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Внимание! Механизм внимания в трансформерах оказывается не таким уже незаменимым

Механизм внимания в трансформерах, который уже много лет “is all we need”, оказывается не таким уже незаменимым.

Это, конечно, не очень правдивый заголовок, но зато привлекает внимание. На самом деле речь пойдет о различных попытках заменить или хотя бы облегчить механизм внимания в трансформерах. Он во многом обеспечил успех моделей последних лет, но он же остается одним из узких мест. Дело в квадратичной сложности вычислений, из-за которой приходится ограничивать размеры входной последовательности. Ну и вообще, несмотря на все преимущества внимания, хотелось бы, чтобы оно, как основной двигатель моделей, было более экономично.

Попытки и подходы к модификации внимания начали появляться, наверное, почти сразу после появления его самого. Их можно (очень условно) разделить на группы:

  1. Модифицировать внимание, чтобы облегчить вычисления

  2. Вообще уйти от внимания к чему-то другому

К методам первой группы относятся все методы sparse attention, то есть прореживания тензоров внимания для уменьшения количества операций (пример). Еще один метод, точнее целый класс методов, — Hyena Hierarchy. Его суть в рекуррентном применении двух операций: умножения на диагональную матрицу и свертки с ядром, совпадающим по размеру с исходными данными:

8ae60b5d2965bc0c8a24067969119b38.png

Можно не прореживать внимание, а квантовать. Этот подход реализуют SageAttention и SpargeAttention . Идея первого — 8-битная квантизация самого внимания, а не только линейных слоев. Квантовать слои внимания сложно, потому что внутри него матричные умножения и софтмакс. То есть просто привести к 8 битам можно, но ничего хорошо из этого не получится. На картинке ниже результат text-to-image модели Unidiffuser с прямым квантованием.

70c7ee758f206975930014cf39a65ad5.png

Подобранный авторами алгоритм универсален для любых моделей, его можно внедрять без дообучения. Вывод ускоряется в 2,1-2,7 раза по сравнению с FlashAttention2 и xformers без потери в качестве.

Второй метод, SpargeAttention, использует эту квантизацию и дополняет его sparse attention. Сначала модель предсказывает карту внимания, то есть заранее отбрасывает лишние части — на них в прямом смысле не нужно обращать внимания. Отдельные части матриц Q и K избирательно сжимаются до одного токена на основе схожести токенов внутри блока. Затем в процессе софтмакса некоторые произведения просто пропускаются, основываясь на разнице между глобальным и локальными максимумами. И после всего этого применятся квантизация как в SageAttention.

Теперь перейдем ко второй группе направлений. Здесь поговорим о недавней работе аспиранта из университета Южной Калифорнии. Идея его метода SPECTRE такая — вместо блока внимания использовать преобразование Фурье и обрабатывать уже полученный фурье-образ. В целом, всё это полностью соответствует исконной идее фурье-преобразований: если в каком-то пространстве операции слишком сложные, нужно перейти в другое пространство, где всё будет выглядеть и считаться легче. Главное, чтобы потом можно было вернуться в исходное пространство без потерь.

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Итак, к матрице всех построенных эмбеддингов применяем быстрое преоборазование Фурье. Теперь мы попали в пространство с ортонормальным базисом и уже в нем вводим что-то вроде внимания, а именно — обучаемый фильтр или гейт диагонального вида в этом же базисе. Альтернативно можно использовать не диагональную, а почти диагональную матрицу. В любом случае, главное, что удается перейти к простому перемножению. После этого совершаем обратное преобразование и возвращаемся в исходное пространство. Итоговая сложность — всего O(L log L),

Важный плюс этого подхода в том, что он легко совмещается с существующими архитектурами. Нет необходимости проводить дополнительную оптимизацию или перекраивать модель, достаточно просто заменить слои внимания на модули SPECTRE. Новые параметры составят меньше 6% модели, а если обучаемые фильтры одинаковы для разных голов, то и меньше 3%.

Экспериментальная часть пока не очень обширна (работа в большей степени дает теоретическое обоснование), но вот какие результаты показывают авторы:

ac86d23721234d8d22bc5044ae268531.png

SPECTRE сравнивали с FlashAttention2 на 32000 входных токенах по двум метрикам: время между получением промпта и выдачей первого токена (TTFT)и задержка перед получением каждого последующего токена (TPOT). Ускорение заметное, но это не за счет качества — с перплексией (PPL) на бенчмарке PG-19 у SPECTRE тоже все в порядке:

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Важная оговорка, здесь все запуски были на входной длине всего в 1000 токенов. Так что пока это скорее предварительное тестирование. Главное увидеть, что мы не слишком много теряем в угоду скорости. Кстати, в статье не приведен код, так что для желающих отдельно даем ссылку.

Попробуем теперь проанализировать этот простой но интересный подход. LLM живет в многомерном пространстве знаний, где каждый токен можно рассматривать как дискретный сигнал. Тогда мы можем по аналогии перейти в частотное пространство этих сигналов. Что мы в нем увидим? Видимо, какую-то их общую динамику, корреляцию и взаимодействие в разных контекстах. Если исходные сигналы не белый шум, значит в их частотном представлении отразятся некие доминирующие компоненты, периодические паттерны и другие закономерности.

Понравилась визуальная аналогия, которую привел один пользователь в обсуждениях статьи: «Чтобы построить связную мысль, нужно согласовать множество токенов. Иными словами, высказанные мысли — это дальнодействующие корреляции между токенами. Мысли — это длинноволновые закономерности потока токенов».

Возникает еще следующая мысль, точнее еще одна попытка дать некую физическую привязку — если в частотном пространстве операции оказываются легче, чем в исходном, то кажется, что оно более естественно для исходных данных. В общем, спектральный анализ текста вместо классического внимания это как минимум красиво.

Пессимистичный взгляд на замену или упрощение внимания тоже имеет место. Раз из множества попыток заменить или упростить внимание ни одна не оказалась по-настоящему успешной, то возможно, лучше и не искать добра от добра. А вы какой взгляд разделяете?

Спасибо за внимание

Больше наших обзоров AI‑статей на канале Pro AI.

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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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