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Live SymFormer Show. Музыкальное шоу с использованием AI-технологий

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Салют, Хабр! На связи Алексей Минин. В SberDevices наша команда занимается созданием и развитием решений в области генеративной музыки. В этой статье хочу рассказать о том, как мы реализовали музыкальное шоу с применением технологий AI на прошедшей в апреле конференции GIGA RnD Day. В тот день на сцене вживую импровизировали музыканты и вместе с ними наша нейросетевая модель для генерации музыкальных произведений — SymFormer. В результате симбиоза живого исполнения и технологий на сцене создавалась уникальная музыкальная композиция в режиме реального времени.

Идея

Идея провести такое лайв-шоу родилась в процессе общения с нашими друзьями, участниками музыкального творческого сообщества Svoboda Zvuka — Андреем Попеску, Валентином Головачёвым и Тимуром Некрасовым.

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У нас уже был опыт участия в музыкальных представлениях в режиме «живой» генерации — в сентябре 2023 г. наша SymFormer импровизировала с Большим симфоническим оркестром на Приморской сцене Мариинского театра в рамках культурной программы ВЭФ. Тогда была исполнена написанная Петром Дранга «Симфония № 1 для искусственного интеллекта с Большим симфоническим оркестром». В процессе исполнения в нее включались части с импровизациями нейросети. Соответственно, какую-то часть ранее разработанного пайплайна мы переиспользовали, но многое пришлось дополнительно придумать и разработать для того, чтобы нейросеть SymFormer импровизировала в синхроне с музыкантами.

Итоговый сетап для выступления можно представить в виде следующей схемы:

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Управление генерациями и озвучка (NI Reaktor)

Для управления генерациями и создания конечного микса мы использовали несколько сцен, настроили синхронизацию, буферизацию, связь с SymFormer. Для этого использовали известное среди музыкантов и специалистов по звукорежиссуре программное обеспечение от Native Instruments — Reaktor. Он представляет собой модульную среду для создания собственных инструментов синтеза и обработки аудио. Далее кратко расскажем про каждый из этапов.

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Несколько сцен

Сцена представляет собой настроенную комбинацию аудиопараметров воспроизведения синтезатора, эффект-процессора и мастер-секции.
Всего мы использовали 10 сцен, каждая из которых соответствовала музыкальной композиции из сета наших музыкантов. Основы сцен были собраны заранее и вызывались в режиме реального времени во время живого выступления. При этом в процессе выступления многие параметры аудиосинтезатора менялись вживую при помощи MIDI-контроллера.

Синхронизация (Ableton Link)

Синхронизация была реализована при помощи DAW Ableton Live, из которого в одном темпе и единой музыкальной размерности совместно с аудиосинтезатором воспроизводились лупы и сэмплы. DAW выступал в роли мастер-клока, а музыканты, SymFormer и аудиосинтезатор подстраивались под него. Изменение темпа или размерности в DAW сразу же передавались в MIDI-плеер и аудиосинтезатор, где эти параметры очень важны, особенно для линий задержки (стерео эхо) и скорости LFO (Low Frequency Oscillator).

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Буферизация

В нашем случае буферизация — это генерация нескольких нот (всего 1 такт, около 2-х секунд) после запроса к нейросетевой модели SymFormer. Она обеспечивает стабильную работу всего пайплайна генерации в целом. В начале воспроизведения каждого такта отправляется запрос в SymFormer, и пока такт проигрывается при помощи аудиосинтезатора, следующий такт генерируется и отправляется в MIDI-буфер синтезатора.

Связь с SymFormer

Для того, чтобы связать наш SymFormer со всем сетапом, был использован сетевой протокол OSC (Open Sound Control). Использование этого протокола позволило нам передавать MIDI-сообщения и различные управляющие команды между нейросетью SymFormer и аудиосинтезатором.

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Воспроизведение (аудиосинтезатор)

Для воспроизведения мы использовали аудиосинтезатор нашей собственной разработки, также как эффект-процессор и мастер-секцию. Всё это было собрано в среде Native Instruments Reaktor, о которой писали ранее.

Тон-генератор представлял собой классический субтрактивный синтезатор с тремя осцилляторами, шэйпером, резонансным фильтром, генераторами огибающей и т.п.

Эффект секция — стерео эхо с интегрированным в цепь обратной связи ревербератором.

Мастер-секция — 4-х полосный компрессор-лимитер, который позволяет делать независимые настройки компрессии в каждом из частотных диапазонов.

Генерации в режиме реалтайм (SymFormer)

Во многом реализовать идею нам помогла доступная в SymFormer 2.0 управляемая генерация. Обновленный SymFormer принципиально отличается от предыдущей версии тем, что он доучен на большем датасете, а также поддерживает инструменты управляемой генерации. Он способен генерировать функциональные элементы композиции (мелодия, аккомпанемент, бас, аккорды), а также создавать эти партии, опираясь на изменяемые в каждом такте параметры генерации (интенсивность, полифоничность, количество нот). В данном проекте мы использовали генерацию именно аккомпанемента, а изменяемые параметры брали из реальных композиций. Мы генерировали аккомпанемент, так как его можно было легко трансформировать в бас или квази-мелодию путем транспонирования на 1-2 октавы вверх/вниз, одновременно переключая синтезатор из режима poly в режим mono. Мы приняли такое решение для увеличения гибкости исполнения без изменения параметров генерации на ходу, так как на стороне синтезатора ее можно менять в любой момент, независимо от необходимости попадания в начало лупа.

Пожалуй, одним из самых интересных этапов была непосредственно генерация музыки в реалтайм-режиме. Мы проанализировали мелодическую составляющую лайва и определили, какая и в каких его частях есть гармоническая основа. Затем «сняли» гармонию этих частей. Всего было выделено 8 гармонических лупов, каждый из которых состоял из 4 или 8 тактов. Кроме гармонической основы, нужно было решить вопрос с ритмикой и ее развитием внутри музыкальных построений. Для этого мы обратились к классической музыке (произведения Бетховена, Э. Грига и других классиков, составляющие творческое музыкальное наследие), и определили музыкальные атрибуты для создания в импровизации состояния/настроения, соотнесенного с остальным музыкальным материалом выступления. Этими атрибутами стали параметры, характеризующие интенсивность развития, регистровый охват, гармонические альтерации, степень полифонической плотности и звуковысотная наполненность.

Вышеописанная гармоническая основа подавалась в качестве/виде векторов, задающих звучание такта в целом. Мы соотнесли все это в виде пресетов для SymFormer с соответствующими сценами в Reaktor, то есть фактически подавали из «реактора» в SymFormer переключение заранее подготовленных в нем пресетов.

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В процессе тестирования микса были замечены некоторые особенности генерации, которые необходимо было учесть. Формат лайва предполагает, что переключение между сценами происходит в режиме реального времени и длительность частей определена заранее весьма условно, поэтому генерации должны быть условно бесконечными. Но генерации становились неинтересными или странными примерно к 80-100 такту. Эту проблему мы решили, сделав обнуление генераций каждые 64 такта, чтобы соблюдались квадраты построений.

После того как весь сетап был собран, настроен и протестирован, оставалось выступить.)

Выступление

Выступление продлилось чуть менее часа и включало в себя исполнение на синтезаторе (SymFormer), флейте, саксофоне, перкуссионной установке, а также миксинг с семплами мелодической основы, барабанных партий, вокала.

Музыкантам и слушателям результат понравился, мы тоже остались довольны! )

Этот интересный эксперимент показал, что ИИ может быть участником живых выступлений, а также выступать в роли дополнительного «умного» инструмента для творчества.

Использование генеративной музыки в миксе с «живыми» инструментами открывает много возможностей как в творчестве, так и в коммерческом использовании подобных решений.

А если вы еще не знаете, что такое SymFormer, по ссылке можно познакомиться с нашей моделью и совсем скоро оценить её возможности на практике.

Ну и напоследок поделимся записью нашего живого выступления:

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    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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