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Георгий Герганов, автор llama.cpp и звукового кейлогера

u_jpqbs6jscwwamrc2vzr_p5__k.png

Многие пользуются YouTube, Netflix, но не подозревают о ключевых опенсорсных программах типа ffmpeg, которые работают на бэкенде этих сервисов. Похожая ситуация с нейронками, где многие знают программу Ollama для локального запуска моделей на CPU. Но мало кто понимает, что это всего лишь простенькая оболочка вокруг опенсорсной библиотеки llama.cpp на С, которая и делает инференс. Автор этой библиотеки, талантливый разработчик Георгий Герганов, мало известен широкой публике.

Энтузиасты LLM в курсе, что происходит. Судя по всему, разработчикам Ollama выгодно нравится, что все лавры достаются им. Однако возникают странные ситуации, когда после выхода новой модели Ollama твитит «Работаем над поддержкой», хотя они просто ждут обновления llama.cpp.

Наверное, Георгия Герганова забавит такое поведение «бизнесменов от опенсорса». Хотя он скромный болгарский хакер и ни с кем особо не конфликтует.

В чём претензии к Ollama

Недавно Meta объявила о поддержке мультимодальности в LLama, поблагодарив в официальном блоге своих «партнёров в сообществе ИИ», в том числе Ollama, даже не упомянув llama.cpp.

42bm-lskry3hbqa_qn3brmsp2by.png

Или вот недавно VSCode добавил поддержку локальных моделей в чате GitHub Copilot, упомянув оболочку Ollama, а не движок llama.cpp, который реально выполняет работу:

xe1d9ravj7lcrrqkb39ggnoonxs.png

Георгий Герганов просто иронично упомянул этот факт, но не высказал претензий.

Сама Ollama тоже не упоминает авторов программного кода llama.cpp, а вот это уже является нарушением лицензии MIT.

Помимо этого, в сообществе LLM-энтузиастов в принципе недовольны политикой Ollama, которая ради хайпа делает некорректные рекламные заявления, создавая у широкой публики завышенные ожидания, что «каждый может запустить полноценную модель ChatGPT на своём телефоне», хотя на самом деле локально на ПК и смартфонах запускаются только совсем маленькие модели — и инференс очень медленный.

В результате пользователи недовольны, а крайними остаются разработчики моделей и llama.cpp.

Ещё Ollama в некоторых случаях некорректно именует модели, так что неполноценный дистиллят LLaMA с менее 10 млрд весов именуется как «просто» LLaMA. Это основная часть претензий к Ollama, которая гонится за хайпом, хотя бэкенд пишут другие.

vdzxtqw-hknkmbo9q16iaxy8ni8.png

Есть и другие проблемы:

  • Ollama не вносит значительных улучшений обратно в родительский проект. Да, они не обязаны это делать, но в качестве благодарности было бы нормально, если б они помогли llama.cpp с поддержкой мультимодальных моделей и внедрением инструментов вроде iSWA (Integrated Service Workload Analyzer), который представляет аналитику о рабочей нагрузке. Но они предпочитают оставлять эти достижения при себе. Выходит новая модель — они твитят «Работаем над этим» и ждут, когда Георгий Герганов внедрит поддержку этой модели. По крайней мере, раньше такое было неоднократно.

  • Плохие значения по умолчанию для запуска моделей. Преднастройки Ollama
    сделаны якобы для удобства пользователей, но на практике они совершенно неразумно ограничивают функциональность llama.cpp:

pifvlffidipheuq7dg9qqfsprqi.jpeg

Достаточно вспомнить размер контекста по умолчанию 2048 токенов, что было абсолютно неприемлемо для большинства задач. Сейчас его увеличили до 4096 токенов.

Для сравнения, конкуренты из LM Studio предлагают более продуманные настройки для продвинутых пользователей. И вообще, при наличии прокси типа LiteLLM для доступа к облачным моделям и llama.cpp для локальных — необходимость в Ollama вообще отпадает. Непонятно, зачем вообще использовать Ollama, если с оригинальной библиотекой идёт приятный локальный сервер llamacpp-server.

В целом, Ollama форкает различные опенсорсные проекты и пытается закрывать эти форки в своей экосистеме. Например, транспортный протокол Ollama — это форк открытого контейнерного протокола OCI (Open Container Initiative), но изменённый для несовместимости с DockerHub и др.

Собственно, и llama.cpp они просто форкнули и используют в своих целях, без обратной связи.

llama.cpp

eflu7kw7wivrnwovlys3kldeyco.png

Изначально llama.cpp создавалась как библиотека для инференса модели LLaMA от Meta на чистом C/C++. Работу над ней Герганов начал в сентябре 2022 года, после создания похожей библиотеки whisper.cpp для инференса модели распознавания речи ASR Whisper от OpenAI.

Разработка велась параллельно проекту GGML — универсальной библиотеки тензорной алгебры на C. Георгий говорит, что создание GGML было вдохновлено библиотекой LibNC от Фабриса Беллара.

dijsmkbvcyodqkuowvcidp53r-8.jpeg

Цель проекта — запуск моделей на компьютерах без GPU или других специализированных карт. С помощью llama.cpp современные LLM запускаются на обычных ПК и смартфонах Android. Хотя изначально библиотека писалась для CPU, позже была добавлена поддержка GPU.

В марте 2024 года другая известная хакерша Джастин Танни выпустила новые оптимизированные ядра для умножения матриц для x86 и ARM CPU, улучшив производительность FP16 и 8-битных квантизированных типов данных.

В нейросетях с пониженной точностью значения параметров (весов, смещений, активаций) кодируются 8-битными целыми числами (или ниже). Это позволяет значительно сократить объём памяти и ускорить вычисления, особенно на устройствах с ограниченными ресурсами.

Иллюстрация концепции квантизации нейросетей на примере изменения глубины цвета в изображении
Иллюстрация концепции квантизации нейросетей на примере изменения глубины цвета в изображении

Эти улучшения были внесены в llama.cpp. Танни также написала инструмент llamafile, который объединяет модели и llama.cpp в один файл, работающий на любых ОС.

На уровне библиотеки тензоров GGML в llama.cpp поддерживаются несколько платформ, включая x86, ARM, CUDA, Metal, Vulkan (версии 1.2 или выше) и SYCL. Вместо квантизации на лету llama.cpp выполняет предварительную квантизацию моделей. Для оптимизации используются несколько расширенных наборов инструкций: AVX, AVX2 и AVX-512 для x86-64, а также Neon на ARM.

Бинарные файлы GGUF (GGML Universal File) хранят и тензоры, и метаданные. Формат спроектирован для быстрого сохранения и загрузки данных модели, он был представлен в августе 2023 года для лучшей обратной совместимости, когда реализовали поддержку новых моделей.

GGUF поддерживает квантизированные целочисленные типы от 2 до 8 бит, распространённые форматы данных с плавающей запятой, такие как float32, float16 и bfloat16, квантизацию на 1,56 бита.

Другие проекты Герганова

pupugcuikfozybkb773dmyex8hw.gif6lb2cszv_uoodg90xrowi3-n06a.giffhn-um8ujqxokfvkq9kejoxo_ww.pngGGMorse
GGMorse
Waver
Waver

Это удобный способ передать файлы с одного мобильного устройства на другое, если они не могут установить цифровое соединение.

asciicast
asciicast

(https://asciinema.org/a/310405)

  • hnterm: просмотр Hacker News в консоли | исходники.

  • ImTui: библиотека непосредственного режима (immediate mode) в текстовом UI | исходники на C++. Она используется в текстовых клиентах для Slack, WTF и HN, которые указаны выше в этом списке проектов.

cwr08mrzwalbdnvgugh6ej_kpuy.pnggt7be5ddtzgpp7sarrskvgpl-3q.png

  • lottery-check: показывает, как часто выигрывали произвольные комбинации чисел в болгарской лотерее 6/49 | исходники.

  • Diff Challenge: игра Diff Challenge в виде баш-скрипта, смысл игры заключается в поиске программы y, которая изменяет программу x, а выдача y соответствует разнице между x и y:

$ ./y > diff
$ patch y < diff
$ cmp x y
$
eavgu76mffggogpu6hti6mtrwcc.png

  • typing-battles: многопользовательская игра, кто быстрее набирает на клавиатуре (сервер: C++/WebSockets, клиент: JS) | исходники.

  • keytap-challenge: угадай, какой текст набирается.

  • keytap: акустическая прослушка клавиатуры с предварительным обучением.

  • wave-gui: ещё один инструмент передачи данных с помощью звука | исходники.

  • wave-share: передача файлов с помощью звука через браузер | исходники.

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    "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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