs_other_secondary_model_var.get(),
            'demucs_bass_secondary_model': self.demucs_bass_secondary_model_var.get(),
            'demucs_drums_secondary_model': self.demucs_drums_secondary_model_var.get(),
            'demucs_is_secondary_model_activate': self.demucs_is_secondary_model_activate_var.get(),
            'demucs_voc_inst_secondary_model_scale': self.demucs_voc_inst_secondary_model_scale_var.get(),
            'demucs_other_secondary_model_scale': self.demucs_other_secondary_model_scale_var.get(),
            'demucs_bass_secondary_model_scale': self.demucs_bass_secondary_model_scale_var.get(),
            'demucs_drums_secondary_model_scale': self.demucs_drums_secondary_model_scale_var.get(),
            'demucs_pre_proc_model': self.demucs_pre_proc_model_var.get(),
            'is_demucs_pre_proc_model_activate': self.is_demucs_pre_proc_model_activate_var.get(),
            'is_demucs_pre_proc_model_inst_mix': self.is_demucs_pre_proc_model_inst_mix_var.get(),
            'mdx_net_model': self.mdx_net_model_var.get(),
            'chunks': self.chunks_var.get(),
            'margin': self.margin_var.get(),
            'compensate': self.compensate_var.get(),
            'denoise_option': self.denoise_option_var.get(),#
            'is_match_frequency_pitch': self.is_match_frequency_pitch_var.get(),#
            'phase_option': self.phase_option_var.get(),#
            'phase_shifts': self.phase_shifts_var.get(),#
            'is_save_align': self.is_save_align_var.get(),#
            'is_match_silence': self.is_match_silence_var.get(),#
            'is_spec_match': self.is_spec_match_var.get(),#
            'is_mdx_c_seg_def': self.is_mdx_c_seg_def_var.get(),#
            'is_invert_spec': self.is_invert_spec_var.get(),#
            'is_deverb_vocals': self.is_deverb_vocals_var.get(),##, 
            'deverb_vocal_opt': self.deverb_vocal_opt_var.get(),#
            'voc_split_save_opt': self.voc_split_save_opt_var.get(),##, 
            'is_mixer_mode': self.is_mixer_mode_var.get(),
            'mdx_batch_size':self.mdx_batch_size_var.get(),
            'mdx_voc_inst_secondary_model': self.mdx_voc_inst_secondary_model_var.get(),
            'mdx_other_secondary_model': self.mdx_other_secondary_model_var.get(),
            'mdx_bass_secondary_model': self.mdx_bass_secondary_model_var.get(),
            'mdx_drums_secondary_model': self.mdx_drums_secondary_model_var.get(),
            'mdx_is_secondary_model_activate': self.mdx_is_secondary_model_activate_var.get(),
            'mdx_voc_inst_secondary_model_scale': self.mdx_voc_inst_secondary_model_scale_var.get(),
            'mdx_other_secondary_model_scale': self.mdx_other_secondary_model_scale_var.get(),
            'mdx_bass_secondary_model_scale': self.mdx_bass_secondary_model_scale_var.get(),
            'mdx_drums_secondary_model_scale': self.mdx_drums_secondary_model_scale_var.get(),
            'is_save_all_outputs_ensemble': self.is_save_all_outputs_ensemble_var.get(),
            'is_append_ensemble_name': self.is_append_ensemble_name_var.get(),
            'chosen_audio_tool': self.chosen_audio_tool_var.get(),
            'choose_algorithm': self.choose_algorithm_var.get(),
            'time_stretch_rate': self.time_stretch_rate_var.get(),
            'pitch_rate': self.pitch_rate_var.get(),#
            'is_time_correction': self.is_time_correction_var.get(),#
            'is_gpu_conversion': self.is_gpu_conversion_var.get(),
            'is_primary_stem_only': self.is_primary_stem_only_var.get(),
            'is_secondary_stem_only': self.is_secondary_stem_only_var.get(),
            'is_testing_audio': self.is_testing_audio_var.get(),#
            'is_auto_update_model_params': self.is_auto_update_model_params_var.get(),
            'is_add_model_name': self.is_add_model_name_var.get(),
            'is_accept_any_input': self.is_accept_any_input_var.get(),
            'is_task_complete': self.is_task_complete_var.get(),
            'is_normalization': self.is_normalization_var.get(),#
            'is_wav_ensemble': self.is_wav_ensemble_var.get(),#
            'is_create_model_folder': self.is_create_model_folder_var.get(),
            'mp3_bit_set': self.mp3_bit_set_var.get(),
            'semitone_shift': self.semitone_shift_var.get(),#
            'save_format': self.save_format_var.get(),
            'wav_type_set': self.wav_type_set_var.get(),
            'user_code': self.user_code_var.get(),
            'help_hints_var': self.help_hints_var.get(),
            'set_vocal_splitter': self.set_vocal_splitter_var.get(),
            'is_set_vocal_splitter': self.is_set_vocal_splitter_var.get(),#
            'is_save_inst_set_vocal_splitter': self.is_save_inst_set_vocal_splitter_var.get(),#
            'model_sample_mode': self.model_sample_mode_var.get(),
            'model_sample_mode_duration': self.model_sample_mode_duration_var.get()
            }

        other_data = {
            'chosen_process_method': self.chosen_process_method_var.get(),
            'input_paths': self.inputPaths,
            'lastDir': self.lastDir,
            'export_path': self.export_path_var.get(),
            'time_window': self.time_window_var.get(),
            'intro_analysis': self.intro_analysis_var.get(),
            'db_analysis': self.db_analysis_var.get(),
            'fileOneEntry': self.fileOneEntry_var.get(),
            'fileOneEntry_Full': self.fileOneEntry_Full_var.get(),
            'fileTwoEntry': self.fileTwoEntry_var.get(),
            'fileTwoEntry_Full': self.fileTwoEntry_Full_var.get(),
            'DualBatch_inputPaths': self.DualBatch_inputPaths,
            #'model_hash_table': model_hash_table,
        }

        user_saved_extras = {
            'demucs_stems': self.demucs_stems_var.get(),
            'mdx_stems': self.mdxnet_stems_var.get()}

        if app_close:
            save_data(data={**main_settings, **other_data})
            
            if self.thread_check(self.active_download_thread):
                self.error_dialoge(EXIT_DOWNLOAD_ERROR)
                return

            if self.thread_check(self.active_processing_thread):
                if self.is_process_stopped: 
                    self.error_dialoge(EXIT_HALTED_PROCESS_ERROR)
                else:
                    self.error_dialoge(EXIT_PROCESS_ERROR)
                return
            
            remove_temps(ENSEMBLE_TEMP_PATH)
            remove_temps(SAMPLE_CLIP_PATH)
            self.delete_temps()
            
            if is_restart:
                try:
                    subprocess.Popen(f'UVR_Launcher.exe')
                except Exception:
                    subprocess.Popen(f'python "{__file__}"', shell=True)
            
            self.destroy()
            
        else:
            return {**main_settings, **user_saved_extras}

    def get_settings_list(self):
        
        settings_dict = self.save_values(app_close=False)
        settings_list = '\n'.join(''.join(f"{key}: {value}") for key, value in settings_dict.items() if not key == 'user_code')

        return f"\n{FULL_APP_SET_TEXT}:\n\n{settings_list}"

def read_bulliten_text_mac(path, data):
    try:
        with open(path, 'w') as f:
            f.write(data)

        if os.path.isfile(path):
            with open(path, 'r') as file :
                data = file.read().replace("~", "•")
    except Exception as e:
        data = 'No information available.'

    return data

def open_link(event, link=None):
    webbrowser.open(link)

def auto_hyperlink(text_widget:tk.Text):
    content = text_widget.get('1.0', tk.END)
    
    # Regular expression to identify URLs
    urls = re.findall(r'http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+', content)

    for url in urls:
        start_idx = content.find(url)
        end_idx = start_idx + len(url)
        
        # Convert indices to tk.Text widget format
        start_line = content.count('\n', 0, start_idx) + 1
        start_char = start_idx - content.rfind('\n', 0, start_idx) - 1
        end_line = content.count('\n', 0, end_idx) + 1
        end_char = end_idx - content.rfind('\n', 0, end_idx) - 1

        start_tag = f"{start_line}.{start_char}"
        end_tag = f"{end_line}.{end_char}"

        # Tag the hyperlink text and configure it
        text_widget.tag_add(url, start_tag, end_tag)
        text_widget.tag_configure(url, foreground=FG_COLOR, underline=True)
        text_widget.tag_bind(url, "<Button-1>", lambda e, link=url: open_link(e, link))
        text_widget.tag_bind(url, "<Enter>", lambda e: text_widget.config(cursor="hand2"))
        text_widget.tag_bind(url, "<Leave>", lambda e: text_widget.config(cursor="arrow"))

def vip_downloads(password, link_type=VIP_REPO):
    """Attempts to decrypt VIP model link with given input code"""
    
    try:
        kdf = PBKDF2HMAC(
            algorithm=hashes.SHA256(),
            length=32,
            salt=link_type[0],
            iterations=390000,)

        key = base64.urlsafe_b64encode(kdf.derive(bytes(password, 'utf-8')))
        f = Fernet(key)

        return str(f.decrypt(link_type[1]), 'UTF-8')
    except Exception:
        return NO_CODE

def extract_stems(audio_file_base, export_path):
    
    filenames = [file for file in os.listdir(export_path) if file.startswith(audio_file_base)]

    pattern = r'\(([^()]+)\)(?=[^()]*\.wav)'
    stem_list = []

    for filename in filenames:
        match = re.search(pattern, filename)
        if match:
            stem_list.append(match.group(1))
            
    counter = Counter(stem_list)
    filtered_lst = [item for item in stem_list if counter[item] > 1]

    return list(set(filtered_lst))

if __name__ == "__main__":

    try:
        windll.user32.SetThreadDpiAwarenessContext(wintypes.HANDLE(-1))
    except Exception as e:
        if OPERATING_SYSTEM == 'Windows':
            print(e)
    
    root = MainWindow()
    root.update_checkbox_text()
    root.is_root_defined_var.set(True)
    root.is_check_splash = True

    root.update() if is_windows else root.update_idletasks()
    root.deiconify()
    root.configure(bg=BG_COLOR)
    root.mainloop()