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Н Новости

Играемся с RTX 5090 (GB202) для инференса

Настраиваю карточку для тестов (шутка)
Настраиваю карточку для тестов (шутка)

Продолжаем статьи про практические тесты актуальных картонок от Nvidia (A5000 Ada, A100, 3090 и A10). В этот раз мне предложили (не реклама) денёк погонять Nvidia RTX 5090 в хостинге (себе такую брать я бы не стал), и я не мог отказаться от такого предложения.

За день что-то стоящее натренировать нынче уже проблематично, поэтому будем "снимать" уже привычных обратно совместимых "попугаев" через gpu-burn и также замерим скорость инференса одной нашей довольно прожорливой сетки в продакшене.

Все шутки про Nvidia давно уже не шутки, санкции и торговые войны идут своим чередом, но тем не менее в России новинки появляются с завидной регулярностью несмотря на все запреты.

На фоне сильно негативного новостного фона со стороны игрового сообщества про новый релиз Nvidia и своеобразных "успехов" Nvidia по наращиванию своей капитализации продвинутой "сегментации" рынка (все уже пошутили про новый коннектор, огромный рост TDP и размера карт), мне лично было интересно, а есть ли рост 50* поколения карт для наших задач против 40* поколения.

Если верить техно- и игровым блоггерам, их новое поколение совсем не впечатлило. Меня зато так впечатлило 40* поколение, что мы даже не рассматривали апгрейд 3090. Давайте разбираться!

Вопрос цены

Тут, как ни странно всё прозаично. Nvidia окончательно закончила сегментацию рынка на игровые карты с огромным размером и TDP (GeForce RTX), профессиональные относительно доступные для бизнеса (очень "удачно" именованная серия A*0, в прошлом Quadro) и доступные "не только лишь для всех" космические карты Tesla (особенно поколения начиная с Hopper и Blackwell).

MSRP выросла до двух тысяч долларов, а реальная цена в России до 300 тысяч рублей. И если на пике майнингового бума 3090 (очень удачные карты) тоже можно было найти по похожей цене, то вне пиков бума я помню цены в районе даже 100-150 тысяч рублей. Ещё держим в голове, что 3090 были с турбиной от нормальных производителей.

Получается, что сейчас смотреть чисто на использование карточки для игр, то по сути цена на топовую карточку стала безумно высокой, но если раньше цену "раздувал" майнинговый пузырь, то сейчас Nvidia увеличила свои аппетиты + присутствует санкционная составляющая. Анализ адекватности цен на остальные игровые карты линейки оставим за скобками для комментариев.

Если смотреть на карточку для расчётов, то несмотря на впечатляющий рост показателей из-за двукратного роста размера и энергопотребления карточек, стоковые карточки дают приблизительно такой же суммарный результат, как и 2 штуки 3090 (в комментариях к прошлой статьей кто-то писал, что существуют "пиратские" турбо карточки с большим числом VRAM из якобы "отбракованных" чипов). Естественно, могут быть приложения, для которых важна именно скорость одной конкретной карточки.

Сравнение рекомендуемых цен каждого нового поколения GPU Nvidia:

Рекомендуемая рыночная цена 5090 - U$1999. Фактическая цена в России - около 300 тысяч рублей, хотя есть отдельные предложения за 500 тысяч рублей.

e4472d8cbbc52b775b0a1f4821ba4773.png

Слон в комнате 2.0

3090 vs 4090, карты на 3 кулера
3090 vs 4090, наглядное фото из интернета
3090 vs 4090, наглядное фото из интернета
Карта выглядит очень комично
Карта выглядит очень комично
Проклятый коннектор и эклектика внутри серверной платформы
Проклятый коннектор и эклектика внутри серверной платформы
Внутри брутального корпуса
Внутри брутального корпуса
Искусство
Искусство
Блестит
Блестит

Не обойдем и его. Не вижу смысла повторять прошлую статью, меньше новое поколение карт не стало.

Карточка занимает 3.5 слота, и в серверную платформу SuperMicro, куда обычно входит 8 2-х слотовых GPU тут впритирку входят 4 карточки. По питанию нет проблем, так как там 4 блока питания (по схеме 2+2, каждый на 2 киловатта).

Думаю занятную арифметику, сколько каких карт какой мощности можно поставить куда, вы сделаете самостоятельно. Но в этот раз хотя бы однослотовые карты уже лучше представлены в линейке A*0. Стоит разве что отметить, что если вы будете собирать сервер только из консьюмерского железа для "энтузиастов", вы будете ограничены материнскими платами куда скорее всего войдет 2 такие карточки и блоками питания на 2 киловатта.

На мой взгляд довольно печально, что продолжают использовать довольно неудачный коннектор. Карты стали огромными, а коннектор - маленьким и хрупким.

Коннектор
d6f1aa6a43337e3cc3b4bdf9e5d2c241.png

Проблемы на старте

Первый раз в жизни драйвера встали не с первого раза. Оказалось, что нужно для карт серии 50* обязательно ставить драйвера из ветки *open (sudo apt install nvidia-driver-570-open), а не обычные проприетарные. При этом нигде про это особо не написано, кроме форумов.

Скрытый текст
Драйвера вроде поставились
Драйвера вроде поставились
Но вот карточки не нашлись
Но вот карточки не нашлись
Как обычно, спасибо анониму из интернета
Как обычно, спасибо анониму из интернета

Сухие характеристики

Время идёт, но конкуренция в сфере ускорителей для расчетов всё еще не позволяет рассматривать всерьез какие-то другие решения кроме Nvidia. Может я плохо слежу, но я не слышал, чтобы много кто гонял сетки на карточках от AMD, и есть ощущение, что кроме игрового сегмента, AMD смотрит в первую очередь на HPC и hyperscaler-ов, что немного не про нас.

Появились решения от Intel и китайцев, но я не слышал, чтобы на них кто-то что-то тренировал. В любом случае кажущийся огромный прогресс игрового сегмента карт сильно нивелируется ростом их физического размера.

Если даже банально сравнить 5090 с RTX A5000 Ada, то с использованием тензорных ядер она не особо и проигрывает, имеет низкий TDP, выдувает воздух наружу сама. Но, конечно, ценник там уже корпоративный.

Спасибо хоть, что не зажали VRAM топовой карточке в этот раз, в отличие от стартовых!

Сухие характеристики, цена была зафиксирована на момент когда карточки были актуальными "новинками"
Сухие характеристики, цена была зафиксирована на момент когда карточки были актуальными "новинками"

Сравнение попугаев

Для совместимости с прошлыми тестами, воспользуемся простой утилитой gpu-burn, которая вообще по идее предназначена для стресс-тестирования серверов с видеокартами. Билд опять будем делать через готовый докерфайл, заботливо предоставленный разработчиками библиотеки:

git clone https://github.com/wilicc/gpu-burn
cd gpu-burn
docker build -t gpu_burn .

Далее документация просит ввести такую команду: docker run --rm --gpus all gpu_burn, но она запустит дефолтный тест сразу на всех картах. Как по мне лучше сделать вот так, чтобы иметь возможность выбирать дивайсы и запускать разные тесты (с и без тензорных ядер):

docker run --rm -it --gpus '"device=0"' --entrypoint bash gpu_burn 
./gpu_burn 120 
./gpu_burn -tc 120
Температура карты в простое:
a2dbf2071e58fbdba081c9fd847f8e6d.png

Как ни странно, несмотря на огромный TDP и высокую температуру карты "на старте", карта не очень "горячая" при полной нагрузке, примерно на уровне карт поколения Ampere. Какая-либо настройка тактовой частоты, потребления питания или скорости вращения "фенов" - не производилась. Указывать буду максимальные попугаи и максимальную температуру карты во время теста, когда карточка выходит на "плато" после некоторого "прогрева".

Температура карточки на "плато"
Температура карточки на "плато"

И тут нас ждёт вот такой сюрприз. Карточка выдает 20 тысяч Glop/s что на FP32, что при использовании тензорных ядер! Хм странно. Как минимум тензорные ядра должны давать хоть какой-то прирост, верно? И тут опять какие-то проблемы с Nvidia? Санкции по географическому признаку?

Нет причина оказалась прозаичной, при билде надо было поменять CUDA 11.8 на CUDA 12.8 в этой строчке (карточка вышла месяц назад) и всё просто взяло и заработало. Итоговые метрики:

Glop/s как в FP32, так и с использованием тензорных ядер
Glop/s как в FP32, так и с использованием тензорных ядер
Аналогичные показатели для A100 при "шинковке" её на кусочки с помощью MIG
Аналогичные показатели для A100 при "шинковке" её на кусочки с помощью MIG

После установки "правильной" CUDA, карточка показала такое потребление и тактовые частоты "из коробки":

TDP и тактовая частота
Никакого "разгона" карты не производилось
Никакого "разгона" карты не производилось

Тест на реальном продуктовом инференсе

Итак, мы сняли абстрактные гигафлопсы и убедились, что карточка реально работает, драйвера поставлены верно и метрики как-то коррелируют с заявленными маркетологами.

Давайте теперь перейдем ближе к реальности. У нас есть одна моделька, для которой важна "скорость" карточки (но VRAM не особо важна). В отличие от большинства наших моделей, которые прекрасно работают даже на 1080 Ti, конкретно эта имеет ряд характеристик:

  • Загружает карточку на 100% в течение длительного времени;

  • Работает сильно быстрее реального времени, но текущая итерация конкретно этой модели всё ещё чуть медленновата (в 10-20 раз быстрее реального времени);

  • Мы также ожидаем и её "математического" ускорения в ближайшем будущем ещё где-то в 3-4 раза, но хотели бы измерить как она себя ведёт на разном железе, чтобы просчитать разные опции по хостингу.

Итак, вот результаты замера. Попугаи на данном графике - это насколько моделька быстрее реального времени в числе раз:

Сравнение пропускной способности карточек
Сравнение пропускной способности карточек

Как ускорим эту сетку, цифры станут совсем вкусными.

Вывод

Что касается "неудачности" нового поколения среди игроков - если использовать карту для расчётов, по цифрам всё просто прекрасно! Но тут на нас смотрят четыре огромных нюанса:

  • Цена почти "такая же" как у профессиональных решений. При этом размер и потребление энергии в два раза выше;

  • По метрикам карточка примерно равна двум 3090. Но при этом жрёт она и занимает места как две 3090;

  • Она всё ещё дешевле профессиональных решений и решений для избранных, но разница сокращается. При рекомендованной цене в US$2000 за 100-150 тысяч рублей мы не увидим эти карточки никогда;

  • Похоже, что это и неудачный новый коннектор питания с нами "навсегда".

TLDR статьи в 1 картинке
fe30c498dd3871202073fadc4c92a22d.png

Получается, что по сути уже второе поколение карт выходит таким, чтобы целенаправленно и постепенно закрывать окошко возможности для демократичной тренировки моделек на топовом железе. При этом в этот раз, кажется, основные факторы это уже жадность Nvidia и санкции, а не крипто-бум.

При этом, конечно есть опция найти две живые б/у 3090 с "турбиной", или поднять пиратский флаг и на свой страх и риск попробовать "пиратские" 4090 собранные умельцами с интересными показателями VRAM.

Что касается жалоб игроков, думаю там в первую очередь наблюдается дефицит топовых карт, которые разбирают ML-энтузиасты и майнеры и неадекватность "подрезанных" характеристик "народных" карточек.

Благодарность

Выражаем благодарность сервису IQ Host и Максиму Сухомлину в частности за возможность протестировать карточку. Идея данной публикации родилась в процессе обсуждения, какой сервер собрать под задачу определенного клиента, и Максим предложил дать нам её для снятия непосредственных метрик для клиента, когда в графике аренды образовался "пробел" на 1 сутки.

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:42 pHqghUme

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  • 09.10.25 08:42 pHqghUme

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  • 09.10.25 08:42 pHqghUme

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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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