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[Перевод] Документальный фильм о фреймворке, который изменил мир AI

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Дэвид Касселл, автор статей для таких изданий, как CNN, MSNBC и Wall Street Journal Interactive Edition, рассказывает о PyTorch, фреймворке глубокого обучения, который используют более 60% AI-специалистов, через призму сюжета документального фильма “Powering the AI Revolution”. Мы выделили и перевели самые интересные моменты из его статьи.

PyTorch имеет захватывающую историю. Предлагаем ознакомиться с обстоятельствами его создания, стремительным взлетом и влиянием на мир искусственного интеллекта.

В самом начале своего существования технология AI была представлена множеством инструментов, которые боролись за внимание пользователей. "Тогда было 15 или 20 инструментов, с помощью которых происходило ускорение развития", вспоминает соучредитель PyTorch, Соумит Чинтала. Инновации происходили, но были изолированы и разрознены. В 2015 году появился TensorFlow от Google, отточенный и высокопрофильный продукт, построенный с помощью инженерных ресурсов Google.

Рождение PyTorch

В 2016 году исследовательская лаборатория искусственного интеллекта Facebook стремилась к "прогрессу" в области компьютерного зрения. Им нужны были AI-приложения для новостной ленты Facebook, поиска и рекомендаций. Соумит Чинтала, присоединившись к команде, взялся за создание фреймворка, способного выдержать нагрузку этих сложных задач. Так появился проект создания PyTorch.

Взлет PyTorch к вершине

Дэвид Касселл рассматривает эффект от появления PyTorch через призму документального фильма “Powering the AI Revolution”. Его гибкость и простота в использовании, в сочетании с растущим сообществом исследователей AI, быстро привели к широкому распространению технологии. Документальный фильм продемонстрировал использование PyTorch в таких компаниях, как Disney, Pixar, Astra Zeneca и даже NASA.

Доминирование PyTorch в мире искусственного интеллекта неоспоримо. Документальный фильм подчеркивает, как фреймворк стал ключевым компонентом передовых AI-приложений, таких как ChatGPT и Stable Diffusion. По мере того, как AI продолжает развиваться, PyTorch остается важным инструментом для исследователей и разработчиков, расширяющих границы возможного. Документальный фильм напоминает нам о невероятном прогрессе в области AI и о захватывающем будущем, которое нас ждет.

Преимущества PyTorch

  • PyTorch произвел революцию в разработке AI, предоставив исследователям и разработчикам надежный и гибкий фреймворк.

  • Простота в использовании и гибкость фреймворка сделали его популярным выбором для широкого спектра AI-приложений.

  • Будущее PyTorch выглядит светлым, его роль в передовых приложениях подчеркивает его постоянную актуальность и влияние.

Ключевые моменты фильма

В документальном фильме “Powering the AI Revolution” рассказывается о том, как небольшой коллектив разработчиков из Meta создал фреймворк, который стал движущей силой для миллионов AI-проектов.

В фильме Соумит Чинтала рассказывает о том, как в команду разработчиков PyTorch попал студент-первокурсник из Варшавского университета Адам Пашке, искавший стажировку. Пашке был активным участником сообщества Lua Torch и делится своими воспоминаниями о 2016-м годе: "Я был увлечен машинным обучением. Мне просто казалось, что это очень классная область, и я хотел больше узнать о ней".

В период с декабря 2015 по апрель 2016 года небольшая команда работала над отделением математических функций C и C++ от связующих Lua. В итоге они осознали, что их можно связать с любым другим языком. "Все остальные библиотеки уже были на Python, и люди были довольны этим языком", вспоминает Пашке. Переход на Python был "естественным следующим шагом".

PyTorch был выпущен в январе 2017 года, и Чинтала вспоминает, как несколько людей сказали ему: "Вы помогли нам сделать великолепную работу". Уильям Фалькон, генеральный директор Lightning AI, в то время использовавший TensorFlow для AI-исследований в Стэнфорде, отмечает: "Это было как день и ночь". Чинтала также отмечает: "В 2017 году мы работали по 16 часов в день".

За два года работы над оптимизацией производительности PyTorch, его популярность взлетела.

"Мы стали наблюдать, как на основе PyTorch появляются новые библиотеки", говорит Джо Спизак, который в то время возглавлял партнерство AI в AWS. Появились библиотеки для NLP, компьютерного зрения, обучения с подкреплением. "Весь мир AI начал работать на его основе, как на стабильном фундаменте".

В AMD заметили, что PyTorch стал предпочтительным фреймворком машинного обучения для "множества различных клиентов, разных размеров, из разных отраслей", вспоминает директор AMD по архитектуре решений Найлс Бербанк: "Это было то, что будет иметь важное значение. Мы начали работать над тем, чтобы взять PyTorch и адаптировать его таким образом, чтобы он мог использовать преимущества аппаратного ускорения — в частности, наших GPU-продуктов". В течение нескольких лет они тестировали улучшения на внутренней ветке и затем вносили их обратно в проект.

Чинтала видел, что PyTorch используется крупными компаниями, занимающимися беспилотными автомобилями, включая Tesla, Uber и Cruise. "Это было очень круто, даже немного пугало нас", говорит он, "мы чувствовали большую ответственность" за то, чтобы код был без ошибок. В Microsoft разработчики тоже использовали PyTorch, в том числе в таких ведущих проектах Microsoft, как UnlimBot и Office.

Спизак вспоминает, как в итоге Google тоже задумалась о поддержке PyTorch на своих TPU. Дварака Раджагопал, который руководил командой PyTorch Core Frameworks в Meta, а теперь является старшим директором по разработке Google AI, считает, что это было своего рода вехой. Раджагопал описывает это как доказательство того, что PyTorch можно перенести на другие аппаратные платформы, помимо GPU, и называет это "довольно важным моментом".

В фильме также рассказывается о решении 2022 года перенести проект с открытым исходным кодом PyTorch в собственный фонд. В то время Linux Foundation пошутил: "Мы благодарны Meta за то, что они "передали нам фреймворк.".

В 2022 году PyTorch был передан в фонд Linux Foundation. Это подчеркивает важность открытого кода в развитии AI: "Сообщества с открытым исходным кодом играют и будут играть ведущую роль в разработке инструментов и решений, которые делают AI и ML возможными — и делают их лучше с течением времени", — говорится в заявлении фонда. За год (с августа 2021 по август 2022) в проект PyTorch было внесено более 65 000 коммитов, а участие приняли более 2 400 разработчиков.

В завершении документального фильма разработчики делятся своим видением будущего PyTorch. "Каждый день мы оглядываемся вокруг и говорим: "Да, это мы там. Это мы там". Это так круто видеть", — говорит Джо Спизак. А Дварака Раджагопал добавляет: "Я считаю, что мы только начинаем".

Брайан Грейнджер из AWS утверждает, что на основе фундаментальных проектов с открытым исходным кодом, таких как PyTorch, возникают новые уровни инноваций, позволяющие людям и организациям "делать то, что они никогда не смогли бы сделать без этих уровней инноваций, построенных на вершине этих проектов с открытым исходным кодом". Спизак прогнозирует, что PyTorch будет в центре еще более разнообразного набора платформ: "Будь то вычисления на устройствах, окружающие вычисления или носимые устройства.".

Паринита Рахи из Microsoft предсказывает, что все больше и больше приложений будут построены с использованием мощных языковых моделей (LLM), освобождая людей от ограничений аппаратных средств для создания решений, обогащающих жизнь. "Все в наших руках", — считает она. Найлс Бербанк из AMD также прогнозирует яркое будущее, возникшее благодаря более совершенным технологиям. "Когда вы применяете больший объем вычислений или большее количество итераций к задаче, те же основные методы продолжают давать все лучшие и лучшие результаты".

В итоге он видит мир, где исследователи и промышленные клиенты берут LLM и "масштабируют их так, что даже по стандартам вычислительной отрасли это беспрецедентно".

Мы в Шерпа Роботикс стремимся сделать наш центр искусственного интеллекта Sherpa AI Server таким же полезным и значимым для корпоративной ИИ-экосистемы использования генеративных языковых моделей, каким PyTorch стал для открытого сообщества в сфере традиционных нейросетей и глубокого обучения.

Будучи коробочным продуктом для быстрой ИИ-трансформации компаний, Sherpa AI Server “под капотом”, разумеется, использует и PyTorch, и многие другие проверенные временем открытые библиотеки.

Всячески желаем PyTorch дальнейшего развития.

А Вы уже посмотрели фильм “Powering the AI Revolution”? Поделитесь впечатлениями в комментариях.

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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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