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[Перевод] Разбираемся с суффиксами квантования LLM: что на самом деле значат Q4_K_M, Q6_K и Q8_0

1a6015137097b65a45a8a9353e021fdd.png

Привет!
Задумывались, какую версию квантованной LLM выбрать: Q4_K_M, Q6_K или Q8_0? Насколько Q6_K хуже справляется с задачами по сравнению с Q8_0? И что вообще означают все эти буквы в суффиксах?

Примечание: это адаптированный перевод моей статьи на Medium. Перевод был сделан при помощи мозга, а не нейросетей или Google Translate.

Типичные муки выбора при загрузке квантованной LLM с Hugging Face
Типичные муки выбора при загрузке квантованной LLM с Hugging Face

В статье разберёмся, что означают суффиксы вроде Q4_K_M, почему Q4 ≠ int4, и как не потеряться на собеседовании, если спросят про тонкости квантования.
Давайте разбираться!

Как понимать суффиксы

Квантование — это всегда компромисс между точностью, скоростью и размером модели. Суффиксы вроде Q4_K_M помогают быстро понять, в какую сторону сдвинут этот баланс.

Что значат суффиксы:

  • Q — означает, что модель квантована

  • Цифра после Q (например, Q4) — количество бит на один вес

  • K — группировка весов (каждая группа имеет свой scale и zero-point)

  • 0 — без группировки (устаревшая схема)

  • M — средняя точность

  • L — низкая точность, выше скорость, но ниже качество

Что именно значит группировка (K и 0), разберём чуть позже.

Суффикс высокой точности (например, H) обычно не используется — и на то есть причина. Отсутствие M или L означает, что используется наилучшая (дефолтная) точность для данной битности. Суффиксы M и L применяются только к 4- и 5-битным форматам. Начиная с 6 бит, точность уже близка к float, а ниже 4 — она всегда низкая, и нет смысла уточнять.

Итак, давайте разберём, что конкретно означает суффикс Q4_K_M:

  • Q4 — квантованная модель с 4-битными весами

  • K — группировка весов (по 64 и более), с индивидуальным масштабом

  • M — средняя точность (оптимальный баланс между качеством и размером)

Веса

Что означает, что на один вес приходится 4 или 8 бит? Веса — это числовые параметры, определяющие, насколько сильно каждый вход влияет на выход нейрона. Именно они участвуют в каждом шаге инференса: умножаются, складываются и передаются дальше по слоям модели.

Цифра перед b в названии модели (например, Gemini-12b) указывает, сколько миллиардов весов в ней. Например, в Gemini-12b — 12 миллиардов весов, и при генерации одного токена может использоваться от 1 до 12 миллиардов весов в разных слоях сети. При обучении веса обычно сохраняются в формате Float32 или Float16 — то есть занимают 32 или 16 бит каждый.

как хранится Float32 (источник: puntoflotante.net)
как хранится Float32 (источник: puntoflotante.net)

Использовать такие модели в изначальном виде невозможно на обычном железе. Чтобы сделать модели легче, был введён процесс квантования — перевод весов из float в int с меньшим числом бит. Идея простая - уменьшить количество бит, в которых хранится значение каждого веса.

Казалось бы, можно просто обрезать Float32 до Int4 — но это не работает:

int8(0.123456) = 0

Наивное округление обнуляет значение и полностью теряет информацию. Даже если извлечь только мантиссу, она всё равно будет слишком длинной, чтобы уложиться в 4–6 бит — и точность резко упадёт.

Поэтому вместо грубого округления используют масштабирование (scale), нулевую точку (zero point) и группировку.

Пример:

Оригинальные веса: [0.11, 0.09, 0.12, 0.10, ..., 0.15]
Scale = 0.005
Zero point = 0.08
Квантованные значения: [6, 2, 8, 4, ..., 14]

В момент инференса веса восстанавливаются так:

вес = scale * квант + zero_point

При деквантовании (переводе int значений назад во float во время инференса) квантованные 6, 2, 8 становятся:

a3977da00b1953fc14a7ef74ef10b3fe.png

Как видим, даже при 4 битах на вес можно достичь приличной точности — благодаря масштабированию и группировке.
💡 Вывод: при Q4 квантовании мы НЕ просто сжимаем 32- и 16- битовые Float в Int4 - мы сохраняем метаданные для каждой группы, которые позволяют нам восстанавливать числа с высокой степенью точности.

Группировка (K и 0)

Масштаб (scale) и нулевая точка (zero point) вычисляются отдельно для каждой группы весов. Это позволяет эффективно сжать значения весов до 4–6 бит при минимальной потере точности. Обычно веса делятся на группы фиксированной длины — например, по 64 элемента подряд.

Возникает логичный вопрос: подбираются ли веса в группы по схожести значений?
Нет. Группы формируются не по значению весов, а по их порядку в памяти (или в тензоре модели). Это сохраняет структуру модели и эффективно работает с памятью GPU. Например, квантизатор может просто взять первые 64 значения из тензора и сформировать из них одну группу.

иллюстративный тензор исключительно для примера
иллюстративный тензор исключительно для примера


Это и означает суффикс K: группировка весов, обеспечивающая более точное и адаптивное квантование.
Если вместо K указано 0 (например, Q4_0), значит используется упрощённая схема без группировки: общий scale применяется ко всему тензору (или строке тензора). Это быстрее, но менее точно.

Без группировки диапазон значений, покрываемый 4-битным квантованием, приходится распространять на весь тензор. Это снижает точность восстановления исходных весов.

💡 Вывод: если есть выбор между K и 0, почти всегда стоит выбирать K. Модели с 0 подойдут только при жёстких ограничениях по железу.

Вместо итогов

Эта статья — лишь базовое введение в тему квантования нейросетевых моделей. Мы не затрагивали более продвинутые техники, такие как QAT (quantization-aware training), а также различия между статическим и динамическим квантованием.

Тем не менее, даже простое понимание суффиксов вроде Q4_K_M, Q6_K и Q8_0 уже даёт практическую опору при выборе модели под ваше оборудование и задачи.

💡 Конечно, теория — это лишь начало.

Чтобы по-настоящему разобраться в квантованных форматах, надо попробовать их в деле. Скачайте модели (например Qwen или Gemma) в форматах Q4_K_M, Q6_K, Q8_0. Прогоните их на сложных промптах. Сравните скорость, стабильность, качество отклика. Понять все оттенки квантования можно только одним способом — пропустить их через собственное железо.

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    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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