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Почём ИИ для народа: протестировали платформу YADRO G4208P с восемью H100 NVL и RTX 4090 на десятке ИИ-моделей

Привет, Хабр! Меня зовут Артём Маклаев, вместе с командой я занимаюсь оценкой производительности серверных платформ для задач искусственного интеллекта в YADRO. Сегодня поговорим о готовящемся к выпуску сервере YADRO G4208P G3, к раннему образцу которого мы получили полный доступ, чтобы оценить его эффективность работы с нейросетями.

Шесть лет назад для обучения GPT-2 на 1,6 миллиарда параметров требовались массивы из десятков топовых V100 и целая команда инженеров, а сам процесс мог занимать недели. Сейчас один GPU-сервер YADRO G4208P G3 справляется с этой задачей за ~1,6 суток. Мы провели масштабное тестирование разных ИИ-моделей на платформах с восемью H100 NVL и RTX 4090, адаптированных для установки в сервер. Когда же выгоднее взять RTX 4090, а в каких случаях не обойтись без серверных карт? Давайте вместе разберемся.

Новый GPU-сервер для тестирования

В нашем распоряжении GPU-сервер YADRO G4208P G3 с парой Xeon Platinum Gen4. Мы можем установить до восьми GPU: в нашем случае это H100 NVL и 4090. Есть поддержка NVLink Bridge, так что на одном тестовом стенде мы сравним работу видеокарт H100 NVL с этой технологией и без нее.

G4208P G3: вид сверху
G4208P G3: вид сверху
Характеристики GPU-сервера G4208P G3

  • Форм-фактор: 4U.

  • CPU: 2 × Intel Xeon Scalable 4/5 поколения, TDP до 350 Вт.

  • RAM: до 8 ТБ DDR5-4800.

  • GPU: до 8 PCIe 5.0 x16 двойной ширины, TDP до 450 Вт.

  • Накопители: до 12 дисков (8 × SAS/SATA, 4 × SAS/SATA/NVMe)

  • Поддержка NVLink Bridge.

Подробные технические характеристики →

Конфигурации тестовых систем

Компонент/
платформа

G4208P (8х4090)

G4208P (8хH100NVL)

CPU

2 x Intel Xeon Platinum Gen4 (32 ядра)

2 x Intel Xeon Platinum Gen4 (32 ядра)

GPU

8x RTX 4090 (24 GB)

8x H100NVL (94 GB)

RAM

2 TB (16x 64GB)

2 TB (16x 64GB)

SSD

14 TB NVMe

7 TB NVMe

NVIDIA Драйвер

560.35.5

560.35.5

ОС

Ubuntu 22.04, Linux 6.8.0-38-generic

Ubuntu 22.04, Linux 6.8.0-38-generic

Обучение моделей GPT-2

Для экспериментов мы выбрали бенчмарк на основе реализации обучения для модели GPT-2 на 1,558 миллиарда параметров из репозитория проекта llm.c Андрея Карпаты.

Именно эта модель была представлена OpenAI в блоге Better Language Models and Their Implications в феврале 2019 года. Тогда для ее обучения нужна была команда инженеров и солидные вычислительные ресурсы: массивы из десятков топовых V100. Обучение модели могло длиться несколько недель.

Сейчас, шесть лет спустя, достаточно одного сервера с восемью картами H100, а обучение занимает 1–1,6 суток. Все это благодаря развитию GPU, современным библиотекам, таким как CUDA и cuDNN, а также открытым датасетам типа FineWeb-Edu.

Андрей Карпаты показывает, что это возможно даже без фреймворков вроде PyTorch или TensorFlow. Все обучение реализовано примерно в 5 тысячах строк на C и CUDA. Это наглядный пример того, насколько проще и доступнее стало обучение крупных языковых моделей.

Мы проверили, как справляются серверы YADRO c обучением GPT-2 на 1,6 миллиарда параметров. Обучение на конфигурации G4208P с восемью H100 NVL заняло 38 часов, или примерно 1.6 суток. На графике ниже показываем соотношение времени исполнения 50 шагов обучения на конфигурации G4208P с RTX 4090 по сравнению с конфигурацией на Н100 NVL:

539df9ab7bec709224b3830542fb09e2.png

В качестве эксперимента мы также выполнили несколько шагов обучения варианта модели на 12,2 миллиарда параметров из репозитория Андрея Карпаты. Эта реализация обучения модели рассчитана только на GPU c объемом памяти >= 80 ГБ, поэтому замеры проводили только на сервере с восемью H100 NVL.

На этой конфигурации один шаг обучения в среднем длится в ~38 раз дольше, чем для модели в 1,558 миллиарда параметров. Для ускорения процесса нужно использовать кластер из подобных машин, но это уже тема следующей серии экспериментов.

Бенчмарки индустриального стандарта

При формировании оценки производительности общего плана для серверной платформы мы используем бенчмарки индустриального стандарта MLCommons. Этот репозиторий содержит набор многоцелевых бенчмарков для различных типов нагрузок и сценариев. В статье мы затрагиваем те, что связаны с задачами обучения и инференса моделей ИИ.

Давайте посмотрим на результаты запуска MLCommons-бенчмарков для платформы G4208P G3 в двух конфигурациях — с восемью RTX 4090 и H100 NVL.

Соотношение времени обучения

Посмотрим на результаты сравнения времени обучения для разных моделей ИИ, которые используются для обработки изображений и естественного языка:

  • классификация изображений (ResNet),

  • сегментация медицинских изображений, например для МРТ и КТ (UNet3D),

  • определение объектов (RetinaNet),

Соотношение времени обучения на разных платформах для моделей ResNet, UNet3D, RetinaNet
Соотношение времени обучения на разных платформах для моделей ResNet, UNet3D, RetinaNet

Из графика видно:

  • 8х 4090 G4208P G3 в среднем в ~3 раза уступает 8х H100 NVL в задачах обучения малых моделей,

  • G4208P G3 8х H100 NVL превосходит результаты 8х H100 PCIe из публичного репозитория. Публичных данных по H100 NVL, к сожалению, нет.

Открытые бенчмарки

В сравнении мы использовали эти записи из публичного репозитория:

Бенчмарк/Конфигурация

public 8x H100_80GB PCIe (MLCommons)

Image classification
(ResNet)

4.0-0017

Image segmentation, medical
(UNet3D)

4.0-0017

Сравнение производительности на задачах инференса

Посмотрим, на что способны GPU при выполнении разных задач, начиная с обработки изображений и заканчивая языковыми моделями.

На графике ниже — сравнение производительности серверов YADRO на задаче инференса при обработке всех имеющихся данных (офлайн-сценарий) с публичными результатами из репозитория MLCommons. Для него взяли конкурентные платформы c конфигурациями ускорителей 8х H100 PCIe (на 80 ГБ) и 8x H100 NVL.

9efd554b4d8336aa5a5fed594b9f6168.pngСоотношение пропускной способности инференса (офлайн-сценарий)
Соотношение пропускной способности инференса (офлайн-сценарий)

Ключевые выводы:

  • 8х 4090 G4208P G3 в среднем в ~2,7 раза уступает 8х H100 NVL, наибольшая просадка наблюдается в задачах связанных с инференсом LLM,

  • 8х H100 NVL G4208P G3 показывает результаты, аналогичные результатам из публичных данных для 8х Н100 NVL.

Открытые бенчмарки

В сравнении мы использовали эти записи из публичного репозитория.

Бенчмарк/Конфигурация

8x H100_80GB PCIe (mlcommons)

8x H100NVL (mlcommons)

Speech-to-text (rnnt)

4.0-0001

NLP (bert-99)

4.1-0004

4.1-0040

LLM – Summarization (gpt-j-6B-99)

5.0-0064*

5.0-0023

LLM – Q&A

(llm-70b-99)

5.0-0064*

5.0-0023

Recommendation (dlrm-v2-99)

5.0-0064*

5.0-0009**

Image segmentation, medical (3d-unet-99)

5.0-0064*

5.0-0023

Object detection (retinanet)

5.0-0064*

5.0-0023

Image classification (resnet50)

5.0-0064*

5.0-0050*

Image Generation (stable-diffusion-xl)

5.0-0064*

5.0-0050*

Замечание: в версии MLCommons 5.0 не для всех бенчмарков представлены данные по конфигурациям с восемью GPU. Например, для H100 PCIe внесены данные только для четырех H100 PCIe (запись 5.0-0064). В этих случаях значение для конфигурации 8х H100 PCIe было аппроксимировано умножением значения на необходимый коэффициент:

* — х2 для публичных данных с четырьмя GPU (запись 5.0-0064),

** — x4 для публичных данных с двумя GPU (запись 5.0-0009).

Когда полезен NVLink

NVLink позволяет соединять GPU напрямую, в обход относительно медленной PCIe, обеспечивая высокоскоростной обмен данными. Пропускная способность такого соединения более чем в 4 раза превышает возможности PCIe 5.0: 600 ГБ/с против 128 ГБ/c в обоих направлениях.

Конкретная скорость зависит от версии NVLink — от 160 ГБ/с для архитектуры Pascal (1.0) и до 900 ГБ/с для Hopper (4.0). В пятой версии NVIDIA обещает скорость до 1,8 ТБ/с для GPU с архитектурой Blackwell. К примеру, интерфейс PCIe 5.0 удваивает пропускную способность по сравнению с предыдущим поколением: до 64 ГБ/с в каждом направлении на слот x16.

В нашем сервере NVLink работает именно между парой карт, но и этого достаточно, чтобы ускорить ряд задач. В масштабных моделях — например, языковых на десятки или сотни миллиардов параметров — узким местом часто становится обмен данными между GPU. NVLink-связка из двух карт позволяет эффективно разделить параметры модели и обучать или выполнять инференс, значительно сократив потери на коммуникациях.

Наши тесты показывают прирост производительности более чем в 1,5 раза на больших нейросетях при попарном объединении GPU шиной NVLink. Сравнивали с вариантом обмена данными через PCIe.

b47e0a4142214ea981618e945934c4ca.png

Таким образом NVLink будет полезен в следующих сценариях:

  • модель не умещается на одной GPU, и нужно распределить ее на две видеокарты.

  • для повышения эффективности выполнения задачи нужно больше места для обработки входных данных.

Когда 4090 выгоднее: производительность/цена

4090 — это адаптированные версии клиентских RTX 4090 для работы в сервере. Подобные GPU производят на фабриках, а технология соответствует стандартам производства серверных графических ускорителей. В G4208P G3 можно установить восемь таких GPU.

На рынке есть сопоставимые по производительности GPU-карты L40, L40S, специализированные и изначально спроектированные для использования в серверах, но детальный обзор разных видов GPU-карт — тема для отдельной статьи.

Главное сравнительное преимущество RTX — это соотношение производительность/цена. Если посмотреть на стоимость платформ и сопоставить ее с данными по производительности, то по метрике производительность/цена платформа 8х 4090 G4208P G3 выходит вперед в ряде случаев. Например, при обучении малых моделей до ~2 миллиардов параметров в задачах, которые связаны с обработкой изображений и обучением малых LLM:

ec531e448d135e66770362ce9d808e8f.png

Также 8х 4090 G4208P G3 оказывается впереди для инференса малых моделей (до ~2 миллиардов параметров) в задачах, которые связаны с обработкой изображений:

195bc8bf9637709ef7323d15229d50f0.png

А еще — инференса моделей распознавания речи и обработки естественного языка:

ccf9e7656b02641fb2a3aa244f8302ac.png

При обработке малых моделей до ~2 миллиардов параметров платформа 8х 4090 G4208P G3 в среднем в ~2,5 раза эффективнее 8х H100 NVL в задачах инференса и в ~1,4 раза в задачах тренинга.

Инференс больших LLM с количеством параметров более ~70 миллиардов значительно эффективнее проводить на конфигурации с 8х H100 NVL.

По результатам выше мы видим, что в ИИ-задачах по вычислительной мощности H100 NVL превосходит 4090 в среднем в ~2,7 раза. А с точки зрения эффективности затрат на решение прикладных задач, таких как компьютерное зрение и инференс моделей до ~2 млрд параметров, платформа с 8х 4090 может окупиться значительно быстрее, чем специализированный сервер с 8х GPU вроде H100 NVL.

Выводы

Платформа G4208P G3 позволяет установить восемь мощных серверных GPU и объединить их попарно шиной NVLink. В задачах инференса и обучения ИИ-моделей она демонстрирует производительность на уровне аналогичных платформ мировых вендоров.

Конфигурация G4208P G3 8х H100 NVL хорошо себя показывает как для инференса больших LLM (более ~70 миллиардов параметров), так и для обучения малых и средних LLM-моделей — до 13 миллиардов параметров.

Конфигурация G4208P G3 8х 4090 подходит для инференса и обучения малых моделей, например моделей для работы с изображениями (ImageClassification, ObjectDetection, ImageSegmentation), и LLM с количеством параметров ~1,6 миллиардов параметров. Причем по метрике производительность/цена она может быть до 2,5 раза эффективнее, чем конфигурация 8х H100 NVL.

Мы свели общие выводы по производительности и метрике производительность/цена платформ 8x H100 NVL и 8x 4090 в таблицу:

Задача/платформа

8x H100 NVL

8x 4090

Perf

Perf/ cost

Perf

Perf/ cost

Обучение средних моделей (1,6B < LLM < 13B)

★★★

◼◼◼

n/a

n/a

Обучение малых моделей
(LLM ~1,6B, ImageClassification, ObjectDetection,Speech2Text и т. д.)

★★★

◼◼

★

◼◼◻

Инференс больших моделей (LLM >=70B)

★★★

◼◼◼

☆

◼◻

Инференс средних моделей (LLM ~6B)

★★★

◼◼◼

★

◼◼◼

Инференс малых моделей (LLM ~1,6B, ImageClassification, ObjectDetection,Speech2Text и т. д.)

★★★

◼

★★

◼◼◻

Используемые обозначения:

  • ◼◼◼/★★★ — самая высокая эффективность (три пункта) для задачи по заданной метрике.

  • ◼◼◻/★★☆ — эффективность составляет 2,5 пункта (из трех) для задачи по заданной метрике.

  • n/a — результаты для задачи отсутствуют, так как набор используемых бенчмарков в силу ограничений реализации или особенностей компонент (например, недостаточный объем памяти) не позволяет проводить эксперименты на этой конфигурации.

В следующей статье расскажем о запуске различных моделей от deepseek-ai на платформах YADRO. Также мы планируем тестировать конфигурации с другими GPU на сервере G4208P G3. Подписывайтесь!

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  • 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

  • 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

  • 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

  • 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

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