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Как снизить затраты на генеративный ИИ: практическое руководство по выбору видеокарты

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Привет, Хабр! Я Идрис Юсупов, занимаюсь направлением искусственного интеллекта в AutoFAQ. Мы делаем омниканальную платформу на базе ИИ для поддержки клиентов и сотрудников.

Недавно я решил проверить, какие видеокарты выбрать для генеративного ИИ. Почему это важно? Потому что для компаний вопрос выбора железа всегда болезненный. Оно должно помогать решать задачи и при этом оставаться в разумных рамках по стоимости.

Материал будет полезен ИТ-директорам, архитекторам решений и инженерам, которые выбирают видеокарты для запуска генеративного ИИ в корпоративной инфраструктуре. В статье расскажу, где хватает проверенных карт, а где уже стоит смотреть на новое поколение вроде Blackwell. Под катом — цифры, метрики и выводы.


Почему выбор вычислительной инфраструктуры стал ключевым вопросом

Ещё недавно компании, которые планировали внедрение генеративного ИИ, шли по привычному пути. Если нужен был цифровой помощник в корпоративном периметре, я тоже смотрел бы в сторону проверенных серверных решений. NVIDIA A100 или H100 считались стандартом: стабильные, предсказуемые, с достаточной производительностью для больших моделей.

Но радость от такого «понятного выбора» быстро упиралась в цену. Конфигурация с одной картой обходилась примерно в 4–4,5 млн рублей, и для многих организаций это становилось непреодолимым барьером на старте.

Ситуация изменилась. На рынке появились альтернативы: модифицированные игровые карты RTX 4090 с 48 ГБ видеопамяти, совершенно новые решения на архитектуре Blackwell и подходы вроде горизонтального масштабирования. Я решил проверить эти варианты на практике и разобраться, какие из них дают лучший баланс между скоростью, стабильностью и стоимостью.

В первую очередь меня интересовали три кандидата, которые отражают разные подходы: проверенные серверные решения, более доступные массовые карты и новое поколение. Ниже я подробно расскажу про каждый из них.

Теоретически LLM можно запускать и без GPU, но в реальных условиях это приводит к критическому падению производительности. Для клиентского сервиса, HR или IT-поддержки такой сценарий просто неприемлем.

Кандидаты для тестов и роль Blackwell

В какой-то момент я понял, что ограничиться проверкой «классики» вроде A100 и 4090 будет недостаточно. На рынке появился новый игрок — видеокарты на архитектуре Blackwell, и пройти мимо него было нельзя.

Почему это важно? Blackwell открывает то, что раньше было недоступно, а именно — поддержку форматов вычислений FP4 и FP6. Это значит, что на одной карте можно запускать большие модели, которые просто не помещаются в A100 или 4090. Для примера: модель gpt-oss-120B в FP4 спокойно загружается на Blackwell, так как там имеется аппаратная поддержка FP4/NVFP4, что идеально под MXFP4-веса gpt-oss. Иными словами, если раньше внедрение таких моделей требовало сложной и дорогой инфраструктуры, то Blackwell позволяет делать это быстрее, компактнее и с меньшими затратами.

Но я понимал, что сосредоточиться только на Blackwell было бы неправильно. Для бизнеса важно видеть не только самые новые решения, но и варианты, которые можно купить и внедрить прямо сейчас. Поэтому в тесты я включил ещё две конфигурации. A100 — как эталонное серверное решение, которое долгие годы считалось стандартом в корпоративных внедрениях. Связка из двух модифицированных RTX 4090 по 48 GB VRAM — как противоположный полюс и более доступный вариант, который часто используют для пилотных проектов и экспериментов.

Как я строил тесты

Когда я подошёл к экспериментам, встал вопрос: как построить тесты, чтобы условия были максимально близки к реальной работе? Сухие синтетические бенчмарки не показывают, с чем компании сталкиваются каждый день.

Я выделил два ключевых параметра.

Первый — длина контекста. Это объём текста в токенах, на который модель опирается при генерации ответа. Для примера: слово «клиент» может быть одним токеном, а «персонализированный» — двумя или тремя. Чем больше контекст, тем больше информации учитывает модель, но тем выше нагрузка на инфраструктуру. В реальной поддержке это значит более точные ответы, но и рост требований к оборудованию и бюджету.

Второй параметр — нагрузка на систему. Я варьировал количество одновременных диалогов и число запросов в минуту, чтобы смоделировать работу ассистента в пиковые часы. Качество ответов принимал за константу: стабильно хорошее, подходящее для клиентской и внутренней поддержки.

Такой подход позволил проверить не только «чистую скорость» видеокарт, но и то, как они ведут себя в реальных сценариях. Я смотрел, выдерживают ли они нагрузку, не растёт ли время отклика и остаётся ли система удобной для пользователей.

Для теста я выбрал свежий файнтюн Qwen3-32B от Т-Банка. Он интересен тем, что доступен в двух вариантах — стандартном и с Eagle-декодером, который ускоряет генерацию ответов. В реальных сценариях время отклика критично, поэтому мы сосредоточились именно на втором варианте.

В итоге я сравнил три конфигурации (цены актуальны на сентябрь 2025 года, средний срез среди поставщиков):

  • NVIDIA A100 80 ГБ - 2 500 000 руб.

  • связка 2×RTX 4090 по 48 ГБ (итого 96 ГБ) - 375 000 руб. каждая (750 000 руб. всего)

  • NVIDIA RTX PRO 6000 Blackwell Workstation Edition (96 ГБ) - 1 200 000 руб.

Что получилось в итоге

Я протестировал GPU на внутреннем бенчмарке, который измеряет end-to-end задержку системы с учётом накладных расходов (например, structured outputs в JSON). При использовании контекста в 8192 и 16384 токенов преимущество RTX PRO 6000 Blackwell очевидно — он обгоняет A100 и 4090 примерно в 1.2–1.6 раза.

Параллельные запросы

В отдельном тесте я проверил масштабируемость под высокой нагрузкой с помощью sglang.bench_serving. Здесь специальные оптимизации не использовались, зато число параллельных запросов было сильно увеличено. На графиках (ось X — число параллельных запросов, ось Y — время ответа в секундах) видно:

  • RTX PRO 6000 сохраняет низкое время отклика даже при высокой нагрузке и выходит в явные лидеры;

  • 2×4090 держатся на втором месте и показывают очень достойный результат за свою стоимость;

  • A100 остаётся стабильным, но заметно проигрывает в скорости при росте числа запросов.

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Что выбрать прямо сейчас

Тесты показали, что на рынке больше нет единственного правильного варианта и каждая конфигурация имеет свою логику.

  • Если бюджет ограничен, самым разумным выбором будет связка 2×RTX 4090, которая обеспечивает производительность на уровне A100 и при этом обходится в разы дешевле.

  • Если на первом месте скорость отклика и возможность запускать действительно большие модели, то очевидное преимущество у Blackwell RTX PRO 6000.

  • A100 сегодня занимает промежуточное положение, остаётся надёжным и предсказуемым, но уже не лидирует ни по цене, ни по производительности.

Главный вывод заключается в том, что при внимательном выборе конфигурации можно сократить затраты на внедрение генеративного ИИ в корпоративный периметр в два–три раза, сохранив стабильность и качество работы ассистента.

Эта статья открывает серию экспериментов нашей команды. В следующем материале сравним разные системы RAG и разберём, как выбранная архитектура поиска влияет на скорость и качество ответов. После этого перейдём к тестам числовых форматов вычислений FP8 и FP4, чтобы показать, насколько можно ускорить генерацию и как сокращение точности отражается на качестве работы моделей.

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    "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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