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Н Новости

Пишем программу на Python для доступа к YandexGPT с помощью ChatGPT

В данной программе можно будет самостоятельно составлять собственные system massage (в программе это называется «Специализация»), а это по сути своей программирование GPT модели естественным языком, так же можно будет изменять temperature (в программе это названо «Креативность») это изменяет вариативность ответов, при значении 0.0 на один и тот же вопрос будет получен всё время одинаковый ответ при 1.0 могут быть разные ответы с похожим смыслом но разные по словесному выражению, так же можно использовать две модели YandexGPT и YandexGPT Lite, вторая быстрее и чуть попроще но и дешевле в четыре раза. Описание программы в разделе меню «Информация».

Интерфейс программы

Ну а теперь сразу в бой. Устанавливаем VPN расширение в браузере – HolaVPN, расширение включается автоматически, но иногда нужно включать вручную или менять страну в настройках если что-то не грузится (я менял на Канаду) , иногда само расширение блокирует загрузку сайта тогда нужно внизу справа щёлкнуть на значке расширения и закрыть появившееся окно с выгодным предложением ). Регистрируемся на openai.com с e-mail не оканчивающийся на .ru, [email protected] подойдёт. Заходим в ChatGPT 3.5 turbo здесь будем писать программу. В разделе настроек аккаунта Customize ChatGPT → How would you like ChatGPT to respond? пропишем → Отвечать по русски, язык программирования Python.

Сайт ChatGPT 3.5 Turbo

Теперь подготовим Яндекс. Регистрируемся в Яндексе если есть аккаунт заходим в сервис YandexGPT API.

Попадаем вот сюда:

Сайт YandexGPT API

Вверху слева щёлкаем default, если ещё нет то создаём платёжный аккаунт и пополняем его небольшой суммой для пробы сервиса (в том году тысячу р. дарили в подарок на пару месяцев).

То что обведено овалом это ваш идентификатор default по сути логин который нужно вводить в нашу программу для доступа к YandexGPT , пример идентификатора – b2wek9sskl91crв1trub.

Далее переходим в «сервисные аккаунты» и создаём сервисный аккаунт (синяя кнопка «Создать сервисный аккаунт»).

Сервисные аккаунты

После создания заходим в этот аккаунт и создаём ключ API (указано стрелкой) в меню выбираем «Создать API ключ», копируем полученный ключ и где-нибудь его сохраняем (в аккаунте он не хранится), он понадобиться для ввода в программу для доступа к YandexGPT, если ключ будет утерян его можно будет создать заново, пример ключа - AQSA2cmr7ns2O6DqB4jv8gh3lR1M9av4pyHCwZwL.

Создание ключа API

Теперь скачаем и устанавливаем среду разработки IDE Visual Studio Code.

Сайт для скачивания Visual Studio Code

скачиваем Python 3.12.

Сайт для скачивания Python 3.12

Теперь всё готово, можно творить. Если по ходу подготовки возникнут вопросы не стесняемся задаём ChatGPT, например:

Вы

Как запустить Python программу в Visual Studio Code

ChatGPT

Для запуска Python программы в Visual Studio Code следуйте этим шагам:

Установите Python, если вы еще этого не сделали. Можно загрузить его с официального сайта Python: https://www.python.org/downloads/

Установите Visual Studio Code, если у вас его еще нет. Можно загрузить его с официального сайта: https://code.visualstudio.com/

Откройте Visual Studio Code.

Создайте новый файл или откройте существующий файл с расширением .py (Python файл).

Нажмите `Ctrl + `` (обратная кавычка) для открытия терминала внутри Visual Studio Code. Можно также выбрать "Terminal" -> "New Terminal" из меню.

В терминале убедитесь, что ваш рабочий каталог (папка) находится в том месте, где находится ваш Python файл.

Запустите свою программу, введя команду python имя_файла.py, где имя_файла.py - имя вашего Python файла.

Например, если ваш файл называется hello.py, то команда будет выглядеть так:

Bash

Copy code

python hello.py

Или вы можете использовать кнопку "Run" (зеленый треугольник) в верхней части редактора кода, чтобы запустить программу. Перед запуском убедитесь, что правильно настроен интерпретатор Python в Visual Studio Code. Для этого может потребоваться установка расширения Python и указание пути к интерпретатору в настройках Visual Studio Code.

Или ещё :

Вы

Как инсталлировать библиотеки python

ChatGPT

Чтобы установить библиотеки Python, вы можете использовать инструмент управления пакетами pip. Вот как это сделать:

Откройте терминал (командную строку) на вашем компьютере.

Введите команду pip install имя_библиотеки, где имя_библиотеки - это имя библиотеки Python, которую вы хотите установить. Например:

bash

Copy code

pip install requests

Это установит библиотеку requests.

Если вы хотите установить конкретную версию библиотеки, вы можете указать версию, добавив == и номер версии. Например:

bash

Copy code

pip install requests==2.25.1

Если вы хотите обновить библиотеку до последней версии, вы можете использовать команду:

bash

Copy code

pip install --upgrade имя_библиотеки

Например:

bash

Copy code

pip install --upgrade requests

Если вы используете виртуальное окружение Python (что является хорошей практикой для изоляции зависимостей между проектами), убедитесь, что ваше виртуальное окружение активировано перед выполнением команды pip install.

Теперь вы знаете, как устанавливать библиотеки Python с помощью pip.

Пример общения с ChatGPT

В качестве терминала я использовал Windows PowerShell можно использовать cmd.exe, забиваем в поиск Windows там их и находим.

Вот примеры запросов к ChatGPT при разработке программы

нужно увеличить ширину боковых линий главного окна
какая библиотека для python содержит графический интерфейс похожий на windows стиль
как загрузить библиотеку tkinter as tk
Прокомментируй этот код очень подробно каждую строчку функцию и переменную (….пример кода…)
Теперь сделай так что бы данные в виджете "Resultat" не могли редактироваться (….пример кода…)
Правильно я понимаю - вот эта функция self.entry = tk.Text(self.root, wrap="word", width=70, height=7) передаёт своё значение в переменную entered_text (….пример кода….)

и т. д. и т.п., не забываем при запросе вставлять куски кода где надо сделать какие либо изменения или что то добавить, можно вставлять весь код при любом запросе, но у ChatGPT 3.5 есть ограничения на количество токенов (слов) запроса и после 300-400 строчек кода начинает писать «слишком long». После удачных изменений сохраняем резервную копию что бы если что откатиться на рабочую версию а то бывает ChatGPT накосячит столько что не рад будешь что связался (шутка).

Частые ошибки ChatGPT - например в имении переменной часто забывает добавить self чтобы использовать её в другой функции, gpt_model_uri_get а надо self.gpt_model_uri_get и то же самое с функциями (методами), def show_registration():, а надо def show_registration(self): что бы её вызвать через конструкцию self.show_registration.

В Visual Studio Code внизу есть окно терминала где так же выводятся коды ошибок, можно оттуда копировать и спрашивать про ошибку у ChatGPT, выделяем и через клавиши Ctrl+C копируем и потом вставляем в окно запроса ChatGPT через контекстное меню или Ctrl+V.

Для компиляции программы в готовый .exe файл используем команды в терминале.

Windows PowerShell или cmd.exe. Вставляем код программы в блокнот и сохраняем его с расширением .py например SmartiksGPT.py

cd C:\Users\HP\Desktop - команда перехода в рабочий каталог где находится файйл SmartiksGPT.py (в данном случае на рабочем столе).

pyinstaller --onefile --noconsole SmartiksGPT.py - команда компиляции в .exe файл (в данном случае одним файлом без консоли).

Готовый файл будет находиться в папке dist.

Ну вот вроде и всё.

Вот собственно код программы SmartiksGPT с комментариями :

# Импорт библиотек
import tkinter as tk
from tkinter import ttk
from tkinter import Menu
from tkinter import messagebox         # Библиотека всплывающих системных сообщений
import requests
import json
import os
from transliterate import translit
import winsound 
import re                     

# Определение класса DraggableWindow
class DraggableWindow:
    def __init__(self, root):
        # Инициализация окна
        self.root = root
        self.root.title("SmartiksGPT")                                        # Заголовок окна
        self.is_dragging = False
        initial_width = 838
        initial_height = 780
        screen_width = root.winfo_screenwidth()
        screen_height = root.winfo_screenheight()
        x = (screen_width - initial_width) // 2
        y = (screen_height - initial_height) // 2
        self.root.geometry(f"{initial_width}x{initial_height}+{x}+{y}")       # Установка размеров и позиции окна
        self.root.option_add('*BorderWidth', 3)
        self.root.option_add('*highlightThickness', 0)
        self.root.resizable(False, False)                                     # Запрет изменения размеров окна
        
        self.create_specialization_data()

        # Создание меню 
        self.root = root
        self.main_menu = tk.Menu(root)
        self.info_menu = tk.Menu(self.main_menu, tearoff=0)
        self.main_menu.add_cascade(label="Информация", menu=self.info_menu)        
        self.main_menu.add_command(label="Авторизация", command=self.show_registration)  # Добавление пункта "Регистрация"
        self.info_menu.add_command(label="Руководство", command=self.show_guide)
        self.info_menu.add_command(label="О программе", command=self.show_about)       
        self.root.config(menu=self.main_menu)
                                 
        self.gpt_model_uri = tk.StringVar(value="yandexgpt")                       # Присваиваем переменной self.gpt_model_uri строковое значение "yandexgpt", эта переменная используется в строке "modelUri": f"gpt://...логин папки.../{self.gpt_model_uri_get}
        self.gpt_model_uri_get = self.gpt_model_uri.get()                          # Присваиваем переменной self.gpt_model_uri_get значение self.gpt_model_uri (очищаем от ненужных атрибутов tk.StringVar что бы корректно работало в запросе"modelUri": f"gpt://...логин папки.../{self.gpt_model_uri_get})

        self.description_text = ""                                                 # Устанавливаем значение self.description_text пустое
        
        self.system_message = "Ты умный ассистент"
        
        self.selected_value = tk.StringVar()                                       # Переменная для хранения значения креативности
        
        self.selected_value.set("0.6")                                             # Устанавливаем значение креативности по умолчанию

        self.selected_specialization = tk.StringVar(value="Список специализаций")  # Присваиваем переменной self.selected_specialization строковое значение value="Список специализаций"

        # Добавляем строку чтобы создать атрибут selected_specialization
        self.selected_specialization = tk.StringVar(root)
        self.selected_specialization.set("Список специализаций")

        # Виджет для вывода результата
        self.result_label = tk.Text(self.root, wrap="word", width=100, height=35, padx=5, state='disabled')
        self.result_label.grid(row=0, column=0, columnspan=10, sticky="ew", pady=2)

        # Метка для ввода сообщения пользователя
        self.entry_label = tk.Label(self.root, text="Введите сообщение :")                                       # Cоздаём экземпляр класса tk.Label (просто текст) и присваивается ему наименование self.entry_label
        self.entry_label.grid(row=1, column=0, padx=5, pady=10)

        # Виджет для ввода сообщения пользователем
        self.entry = tk.Text(self.root, wrap="word", width=70, height=5, padx=2)                                 # Cоздаём экземпляр класса tk.Text (текстовый виджет) и присваивается ему наименование self.entry, wrap="word" означает  что текст будет переносится по словам  
        self.entry.grid(row=1, column=1, columnspan=5, pady=10, padx=10, sticky="ew")
        self.entry_context_menu = tk.Menu(root, tearoff=0)
        self.entry_context_menu.add_command(label="Копировать", command=self.copy_entry_text)
        self.entry_context_menu.add_command(label="Вставить", command=self.paste_entry_text)
        self.entry.bind("<Button-3>", self.show_entry_context_menu)

        # Кнопка для отправки сообщения
        self.submit_button = tk.Button(self.root, text="Отправить", command=self.on_submit)
        self.submit_button.grid(row=1, column=6, pady=5)

        # Назначение клавиш Enter и Shift-Enter для отправки сообщения
        self.entry.bind("<Return>", self.handle_enter_key)
        self.entry.bind("<Shift-Return>", self.handle_shift_enter_key)
        self.entry.focus_set()

        # Контекстное меню для результата
        self.context_menu = tk.Menu(root, tearoff=0)
        self.context_menu.add_command(label="Копировать", command=self.copy_text)
        self.result_label.bind("<Button-3>", self.show_context_menu)

        # Кнопка и виджет для специализации
        self.specialization_button = tk.Button(self.root, text="Специализация", command=self.show_specialization_popup)
        self.specialization_button.grid(row=2, column=0, pady=5, padx=15, sticky="w")
        self.specialization_widget = tk.Text(self.root, wrap="word", width=40, height=1, padx=2, state='disabled')
        self.specialization_widget.grid(row=2, column=1, pady=5, padx=0, sticky="w")

        # Установка по умолчанию текста "Ассистент" в виджет специализации
        self.specialization_widget.config(state='normal')  # Включаем режим редактирования
        self.specialization_widget.insert(tk.END, "Ассистент")
        self.specialization_widget.config(state='disabled')  # Заново отключаем режим редактирования

        # Кнопка для установки креативности
        self.creativity_button = tk.Button(self.root, text="Креативность", command=self.show_creativity_popup)
        self.creativity_button.grid(row=2, column=2, pady=5, padx=5, sticky="e")

        # Виджет для отображения числового значения креативности
        self.numbers_widget = tk.Text(self.root, wrap="word", width=3, height=1, state='disabled')
        self.numbers_widget.grid(row=2, column=3, pady=5, padx=15, sticky="w")

        # Кнопка для очистки беседы
        self.clear_button = tk.Button(self.root, text="Очистить беседу", command=self.clear_result_label)
        self.clear_button.grid(row=2, column=6, pady=5, padx=5, sticky="w")

        # Обновляем виджет с числовым значением при создании окна
        self.update_numbers_widget()

        # Словарь для хранения данных специализации
        self.specialization_data = {}

        # Виджет Выбор модели YandexGPT
        self.model_selection_frame = tk.Frame(self.root)
        self.model_selection_frame.grid(row=3, column=1, pady=10, padx=0, sticky="w")

        tk.Label(self.model_selection_frame, text="Используемая модель:", anchor="w").pack(side=tk.LEFT)
                                
        tk.Radiobutton(self.model_selection_frame, text="YandexGPT", variable=self.gpt_model_uri, value="yandexgpt", command=lambda: self.update_gpt_model_uri("yandexgpt")).pack(side=tk.LEFT)
        tk.Radiobutton(self.model_selection_frame, text="YandexGPT-lite", variable=self.gpt_model_uri, value="yandexgpt-lite", command=lambda: self.update_gpt_model_uri("yandexgpt-lite")).pack(side=tk.LEFT)

        default_folder, api_key = self.read_login_credentials('Login_SmartiksGPT.json') # Загружаем из файла Login_SmartiksGPT.json данные в переменные default_folder и api_key
        if default_folder is not None and api_key is not None:
            print("Значения из файла успешно загружены:")
            print("Default Folder:", default_folder)
            print("API Key:", api_key)
        else:
            messagebox.showwarning("Внимание", "Для работы программы необходимо авторизоваться в YandexGPT API и ввести в программу данные авторизации - идентификатор default folder и API ключ")   # Системное сообщение если нет файла с default_folder и api_key
            print("Не удалось загрузить значения из файла.")


    # Функция обновления значения переменной self.gpt_model_uri_get для использования модели yandexgpt или yandexgpt-lite
    def update_gpt_model_uri(self, value):
        self.gpt_model_uri.set(value)                              # Присваиваем переменной self.gpt_model_uri выбранное значение tk.Radiobutton
        self.gpt_model_uri_get = self.gpt_model_uri.get()          # Присваиваем переменной self.gpt_model_uri_get значение self.gpt_model_uri (очищаем от ненужных атрибутов tk.StringVar что бы корректно работало в запросе"modelUri": f"gpt://...логин папки.../{self.gpt_model_uri_get})
        
        
    # Функция окна Авторизации
    def show_registration(self):
        registration_window = tk.Toplevel(self.root)
        self.registration_window_close = registration_window  # Создаём переменную self.registration_window_close для использования в функции def register_user(self) для закрытия окна регистрации
        registration_window.title("Авторизация в YandexGPT API")

        # Добавление элементов интерфейса для регистрации
        tk.Label(registration_window, text="Введите идентификатор default folder:").grid(row=0, column=0, padx=10, pady=10)
        self.name_entry = tk.Text(registration_window,wrap="word", width=40, height=1)     
        self.name_entry.bind('<KeyRelease>', lambda event: self.validate_input(event, registration_window))
        self.name_entry.grid(row=1, column=0, padx=10, pady=0)

        tk.Label(registration_window, text="Введите API ключ:").grid(row=2, column=0, padx=10, pady=10)
        self.password_entry = tk.Text(registration_window, wrap="word", width=40, height=1)
        self.password_entry.bind('<KeyRelease>', lambda event: self.validate_input(event, registration_window))
        self.password_entry.grid(row=3, column=0, padx=10, pady=0)

        register_button = tk.Button(registration_window, text=" Войти ", command=self.register_user)
        register_button.grid(row=4, columnspan=2, padx=10, pady=15)

        # Добавление контекстного меню для self.name_entry
        name_context_menu = tk.Menu(registration_window, tearoff=0)
        name_context_menu.add_command(label="Копировать", command=lambda: self.copy_text_to_clipboard(self.name_entry))
        name_context_menu.add_command(label="Вставить", command=lambda: self.paste_text_from_clipboard(self.name_entry))
        self.name_entry.bind("<Button-3>", lambda event: name_context_menu.post(event.x_root, event.y_root))

        # Добавление контекстного меню для self.password_entry
        password_context_menu = tk.Menu(registration_window, tearoff=0)
        password_context_menu.add_command(label="Копировать", command=lambda: self.copy_text_to_clipboard(self.password_entry))
        password_context_menu.add_command(label="Вставить", command=lambda: self.paste_text_from_clipboard(self.password_entry))
        self.password_entry.bind("<Button-3>", lambda event: password_context_menu.post(event.x_root, event.y_root))

       # Установка размеров и позиции окна регистрации
        registration_window_width = 355
        registration_window_height = 194
        registration_window.resizable(False, False)  # Запрет изменения размеров окна
        screen_width = self.root.winfo_screenwidth()
        screen_height = self.root.winfo_screenheight()
        x = (screen_width - registration_window_width) // 2
        y = (screen_height - registration_window_height) // 2  
        registration_window.geometry(f"{registration_window_width}x{registration_window_height}+{x}+{y}")

        # Настройка окна регистрации как transient и открытие его в модальном режиме
        registration_window.transient(self.root)
        registration_window.wait_visibility()  # Ждем, пока окно станет видимым
        registration_window.grab_set_global()  # Глобально захватываем фокус

        # Захват фокуса и установка активности окна регистрации
        registration_window.grab_set()
        registration_window.focus_force()
        self.root.wait_window(registration_window)


    # Функция проверки символов в окне Авторизации
    def register_user(self):
       
        # Получаем значения из виджетов
        default_folder_reg = self.name_entry.get("1.0", "end-1c").strip()
        api_key_reg = self.password_entry.get("1.0", "end-1c").strip()

        # Проверка на отсутствие символов и превышение количества символов
        if not default_folder_reg.strip():
            messagebox.showwarning("Предупреждение", "Введите идентификатор default folder")
            return
        if len(default_folder_reg.strip()) > 40:
            messagebox.showwarning("Предупреждение", "Превышено количество символов идентификаторе default folder (максимум 40 символов).")
            return
    
        if not api_key_reg.strip():
            messagebox.showwarning("Предупреждение", "Введите API ключ")
            return
        if len(api_key_reg.strip()) > 40:
            messagebox.showwarning("Предупреждение", "Превышено количество символов в API ключе (максимум 40 символов)")
            return

        # Проверка, что все символы логина и пароля являются латинскими буквами или цифрами
        if not default_folder_reg.isalnum() or not default_folder_reg.isascii():
            messagebox.showwarning("Предупреждение", "Идентификатор default folder должен содержать только латинские буквы и цифры")
            return
        if not api_key_reg.isalnum() or not api_key_reg.isascii():
            messagebox.showwarning("Предупреждение", "API ключ должен содержать только латинские буквы и цифры")
            return

        self.default_folder = default_folder_reg
        self.api_key = api_key_reg

        # Создаем словарь для JSON
        data = {
            "self.default_folder": self.default_folder,
            "self.api_key": self.api_key
        }

        filename = "Login_SmartiksGPT.json"  # Создаем JSON файл
        with open(filename, "w") as file:
            json.dump(data, file, indent=4)

        print(f"JSON файл '{filename}' создан успешно.")

        self.registration_window_close.destroy()                         # Закрываем окно регистрации
   
    # Функция проверки вводимых символов (должны быть латинские или цифры)
    def validate_input(self, event, registration_window):
        key_code = event.keycode                   # Получаем код клавиши
        
        if key_code == 8 or key_code in {37, 38, 39, 40} or (event.keysym == "Shift_L" or event.keysym == "Shift_R" or event.keysym == "Alt_L" or event.keysym == "Alt_R"): # Проверяем, что это не Backspace, стрелки или Shift или Alt что бы не было ложного срабатывания messagebox
            return True

        new_text = event.widget.get("1.0", "end-1c")

        max_chars = 40                           # Устанавливаем количество символов
        if len(new_text) >= max_chars:           
            return "break"                       # Останавливаем ввод новых символов
        
        if new_text == "":                                                         # Проверяем, что поле ввода не пустое
            return True
        
        if new_text and not re.match(r'^[a-zA-Z0-9\s]*$', new_text):
            registration_window.grab_set()
            tk.messagebox.showerror("Предупреждение", "Допустимы только латинские буквы и цифры")
            return False
        

    # Функция чтения файла Логина и пароля self.default_folder и self.api_key
    def read_login_credentials(self, file_path):
        try:
            with open(file_path, 'r') as file:
                data = json.load(file)
                self.default_folder = data.get('self.default_folder')
                self.api_key = data.get('self.api_key')
                #print("Значения из файла успешно загружены:")
                #print("Default Folder:", self.default_folder)
                #print("API Key:", self.api_key)
                return self.default_folder, self.api_key
        except FileNotFoundError:
            print(f"Файл {file_path} не найден.")
            return None, None
        except json.JSONDecodeError:
            print(f"Ошибка при декодировании файла {file_path}.")
            return None, None

    # Обработчик события для клавиши Enter
    def handle_enter_key(self, event):
        
        if event.state & 0x1:  # Проверка, что нажата клавиша Shift (bitwise AND с 0x1)
            self.entry.insert(tk.INSERT, '\n')  # Вставляем символ новой строки
        else:
            self.on_submit()

    def handle_shift_enter_key(self, event):       
        
        self.entry.insert(tk.INSERT, '\n')

    # Функция всплывающего окна для установки значения креативности в главном окне
    def show_creativity_popup(self):

        popup = tk.Toplevel(self.root)
        popup.title("Выберите значение")
        values = ["0.0", "0.1", "0.2", "0.3", "0.4", "0.5", "0.6", "0.7", "0.8", "0.9", "1.0"]
        dropdown = tk.OptionMenu(popup, self.selected_value, *values)
        dropdown.pack(pady=10)
        apply_button = tk.Button(popup, text="Применить", command=lambda: self.update_temperature_and_close(popup))
        apply_button.pack(pady=10)
        # Установка размеров и позиции всплывающего окна
        popup_width = 170
        popup_height = 100
        screen_width = self.root.winfo_screenwidth()
        screen_height = self.root.winfo_screenheight()
        x = (screen_width - popup_width) // 2
        y = (screen_height - popup_height) // 2
        popup.geometry(f"{popup_width}x{popup_height}+{x}+{y}")
        popup.transient(self.root)
        popup.grab_set()
        popup.resizable(width=False, height=False) # Блокировка изменения размеров окна
        popup.focus_force()  # Установка фокуса (всплывающее окно становиться активным)
        self.root.wait_window(popup)

    # Функция для обновления виджета с числовым значением
    def update_numbers_widget(self):
        
        self.numbers_widget.config(state='normal')
        self.numbers_widget.delete("1.0", tk.END)
        self.numbers_widget.insert(tk.END, self.selected_value.get())
        self.numbers_widget.config(state='disabled')


    # Функция для обновления температуры и закрытия всплывающего окна
    def update_temperature_and_close(self, popup):
        
        self.update_numbers_widget()
        popup.destroy()


    # Функция при нажатии кнопки "Отправить"
    def on_submit(self):
        entered_text = self.entry.get("1.0", "end-1c").strip()               # Получение текста из виджета self.entry

         # Если entered_text пусто, показываем всплывающее сообщение "Введите описание специализации"
        if not entered_text:
            messagebox.showwarning("Предупреждение", "Введите сообщение")
            return
        
        # Проверка количества символов в сообщении
        entered_text_previshenie = len(entered_text) - 19000        # Вычисление количества превысивших символов
        if len(entered_text) > 19000: 
            messagebox.showwarning("Предупреждение", f"Количество символов в сообщении превысило лимит на {entered_text_previshenie} шт.")
            return
        
        if not entered_text:  # Проверка, что введенный текст не пустой
            return
        user_message = f" Пользователь: \n{entered_text}\n"                   # Вставка в переменную user_message выражения Пользователь: \n{entered_text}\n в котором находится значение переменной entered_text и всё это обрамляется {} т.к. стоит f
        self.insert_to_result_label(user_message)
        self.entry.delete("1.0", tk.END)

        # Устанавливается значение переменной system_message в зависимости от наличия текста в переменной self.description_text (описание промпта при выборе из списка специализаций)
        if self.description_text:                                            # Если self.description_text истинно (там есть какоке то значение)
            system_message = self.description_text                           # то system_message примет значение self.system_message = "Ты умный ассистент"
        else:                                                                # Иначе (self.description_text пусто (ложно)
            system_message = self.system_message                             # system_message примет значение self.system_message

        # Обновляем значение параметра temperature в методе answer_from_yandex_gpt
        user_temperature_str = self.selected_value.get()
        if not user_temperature_str:
            return
        user_temperature = float(user_temperature_str)                              # Преобразование строки значения температуры в число с плавающей запятой и присваивание значения user_temperature
        self.user_temperature = user_temperature                                    # Присваивание значения user_temperature в self.user_temperature
        self.answer_from_yandex_gpt(entered_text, system_message, user_temperature, self.default_folder, self.api_key) # Вызов метода answer_from_yandex_gpt с передачей в него введенного текста и температуры (entered_text, system_message, user_temperature)
    
    # Функция очистки беседы при нажатии кнопки "Очистить"
    def clear_result_label(self):
        self.result_label.config(state='normal')
        self.result_label.delete('1.0', tk.END)
        self.result_label.config(state='disabled')

    # Функция для вставки сообщение окна беседы с YandexGPT result_label
    def insert_to_result_label(self, message):
        self.result_label.config(state='normal')
        self.result_label.insert(tk.END, message)
        self.result_label.see(tk.END)
        self.result_label.config(state='disabled')

    # Функция формирование запроса к Yandex GPT
    def answer_from_yandex_gpt(self, user_input, system_message, user_temperature, default_folder, api_key):
        
        prompt = {
            "modelUri": f"gpt://{default_folder}/{self.gpt_model_uri_get}",
            "completionOptions": {
                "stream": False,
                "temperature": user_temperature,
                "maxTokens": "2000"
            },
            "messages": [
                {"role": "system", "text": system_message},
                {"role": "user", "text": user_input}
            ]
        }

        #print("Prompt temperature:", prompt["completionOptions"]["temperature"])

        # Отправка запроса к Yandex GPT
        url = "https://llm.api.cloud.yandex.net/foundationModels/v1/completion"
        headers = {
            "Content-Type": "application/json",
            "Authorization": f"Api-Key {api_key}"
        }

        response = requests.post(url, headers=headers, json=prompt)
        result = response.text

        result_json = json.loads(result)
        assistant_text = result_json['result']['alternatives'][0]['message']['text']
        response_temperature = result_json['result']['alternatives'][0]['message'].get('temperature')
        if response_temperature is not None:
            print("Response temperature:", response_temperature)

         # Выводим значение system_message в консоль
        print("Температура запроса:", prompt["completionOptions"]["temperature"])    
        print("Системное сообщение:", system_message)       
        print("Используемая модель:", self.gpt_model_uri_get)


        # Вывод данных специализации в консоль
        #self.print_specialization_data()
        

        # Отображение ответа от YandexGPT в программе
        self.insert_to_result_label(f" YandexGPT: \n{assistant_text}\n\n")

        # Вывод ответа от YandexGPT в консоль
        print(result)

    # Создание нового всплывающего окна (Toplevel) "Специализация" и установка его заголовка
    def show_specialization_popup(self):
        
        popup = tk.Toplevel(self.root)
        popup.title("Специализация")
        
        # Устанавливает значение креативности по умолчанию
        self.selected_value.set("0.0")
        
        # Установка "Список специализаций" по умолчанию при каждом запуске
        self.selected_specialization.set("Список специализаций")

        # Загрузка данных из файла specialization_data.pkl
        try:
            with open("specialization_data.json", "rb") as file:
                self.specialization_data = json.load(file)
        except FileNotFoundError:
            print("Файл specialization_data.json не найден.")
            # Если файл отсутствует, устанавливаем пустой словарь
            self.specialization_data = {}
            # Присваиваем "Список специализаций" при отсутствии файла
            self.selected_specialization.set("Список специализаций")

        # Получение списка name из словаря self.specialization_data 
        specialization_keys = [spec['name'] for spec in self.specialization_data.values()]

        tk.Label(popup, text="Специализация").grid(row=0, column=0, pady=10)

        # Ограничение длины ключей до символов
        max_key_length = 40
        filtered_specialization_keys = [key[:max_key_length] for key in specialization_keys]

        # Создание виджета OptionMenu и передача списка ключей
        if filtered_specialization_keys:                                                                                   # Проверяет, есть ли какие-либо значения в переменной filtered_specialization_keys
            specialization_dropdown = tk.OptionMenu(popup, self.selected_specialization, *filtered_specialization_keys, command=self.on_specialization_select)    # Если условие из предыдущей строчки истинно, то создается выпадающий список (OptionMenu). self.selected_specialization это переменная которая будет использоваться для отслеживания выбранного значения
        else:                                                                                                              # Если в выпадающем списке (переменная filtered_specialization_keys) нет значений
            specialization_dropdown = tk.OptionMenu(popup, self.selected_specialization, "Нет данных")                     # будет только один пункт с текстом "Нет данных"
        specialization_dropdown.grid(row=0, column=1, columnspan=2, padx=25, pady=10, sticky="ew")                         # Размещение выпадающего списка на сетке окна
        specialization_dropdown.config(height=1, anchor="n", width=40)                                                     # anchor="n" выравнивает текст по высоте внутри виджета и смещает его сверху в центр

        delete_button = tk.Button(popup, text=" Удалить ", command=lambda: self.delete_selected_specialization(popup), fg="red", activeforeground="red")
        delete_button.grid(row=0, column=3, padx=14, pady=10, sticky="e")

        # Создание виджета для ввода параметров специализации
        tk.Label(popup, text="Создание и редактирование  специализации:").grid(row=1, column=0, columnspan=7, pady=10)

        # Создание метки и виджета для ввода названия специализации
        tk.Label(popup, text="Название:").grid(row=2, column=0, padx=5, pady=10)
        self.specialization_entry = tk.Text(popup,wrap="word", width=40, height=1, padx=2)
        self.specialization_entry.bind("<Key>", self.enforce_maxlength)                # Привязываем метод ограничения символов (elf.enforce_maxlength) к событию Key
        self.specialization_entry.grid(row=2, column=1, padx=5, pady=10)
        self.specialization_entry.bind("<KeyPress-Return>", lambda e: "break")        # Отключаем клавишу Enter в виджете что бы корректно сохранялось название Специализации
        

        # Добавление контекстного меню для виджета specialization_entry
        entry_context_menu = Menu(popup, tearoff=0)
        entry_context_menu.add_command(label="Копировать", command=lambda: self.copy_text_to_clipboard(self.specialization_entry))
        entry_context_menu.add_command(label="Вставить", command=lambda: self.paste_text_from_clipboard(self.specialization_entry))
        self.specialization_entry.bind("<Button-3>", lambda event: entry_context_menu.post(event.x_root, event.y_root))

        # Создание метки и виджета для выбора параметра креативности
        tk.Label(popup, text="Креативность:").grid(row=3, column=0, padx=5, pady=10)
        creativity_values = ["0.0", "0.1", "0.2", "0.3", "0.4", "0.5", "0.6", "0.7", "0.8", "0.9", "1.0"]
        self.creativity_dropdown = tk.OptionMenu(popup, self.selected_value, *creativity_values)
        self.creativity_dropdown.grid(row=3, column=1, padx=5, pady=10)

        # Создание метки и виджета для ввода описания специализации
        tk.Label(popup, text="Описание:").grid(row=4, column=0, padx=5, pady=10)
        self.description_text_spec = tk.Text(popup, wrap="word", width=40, height=5, padx=2)
        self.description_text_spec.grid(row=4, column=1, padx=5, pady=10)

        # Добавление контекстного меню для виджета self.description_text_spec
        description_context_menu = tk.Menu(popup, tearoff=0)
        description_context_menu.add_command(label="Копировать", command=lambda: self.copy_text_to_clipboard(self.description_text_spec))
        description_context_menu.add_command(label="Вставить", command=lambda: self.paste_text_from_clipboard(self.description_text_spec))
        self.description_text_spec.bind("<Button-3>", lambda event: description_context_menu.post(event.x_root, event.y_root))

        # Создание кнопки для применения и привязка к ней метода apply_specialization с передачей параметров
        self.apply_button = tk.Button(popup, text="Применить", command=lambda: self.apply_specialization(popup, self.specialization_entry.get("1.0", tk.END), self.description_text_spec))
        self.apply_button.grid(row=4, column=3, padx=5, pady=10)

        # Установка размеров и позиции всплывающего окна
        popup_width = 530
        popup_height = 307
        popup.resizable(False, False)                        # Запрет изменения размеров окна
        screen_width = self.root.winfo_screenwidth()
        screen_height = self.root.winfo_screenheight()
        x = (screen_width - popup_width) // 2
        y = (screen_height - popup_height) // 2
        popup.geometry(f"{popup_width}x{popup_height}+{x}+{y}")

        # Настройка всплывающего окна как transient и открытие его в модальном режиме
        popup.transient(self.root)
        popup.wait_visibility()                                                            # Ждем, пока окно станет видимым
        popup.grab_set_global()                                                            # Глобально захватываем фокус

        # Захват фокуса и установка активности всплывающего окна
        popup.grab_set()
        popup.focus_force()
        self.root.wait_window(popup.winfo_toplevel())

    # Функция ограничения количества символов вводимых в название специализации
    def enforce_maxlength(self, event):
        max_chars = 40
        if len(self.specialization_entry.get("1.0", "end-1c")) >= max_chars:
            if event.keysym not in ["BackSpace", "Delete"]:                                 # Разрешаем удаление символов
                return "break"


    # Получение данных о выбранной специализации из self.specialization_data
    def on_specialization_select(self, specialization):
        
        specialization_data = self.specialization_data.get(specialization, {})

        self.key = specialization_data.get('key', '')
    
        # Обновление виджетов в соответствии с данными о специализации
        self.specialization_entry.delete('1.0', tk.END)  # Очистка текстового поля
        self.specialization_entry.insert('1.0', specialization_data.get('name', ''))  # Вставка названия специализации
    
        selected_creativity = specialization_data.get('creativity', '')  # Получение креативности специализации
        self.selected_value.set(selected_creativity)  # Установка выбранной креативности в выпадающем списке
    
        self.description_text_spec.delete('1.0', tk.END)  # Очистка текстового поля
        self.description_text_spec.insert('1.0', specialization_data.get('description', ''))  # Вставка описания специализации    

    # Функция Копировать  для окна "Специализация"
    def copy_text_to_clipboard(self, widget):
        selected_text = widget.get("sel.first", "sel.last")
        self.root.clipboard_clear()
        self.root.clipboard_append(selected_text)
        self.root.update()


    def paste_text_from_clipboard(self, widget):
        try:
            # Получение выделенного текста в виджете
            selected_text = widget.get(tk.SEL_FIRST, tk.SEL_LAST)
        
            # Если есть выделенный текст, удаляем его
            if selected_text:
                widget.delete(tk.SEL_FIRST, tk.SEL_LAST)
        except tk.TclError:
            # Обработка ошибки, если выделенного текста нет
            pass

        # Вставка текста из буфера обмена в виджет
        text_to_paste = self.root.clipboard_get()
        widget.insert(tk.INSERT, text_to_paste)   


    # Функция кнопки "Применить" в окне "Специализация"
    def apply_specialization(self, popup, specialization_name, description_text_spec):
        if isinstance(description_text_spec, tk.Text):                 # Проверка, является ли description_text_spec объектом класса tk.Text. Если это так, то извлекается текст из виджета tk.Text и сохраняется в переменной system_message
            system_message = description_text_spec.get("1.0", tk.END).strip()
        else:                                                     # Если нет, то используется строковое представление description_text_spec
            system_message = str(description_text_spec).strip()  

        variable_name = specialization_name[:40]                  # Создание переменной variable_name, которая содержит первые 40 символов из строки specialization_name. Это используется в качестве уникального идентификатора для данных о специализации.
        
        formatted_text = specialization_name                      # Создание переменной formatted_text, которая получает значение specialization_name

        # Если specialization_name пусто, показываем всплывающее сообщение "Введите название специализации"
        if not specialization_name.strip():                                                # strip() очищает specialization_name от символов пробела и перевода строки для корректной работы условия
            messagebox.showwarning("Предупреждение", "Введите название специализации")
            return

        # Если system_message пусто, показываем всплывающее сообщение "Введите описание специализации"
        if not system_message:
            messagebox.showwarning("Предупреждение", "Введите описание специализации")
            return
        
        # Проверка количества символов в названии специализации
        if len(specialization_name.strip()) > 40: 
            messagebox.showwarning("Предупреждение", "Количество символов в названии специализации превысело 40 символов")
            return
        
        # Проверка количества символов в описании специализации
        system_message_previshenie = len(system_message) - 3800        # Вычисление количества превысевших символов
        if len(system_message) > 3800: 
            messagebox.showwarning("Предупреждение", f"Количество символов в описании специализации превысило лимит на {system_message_previshenie} шт.")
            return

        self.specialization_widget.config(state='normal')         # Установка состояния виджета self.specialization_widget в 'normal' (возможность редактирования)
        self.specialization_widget.delete("1.0", tk.END)          # Очистка содержимого виджета self.specialization_widget с начала (строка "1.0") до конца (tk.END)
        self.specialization_widget.insert(tk.END, formatted_text) # Вставка  текста из formatted_text в виджет self.specialization_widget в конец (tk.END)
        self.specialization_widget.config(state='disabled')       # Установка состояния виджета self.specialization_widget в 'disabled' (невозможность редактирования)

        # Обновляем user_temperature из выбранного значения креативности
        user_temperature_str = self.selected_value.get()          # Получение значения из переменной self.selected_value и сохранение его в user_temperature_str
        if user_temperature_str:                                  # Проверка, что user_temperature_str не является пустой строкой
            self.user_temperature = float(user_temperature_str)   # Преобразование строки user_temperature_str в число с плавающей запятой и сохранение результата в self.user_temperature

        self.update_numbers_widget()                              # Вызов метода update_numbers_widget для обновления числового виджета
        #user_input = "Привет"                                     # Присвоение переменной user_input значения "Привет" что бы при создании специализации (промпта) к YandexGPT отправлялся запрос от пользователя и приходил ответ от YandexGPT, если не будет ответа будет ошибка с отсутствием ответа (result)

       
        # Переназначение значения переменной из виджета Описание для того что бы промпт (system_message) не сбрасывался на значение по умолчанию или не оставался отпредыдущего значения после выбора из Списка специализаций
        self.description_text_value = description_text_spec.get("1.0", tk.END).strip() # Преобразуем содержимое из виджета Описание в текст  
        self.system_message = self.description_text_value                         # Присвоение self.description_text_value значению по умолчанию self.system_message (по умолчанию "Отвечай как ассистент")
        self.description_text = self.system_message                               # Присвоение полученное self.system_message переменной self.description_text (значение которого остаётся после выбора из списка специализаций)


        # Отправление запроса к yandex_gpt при нажатии кнопки "Применить"
        #self.answer_from_yandex_gpt(user_input, self.description_text_value, self.user_temperature) # Вызов метода answer_from_yandex_gpt с передачей параметров user_input, system_message и self.user_temperature
        
        # Убирает \n (перевод строки) из key  name (откуда они там берутся не выяснил)
        variable_name = variable_name.strip()
        specialization_name = specialization_name.strip()

        # Проверяем, совпадает ли выбранная специализация с каким-либо ключом в словаре
        if self.selected_specialization.get() in self.specialization_data.keys():
            del self.specialization_data[self.selected_specialization.get()]  # Если да, удаляем этот ключ и его значение из словаря

        # Добавление данных о специализации в словарь self.specialization_data с использованием variable_name в качестве ключа
        self.specialization_data[variable_name] = {
            "name": specialization_name,
            "description": system_message,
            "creativity": self.user_temperature
        }

        self.save_specialization_data()                    # Сохранение данных о специализации в файл на локальном жёстком диске

        popup.destroy()                                    # Закрываем всплывающее окно


    # Функция удаления выбранно специализации
    def delete_selected_specialization(self, popup):
        if self.selected_specialization.get() in self.specialization_data.keys():
            del self.specialization_data[self.selected_specialization.get()] 
        else:
            print("Выбранной специализации нет в данных")
        
        self.save_specialization_data()

        popup.destroy()
        

    # Функция отображение контекстного меню для результата
    def show_context_menu(self, event):
        
        self.context_menu.post(event.x_root, event.y_root)
        

    # Копирование выделенного текста результата
    def copy_text(self):
        
        selected_text = self.result_label.get("sel.first", "sel.last")
        self.root.clipboard_clear()
        self.root.clipboard_append(selected_text)
        self.root.update()
        

    # Отображение контекстного меню для ввода сообщения
    def show_entry_context_menu(self, event):
        
        self.entry_context_menu.post(event.x_root, event.y_root)


    # Копирование выделенного текста ввода сообщения
    def copy_entry_text(self):
   
        selected_text = self.entry.get("sel.first", "sel.last")
        self.root.clipboard_clear()
        self.root.clipboard_append(selected_text)
        self.root.update()


    def paste_entry_text(self):
        try:
            # Получение выделенного текста в виджете
            selected_text = self.entry.get(tk.SEL_FIRST, tk.SEL_LAST)
            # Если есть выделенный текст, удаляем его
            if selected_text:
                self.entry.delete(tk.SEL_FIRST, tk.SEL_LAST)
        except tk.TclError:
            # Обработка ошибки, если выделенного текста нет
            pass
            # Вставка текста из буфера обмена в текущую позицию курсора в виджет ввода сообщения
        text_to_paste = self.root.clipboard_get()
        self.entry.insert(tk.INSERT, text_to_paste)


    # Функция для транслитерации текста в латиницу
    def transliterate_to_latin(self, text):
      
        return translit(text, 'ru', reversed=True)


    # Функция для сохранения специализаций в файл JSON на компьютер
    def save_specialization_data(self, filename="specialization_data.json"):
        try:
            with open(filename, "w") as file:
                json.dump(self.specialization_data, file)
            print(f"Специализация успешно сохранена в файле: {filename}")
        except Exception as e:
            print(f"Ошибка при сохранении специализации: {e}")


    # Функция загрузки данных о специализациях из файла JSON
    def load_specialization_data(self, filename="specialization_data.json"):
        try:
            with open(filename, "r") as file:
                self.specialization_data = json.load(file)
            print(f"Специализация успешно загружена из файла: {filename}")
        except FileNotFoundError:
            print("Файл specialization_data.json не найден.")
            self.specialization_data = {}
        except Exception as e:
                print(f"Ошибка при загрузке специализации из файла: {e}")


    # Функция для создания JSON файла с данными специализации при первом запуске
    def create_specialization_data(self):
        filename = "specialization_data.json"
        if os.path.exists(filename):                                           # Проверяем наличие файла
            print("Файл уже существует. Пропускаем создание нового файла.")
            return
        # Данные для записи в JSON файл Специализации
        specialization_data_new = {
            "Переводчик с английского на русский язык": {
                "name": "Переводчик с английского на русский язык",
            "description": "Переводи на русский язык полученные сообщения",
                "creativity": 0.6
            },
            "Исправление грамматических ошибок": {
                "name": "Исправление грамматических ошибок",
                "description": "Исправь грамматические, орфографические и пунктуационные ошибки в тексте. Сохраняй исходный порядок слов.",
                "creativity": 0.0
            },
            "Генерация описания товара": {
                "name": "Генерация описания товара",
                "description": "Ты — маркетолог. Напиши описание товара для маркетплейса. Используй заданные название товара, категорию и ключевые слова.",
                "creativity": 0.0
            },
            "Генерация рекламного объявления": {
                "name": "Генерация рекламного объявления",
                "description": "Ты — профессиональный маркетолог с опытом написания высококонверсионной рекламы. Для генерации рекламного текста ты изучаешь потенциальную целевую аудиторию и оптимизируешь рекламный текст так, чтобы он обращался именно к этой целевой аудитории. Напиши рекламный текст для следующих продуктов/услуг. Создай текст объявления с привлекающим внимание заголовком и убедительным призывом к действию, который побуждает пользователей к целевому действию.",
                "creativity": 0.0
            },
            "Генерация ответа на отзыв клиента": {
                "name": "Генерация ответа на отзыв клиента",
                "description": "Ты — коммьюнити-менеджер и работаешь с обратной связью клиентов на продукты и сервисы компании. Напиши вежливый ответ на отзыв покупателя в Интернете.",
                "creativity": 0.0
            },
            "Переписывание шаблонного ответа": {
                "name": "Переписывание шаблонного ответа",
                "description": "Ты — оператор клиентской поддержки. Переформулируй ответ так, будто он составлен оператором поддержки.",
                "creativity": 0.0
            },
            "Классификация обращений": {
                "name": "Классификация обращений",
                "description": "Классифицируй обращения клиента в подходящую категорию. Категории: Статус заказа, Возврат и обмен товаров, Характеристики продукта, Технические проблемы, Другое. В ответе укажи только категорию.",
                "creativity": 0.0
            },
            "Распознавание именованных сущностей": {
                "name": "Распознавание именованных сущностей",
                "description": "Найди все упомянутые даты и время в тексте. Выведи их, каждый с новой строки. Пример результата: 22-01-2019 17:00 Завтра 18:15 Вчера Если в тексте нет дат, верни 0.",
                "creativity": 0.0
            },
            "Нормализация чисел и дат": {
                "name": "Нормализация чисел и дат",
                "description": "Перепиши текст, заменяя все числа цифрами.",
                "creativity": 0.0
            },
            "Краткий пересказ статьи": {
                "name": "Краткий пересказ статьи",
                "description": "Выдели основные мысли из статьи.",
                "creativity": 0.0
            },
            "Ассистент": {
                "name": "Ассистент",
                "description": "Ты умный ассистент",
                "creativity": 0.6
            },
            "Маркетинговый текст": {
                "name": "Маркетинговый текст",
                "description": "Ты — опытный копирайтер. Напиши маркетинговый текст с учётом вида текста и заданной темы.",
                "creativity": 0.0
            },
            "Шеф-повар": {
                "name": "Шеф-повар",
                "description": "Я хочу, чтобы ты был моим личным шеф-поваром. Я расскажу тебе о своих диетических предпочтениях и аллергиях, а ты предложишь мне попробовать рецепты. В ответе ты должен указать только те рецепты, которые ты порекомендуешь, и ничего больше. Не пиши объяснений.",
                "creativity": 0.5
            },
            "Толкователь снов": {
                "name": "Толкователь снов",
                "description": "Я хочу, чтобы ты выступил в роли толкователя снов. Я дам тебе описания моих снов, а ты предоставишь толкования, основанные на символах и темах, присутствующих во сне. Не содержат личных мнений или предположений о сновидце. Предоставляют только фактические интерпретации, основанные на предоставленной информации.",
                "creativity": 0.8
            },
            "Генератор идей для стартапа": {
                "name": "Генератор идей для стартапа",
                "description": "Генерируйте идеи для стартапов, основываясь на пожеланиях людей. Например, когда я говорю: \"Я бы хотел, чтобы в моём маленьком городке был большой торговый центр\", вы создаёте бизнес-план для стартапа, включающий название идеи, краткую характеристику целевого пользователя, ключевые точки пользователя, основные ценностные предложения, каналы продаж и маркетинга, источники доходов, структуру затрат, ключевых партнёров, этапы проверки идеи, предполагаемую стоимость работы в течение 1 года и потенциальные бизнес-задачи, на которые следует обратить внимание.",
                "creativity": 0.9
            }
        }

        with open(filename, "w", encoding="utf-8") as file:                         # Записываем данные в JSON файл
            json.dump(specialization_data_new, file, ensure_ascii=False, indent=4)  # ensure_ascii=False указывает, что необходимо сохранять не-ASCII, indent=4 задает отступ в 4 пробела для форматирования записываемых данных для лучшей читаемости
        print(f"JSON файл '{filename}' успешно создан.")      

    
    def show_guide(self):
        guide_window = tk.Toplevel(self.root)
        guide_window.title("Руководство")

        # Создаем виджет tk.Text
        self.guide_text = tk.Text(guide_window, wrap="word", padx=7)
        self.guide_text.insert("1.0", """  SmartiksGPT это программа для доступа к модели ИИ (Искусственного Интеллекта)  YandexGPT с возможностью формирования системных сообщений (system massage, в программе называется «Описание специализации») и изменения temperature (в программе называется «Креативность»). Изменяя «Описание специализации» и «Креативность», вы в широких пределах можете изменять и регулировать поведение модели YandexGPT.
  SmartiksGPT предназначена для творчества и для работы в ней можно получить ответы на вопросы, написать творческое произведение, написать стих, автоматизировать рутинные информационные процессы и многое другое что вы сможете придумать или уже придумали другие. Пробуйте, получайте опыт взаимодействия с новейшей информационной системой ИИ YandexGPT.
  Сообщение к модели (YandexGPT) состоит из system massage (в программе это описание специализации) + текст вашего сообщения которое вы вводите в главном окне программы и temperature (в программе это называется креативность).
В system massage (описание специализации) вы можете поместить:
•Краткое описание модели (например: ты менеджер по продажам, ты бывалый моряк, ты детский сказочник и т. д. и т.п.)
•Личные качества модели (например: ты умный, ты гений, ты смелый ты гордый и т. д.)
•Инструкции или правила, которым вы хотели бы, чтобы следовала модель (например отвечай кратко, отвечай очень подробно, не употребляй слова в превосходной степени и т. д.)
•Данные или информация, необходимые для модели, например какие либо примеры (например: Все даты и фамилии из статьи собери в одно место например:
Даты: 
Фамилии: 
  
  Описание специализации предназначено для автоматизации процесса общения то есть если вы хотите что бы модель отвечала вам определённым образом и каждый раз не вводить свои пожелания и инструкции вы их помещаете в описание и они каждый раз при вашем запросе добавляются перед вашим запросом. Например описание специализации: «Переводи на русский язык полученные сообщения»,  ваш текст : I'm sitting at my computer для модели будут выглядить так : «Переводи на русский язык полученные сообщения I'm sitting at my computer» и вы получите ожидаемый ответ : «Я сижу за своим компьютером». По сути "Описание специализации" (system massage) это программа для GPT модели т.е. инструкции которая она должна выполнить.
   Для первоначальных экспериментов для подбора описания специализации используйте специализацию «Ассистент» которая установлена по умолчанию при запуске программы там в качестве system massage используется «Ты умный ассистент», так же «Ассистент» можно использовать просто для общения с YandexGPT.
  В программе есть встроенные специализации которые можно найти нажав кнопку «Специализация» и выбрав в виджете с названием «Список специализаций». Так же в этом окне вы можете создавать свои варианты внеся своё название и описание в нужные поля так же можно выбрать уровень креативности (по умолчанию 0.0) после нажатия кнопки «Применить» вы можете её использовать при дальнейшем общении с моделью и эта специализация сохранится в файле. Так же можно редактировать сохранённые Специализации.
  Если вы задаёте вопрос модели (YandexGPT)  и  получаете ответ на него то это не значит что она даёт вам ответ,  модель просто генерирует дальнейшую последовательность слов (токенов) которые заложены в её модели используя текст  для старта который вы ей прислали, который соответственно состоит из system massage (описание специализации) и вашего текста введённого  в окно для отправки сообщения, модель не работает по принципу вопрос-ответ она работает по принципу генерации текста после сообщения полученного от вас, но так как после вопросов  часто идут ответы (в текстах на которых она училась) вы получаете ответ на ваш вопрос, эту фундаментальную особенность технологии GPT важно понимать что бы в итоге получить ожидаемое для вас поведение модели. 
   Вариативность (изменчивость) ответа зависит от параметра креативности (от 0 до 1.0) т.е. при креативности = 0 на один и то же сообщение вы получите абсолютно одинаковый ответ, а при креативности 1.0 вы получите всегда разные ответы может быть одинаковые по смыслу но разные по словесному выражению. Так же чем выше креативность тем выше риск в качестве ответа получить галлюцинацию это когда текст не имеет смысла или не соответствует  фактам.  Вариативность подбирается опытным путём и исходя из желаемого поведения модели, например для ответов по вопросам о математике лучше поставить 0, а при составлении  текста на творческую тему 0.8 – 1.0, в качестве отправной точки пробуйте 0,6 дальше экспериментируйте. 
    При работе вы можете в качестве эксперимента изменять креативность в главном окне но после закрытия программы эта креативность в файле описания специализации не сохранится, что бы её сохранить вызовите окно «Специализация» - в списке специализаций выберите нужное название и установите нужное значение потом  нажмите кнопку «Применить» так же там можете менять описание (system massage) и название и после нажатия кнопки «Применить» будут использоваться новые данные при дальнейшей работе, и они сохранятся в файле специализаций, т.е. при работе вы можете оперативно менять параметры работы с моделью и после нажатия кнопки «Применить» данные сохраняются в файл и дальнейшее общение уже идёт с обновлёнными данными.
    На данном этапе развития модель YandexGPT не помнит контекст разговора, то есть о чём вы говорили в предыдущих сообщениях,  это надо учитывать при формировании ваших запросов и описании специализации (system massage) и это не особенность или слабость YandexGPT это генеративная сущность любой GPT модели, для того что бы модель начала помнить контекст разговора ей надо программными методами каждый раз при новом запросе упаковывать предыдущие сообщения и отправлять при каждом новом запросе, но это работа программной обвязки модели и применяются в готовых программных продуктах для конечного пользователя.

Внизу окна программы можно выбрать испльзуемую модель YandexGPT или YandexGPT-lite. YandexGPT более мощная, но она тарифицируется в четыре раза дороже.
                               
  При составлении запросов и описаний специализации (system massage) учитывайте данные рекомендации:
•Отделяйте текст от задания например: 
Хуже - Резюмируйте приведенный ниже текст в виде сводного списка наиболее важных моментов (далее ваш текст). 
Лучше - Резюмируйте приведенный ниже текст в виде сводного списка наиболее важных моментов.

Текст: 
(здесь ваш текст)

•Будьте конкретны, описательны и как можно более подробны в отношении желаемого контекста, результата, продолжительности, формата, стиля и т. Д
Хуже - Напишите стихотворение о природе.
Лучше - Напишите короткое вдохновляющее стихотворение о природе, посвященное тайге и великим рекам России в стиле А. С. Пушкина
•Сформулируйте желаемый формат вывода с помощью примеров
Хуже - Извлеките сущности, упомянутые в тексте ниже. Извлеките следующие 4 типа сущностей: названия компаний, имена людей, конкретные разделы и тематики.Текст: { ваш текст}
Лучше - Извлеките важные объекты, упомянутые в тексте ниже. Сначала извлеките названия всех компаний, затем извлеките имена всех сотрудников, затем извлеките конкретные темы, соответствующие содержанию, и, наконец, извлеките общие, всеобъемлющие темы

Желаемый формат
Названия компаний: -||-
Имена сотрудников: -||-
Конкретные темы: -||-
Общие темы: -||-

Текст: {ваш текст}

•Сократите количество размытых и неточных описаний.
Хуже - Описание этого продукта должно быть довольно коротким, всего в нескольких предложениях, и не более того.
Лучше - Описание этого продукта должно состоять из 3-5 предложений.

    Составление запросов (промптов) это тонкий процесс и это можно назвать творчеством, небольшое изменение описания специализации и креативности может сильно повлиять на результат.
                               
                        Справочная информация:

	Допустимое количество символов в сообщении вместе с пробелами и переносом строки – 19000 символов ≈3000 слов ≈ 4-6 листа машинописного текста А4 ≈ 4000 токенов (1 слово ≈ 1,5 токена)
	Допустимое количество символов в описании специализации вместе с пробелами и переносом строки   – 3800 символов ≈ 500 слов ≈ 1 лист машинописного текста А4 ≈ 800 токенов.
	Максимальное количество токенов в ответе YandexGPT – 2000 токенов ≈ 1300 слов.
  Для перехода на новую строку в окошке сообщения нажмите «Shift» и не отпуская её клавишу «Ввод» («Enter»).
  Для прокрутки текста в окне наведите мышку на окошко и колёсиком прокручивайте текст.   
  specialization_data.json  -  Это файл где хранятся данные специализаций программы.
  Login_SmartiksGPT.json - это файл где хранятся идентификатор default folder и API ключ
                               
    Инстукция по получению идентификатора default folder и ключа API
Зарегестрироваться в Яндексе → зайти по адресу https://cloud.yandex.ru/ru/services/yandexgpt → 
Нажать кнопку "Открыть сервис" (откроется консоль по адресу https://console.cloud.yandex.ru/folders/) → 
вверху будет название папки (пример - b1gzvco24o5932ufhx5o) это будет идентификатор default folder → 
вверху справа нажать кнопку "Создать сервисный аккаунт" → создать сервисный аккаунт и получить ключ API (пример - AQCN9cmr7nfdO6RqB4jv1u43lR1q2av4pyQCwZrL).

                        Полезные ссылки
Документация по YandexGPT API - https://cloud.yandex.ru/ru/docs/yandexgpt/
Статья про Yandex Cloud - https://habr.com/ru/companies/yandex_cloud_and_infra/articles/760252/       
""")
        # Создание контекстного меню "Копировать" для Руководства 
        self.context_menu_guide = Menu(self.guide_text, tearoff=0)
        self.context_menu_guide.add_command(label="Копировать", command=self.copy_text_show_guide)
        self.guide_text.bind("<Button-3>", self.context_menu_guide_vizov)   # Привязка контекстного меню к виджету Text

        self.guide_text.pack(expand=True, fill="both", padx=0, pady=0)      # Установка ширины окантовки окна
        self.guide_text.config(state="disabled")                            # Установка запрета редактирования текста
        
        # Установка размеров и позиции всплывающего окна
        popup_width = 600
        popup_height = 600
        guide_window.resizable(False, False)  # Запрет изменения размеров окна
        screen_width = self.root.winfo_screenwidth()
        screen_height = self.root.winfo_screenheight()
        x = (screen_width - popup_width) // 2
        y = (screen_height - popup_height) // 2
        guide_window.geometry(f"{popup_width}x{popup_height}+{x}+{y}")

        # Настройка всплывающего окна как transient и открытие его в модальном режиме
        guide_window.transient(self.root)
        guide_window.wait_visibility()  # Ждем, пока окно станет видимым
        guide_window.grab_set_global()  # Глобально захватываем фокус

        # Захват фокуса и установка активности всплывающего окна
        guide_window.grab_set()
        guide_window.focus_force()
        self.root.wait_window(guide_window.winfo_toplevel())

    
    # Функция messagebox "О программе"
    def show_about(self):
        winsound.Beep(37, 1)  # Отключаем звук в messagebox  воспроизводя звук с частотой 2 Гц и 1 миллисекунду
        messagebox.showinfo("О программе", "    SmartiksGPT v. 1.0  2024 год    \n программа доступа к YandexGPT  \n  разработчик [email protected]") 


    # Функции для контекстного меню "Копировать" в Руководстве def context_menu_guide_vizov и def copy_text_show_guide
    def context_menu_guide_vizov(self, event):
        
        self.context_menu_guide.post(event.x_root, event.y_root)   


    def copy_text_show_guide(self):
        
        selected_text = self.guide_text.get("sel.first", "sel.last")
        self.root.clipboard_clear()
        self.root.clipboard_append(selected_text)
        self.root.update()


# Основной блок, создание главного окна и экземпляра класса DraggableWindow
if __name__ == "__main__":
    root = tk.Tk()                 # Cоздает экземпляр класса Tk главное окно
    app = DraggableWindow(root)    # Cоз  дает экземпляр класса DraggableWindow и передает ему главное окно root
    root.mainloop()                # Запускает бесконечный цикл обработки событий Tkinter, который ожидает действий пользователя (например нажатие кнопок, перемещение мыши) и обновляет графический интерфейс соответственно

Можно данный код скопировать в блокнот, сохранить с расширением .py например SmartiksGPT.py, скачать и установить интерпретатор Python 3.12 и пользоваться.

При первом запуске программы вводим значения default и API ключ в меню «Авторизация», в окне «Специализация» есть примеры которые можно модифицировать и добавлять новые.

Что можно ещё добавить к этой программе, ну например, добавить работу с GigaChat API и сравнивать их работу в жёстком спаринге, можно добавить запоминание контекста разговора, например при следующем запросе отправлять предыдущие, можно прикрутить RAG, можно добавить доступ к GPT 4 через сервис proxyapi.ru и наверно много чего ещё.

Данная программа допускает свободное использование и любую модификацию на своё усмотрение для членов habr сообщества.

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23 апр. 2024 г.

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07.04.25 18:32 elizabethrush89

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07.04.25 21:03 elizabethrush89

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08.04.25 03:00 natashaohnson

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10.04.25 23:26 patricialovick86

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10.04.25 23:27 patricialovick86

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11.04.25 00:48 patricialovick86

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11.04.25 03:20 edwardoelliott6

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13.04.25 01:13 michaeldavenport218

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13.04.25 01:13 michaeldavenport218

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14.04.25 23:44 elizabethrush89

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17.04.25 03:56 tylerkevin

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18.04.25 20:39 michaeldavenport218

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18.04.25 20:39 michaeldavenport218

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19.04.25 02:00 [email protected]

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20.04.25 17:22 patricialovick86

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20.04.25 17:22 patricialovick86

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21.04.25 03:51 gleerandon

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21.04.25 12:19 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
24.04.25 17:59 cynthia19morris

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24.04.25 18:04 Marcus Sandford

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24.04.25 18:07 Mark Shelton

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26.04.25 19:01 ashlyncarson

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03.05.25 05:01 melissaholroyd

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08.05.25 03:35 jwright70

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13.05.25 20:21 wendytaylor015

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14.05.25 14:45 Clarkanderson

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16.05.25 14:18 patricialovick86

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20.05.25 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.05.25 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.05.25 17:55 Juliuslaurence1

It started as an ordinary Tuesday. I was transferring 5 BTC my life savings at the time to a new cold wallet for better security. My fingers moved swiftly, copying the address, pasting it, and hitting Send without a second thought. Then ,the horrow struck.A split second after the transaction confirmed, I realized I had pasted the wrong address. A typo. One wrong character. My stomach twisted into knots as I watched my Bitcoin disappear into the blockchain abyss, headed to an address I didn’t recognize. Panic set in. 5 BTC. Over $300,000 at the time. Gone. I spent sleepless nights scouring forums, reaching out to blockchain experts, even pleading with miners but the immutable nature of Bitcoin meant no one could reverse it. The address was active, but the owner? Unknown. Then, I stumbled upon Washington Recovery Pro, a firm specializing in cryptocurrency transaction reversals and asset recovery. Skeptical but desperate, I reached out. Their team, led by a seasoned blockchain investigator named Marcus, took my case. They explained that while Bitcoin transactions are irreversible, if the recipient is identifiable, recovery is possible through negotiation or legal pressure. Using on-chain forensics, they traced the mistaken transaction to a crypto exchange wallet meaning the recipient had likely cashed out or moved the funds. Washington Recovery Pro contacted the exchange, providing irrefutable proof of the erroneous transfer. After weeks of pressure, the exchange froze the funds and initiated a recovery process. two weeks after my heart-stopping mistake, I received an email: Your 5 BTC has been recovered and will be returned to your wallet. I couldn’t believe it. Washington Recovery Pro had done the impossible. My Bitcoin was saved, but not by luck by skill, persistence, and legal expertise. If you ever face a similar nightmare, remember: some mistakes can be undone. Email: [email protected]: +1 (903) 249‑8633‬
30.05.25 05:03 kevinpatmore2

Good day everyone, some statements people make may appear unbelievable, yet they reflect their truth due to their personal experiences. I'm a truck driver and I enjoy playing the lottery, but it's been 8 years without winning anything significant. I became upset over this and chose to seek help online from anyone skilled in using spells to win the lottery since my grandma had faith in spells and a story about Lord Meduza spells drew my interest. I obtained his contact information, and we discussed all aspects of how he could assist me. In less than 72 hours, Lord Meduza provided me with the lottery numbers I required after he completed the spell for me. I purchased my ticket online, followed the guidance of Lord Meduza, and now my life is fortunate because I won a $42.5 million Jackpot in the lottery I participated in. I’m thankful to Lord Meduza because he truly keeps his promises and I will donate $1 million to the orphanage homes in my city. Email: [email protected] or WhatsApp +18079072687.
01.06.25 17:55 springthorpecameron5

After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths
02.06.25 16:01 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.06.25 16:01 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
03.06.25 22:21 [email protected]

When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]
06.06.25 18:43 jack67667766

Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.
08.06.25 12:49 jack67667766

Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.
09.06.25 19:49 garnierroux

CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/
21.06.25 04:37 jamesgrant

The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493
23.06.25 15:44 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.06.25 15:44 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:12 Beth Wilson

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24.06.25 04:14 Beth Wilson

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24.06.25 04:14 Beth Wilson

CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
24.06.25 04:18 Beth Wilson

CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
24.06.25 04:23 Beth Wilson

CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
25.06.25 22:56 rennebrandon

I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/
26.06.25 20:33 paulmargaret

Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams
27.06.25 00:46 paulmargaret

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27.06.25 22:31 rennebrandon

I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/
28.06.25 00:46 patricialovick86

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28.06.25 00:46 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.06.25 07:39 paulmargaret

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29.06.25 11:52 wendytaylor015

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30.06.25 15:06 wendytaylor015

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