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Язык программирования Mojo: что нового в версии 24.3?

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На днях была опубликована новая версия языка программирования Mojo, теперь это 24.3. Новинка получила несколько важных компонентов, которые требуются для создания приложений на этом языке. Например, компилятор, интерактивная REPL-оболочка для сборки и запуска программ, отладчик, дополнение к редактору кода Visual Studio Code (VS Code) и т. п.

Стоит отметить, что исходники открыты под лицензией Apache 2.0. После того как будет завершено проектирование внутренней архитектуры, разработчики откроют и код компилятора. Ну а подробности изменений и дополнений — под катом.

Что это за язык такой?

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Mojo — специализированный ЯП, созданный компанией Modular и ориентированный на разработку в сфере машинного обучения. Выпущен в мае 2023 года. Mojo позиционируется как более продвинутая альтернатива Python, практически полностью совместим с ним и его библиотеками, но при этом показывает лучшую производительность, аналогичную таким довольно низкоуровневым языкам программирования, как C и C++.

Ключевые приоритеты языка — разработка в области искусственного интеллекта и системное программирование. Mojo умеет взаимодействовать с SIMD-командами, из-за чего позволяет выполнять множество алгебраических операций за раз, что положительно сказывается на производительности.

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Кроме того, у Mojo нет сборщика мусора, вместо этого он применяет семантику перемещения, сильно похожую на ту, что есть в Rust. Данный подход позволяет языку безопасно и быстро удалять неиспользуемые ресурсы и отказаться от рантайма.

По словам разработчиков, Mojo — отлично продуманная система, в фундаменте языка — MLIR, который не является новинкой. Он совершенствуется в течение многих лет. Команда проекта понимала, что требуется для ядра «языка программирования для ИИ», поэтому сделала максимум, чтобы оптимально всё реализовать.

Ещё одно достоинство Mojo — использование синтаксиса Python, благодаря чему некоторые разработчики называют этот ЯП Python++. Создатели языка решили использовать синтаксис, чтобы избежать одной из самых сложных частей в проектировании и реализации ЯП. Есть, конечно, и некоторое количество новых элементов, но оно небольшое.

Команда этого ЯП — вовсе не новички, у всех них огромный опыт в этой отрасли. Благодаря этому им удалось применить лучшие практики, избежав слабых мест и проблем других ЯП. Стоит отметить, что с развёртыванием Mojo дела обстоят примерно так же, как и у С. Так, приложение с matmul, т. е. матричным умножением, занимает всего 100 КБ. При помощи Mojo можно относительно быстро писать легко развёртываемые приложения, которые в полной мере используют многоядерность и многопоточность систем.

Что нового?

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В общем-то, достаточно много всего:

  • так, в модули для работы с коллекциями (List, Dict, Set и Tuple) добавлены возможности, делающие их более привычными пользователям, знакомым с языком программирования Python. В типе List теперь появились методы, которые повторяют Python API. Это в первую очередь pop(index), resize(new_size) и insert(index, value)

  • кроме того, обновлены типы. Так, в типе Dict теперь есть метод update() для обновления ключа/значения из другого Dict. В Tuple добавили возможность работы с типами, которые хранятся лишь в памяти. Это, например, String. В результате можно указать "x = tup[1]" вместо "x = tup.get[1, Int]()" и присваивать значения через "tup[1] = x". И в типе Set добавлена поддержка именованных методов. Их можно применять вместо операторов: difference() вместо "-", difference_update() вместо "-=", intersection_update() вместо "&=" и update() вместо "|="

  • нельзя забывать и о добавлении новых функций. Например, reversed(), которая предоставляет возможность изменить порядок следования элементов на обратный

  • функция reversed() может применяться с List, Dict и любыми типами, поддерживающими диапазоны значений

var numbers = List(1, 2, 3, 4, 5)
for number in reversed(numbers):
               print(number)

  • оптимизирована поддержка вариативных аргументов. Так, разработчики теперь дают возможность определить функции, которые содержат как необязательные, так и вариативные аргументы

fn variadic_arg_after_default(
               a: Int, b: Int = 3, *args: Int, c: Int, d: Int = 1, **kwargs: Int
   ): ...

  • появились в новой версии функции __source_location() и __call_location() для определения местоположения (номер строки в исходных текстах) вызовов функций и кода

  • добавлена поддержка аргумента whence, как это организовано в методе FileHandle.seek()

  • тип AnyPointer переименован в UnsafePointer. Добавлена возможность инициализации UnsafePointer напрямую из ссылки с типом Reference ("UnsafePointer(someRef)"). Для работы с указателями UnsafePointer добавлены функции initialize_pointee_copy, initialize_pointee_move, move_from_pointee() и move_pointee

Вместе с новым релизом представлен и движок MAX Engine 24.3, предлагающий платформу для проектов в области машинного обучения. Он дополняет инструментарий Mojo средствами для разработки и отладки приложений, использующих ML-модели в различных форматах (TensorFlow, PyTorch, ONNX и т. п.). Сборки Mojo SDK и MAX Engine подготовлены для платформ Linux и macOS.

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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

  • 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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