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Как ускорить LLM-генерацию текста в 20 раз на больших наборах данных

Всем привет, я Алан, разработчик-исследователь MTS AI. В команде фундаментальных исследований мы занимаемся исследованием LLM, реализацией DPO и валидацией наших собственных языковых моделей. В рамках этих задач у нас возникла потребность в генерации большого количества данных с помощью LLM. Такая генерация обычно занимает много времени. Однако за последний год, с ростом популярности LLM, стали появляться различные инструменты для развертывания таких моделей. Одной из самых эффективных библиотек для инференса языковых моделей является библиотека vLLM. В статье показывается, как с помощью асинхронных запросов и встроенных особенностей vLLM можно увеличить скорость генерации примерно в 20 раз. Приятного чтения!

Библиотека vLLM

vLLM- это библиотека, которая позволяет относительно просто развернуть языковую модель для инференса, в том числе в виде OpenAI- совместимого API. Библиотека поддерживает квантизированные модели (методы GPTQ, AWQ и SqueezeLLM), оптимизацию памяти с помощью PagedAttention, оптимизированные ядра CUDA, непрерывный батчинг и прочее. Также vLLM работает с большинством популярных моделей с HuggingFace.

OpenAI- совместимый сервер в vLLM реализует такие эндпоинты как: list models, ChatCompletion и Completion. Развертывание API выполняется следующим образом:

python -m vllm.entrypoints.openai.api_server --model your_model_path

Теперь мы можем обращаться к модели так, как если бы обращались к официальному API OpenAI:

import openai

openai.api_base = "адрес, на котором развернуто API"
system_prompt = (
        "Your system prompt"
    )
user_prompt = "Как дела?"
messages = [
        {"role": "system", "content": system_prompt},
        {"role": "user", "content": user_prompt}
    ]

result = openai.ChatCompletion.create(
            model="your_model_name",
            messages=messages,
            max_tokens=4096,
            temperature=0.9,
            top_p=0.6
        )
print(result["choices"][0].get("message").get("content"))

Примерно таким образом мы генерируем ответы для X- набора инструкций и это слишком медленно. Но прежде чем переходить к ускорению генерации, для начала вспомним, как происходит инференс в LLM. На вход подается последовательность токенов, затем мы итеративно генерируем следующие токены, пока не будет сгенерирован eos-токен или достигнута максимальная длина последовательности. Рассмотрим некоторые детали инференса:

Время обработки входного промпта примерно равно времени генерации выходной последовательности. Это происходит потому, что в начале вычисляются входные данные для механизма внимания, которые остаются постоянными в течении всего времени генерации.
Пропускная способность инференса LLM в значительной степени определяется тем, насколько большой батч вы можете поместить в память графического процессора

Вместо того, чтобы каждый раз загружать параметры модели, когда начинается генерация последовательности, мы можем загрузить веса один раз, а затем использовать для обработки батча последовательностей. Кратко рассмотрим два типа батчинга, которые помогут нам генерировать данные значительно быстрее

Статический батчинг

Метод статических матчей предполагает, что размер батча остается постоянным до тех пор, пока каждая последовательность не будет сгенерирована до конца, таким образом мы повышаем пропускную способность. При этом память графического процессора все еще используется не так эффективно, поскольку скорость обработки батча ограничена временем генерации самой длинной последовательности.

Статический батчинг. Изображения взяты отсюда

Официальное Completion API OpenAI позволяет генерировать данные батчами, при этом такой способ уже не работает для ChatCompletion API, который используется для работы с современными инструктивными моделями. Ниже представлены два примера: стандартная генерация и батч- генерация

Стандартная генерация:

from openai import OpenAI
client = OpenAI()
 
num_stories = 10
prompt = "Я пошел в магазин и купил"
 

for _ in range(num_stories):
    response = client.completions.create(
        model=model_name,
        prompt=prompt,
        max_tokens=100,
    )
    
    print(prompt + response.choices[0].text)

Генерация статического батча:

from openai import OpenAI
client = OpenAI()
 
num_stories = 10
prompts = ["Я пошел в магазин и купил"] * num_stories

response = client.completions.create(
    model=model_name,
    prompt=prompts,
    max_tokens=100,
)
 
stories = [""] * len(prompts)
for choice in response.choices:
    stories[choice.index] = prompts[choice.index] + choice.text

for story in stories:
    print(story)

Непрерывный батчинг

Вместо того, чтобы ждать, пока каждая последовательность в батче будет сгенерирована, размер батча может определяться отдельно для каждой итерации, с помощью реализации метода ORCA в библиотеке vLLM. Это означает, что как только в батче завершится генерация одной последовательности, на ее место сразу становится новая последовательность, что обеспечивает более высокую нагрузку на видеокарту, чем при статическом батчинге. Подробнее про батчинг в vLLM можно прочитать здесь.

Непрерывный батчинг. Изображения взяты отсюда

PagedAttention

Помимо непрерывного батчинга, vLLM также реализует механизм PagedAttention, что также приводит к значительному ускорению инференса. В процессе авторегрессионного декодирования для каждого входного токена генерируются тензоры K и V для слоя внимания, затем эти тензоры сохраняются в памяти GPU для генерации следующих токенов. Кэшированные тензоры key и value часто называют KV- кэшем. KV- кэш занимает достаточно большой объем памяти: при генерации одной последовательности с помощью LLaMA-13B требуется до 1,7 ГБ. Также стоит учитывать, что KV- кэш занимает разный объем памяти, в зависимости от длины последовательности.

В результате, задача эффективного управления KV- кэшем становится проблемой. Команда vLLM обнаружила, что существующие системы впустую тратят около 80 процентов памяти из- за фрагментации и избыточного резервирования.

Чтобы решить эту проблему, vLLM реализовала механизм PagedAttention, который вдохновляется классической идеей виртуальной памяти и страничной организации памяти. В отличие от традиционных алгоритмов внимания, PagedAttention позволяет хранить непрерывные key и value в несмежном пространстве памяти. PagedAttention разбивает KV- кэш каждой последовательности на блоки, каждый блок содержит key и value для фиксированного количества токенов. Во время вычислений ядро PagedAttention эффективно идентифицирует и извлекает эти блоки.

PagedAttention

Проводя аналогию со страничной организацией памяти, блоки можно рассматривать как страницы, токены - как байты, а последовательности - как процессы. Непрерывные логические блоки последовательности сопоставляются с несмежными физическими блоками через таблицу блоков. Физические блоки распределяются по мере генерации новых токенов.

PagedAttention

PagedAttention позволяет системе обрабатывать большие батчи последовательностей, увеличивать загрузку графического процессора и тем самым значительно увеличивать скорость инференса. Также PagedAttention естественным образом обеспечивает совместное использование памяти через таблицу блоков. Аналогично тому, как процессы совместно используют физические страницы, различные последовательности в PagedAttention могут совместно использовать блоки, сопоставляя их логические блоки одному и тому же физическому блоку. Чтобы обеспечить безопасный общий доступ, Paged Attention отслеживает количество ссылок на физические блоки и реализует механизм Copy-on-Write.

Подробнее про PagedAttention можно прочитать здесь.

Chat Completion API и asyncio

Для того, чтобы воспользоваться непрерывным батчингом и значительно ускорить генерацию с помощью vLLM, мы должны сделать к API много запросов одновременно. Для этого было решено использовать acreate и библиотеку asyncio.

acreate- это асинхронная версия метода openai.ChatCompletion.create, который возвращает корутину

корутина- это асинхронный блок кода, который может быть приостановлен, когда у нас есть потенциально длительно выполняющаяся задача, а затем возобновлен, когда эта задача завершена

В первой версии запроса мы отправляли данные на vLLM- сервер батчами по 128 запросов, код приведен ниже:

import openai
import asyncio


async def generate_answers(prompt):
    completion = await openai.ChatCompletion.acreate(
        model="model_name",
        messages=[{"role": "user", "content": prompt}],
        max_length=1028
    )

    return completion["choices"][0].get("message").get("content")

  
results = []
batch_size = 128
async def main(batch):
    tasks = []
    global results
    for idx, prompt in enumerate(batch):
        task = asyncio.create_task(generate_answers(prompt["prompt"]["text"]))
        tasks.append(task)

    answers = await asyncio.gather(*tasks)
    results += answers


for idx in range(0, len(data), batch_size):
    print("IDX:", idx)
    asyncio.run(main(data[idx:idx+batch_size]))

Скорость стала выше, но это не совсем эффективный запрос, потому на vLLM можно подать сразу весь набор данных и сервер автоматически организует очередь обработки последовательностей, максимальный размер батча в таком случае будет составлять 256. Теперь мы отправляем весь датасет сразу:

import openai
import asyncio


async def generate_answers(prompt):
    completion = await openai.ChatCompletion.acreate(
        model="model_name",
        messages=[{"role": "user", "content": prompt}],
        max_tokens=1024,
        request_timeout=10000
    )
    return completion["choices"][0].get("message").get("content")


async def main(data):
    tasks = []
    for idx, prompt in enumerate(data):
        task = asyncio.create_task(generate_answers(prompt))
        tasks.append(task)

    answers = await asyncio.gather(*tasks)
    return answers

# data- это набор данных, на котором генерируются ответы
results = asyncio.run(main(data))

Время генерации данных для 100 и 2000 инструкций на видеокарте A100 40 гб:

Количество инструкций	Время синхронной генерации	Время асинхронной генерации
100	6 м 10 с	1 м
2000	2 ч 50 м	5-10 м

Как результат мы получаем многократное ускорение благодаря асинхронным запросам, непрерывному батчингу и механизму PagedAttention в vLLM.

Стоит упомянуть, что независимо от длины инструкции, PagedAttention выделит память с максимальным количеством токенов для KV- кэша. Следовательно, ускорение так или иначе зависит от статистического распределения количества токенов в наборе данных, поэтому результаты ускорения на разных наборах данных могут отличаться (ускорение от 20 до 30 раз).

Заключение

Непрерывный батчинг вместе с механизмом внимания PagedAttention действительно позволяют многократно увеличить скорость инференса, однако можно выделить два момента:

Качество генерации некоторых ответов может падать, возможно это зависит от используемой языковой модели
Необходимо выставлять большое время ожидания при запросе, так как некоторые последовательности могут генерироваться достаточно долго(они генерируются в последнюю очередь)

Даже с учетом этого, реализованные в vLLM методы позволяют значительно ускорить эксперименты большими языковыми моделями

Надеемся, что статья окажется полезной в вашей работе с LLM.

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Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.10.25 04:41 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
11.10.25 10:44 Tonerdomark

A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 19:53 Tonerdomark

A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 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 Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 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 Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 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 Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1