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Нейросеть мне в помощь или как я сделал телеграм бота, который умеет переводить песни

Однажды, когда я искал эффективное решение для преобразования речи в текст (транскрибации), чтобы применить его в своем проекте умной колонки, обнаружил интересное решение под названием Whisper от широко известной компании Open AI. К сожалению, Whisper не подошел для реализации в моем проекте по «аппаратным» причинам, но его функционал отпечатался в моей душе. Прошло время и меня посетила идея: «Почему бы не разработать телеграмм бота, куда бы пользователь мог отправлять аудиофайл, а в ответ получал текстовую расшифровку и перевод (песни) на родной язык». В этой статье я расскажу о реализации данной идеи и Whisper в этом проекте займет одну из ключевых функций.

❯ Чем же меня так впечатлил Whisper?

Во первых, что такое Whisper?

Whisper — это универсальная модель распознавания речи. Она обучена на большом наборе данных разнообразной аудиоинформации и является многофункциональной моделью, способной выполнять мультиязычное распознавание речи, перевод речи и идентификацию языка.

Ну и само название модели «Whisper» переводится как шепот, что само по себе намекает о качестве распознавания речи.

Чтобы не быть голословным, давайте запустим базовый пример использования и посмотрим вывод:

import whisper
model = whisper.load_model("base")

# load audio and pad/trim it to fit 30 seconds
audio = whisper.load_audio("audio.mp3")
audio = whisper.pad_or_trim(audio)

# make log-Mel spectrogram and move to the same device as the model
mel = whisper.log_mel_spectrogram(audio).to(model.device)

# detect the spoken language
_, probs = model.detect_language(mel)
print(f"Detected language: {max(probs, key=probs.get)}")

# decode the audio
options = whisper.DecodingOptions()
result = whisper.decode(model, mel, options)

# print the recognized text
print(result)

В результате выполнения скрипта мы получим следующий вывод в формате json:

{'text': ' Солнечное излучение (большой текст обрезал).',
 'segments': [
{'id': 0, 'seek': 0, 'start': 0.0, 'end': 4.84, 'text': ' Солнечное излучение является одним из самых мощных источников энергии в Селенной.', 'tokens': [50364, 2933, 20470, 4310, 6126, 3943, 41497, 5627, 29755, 50096, 3943, 37241, 39218, 5783, 12410, 20483, 22122, 40804, 7347, 740, 2933, 21180, 5007, 13, 50606], 'temperature': 0.0, 'avg_logprob': -0.1954750242687407, 'compression_ratio': 2.0371621621621623, 'no_speech_prob': 0.0006262446404434741},
{'id': 1, 'seek': 0, 'start': 4.84, 'end': 8.4, 'text': ' Оно поступает на Землю в виде видимого и инфракрасного света,', 'tokens': [50606, 3688, 1234, 43829, 3310, 1470, 42604, 6578, 740, 12921, 38273, 2350, 1006, 6635, 3619, 481, 1272, 17184, 4699, 4155, 20513, 11, 50784], 'temperature': 0.0, 'avg_logprob': -0.1954750242687407, 'compression_ratio': 2.0371621621621623, 'no_speech_prob': 0.0006262446404434741},
{'id': 2, 'seek': 0, 'start': 8.4, 'end': 10.56, 'text': ' а также в виде космических лучей.', 'tokens': [50784, 2559, 16584, 740, 12921, 31839, 919, 38911, 15525, 2345, 13, 50892], 'temperature': 0.0, 'avg_logprob': -0.1954750242687407, 'compression_ratio': 2.0371621621621623, 'no_speech_prob': 0.0006262446404434741}, 
{'id': 3, 'seek': 0, 'start': 10.56, 'end': 15.8, 'text': ' Солнечное излучение имеет мощность примерно в квадратный метр поверхности Земли.', 'tokens': [50892, 2933, 20470, 4310, 6126, 3943, 41497, 5627, 33761, 39218, 9930, 37424, 740, 35350, 2601, 11157, 4441, 18791, 481, 44397, 13975, 42604, 1675, 13, 51154], 'temperature': 0.0, 'avg_logprob': -0.1954750242687407, 'compression_ratio': 2.0371621621621623, 'no_speech_prob': 0.0006262446404434741},
{'id': 4, 'seek': 0, 'start': 15.8, 'end': 19.44, 'text': ' Это достаточно для производства электроэнергии и других применений.', 'tokens': [51154, 6684, 28562, 5561, 28685, 12115, 31314, 9938, 7570, 489, 19480, 7347, 1006, 31211, 31806, 1008, 17271, 13, 51336], 'temperature': 0.0, 'avg_logprob': -0.1954750242687407, 'compression_ratio': 2.0371621621621623, 'no_speech_prob': 0.0006262446404434741}
], 'language': 'ru'}

Как можно видеть из содержания вывода, Whisper выводит довольно информативный результат транскрибации, с разбивкой текста на сегменты и указанием временных меток, языка и другой информации. Используя эту информацию, мы можем сформировать удобный и красивый текстовой файл расшифровки аудио.

❯ Улучшения приходят в процессе творчества

Изначально планировалось реализовать только текстовую расшифровку аудиофайла(песни), но потом мелькнула мысль: «Почему бы не реализовать перевод текста, отличного от родного языка? Ведь так можно узнать смысл любимой песни всего за пару минут.»
Для реализации этой идеи, я решил пойти простым путём: использовать API сервисов онлайн переводчиков. К сожалению, а может и к счастью, это была моя ошибка, ввиду ограничения запросов на данные API. Ну что ж, подумал я, меньше внешних сервисов — больше свободы, будем использовать локальные алгоритмы перевода на базе нейронных сетей.

❯ Оффлайн перевод с помощью нейронных сетей

Трансформеры нам помогут! Не долго размышляя, решил использовать библиотеку Transformers, которая позволяет применять в своих проектах большое количество моделей, полный список можно посмотреть на сайте проекта.

Для оффлайн перевода будем использовать модели Helsinki-NLP от Группы исследований языковых технологий Хельсинкского университета.

Пример Python скрипта для оффлайн перевода:

from transformers import pipeline
import torch

device = "cuda:0" if torch.cuda.is_available() else "cpu"
torch_dtype = torch.float16 if torch.cuda.is_available() else torch.float32
# устанавливаем количество потоков для torch
torch.set_num_threads(4)
#Перевод с любого языка на английский
translator   = pipeline("translation", model="Helsinki-NLP/opus-mt-mul-en")
text         = "Какой-то текст на любом языке"
translation  = translator(text)
print(translation[0]['translation_text'])

В примере указан мультиязычный перевод на английский. К сожалению, у Helsinki-NLP нет мультиязычных моделей с переводом на русский язык, поэтому воспользуемся трюком большинства генеративных ИИ и применим двойной перевод, то есть в нашем случае, с английского языка на русский, используя модель Helsinki-NLP/opus-mt-en-ru.

❯ Ну что ж, давайте собирать бота

Учитывая все свои размышления по функциональности бота, получился следующий результат, для удобного восприятия кода, я разделил скрипт на несколько файлов:

Главный скрипт, отвечающий за работу бота tg_bot.py

import neural_process
import file_process
import config
from telegram import ForceReply, Update
from telegram.ext import Application, CommandHandler, MessageHandler, filters, CallbackContext, ContextTypes


# Функция, которая вызывается при отправке файла
async def handle_file(update: Update, context: CallbackContext):
    audio = update.message.audio
    print(audio.mime_type)
    # Сохраняем аудиофайл локально и получаем путь сохранения
    file = await context.bot.get_file(audio.file_id)
    f_name = audio.file_name
    local_file_path = file_process.save_audio_file(f_name, file.file_path)
    # Отправляем сообщение о успешном сохранении аудиофайла
    await update.message.reply_text(
        f"Подождите немного, я в ускоренном темпе прослушаю аудиофайл {f_name} и отправлю вам текстовую "
        f"расшифровку с переводом."
    )
    # проверяем файл на длительность
    status = True
    status_dur = True
    try:
        file_dur = file_process.file_duration_check(local_file_path)
        if file_dur > 600:
            status_dur = False
    except Exception as e:
        print(f"Возникла ошибка: {e}")
        status_dur = False

    # Получаем перевод

    trance_text = 'в эту переменную сохраняется текст транскрибации с переводом'
    if status_dur:
        try:
            start_time = time.time()
            trance_text = neural_process.final_process(local_file_path, f_name)
        except Exception as e:
            print(f"Возникла ошибка: {e}")
            status = False
    else:
        status = False
        await update.message.reply_text(
            f"Сожалею, но возникла ошибка обработки файла. Длительность файла не должна превышать десять минут."
        )

    if status:
        # Сохраняем вывод в текстовый файл
        tx_file_path = file_process.save_text_to_file(f_name, trance_text)
        end_time = time.time()
        process_time = round(end_time - start_time, 2)
        await update.message.reply_text(
            f"Перевод готов! Ловите файл с переводом. Затраченное время: {process_time} сек.  "
        )
        # Отправляем текстовый файл
        with open(tx_file_path, "rb") as document:
            await context.bot.send_document(chat_id=update.message.chat_id, document=document)

    else:
        file_process.delete_file(local_file_path)
        if status_dur:
            await update.message.reply_text(
                f"Сожалею, но возникла ошибка обработки файла. Пожалуйста, убедитесь что файл имеет правильный аудиоформат."
            )

# Функция для команды /start
async def start(update: Update, context: CallbackContext) -> None:
    await update.message.reply_text(
        'Привет! Добро пожаловать! Нравится песня, но ты не знаешь о чем она? Я могу перевести песню с любого языка '
        'на русский за считанные секунды, просто скинь аудио файл в чат. ')


# Функция для команды / help
async def help_command(update: Update, context: ContextTypes.DEFAULT_TYPE) -> None:
    """Send a message when the command /help is issued."""
    user = update.effective_user
    await update.message.reply_html(
        rf"{user.mention_html()}, я могу перевести песню с любого языка на русский, просто скинь аудио файл в чат.",
        reply_markup=ForceReply(selective=False),
    )

# Запускаем бота
def main():
    # Токен  бота
    application = Application.builder().token(config.tg_key).build()
    # Регистрируем обработчик для команды /start
    application.add_handler(CommandHandler("start", start))
    application.add_handler(CommandHandler("help", help_command))
    # Регистрируем обработчик для приема файлов
    application.add_handler(MessageHandler(filters.AUDIO, handle_file))
    # Запускаем бота
    application.run_polling()
    # Останавливаем бота при нажатии Ctrl+C
    application.idle()


if __name__ == '__main__':
    main()

Скрипт для работы с файлами file_process.py

import requests
import os
from pydub.utils import mediainfo


def delete_file(file_path):
    try:
        os.remove(file_path)
        print(f"Файл {file_path} успешно удален.")
    except FileNotFoundError:
        print(f"Файл {file_path} не найден.")
    except Exception as e:
        print(f"Произошла ошибка при удалении файла {file_path}: {e}")


def save_audio_file(file_name, file_link):
    response = requests.get(file_link)
    # Сохраняем аудиофайл локально для последующей обработки
    sound_folder = 'sound'
    local_file_path = f"{sound_folder}/{file_name}"

    if not os.path.exists(sound_folder):
        # Если папки нет, создаем её
        os.makedirs(sound_folder)

    with open(local_file_path, 'wb') as local_file:
        local_file.write(response.content)
    return local_file_path


def save_text_to_file(file_name, trance_text):
    text_folder = 'output'
    local_file_path = f"{text_folder}/{file_name.replace('.', '_') + '.txt'}"

    if not os.path.exists(text_folder):
        # Если папки нет, создаем её
        os.makedirs(text_folder)
    # Сохраняем вывод в текстовый файл
    with open(local_file_path, "w", encoding="utf-8") as output_file:
        output_file.write(trance_text)

    return local_file_path


def file_duration_check(file_path):
    audio_info = mediainfo(file_path)
    duration = float(audio_info['duration'])
    print(duration)
    return duration

Скрипт для работы с нейросетями neural_process.py

from transformers import pipeline
import torch
import whisper
import file_process

device = "cuda:0" if torch.cuda.is_available() else "cpu"
torch_dtype = torch.float16 if torch.cuda.is_available() else torch.float32
# устанавливаем количество потоков для torch
torch.set_num_threads(4)


def sound_to_text(audios):
    model = whisper.load_model("base")
    # load audio and pad/trim it to fit 30 seconds
    audio = whisper.load_audio(audios)
    audio = whisper.pad_or_trim(audio)
    # make log-Mel spectrogram and move to the same device as the model
    mel = whisper.log_mel_spectrogram(audio).to(model.device)
    # detect the spoken language
    _, probs = model.detect_language(mel)
    lang = max(probs, key=probs.get)
    print(f"Detected language: {max(probs, key=probs.get)}")
    # decode the audio
    result = model.transcribe(audios, fp16=False, language=lang)
    print(result)
    return result['segments'], lang


def final_process(file, file_name):
    print(f"Сохранен в директории: {file}")
    raw, detected_lang = sound_to_text(file)
    translator = pipeline("translation", model="Helsinki-NLP/opus-mt-mul-en")
    translator2 = pipeline("translation", model="Helsinki-NLP/opus-mt-en-ru")
    text = f"Перевод аудиофайла: {file_name} \n"
    text += f"В файле используется {get_language_name(detected_lang)} язык. \n"
    for segment in raw:
        text += "-------------------- \n"
        text += f"ID элемента: {segment['id']} Начало: {int(segment['start'])} --- Конец: {int(segment['end'])} \n"
        text += f"Исходный текст:{segment['text']} \n"
        if detected_lang == 'en':
            text_en = segment['text']
            translation2 = translator2(text_en)
            text += f"Перевод: {translation2[0]['translation_text']} \n"
        elif detected_lang == 'ru':
            text += ""
        else:
            translation = translator(segment['text'])
            text_en = translation[0]['translation_text']
            translation2 = translator2(text_en)
            text += f"Перевод: {translation2[0]['translation_text']} \n"

    file_process.delete_file(file)
    print(text)
    return text


def get_language_name(code):
    languages = {
        'ru': 'русский',
        'en': 'английский',
        'zh': 'китайский',
        'es': 'испанский',
        'ar': 'арабский',
        'he': 'иврит',
        'hi': 'хинди',
        'bn': 'бенгальский',
        'pt': 'португальский',
        'fr': 'французский',
        'de': 'немецкий',
        'ja': 'японский',
        'pa': 'панджаби',
        'jv': 'яванский',
        'te': 'телугу',
        'ms': 'малайский',
        'ko': 'корейский',
        'vi': 'вьетнамский',
        'ta': 'тамильский',
        'it': 'итальянский',
        'tr': 'турецкий',
        'uk': 'украинский',
        'pl': 'польский',
    }
    return languages.get(code, 'неизвестный язык')

Для запуска скрипта, нам необходимо установить следующие пакеты, используя команду:

pip install transformers, torch, accelerate, sentencepiece, sacremoses, python-telegram-bot, openai-whisper, pydub

❯ Деплоим бота

Чтобы всё заработало, не деплойте по пятницам.

Наш телеграмм бот, который работает с использованием алгоритмов ML, достаточно требователен к аппаратным ресурсам. Да, вы можете его использовать на своем ПК, но целесообразнее использовать облачные сервисы для подобных целей. Для размещения своего телеграмм бота, я решил воспользоваться облачной инфраструктурой от компании Timeweb Cloud. Итак, приступим к созданию нашего облачного сервиса.

Для создания нашего облачного сервиса, нам необходимо войти в панель управления под вашей учетной записью. Если учетная запись не создана, то регистрация учетной записи займет всего пару кликов. Я, например, для регистрации и авторизации воспользовался аккаунтом Google.
Создаем новый сервис, выбираем пункт «Облачный сервер»:

Далее нам предстоит выбрать операционную систему для нашего сервера, я выбрал Debian 11:

Выбираем расположение нашего сервера:

Выбираем конфигурацию сервера, как видно на изображении, для начальных тестов я выбрал конфигурацию с четырьмя ядрами CPU и 8 ГБ оперативной памяти:

Вот и все основные опции, которые нам нужны для создания сервера, остальные опции выбираете/указываете по желанию. Чтобы создать сервер, необходимо нажать кнопку «Заказать», которая располагается справа.

Процесс создания сервера:

Сервер создан:

После успешного создания сервера, перейдя в дашборд, с правой стороны вы увидите параметры для удаленного подключения к созданному серверу:

Всё выполняется очень быстро, на создание сервера ушло пару минут.

❯ Подключаемся, настраиваем сервер для размещения бота

Далее мы будем использовать терминал для подключения к нашему облачному сервису.
Запускаем терминал и подключаемся к нашему серверу, после подключения нам необходимо проверить и установить доступные обновления:

apt-get update & upgrade

Запускать скрипты с root правами — как минимум, это дурной тон, поэтому создаем нового пользователя с именем tg_bot:

adduser tg_bot

и пропишем его в группу sudo:

usermod -aG sudo tg_bot

Затем нам нужно выйти из учетной записи root и подключиться под новым пользователем tg_bot, и далее все операции мы будем выполнять под этой учетной записью.

Проверим обновления Python3 и установим, если имеются:

sudo apt update
sudo apt install python3

Установим менеджер пакетов:

sudo apt install python3-pip

Так как мы работаем с медиафайлами, нам необходимо установить набор библиотек FFmpeg:

sudo apt install ffmpeg

Для оценки производительности, на всякий случай установим системный монитор htop:

sudo apt install htop

Устанавливаем необходимые зависимости, для работы нашего бота:

pip install transformers, torch, accelerate, sentencepiece, sacremoses, python-telegram-bot, openai-whisper, pydub

Создаем рабочую директорию для нашего бота:

mkdir tg_bot_scripts

Затем переходим в созданную директорию, с помощью команды:

cd tg_bot_scripts

Далее нам нужно создать файлы Python нашего бота, с помощью команд:

nano tg_bot.py

В открывшемся текстовом редакторе вставляем код из статьи и сохраняем, аналогично поступаем и с другими файлами.

nano neural_process.py

nano file_process.py

nano config.py

файл config.py содержит только одну переменную, которая содержит секретный ключ телеграм-бота.

tg_key = 'Ваш секретный ключ'

Или можно воспользоваться альтернативным способом, клонировав код моего репозитория GitHub.

Чтобы это реализовать, нам нужно установить Git:

 sudo apt install git

После установки Git, выполнить следующую команду:

 git clone https://github.com/VGCH/music_translate_AI_bot

Далее нам необходимо переименовать созданную при клонировании Git репозитория папку music_translate_AI_bot с помощью команды:

 mv music_translate_AI_bot tg_bot_scripts

После этого важно не забыть добавить токен телеграмм бота:

 cd tg_bot_scripts
 nano config.py

Настало время тестового запуска, запустим нашего бота с помощью команды:

pyton3 tg_bot.py

Если бот запустился и работает нормально, то нам необходимо создать системный сервис для автоматического запуска нашего бота. Создадим файл нашего сервиса с помощью команды:

sudo nano /etc/systemd/system/AI_tg_bot.service

Копируем в открывшийся текстовый редактор следующее содержимое и сохраняем файл:

[Unit]
Description=My AI Bot service
After=network.target

[Service]
WorkingDirectory=/home/tg_bot/tg_bot_scripts/
User=tg_bot
Type=simple
Restart=always
ExecStart=/usr/bin/python3 /home/tg_bot/tg_bot_scripts/tg_bot.py > /dev/null

[Install]
WantedBy=multi-user.target

Чтобы добавить созданный сервис в автозагрузку, используйте следующую команду:

 sudo systemctl enable AI_tg_bot.service

Чтобы запустить сервис используйте команду:

 sudo systemctl start AI_tg_bot.service

Чтобы остановить:

 sudo systemctl stop AI_tg_bot.service

❯ Изменение конфигурации сервера

В процессе отладки бота, я решил изменить конфигурацию своего облачного сервера с четырехъядерного CPU на восьмиядерный. Захожу в панель управления Timeweb Cloud, выбрав свой сервер, перехожу на вкладку «конфигурация»:

И выбираю необходимую конфигурацию:

Менее минуты и сервер с новой конфигурацией в работе. Еще мне понравилось то, что оплата облачного сервера выполняется только за фактические часы работы и вы в любой момент можете изменить конфигурацию, без необходимости вноса оплаты за месяц вперед. В панели управления вы можете видеть ваш текущий баланс и дату окончания средств при текущей конфигурации сервера (или серверов).

При изменении количества ядер CPU на облачном сервере, так же необходимо в скрипте обработки neural_process.py изменить количество потоков для torch, в моем случае на восемь.

torch.set_num_threads(8)

После изменения конфигурации сервера, можно понаблюдать нагрузку при обработке аудиофайла нашим телеграмм ботом с помощью команды:

htop

❯ Заключение

В итоге у нас получился интересный эксперимент реализации телеграм-бота с применением алгоритмов машинного обучения для распознавания речи и перевода текста.
Спасибо вам за уделенное время и внимание. Есть вопросы, критика, осуждение? Добро пожаловать в комментарии. :)

Небольшой бонус к статье. Переводы песен с помощью созданного бота

Перевод аудиофайла: Lana Del Rey West Coast.mp3
В файле используется английский язык.
—
ID элемента: 16 Начало: 99 — Конец: 103
Исходный текст: Who baby, who baby, I'm in love
Перевод: Кто, детка, я влюблен.
—
ID элемента: 17 Начало: 103 — Конец: 113
Исходный текст: I'm in love
Перевод: Я влюблен.
—
ID элемента: 18 Начало: 113 — Конец: 123
Исходный текст: Don't know the west coast, they got their icons
Перевод: Не знаю западного побережья, у них есть иконы.
—
ID элемента: 19 Начало: 123 — Конец: 127
Исходный текст: They serve as others, their queens are psychons
Перевод: Они служат как другие, их королевы — психи.
—
ID элемента: 20 Начало: 127 — Конец: 132
Исходный текст: You, good to music, you, good to music and you
Перевод: Ты, хорош в музыке, ты, хорош в музыке и ты
—
ID элемента: 21 Начало: 132 — Конец: 134
Исходный текст: Don't you
Перевод: А ты нет?
—
ID элемента: 22 Начало: 134 — Конец: 139
Исходный текст: Don't know the west coast, they love their movies
Перевод: Не знаю западного побережья, они обожают свои фильмы.
—
ID элемента: 23 Начало: 139 — Конец: 142
Исходный текст: They're golden-guzzing, rocking all copies
Перевод: Они хвастаются золотом, раскачивают все копии.
—
ID элемента: 24 Начало: 142 — Конец: 147
Исходный текст: And you, good to music, you, good to music and you
Перевод: А ты, хорош в музыке, ты, хорош в музыке и ты
—
ID элемента: 25 Начало: 147 — Конец: 149
Исходный текст: Don't you
Перевод: А ты нет?
—

Перевод аудиофайла: Edis-Banane.mp3
В файле используется турецкий язык.
—
ID элемента: 0 Начало: 0 — Конец: 1
Исходный текст: Alo.
Перевод: Привет.
—
ID элемента: 1 Начало: 2 — Конец: 3
Исходный текст: Bir şey söyle.
Перевод: Скажи что-нибудь.
—
ID элемента: 2 Начало: 6 — Конец: 7
Исходный текст: Bir şey söylemek istemiyorum.
Перевод: Я не хочу ничего говорить.
—
ID элемента: 3 Начало: 8 — Конец: 9
Исходный текст: Peki o zaman.
Перевод: Ну что ж.
—
ID элемента: 4 Начало: 30 — Конец: 32
Исходный текст: Bala ne dediğimi soracak olamazsın.
Перевод: Ты не можешь спросить моего отца, что я сказал.
—
ID элемента: 5 Начало: 32 — Конец: 33
Исходный текст: Hayır.
Перевод: Нет, нет, нет.
—
ID элемента: 6 Начало: 33 — Конец: 36
Исходный текст: Bir sebebim yok artık kalamam mı?
Перевод: У меня больше нет причин?
—
ID элемента: 7 Начало: 36 — Конец: 37
Исходный текст: Hayır.
Перевод: Нет, нет, нет.
—
ID элемента: 8 Начало: 40 — Конец: 42
Исходный текст: Ki göz dilimi.
Перевод: Вот об этом я и говорю.
—
ID элемента: 9 Начало: 42 — Конец: 43
Исходный текст: Bu ne?
Перевод: Что это?
—

Продемонстрирована только часть перевода, более информативная, чтобы не раздувать и так большую статью.

Полезные ссылки:

Облачные сервисы Timeweb Cloud — это реферальная ссылка, которая может помочь поддержать меня и мои проекты.
Мой GitHub с исходным кодом проекта.

Возможно, захочется почитать и это:

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23 нояб. 2023 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
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06.09.24 01:44 Celinagarcia

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23.09.24 18:56 matthewshimself

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02.10.24 22:27 Emily Hunter

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31.10.24 00:13 ytre89

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02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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21.11.24 08:02 Emily Hunter

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22.11.24 04:41 [email protected]

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22.11.24 23:43 teresaborja

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24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

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26.11.24 23:12 rickrobinson8

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27.11.24 00:39 [email protected]

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27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.
01.12.24 17:21 KollanderMurdasanu

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02.12.24 23:02 ytre89

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04.12.24 22:24 andreygagloev

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12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
12.12.24 00:35 amandagregory

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