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Больше 5090 — больше проблем? Тестируем связку из двух GPU NVIDIA

В предыдущей статье мы рассказывали, как тестировали сервер с одной RTX 5090. Теперь же мы решили установить в сервер две видеокарты RTX 5090. И это также вызвало у нас определённые проблемы, но результат того стоил.

Вынули две видеокарты - поставили две видеокарты

Для упрощения и скорости сперва мы решили заменить в сервере, где уже стояли две видеокарты 4090 на 5090. Конфигурация сервера получилась вот такая: Core i9-14900KF 6.0GHz (24 cores)/​192Gb/​2Tb NVMe SSD/​2xRTX 5090 32GB.

Деплоим Ubuntu 22.04, ставим нашим «магическим скриптом» драйвера, которые установились без проблем, как и CUDA. nvidia-smi показывает две видеокарты. Блок питания, кажется, вытягивает до 1,5 киловатт нагрузки.

AI-платформа: GPU-серверы с предустановленным ПО для ИИ и LLM модели

Арендуйте GPU-сервер с профессиональными и игровыми графическими картами NVIDIA для вашего ИИ проекта. Предустановленное программное обеспечение готово к работе сразу после деплоя сервера.

Языковые LLM-модели

AI & Машинное обучение

Наука о данных

Заказть GPU-сервер

Ставим ollama, качаем модель, запускаем и получаем... получаем, что у нас ollama работает на CPU и не видит видеокарты. Пробуем запускать ollama с непосредственным указанием устройств для CUDA через задание номеров видеокарт для CUDA:

CUDA_VISIBLE_DEVICES=0,1 ollama serve

Но также получаем аналогичный результат, когда ollama не хочет инициализироваться на двух видеокартах. Пробуем в режиме одной видеокарты, устанавливая CUDA_VISIBLE_DEVICE=0 и CUDA_VISIBLE_DEVICE=1 — такая же ситуация.

Пробуем поставить Ubuntu 24.04 — вдруг новая CUDA 12.8 не очень хорошо работает в multi-GPU конфигурации на «старенькой» Ubuntu? И да, по отдельности у нас видеокарты заработали.

9139cb1eba86754a365b3be2c4399278.png39127edcd2fcb267c50076746cd0c3e6.png

Но при попытке запустить ollama на двух видеокартах получаем опять ошибку инициализации CUDA на них.

Зная, что ollama может испытывать проблемы работы на нескольких GPU, пробуем PyTorch. Помним, что для RTX 50xx серии официального релиза PyTorch ещё нет, ставим совместимую версию (а точнее последнюю ночную сборку, совместимую с CUDA 12.8):

pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu128

Запускаем вот такой тест:

import torch

if torch.cuda.is_available():

  device_count = torch.cuda.device_count()

  print(f"CUDA is available! Device count: {device_count}")

  for i in range(min(device_count, 2)):  # Limit to 2 GPUs

    device = torch.device(f"cuda:{i}")

    try:

      print(f"Successfully created device: {device}")

      x = torch.rand(10,10, device=device)

      print(f"Successfully created tensor on device {device}")

    except Exception as e:

       print(f"Error creating device or tensor: {e}")

else:

  print("CUDA is not available.")

И получаем ошибку при работе двух карт и работу на каждой из видеокарт, если мы передаём переменную использования CUDA.

Для надежности решаем установить и проверить CuDNN по этой инструкции
и используем вот эти тесты.

Тестирование также проваливался на двух видеокартах. После этого меняли видеокарты местами, райзеры, проверяли видеокарты по одной — результата ноль.

Новый сервер и наконец то тесты

Решаем, что дело возможно в железе, которое “не тянет” две 5090. Переносим две видеокарты на другое железо: AMD EPYC 9354 3.25GHz (32 cores)/​1152Gb/​2Tb NVMe SSD/​PSU+2xRTX 5090 32GB. Ставим снова Ubuntu 22.04, обновляем ядро до 6-й версии, обновляем драйвера, CUDA, ollama, запускаем модели и…

7ec29479046aea8bc8aeb5cbd736f4e2.png

Аллилуйя! — у нас все заработало. Ollama масштабируется на две видеокарты, а значит должны работать и другие фреймворки. Проверяем на всякий случай и nccl и PyTorch.

Тестирование NCCL:

./build/all_reduce_perf -b 8 -e 256M -f 2 -g 2
f712325a9db8c6294893693fb7e14bf4.png

Pytorch с тестом, указанным ранее:

c27c17523df943d88042f9935807a112.png

Тестировать нейросетевые модели, чтобы сравнить их с показателями двух видеокарт 4090 будем через связку Ollama и OpenWebUI.

Для работы с 5090 также обновляем pytorch внутри docker контейнера OpenWebUI:

docker exec -it open-webui bash
pip install --upgrade --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu128

DeepSeek R1 14 B

Размер контекста 32768 токенов. Промт: “Write code for simple Snake game on HTML and JS”.
Модель занимает одну видеокарту:

0720a92fb6c3802a6230d84353deccdc.png

Скорость отклика 110 токенов/сек, на конфигурации с двумя 4090 - 65 токенов/сек. Время отклика 18 и 34 секунды соответственно.

DeepSeek R14 70B

Ее мы тестировал при размере контекста 32K токенов. Эта модель уже занимает 64 Гб видеопамяти и, следовательно, не влезла в 48 гигабайт видеопамяти 2x4090. На двух 5090 это можно сделать даже с приличным размером контекста.

35f56e6cc7b294c869f55284f17d3752.png

Если же использовать контекст в 8K, то утилизация видеопамяти будет еще меньше.

18019dd14ffe0d6117d6b3ec4959b540.png

Тест проводили при 32K контекста и таком же промте “Write code for simple Snake game on HTML and JS”. Скорость отклика в среднем 26 токенов в секунду, запрос обрабатывается в районе 50-60 секунд.

Если уменьшить размер контекста до 16K и, например, взять промт «Write Tetris on HTML» мы получим утилизация 49 Гб видеопамяти на обеих видеокартах

ad0925ad4e9d2b1adacd686acae4fea2.png

Но скорость отклика будет такой же 26 токенов в секунду, как и время отклика в районе 1 минуты. Следовательно размер контекста влияет только на утилизацию видеопамяти.

Генерация графики

Далее тестируем генерацию графики в ComfyUI. Используем модель Stable Diffusion 3.5 Large в разрешении 1024x1024.

dc3aeec93a434a5f731f16561834ac34.png

В среднем видеокарта на данной модели тратит 15 секунд на изображение при утилизации 22.5 гигабайт видеопамяти на одной видеокарте. На 4090 при тех же параметрах затрачивается 22 секунды.

e3fc397b124297c70c787fb1ec6f7806.png

Если задать генерацию в batch режиме (1024x1024 4 штуки), то суммарно у нас потратилось 60 секунд, так как ComfyUI, но работа не распараллеливается, но видеопамяти утилизирует уже больше.

baf056360b114458e7fcc3ab46749b10.png63150337949015d1d3915da47407badf.png

Подводим итоги

Конфигурация из двух видеокарт NVIDIA RTX 5090 отлично себя показывает в задачах, где необходим большой объем видеопамяти, а программное обеспечение может распараллеливать задачи и утилизировать несколько GPU. По скоростям связка из двух 5090 также быстре 4090 и в некоторых задачах (например, в инференсе) может дать прирост до двух раз из-за более быстрой видеопамяти и скоростям работы тензорных блоков. Но за это приходится платить энергопотреблением и тем, что не всякая конфигурация сервера “потянет” связку даже из двух 5090. Ставить больше? Скорее всего нет, так как там правят бал уже специализированные GPU типа A100/H100.

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    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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