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Локальные GPT нейронный сети — проверяем на адекватность аналоги ChatGPT, запускаемые на домашнем компьютере

Есть много LLM нейронных сетей, создатели которых говорят, что они аналогичны, а может даже лучше ChatGPT версий 3.5 и 4.0. Давайте попробуем протестировать их, и понять, действительно ли они так хороши.

Характеристики моего домашнего компьютера, на котором я задавал вопросы GPT нейросетям:

  • 8 ядерный 16 поточный процессор AMD Ryzen 7 1700X

  • 64 Гб оперативной памяти двумя планками по 32 Гб DDR4 2666 МГц

Видеокарту я не использовал, так как в ней мало видеопамяти, и большие нейронные сети в неё не влезут, а постоянно перекидывать данные через узкую PCI-e 3.0 шину не самое быстрое удовольствие.

Задавал я два вопроса на английском языке для чистоты эксперимента:

  1. Is it possible to connect two Nvidia 3080 graphics cards using NVLink? (Перевод: Можно ли подключить две видеокарты Nvidia 3080 с помощью NVLink?) - хитрость вопроса в том, что у этой видеокарты нет шины NVLink. Она есть у старшей видеокарты Nvidia GeForce RTX 3090.

  2. Write a program to recognize human speech and then write the result to a text file. (Перевод: Напишите программу для распознавания человеческой речи, а затем запишите результат в текстовый файл). Здесь мы проверяем как нейронная сеть справится с написанием кода.

Как установить и настроить локальную GPT нейросеть

Использовал я уже подготовленный файл GGUF модели нейросети и программу Koboldcpp_nocuda (расчеты производятся только на процессоре). Вы можете использовать Koboldcpp с поддержкой видеокарты NVidia. Или Koboldcpp_rocm, если у вас видеокарта AMD. Это всё "exe" файлы, так как я тестировал в ОС Windows и программа не требует установки.

Интерфейс программы Koboldcpp
Интерфейс программы Koboldcpp

После загрузки модели в программе, если у вас хватило оперативной памяти откроется окно в браузере, куда вы можете писать вопросы. Рекомендую начинать новую сессию каждый раз, когда вы запускаете программу. В настройках в графе "Amount to Gen" вы можете увеличить значение до 512 - это количество токенов в ответе (чем больше, тем более длинный ответ).

Будьте терпеливы, нейросеть загрузит ваш процессор на 100 %
Будьте терпеливы, нейросеть загрузит ваш процессор на 100 %

Подготовленные GGUF модели скачиваем отсюда: https://huggingface.co/. Введите в поиске необходимую модель.

При нажатии на ссылку выведет все результаты по поисковому запросу
При нажатии на ссылку выведет все результаты по поисковому запросу

Также есть интересный рейтинг оценки эффективности LLM нейросетей на этом сайте, но мы предпочтем сами протестировать самые интересные нейронные сети.

Рейтинг LLM нейросетей
Рейтинг LLM нейросетей

Также, если выбрать интересную нейросеть, то можно посмотреть сколько оперативной памяти будет занимать GGUF модель с разной степенью квантования (Q8 лучше всего, но она занимает больше всего места, самая оптимальная Q5_K_M модель).

Нейросети с 70 млрд параметров занимают большего всего места в оперативной памяти, например с квантованием Q8_0 требует 71,65 Гб на жестком диске и займет 74,15 Гб оперативной памяти при работе.
Нейросети с 70 млрд параметров занимают большего всего места в оперативной памяти, например с квантованием Q8_0 требует 71,65 Гб на жестком диске и займет 74,15 Гб оперативной памяти при работе.

GGUF модель с квантованием Q2_K имеет самую большую потерю точности ответа по сравнению с начальной F16.

Столбец "+ppl %" показывает потерю точности по сравнению с оригинальной f16
Столбец "+ppl %" показывает потерю точности по сравнению с оригинальной f16

OpenChat 3.5 - 7B параметров

Эта модель, по заявлению разработчиков, превосходит модели с 70B параметров имея всего лишь 7B параметров

Давайте проверим данное заявление.

  1. Is it possible to connect two Nvidia 3080 graphics cards using NVLink?

Hidden text

No, it is not possible to connect two Nvidia 3080 graphics cards using NVLink. The Nvidia GeForce RTX 3080 does not support NVLink technology, so you cannot connect multiple 3080 GPUs together using this method. Instead, you would need to use other methods such as SLI or PCIe x16 slots to connect two or more Nvidia 3080 graphics cards. However, please note that multi-GPU setups are not commonly used with modern gaming PCs due to the limited benefits they provide over a single high-end GPU like the Nvidia GeForce RTX 3080.

For the Nvidia GeForce RTX 3080, there are no available options to connect multiple GPUs using NVLink. You can only use a single Nvidia GeForce RTX 3080 graphics card in your system at a time. This is because the RTX 3080 has only one PCIe 16x slot and does not have an additional NVLink connector. Therefore, if you want to add another GPU to your system, you will need to use a different connection method such as PCIe x16 slots or SLI bridges. However, please keep in mind that using multiple GPUs in a gaming PC setup may not always result in better performance compared to a single high-end GPU like the Nvidia GeForce RTX 3080.

It's important to note that while NVLink technology was once a popular feature for connecting multiple high-end GPUs together in a system, it is no longer widely supported by most manufacturers. In recent years, many GPU manufacturers have shifted towards focusing on single-GPU solutions rather than multi-GPU setups due to improvements in individual GPU performance and the challenges associated with maintaining compatibility between multiple GPUs. As a result, NVLink has become less relevant in today's gaming PC market.

In summary, the Nvidia GeForce RTX 3080 does not support NVLink technology, so it cannot be connected to other GPUs using this method. Instead, you should explore alternative methods such as SLI or PCIe x16 slots to connect two or more Nvidia 3080 GPUs together.

Перевод:

Нет, невозможно соединить две видеокарты Nvidia 3080 с помощью NVLink. Nvidia GeForce RTX 3080 не поддерживает технологию NVLink, поэтому вы не можете соединить несколько графических процессоров 3080 вместе, используя этот метод. Вместо этого вам придется использовать другие методы, такие как слоты SLI или PCIe x16, для подключения двух или более видеокарт Nvidia 3080.

Однако обратите внимание, что конфигурации с несколькими графическими процессорами обычно не используются с современными игровыми ПК из-за ограниченных преимуществ, которые они предоставляют по сравнению с одним высокопроизводительным графическим процессором, таким как Nvidia GeForce RTX 3080.

Для Nvidia GeForce RTX 3080 нет доступных вариантов подключения нескольких графических процессоров с помощью NVLink. В вашей системе одновременно можно использовать только одну видеокарту Nvidia GeForce RTX 3080. Это связано с тем, что RTX 3080 имеет только один слот PCIe 16x и не имеет дополнительного разъема NVLink.

Поэтому, если вы хотите добавить в свою систему еще один графический процессор, вам нужно будет использовать другой метод подключения, например слоты PCIe x16 или мосты SLI. Однако имейте в виду, что использование нескольких графических процессоров в настройке игрового ПК не всегда может привести к повышению производительности по сравнению с одним высокопроизводительным графическим процессором, таким как Nvidia GeForce RTX 3080.

Важно отметить, что, хотя технология NVLink когда-то была популярной функцией для соединения нескольких высокопроизводительных графических процессоров в системе, она больше не поддерживается большинством производителей. В последние годы многие производители графических процессоров переключились на решения с одним графическим процессором, а не на конфигурации с несколькими графическими процессорами из-за улучшения производительности отдельных графических процессоров и проблем, связанных с поддержанием совместимости между несколькими графическими процессорами.

В результате NVLink стал менее актуальным на современном рынке игровых ПК. Таким образом, Nvidia GeForce RTX 3080 не поддерживает технологию NVLink, поэтому ее нельзя подключить к другим графическим процессорам этим методом. Вместо этого вам следует изучить альтернативные методы, такие как слоты SLI или PCIe x16, для соединения двух или более графических процессоров Nvidia 3080 вместе.

  1. Write a program to recognize human speech and then write the result to a text file.

Hidden text

To create a program that recognizes human speech and writes the result to a text file, we can use natural language processing techniques and Python programming language. Here is an example code using the speech_recognition library: 

import speech_recognition as sr

# Initialize the recognizer
r = sr.Recognizer()

# Set the audio source
with sr.Microphone() as source:
    print("Listening...")
    audio = r.listen(source)

# Recognize the speech
try:
    text = r.recognize_google(audio)
    print(f"You said: {text}")
    
except Exception as e:
    print("Sorry could not recognize your voice")
    text = ""

# Write the result to a text file
with open('result.txt', 'w') as f:
    f.write(text)

print("Done!")

This code uses the speech_recognition library in Python to recognize speech from the user's microphone input and convert it into text. The recognize_google function is used to perform the speech recognition using Google's speech recognition API. The recognized text is then written to a text file named "result.txt". Please note that this code assumes you have already installed the speech_recognition library using pip (pip install SpeechRecognition) and set up a Google Cloud Platform account to access the speech-to-text API.

Please run this program on a system with a microphone connected to it. After running the program, it will listen for your voice input, transcribe what you say, and write the result to a text file called "result.txt".

Keep in mind that speech recognition accuracy can vary depending on factors such as background noise, accent, and speaking speed. If the speech recognition fails to recognize your voice, an error message will be displayed instead of writing anything to the text file.

In conclusion, we have created a simple program that recognizes human speech and writes the result to a text file using the Python programming language and the speech_recognition library. This program can be further improved by incorporating additional features like noise reduction or error handling to enhance its functionality.

В первом вопросе она ответила правильно, но что за "Вместо этого вам придется использовать другие методы, такие как слоты SLI или PCIe x16, для подключения двух или более видеокарт Nvidia 3080". Это говорит о том, что она не понимает, что SLI это и есть NVLink.

Время генерации одного токена составило 253 миллисекунды, оперативной памяти использовалось 7,3 Гб. Модель использовалась "openchat_3.5.Q8_0.gguf"

Deepseek LLM Chat - 7B параметров

Представляем DeepSeek LLM, расширенную языковую модель, содержащую 67 миллиардов параметров. Он был обучен с нуля на огромном наборе данных из 2 триллионов токенов на английском и китайском языках. Чтобы стимулировать исследования, мы сделали базу DeepSeek LLM 7B/67B и чат DeepSeek LLM 7B/67B открытыми для исследовательского сообщества.

Зададим ей стандартные вопросы:

  1. Is it possible to connect two Nvidia 3080 graphics cards using NVLink?

Hidden text

Yes, it is possible to connect two Nvidia GeForce RTX 3080 graphics cards using NVLink. To do this, you will need an NVLink-equipped GPU and a corresponding PCI Express (PCIe) slot on your motherboard that supports the necessary bandwidth for NVLink connections.

Once connected via NVLink, these GPUs can operate as one system with shared memory resources and higher performance capabilities compared to conventional dual-GPU configurations without NVLink support. This setup also allows for more advanced multi-GPU technologies such as NVIDIA SLI or Resizable BAR to be utilized effectively by both GPUs in tandem.

Перевод:

Да, можно подключить две видеокарты Nvidia GeForce RTX 3080 с помощью NVLink. Для этого вам понадобится графический процессор с поддержкой NVLink и соответствующий слот PCI Express (PCIe) на материнской плате, который поддерживает необходимую пропускную способность для соединений NVLink.

После подключения через NVLink эти графические процессоры могут работать как одна система с общими ресурсами памяти и более высокой производительностью по сравнению с обычными конфигурациями с двумя графическими процессорами без поддержки NVLink. Эта настройка также позволяет эффективно использовать более продвинутые технологии нескольких графических процессоров, такие как NVIDIA SLI или Resizable BAR, обоими графическими процессорами в тандеме.

  1. Write a program to recognize human speech and then write the result to a text file.

Hidden text
import required libraries

from gtts import gTTS
import os

def record_and_save(filename):
# take audio input from microphone
rec = sr.Recognizer()
with sr.Microphone() as source:
print("Say something!")
audio = rec.record(source, duration=5)

# convert audio to text
text = rec.recognize_google(audio)

# save the recognized text to a .txt file
txtout = open('recognized_text_' + filename + ".txt", "w")
txtout.write(text)
txtout.close()

По первому вопросу она полностью провалилась.

Время генерации одного токена составило 236 миллисекунд, оперативной памяти использовалось 7 Гб. Модель использовалась "deepseek-llm-7b-chat.Q8_0.gguf"

Deepseek LLM Chat - 67B параметров

Большая LLM модель, с помощью которой мы посмотрим, есть ли разница в ответах, если использовать ту же нейронную сеть, но с большим количеством параметров.

  1. Is it possible to connect two Nvidia 3080 graphics cards using NVLink?

Hidden text

No, it is not possible to connect two Nvidia GeForce RTX 3080 graphics cards using NVLink. The Nvidia GeForce RTX 3080 does not have built-in support for NVLink technology. NVLink is typically found on professional GPUs such as the Quadro series or high-end data center GPUs like those under the Tesla brand, where GPU communication between multiple devices is essential for parallel computing tasks.

However, you can use SLI (Scalable Link Interface) technology to link two Nvidia GeForce RTX 3080 graphics cards if they meet the requirements and your motherboard supports it, but this option may offer limited benefits compared to single-card performance in many games and applications due to diminishing returns and potential compatibility issues.

Перевод:

Нет, невозможно соединить две видеокарты Nvidia GeForce RTX 3080 с помощью NVLink. Nvidia GeForce RTX 3080 не имеет встроенной поддержки технологии NVLink. NVLink обычно встречается на профессиональных графических процессорах, таких как серия Quadro, или на высокопроизводительных графических процессорах для центров обработки данных, таких как те, что под брендом Tesla, где связь графического процессора между несколькими устройствами необходима для задач параллельных вычислений.

Однако вы можете использовать технологию SLI (Scalable Link Interface) для соединения двух видеокарт Nvidia GeForce RTX 3080, если они соответствуют требованиям и ваша материнская плата поддерживает ее, но этот вариант может предложить ограниченные преимущества по сравнению с производительностью одной карты во многих играх и приложениях, из-за уменьшения отдачи и потенциальных проблем совместимости.

  1. Write a program to recognize human speech and then write the result to a text file.

Hidden text

To achieve this task, we'll use Python with two libraries - SpeechRecognition for recognizing speech, and Pyttsx3 for converting text to speech. Here is an example code snippet: 

import speech_recognition as sr
from gtts import gTTS
import os

def speak(text):
    tts = gTTS(text=text, lang='en')
    tts.save("output.mp3")
    os.system("mpg321 output.mp3")
    
r = sr.Recognizer()
with sr.Microphone() as source:
    print("Speak Anything :")
    audio = r.listen(source)
    
try:
    text = r.recognize_google(audio)
except Exception as e:
    text = "Could not understand audio"
print("You said : {}".format(text))
speak(text)

f = open('speech_result.txt', 'w')
f.write(text)
f.close()

This script will listen to your voice via microphone and try to convert it into written text using Google Cloud Recognition API. The recognized text will be printed on console, spoken back through your speakers, and also saved in speech_result.txt file. If some errors occur during recognition process (like too much noise), it will print a message about that and save "Could not understand audio" text instead of the actual input.

По первому вопросу ответ был правильный, что гораздо лучше модели на 7 млрд параметров. Однако дополнение "вы можете использовать технологию SLI (Scalable Link Interface) для соединения двух видеокарт Nvidia GeForce RTX 3080, если они соответствуют требованиям" ставит в тупик, так как пояснение неправильно.

Время генерации одного токена составило 1400 миллисекунд, оперативной памяти использовалось 45,4 Гб. Модель использовалась "deepseek-llm-67b-chat.Q5_K_M.gguf"

SUS Chat - 34B параметров

SUS-Chat-34B — это двуязычная китайско-английская диалоговая модель 34B, выпущенная совместно Южным университетом науки и технологий и IDEA-CCNL . Эта модель основана 01-ai/Yi-34Bна миллионах высококачественных многоязычных данных инструкций и была доработана.

Проверим данное утверждение.

  1. Is it possible to connect two Nvidia 3080 graphics cards using NVLink?

Hidden text

Yes, it is possible to connect two Nvidia 3080 graphics cards using NVLink. The NVLink technology allows for high-speed communication between the two GPUs, which can significantly improve performance in certain applications such as gaming and machine learning. However, this configuration requires a motherboard with an appropriate socket and BIOS settings, as well as compatible drivers and software.

Перевод:

Да, можно подключить две видеокарты Nvidia 3080 с помощью NVLink. Технология NVLink обеспечивает высокоскоростную связь между двумя графическими процессорами, что может значительно повысить производительность в некоторых приложениях, таких как игры и машинное обучение. Однако для этой конфигурации требуется материнская плата с соответствующим разъемом и настройками BIOS, а также совместимые драйверы и программное обеспечение.

  1. Write a program to recognize human speech and then write the result to a text file.

Hidden text

To accomplish this task, we will need to use a speech recognition library such as Google Cloud Speech-to-Text API or Microsoft Azure Cognitive Services. Here's a sample Python code that demonstrates how to use Google Cloud Speech-to-Text API to convert audio files into text and save them to a text file: 

import os
from google.cloud import speech_v1p1beta1 as speech
os.environ["GOOGLE_APPLICATION_CREDENTIALS"] = "path/to/credentials.json"
client = speech.SpeechClient()
file_name = input("Enter audio file name: ")
audio = {"content": open(file_name, "rb").read()}
config = {
    "encoding": "LINEAR16",
    "sample_rate_hertz": 16000,
    "language_code": "en-US"
}
response = client.recognize(request={
    "config": config,
    "audio": audio
})
text = response.results[0].alternatives[0].transcript
with open("output.txt", "w") as f:
    f.write(text)
print("Recognized text:", text)

This code prompts the user to enter an audio file name, reads the contents of the file using open() function, and then passes it to the recognize() method of the speech client along with the configuration settings such as encoding, sample rate hertz, and language code. The response contains a list of results, each containing one or more alternatives for the recognized transcript. We extract the first alternative from the first result and save it to a text file named "output.txt" using with open("output.txt", "w") syntax. Finally, we print out the recognized text. Note that you need to have installed Google Cloud SDK and authenticated your account before running this code.

По первому вопросу нейросеть полностью провалилась.

Время генерации одного токена составило 780 миллисекунд, оперативной памяти использовалось 23,2 Гб. Модель использовалась "sus-chat-34b.Q5_K_M.gguf"

ChatGPT 3.5 и 4.0

А как же ответят два варианта ChatGPT на хитрый вопрос о подключении двух видеокарт Nvidia GeForce RTX 3080 через NVLink.

  1. Is it possible to connect two Nvidia 3080 graphics cards using NVLink? (Вопрос для ChatGPT 3.5 на английском языке)

Hidden text

Yes, it is possible to connect two Nvidia 3080 video cards using NVLink. This technology allows for high-speed communication between the two GPUs, which can improve performance in certain applications such as gaming or machine learning. However, not all motherboards support NVLink, so it is important to check compatibility before attempting to connect the cards.

Перевод:

Да, можно подключить две видеокарты Nvidia 3080 с помощью NVLink. Эта технология обеспечивает высокоскоростную связь между двумя графическими процессорами, что может повысить производительность в некоторых приложениях, таких как игры или машинное обучение. Однако не все материнские платы поддерживают NVLink, поэтому важно проверить совместимость, прежде чем пытаться подключить карты.

  1. Is it possible to connect two nvidia 3080 video cards using NVLink? (Вопрос был задан для ChatGPT 4.0)

Hidden text

As of my knowledge cutoff in early 2023, NVIDIA's GeForce RTX 3080 graphics cards do not officially support NVLink or SLI for gaming purposes. NVLink is a high-bandwidth interconnect technology developed by NVIDIA, which is primarily used on their professional GPUs like the Quadro and Tesla series, and was also available on the consumer RTX 20 series (specifically the RTX 2080 and 2080 Ti).

The RTX 3080 is part of NVIDIA's 30 series, and this generation has largely moved away from multi-GPU configurations for gaming due to various factors such as game support, driver support, and the diminishing returns in performance scaling. With the RTX 30 series, NVIDIA did not include NVLink connectors on most of their consumer-grade GPUs, including the RTX 3080.

For those looking to utilize multiple GPUs for purposes other than gaming, such as certain professional applications, rendering tasks, or compute workloads, NVIDIA's higher-end RTX 3090 did initially come with an NVLink connector, but this feature is not intended for gaming and is not available on the RTX 3080 models.

If you are looking to improve gaming performance, it is generally recommended to invest in the most powerful single GPU you can afford rather than attempting to connect multiple GPUs, especially since the RTX 3080 does not support NVLink or SLI.

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По моим сведениям в начале 2023 года видеокарты NVIDIA GeForce RTX 3080 официально не поддерживают NVLink или SLI для игровых целей. NVLink — это технология межсоединений с высокой пропускной способностью, разработанная NVIDIA, которая в основном используется в их профессиональных графических процессорах, таких как серии Quadro и Tesla, а также доступна в потребительских сериях RTX 20 (в частности, RTX 2080 и 2080 Ti).

RTX 3080 является частью 30-й серии NVIDIA, и это поколение в значительной степени отошло от конфигураций с несколькими графическими процессорами для игр из-за различных факторов, таких как поддержка игр, поддержка драйверов и уменьшающаяся отдача от масштабирования производительности. В серии RTX 30 компания NVIDIA не включила разъемы NVLink в большинство своих графических процессоров потребительского уровня, включая RTX 3080.

Для тех, кто хочет использовать несколько графических процессоров для целей, отличных от игр, например, для определенных профессиональных приложений, задач рендеринга или вычислительных задач, более дорогая видеокарта NVIDIA RTX 3090 изначально оснащена разъемом NVLink, но эта функция не предназначена для игр и не предназначена для игр. недоступно на моделях RTX 3080.

Если вы хотите повысить производительность в играх, обычно рекомендуется инвестировать в самый мощный одиночный графический процессор, который вы можете себе позволить, а не пытаться подключить несколько графических процессоров, тем более что RTX 3080 не поддерживает NVLink или SLI.

Как можно увидеть, ChatGPT 3.5 провалилась в ответе на вопрос. Однако ChatGPT 4.0 показала лучший результат и смогла обосновать свой ответ.

Выводы

ChatGPT 4.0 лучше всех справилась с задачей, что говорит о том, что нейронные LLM сети с самым большим количеством параметров хорошо умеют рассуждать. Однако, при должном количестве хорошей выборки обучаемого материала, можно достичь интересных результатов в узкоспециализированных задачах, используя модели с 70B параметрами, которые можно запустить на локальном компьютере, используя 64 Гб оперативной памяти и выше.

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  • 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.

  • 24.06.24 04:31 tashandiarisha

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  • 26.06.24 18:46 Jacobethannn098

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  • 04.07.24 04:49 ZionNaomi

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  • 17.07.24 02:26 thompsonrickey

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  • 02.09.24 20:24 [email protected]

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  • 06.09.24 01:35 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 06.09.24 01:44 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 16.09.24 00:10 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 16.09.24 00:11 marcusaustin

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  • 23.09.24 18:56 matthewshimself

    At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.

  • 01.10.24 14:54 Sinewclaudia

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  • 02.10.24 22:27 Emily Hunter

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  • 04.12.24 22:24 andreygagloev

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  • 27.12.24 00:21 swiftdream

    I lost about $475,000.00 USD to a fake cryptocurrency trading platform a few weeks back after I got lured into the trading platform with the intent of earning a 15% profit daily trading on the platform. It was a hell of a time for me as I could hardly pay my bills and got me ruined financially. I had to confide in a close friend of mine who then introduced me to this crypto recovery team with the best recovery SWIFTDREAM i contacted them and they were able to completely recover my stolen digital assets with ease. Their service was superb, and my problems were solved in swift action, It only took them 48 hours to investigate and track down those scammers and my funds were returned to me. I strongly recommend this team to anyone going through a similar situation with their investment or fund theft to look up this team for the best appropriate solution to avoid losing huge funds to these scammers. Send complaint to Email: info [email protected]

  • 31.12.24 04:53 Annette_Phillips

    There are a lot of untrue recommendations and it's hard to tell who is legit. If you have lost crypto to scam expresshacker99@gmailcom is the best option I can bet on that cause I have seen lot of recommendations about them and I'm a witness on their capabilities. They will surely help out. Took me long to find them. The wonderful part is no upfront fee till crypto is recover successfully that's how genuine they are.

  • 04.01.25 04:56 florencestella

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  • 06.01.25 19:09 michaeljordan15

    We now live in a world where most business transactions are conducted through Bitcoin and cryptocurrency. With the rapid growth of digital currencies, everyone seems eager to get involved in Bitcoin and cryptocurrency investments. This surge in interest has unfortunately led to the rise of many fraudulent platforms designed to exploit unsuspecting individuals. People are often promised massive profits, only to lose huge sums of money when they realize the platform they invested in was a scam. contact with WhatsApp: +1 (443) 859 - 2886 Email @ digitaltechguard.com Telegram: digitaltechguardrecovery.com website link:: https://digitaltechguard.com This was exactly what happened to me five months ago. I was excited about the opportunity to invest in Bitcoin, hoping to earn a steady return of 20%. I found a platform that seemed legitimate and made my investment, eagerly anticipating the day when I would be able to withdraw my earnings. When the withdrawal day arrived, however, I encountered an issue. My bank account was not credited, despite seeing my balance and the supposed profits in my account on the platform. At first, I assumed it was just a technical glitch. I thought, "Maybe it’s a delay in the system, and everything will be sorted out soon." However, when I tried to contact customer support, the line was either disconnected or completely unresponsive. My doubts started to grow, but I wanted to give them the benefit of the doubt and waited throughout the day to see if the situation would resolve itself. But by the end of the day, I realized something was terribly wrong. I had been swindled, and my hard-earned money was gone. The realization hit me hard. I had fallen victim to one of the many fraudulent Bitcoin platforms that promise high returns and disappear once they have your money. I knew I had to act quickly to try and recover what I had lost. I started searching online for any possible solutions, reading reviews and recommendations from others who had faced similar situations. That’s when I came across many positive reviews about Digital Tech Guard Recovery. After reading about their success stories, I decided to reach out and use their services. I can honestly say that Digital Tech Guard Recovery exceeded all my expectations. Their team was professional, efficient, and transparent throughout the process. Within a short time, they helped me recover a significant portion of my lost funds, which I thought was impossible. I am incredibly grateful to Digital Tech Guard Recovery for their dedication and expertise in helping me get my money back. If you’ve been scammed like I was, don’t lose hope. There are solutions, and Digital Tech Guard Recovery is truly one of the best. Thank you, Digital Tech Guard Recovery! You guys are the best. Good luck to everyone trying to navigate this challenging space. Stay safe.

  • 18.01.25 12:41 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]

  • 18.01.25 12:41 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]

  • 20.01.25 15:39 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]

  • 22.01.25 21:43 DoraJaimes23

    Recovery expert. I lost my bitcoin to fake blockchain impostors on Facebook, they contacted me as blockchain official support and i fell stupidly for their mischievous act, this made them gain access into my blockchain wallet whereby 7.0938 btc was stolen from my wallet in total .I was almost in a comma and dumbfounded because this was all my savings i relied on . Then I made a research online and found a recovery expert , with the contact address- { RECOVERYHACKER101 (@) GMAIL . COM }... I wrote directly to the specialist explaining my loss. Hence, he helped me recover a significant part of my investment just after 2 days he helped me launch the recovery program , and the culprits were identified as well , all thanks to his expertise . I hope I have been able to help someone as well . Reach out to the recovery specialist to recover you lost funds from any form of online scam Thanks

  • 23.01.25 02:36 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 02:37 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 14:20 nellymargaret

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  • 26.01.25 03:54 [email protected]

    Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT

  • 28.01.25 21:48 [email protected]

    It’s unfortunate that many people have become victims of scams, and some are facing challenges accessing their Bitcoin wallets. However, there's excellent news! With Chris Wang, you can count on top-notch service that guarantees results in hacking. We have successfully helped both individuals and organizations recover lost files, passwords, funds, and more. If you need assistance, don’t hesitate—check out recoverypro247 on Google Mail! What specific methods does Chris Wang use to recover lost funds and passwords? Are there any guarantees regarding the success rate of the recovery services offered? What are the initial steps to begin the recovery process with recoverypro247? this things i tend to ask

  • 02.02.25 20:53 Michael9090

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  • 00:04 Jannetjeersten

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