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Н Новости

Почему DeepSeek Janus-7B — это нечто действительно невероятное

Полчаса назад вышла новость о выходе DeepSeek Janus-7B - новой мультимодальной модели от DeepSeek, которая, по заявлениям авторов, рвёт DALL-E 3, Stable Diffusion XL и Stable Diffusion 3 (Medium) в бенчмарках.

В этой статье я не буду дублировать новость, а хочу подробнее рассмотреть, что именно в этой модели такого уникального, из-за чего многие связанные с AI медиа сегодня захлебываются от восторга.

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Кратко про модель

Ссылка на HuggingFace

Модель мультимодальна, any-to-any, то есть умеет принимать на вход как изображения, так и текст, и на выходе генерировать также и текстовые данные, и картинки.

В целом, Janus-Pro - это новый подход к архитектуре трансформеров. Исследовали стараются сохранить единую архитектуру трансформера для обработки информации, но при этом сама визуальная генерация и распознавание изображений разделены и построены на базе других подходов, о чём в следующем разделе.

Такое разделение позволяет устранить конфликты между энкодерами для генерации и распознавания, и при этом сохраняет высокий уровень гибкости в настройке каждой из частей.

Описание единого потока данных внутри модели, объединяющего как распознавание, так и генерацию изображений с обработкой текста. Я хотел перевести на русский, но, кажется, все слова на изображении - это термины :(
Описание единого потока данных внутри модели, объединяющего как распознавание, так и генерацию изображений с обработкой текста. Я хотел перевести на русский, но, кажется, все слова на изображении - это термины :(

Главная инновация - LlamaGen

В генерации изображений последние несколько лет доминировали диффузионные модели (отсюда, к примеру, и название Stable Diffusion). На этой архитектуре построены такие известные имена как Glide, Dalle-2/3, Imagen и Stable Diffusion. Диффузионные модели, если очень упрощенно, устроены следующим образом.

Мы берём картинку, и планомерно превращаем её в шум, поэтапно. После чего записываем результат в обратном порядке - превращаем шум в картинку. После чего, каждый из этапов превращения шума в картинку поступает на обучение (вместе с закодированным промптом) в нейросеть, чтобы она "поняла" принципы, как превращать шум в финальное изображение. В последствие, именно этим и занимаются диффузеры - используя текстовый промп в качестве параметра поэтапно превращают рандомный шум в финальное изображение (те, кто руками игрался со Stable Diffusion в Automatic1111 хорошо представляют этот процесс и как этим количеством этапов можно управлять).

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Не будем долго тянуть, и перейдём к самому интересному.

В Janus-7B используется новая архитектура для генерации изображение - LlamaGen от ByteDance. Её инновация в том, что она применяет те же принципы, что и в LLM, а именно: предсказание следующего токена, на основе предыдущих, но в контексте изображений, токенами кодируются именно визуальные, а не текстовые данные.

Эта архитектура очень свежая - релиз состоялся всего 7 месяцев назад, а Janus-7B, это её первое серьёзное применение на практике.

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Отвечая на вопрос из названия статьи: в чем же здесь революция?

Ответ прост: главная особенность таких архитектур заключается в том, что они очень хорошо увеличивают качество генерации в зависимости от роста параметров в модели. Это именно то, как в своё время достиг революционного качества GPT-3, GPT-4, и подобные: просто увеличивая количество параметров, даже без изменения архитектуры.

И если в случае текстовых моделей мы приближаемся к пределу по количеству параметров, которые мы можем обучать и выполнять в современных дата-центрах, то для LlamaGen - мы находимся в самом начале этого пути, то качество генерации (а я напомню - выше, чем у DALL-E 3 и Stable Diffusion XL), которое выдаёт LlamaGen в Janus-7B - это только начало.

Самая большая доступная сейчас LlamaGen использует всего 3 миллиарда параметров. Для сравнения, старушка GPT-3.5 использует 175 миллиардов (в 58 раз больше!), а GPT-4 по примерным данным (OpenAI перестали выкладывать модели в open-source начиная с этой версии) использует 1.7 триллионов (в 566 раз больше!) параметров на сходной архитектуре.

Вы представляете, какие изображения LlamaGen сможет генерировать, если количество её параметров увеличится в 566 раз?

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Немного про распознавание изображений

В этом плане всё довольно консервативно, используется энкодер SigLIP, на базе архитектуры CLIP (которой уже, с ума сойти, почти 4 года). Изображения сжимаются до 384х384 пикселей, после чего идут на вход энкодера, и дальше поступают в общий пайплаин-обработчик модели-трансформера.

Жалко, что здесь без особых инноваций, но с другой стороны - это на текущий момент самая передавая архитектура для распознавания изображений, так что можно просто порадоваться, что инновация с одной стороны не стала причиной "потерь" с другой.

Послесловие

Забавно, что модель, которая сама по себе не является предназначенной исключительно для генерации изображений все равно воспринимается всеми именно так.

И это неудивительно - мы уже видели много потрясающих текстовых моделей, reasoning-моделей, распознавания изображений, но применение архитектуры LlamaGen на практике, да ещё и в рамках одной мультимодальной модели, да ещё и с таким количеством параметров, ранее не бывало.

Кажется, 2025 год будет богат на события в AI, и, кажется, многие из них будут переводиться на английский (и русский) с китайского, а не наоборот.


P.S. 2025 год на дворе, неужели вы думали я не бахну ссылку на свой Телеграм канал в конце статьи? Я там регулярно пишу по ИИ/агентов, даю более глубокую аналитику по новостям, и рассказываю как сделать компанию, в которой все сотрудники — AI-агенты. Велком!

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    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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