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Stable Diffusion WebUI Forge: Шаг 2. Установка модели FLUX.1

После установки системы Stable Diffusion WebUI Forge, которая обеспечит нам удобный интерфейс и работу с большим числом различных функций и параметров, нам теперь необходимо скачать файл нужной нам версии модели FLUX.1, которая бы быстро и качественно работала на нашем компьютере.

Напомню вам, что есть три основные версии модели, созданные разработчиками Black Forest Lab:

  • FLUX.1 [pro] – самая мощная версия реализация коммерческой модели, доступная к использованию только через API у партнеров компании Black Forest Lab или в индивидуальном порядке.

  • FLUX.1 [dev] – немного облегченный вариант первой модели не для коммерческого использования. Варианты реализации модели можно найти на сайте huggingface.co. Она может быть использована на локальных компьютерах.

Сайт с моделью от разработчика: https://huggingface.co/black-forest-labs/FLUX.1-dev.

  • FLUX.1 [schnell] – самая быстрая реализация модели с открытым исходным кодом, которая так и называется: «быстрая, шнель / нем. schnell». Она предназначена для использования на локальных компьютерах. Исходный код можно найти на сайте GitHub. Варианты реализации модели можно найти сайте huggingface.co.

Сайт с моделью от разработчика: https://huggingface.co/black-forest-labs/FLUX.1-schnell.

Несомненно, нужно начинать свою работу с установки и тестирования той из них, которая будет соответствовать производительности вашего компьютера и будет создавать изображения максимального качества для вас.

На самом деле, версий модели FLUX от сторонних разработчиков уже достаточно много.

Но для того, чтобы нам быстро перейти к от теории к практике, мы возьмем за основу уже подготовленные модели, которые называются «nf4-модели».

Nf4-модели – это полноценные FLUX-модели, которые не требуют установки дополнительных компонент для Stable Diffusion WebUI Forge и помогают нам создавать очень красивые изображения. Они отличаются от стандартных моделей FLUX используемым в них методом nf4-квантования (о чем скажу чуть позже), меньшим размером исходного файла, что хорошо для менее производительных видеокарт.

Существует несколько версий уже подготовленных файлов моделей FLUX.1 [dev] и FLUX.1 [schnell] от разных разработчиков. Рассмотрим некоторые из них, которые наиболее стабильно работают (от разработчиков silveroxides и lllyasviel).

Готовый файл самой быстрой модели FLUX.1 [schnell] для не очень мощных компьютеров с видеокартами предыдущих поколений (например, как у меня NVIDIA GTX 980 с 4 Гбайтами видеопамяти) называется flux1-schnell-bnb-nf4.safetensors. Я протестировал работу этого файла, и он показал себя очень хорошо при создании различных изображений.

Скачать файл можно по следующей ссылке: https://huggingface.co/silveroxides/flux1-nf4-weights/tree/main.

f220fc68f92b151720b25aa19c265ae1.png

Если у вас видеокарта серии NVIDIA GTX 10XX/20XX или более новая, то вам необходимо скачать следующий файл модели flux1-dev-bnb-nf4-v2.safetensors по следующей ссылке: https://huggingface.co/lllyasviel/flux1-dev-bnb-nf4/tree/main.

d75737a08e49d50f2a7be270c1f64c39.png

По заявлению разработчика, модель второй версии flux1-dev-bnb-nf4-v2.safetensors работает быстрее, но она чуть больше по размеру файла.

Если у вас видеокарта серии NVIDIA RTX 30xx/40xx, то вы можете скачать файл модели flux1-dev-fp8.safetensors по следующей ссылке:

https://huggingface.co/lllyasviel/flux1_dev/blob/main/flux1-dev-fp8.safetensors.

b4ebac0f7b0b491f4b75ac2ff0a39fb5.png

Если вы обратите внимание, файл этой реализации модели значительно больше остальных по своему размеру, да и как показывает практика flux1-dev-bnb-nf4-v2.safetensors – это лучший выбор для учебы и творчества.

Таким образом, вы загрузили для себя один (или несколько) из необходимых фалов модели FLUX.1.

Модель FLUX.1 [schnell]:

  • файл flux1-schnell-bnb-nf4.safetensors;

Модель FLUX.1 [dev]:

  • файл flux1-dev-bnb-nf4-v2.safetensors;

  • файл flux1-dev-bnb-nf4.safetensors);

  • файл flux1-dev-fp8.safetensors.

Теперь загруженный файл (или файлы) модели нам нужно переместить в папку моделей «Stable-diffusion».

Например, эта папка у меня находится по следующему пути: D:\Stable Diffusion WebUI Forge\webui\models\Stable-diffusion .

Открываем папку и копируем туда файл или все файлы моделей.

f7e7b8081b967b9d94049eb79d0967a0.png

Теперь мы с вами почти готовы к первому рабочему запуску программы Stable Diffusion WebUI Forge.

Наверное, вы обратили свое внимание на то, что в именах файлов написаны такие сокращения: «fp8» и «nf4». Оба сокращения имеют прямое отношение к методу обработки информации, который называется «квантование» (англ. quantization).

Квантование в информатике – это разбиение диапазона значений непрерывной или дискретной величины на конечное число интервалов. Существует также векторное квантование – разбиение пространства возможных значений векторной величины на конечное число областей[i].

Квантование для сетей глубокого обучения является важным шагом для ускорения вывода данных, а также для сокращения потребления ресурсов памяти и потребления электроэнергии вашей видеокартой. Масштабированное 8-битное целочисленное квантование сохраняет точность модели, одновременно уменьшая ее размер. Это позволяет развертывать модель на устройствах с меньшим объемом оперативной памяти, оставляя больше места для работы других алгоритмов и логики управления[ii], [iii].

Говоря простым языком, модель «nf4» должна работать быстрее «fp8», но при условии ее аппаратной поддержки вашей видеокартой[iv]. Как я понимаю, это напрямую зависит от версии драйвера CUDA (Compute Unified Device Architecture), которую поддерживает ваша видеокарта, и объема оперативной памяти видеокарты.

Забегу немного вперед и скажу сразу, что мне удалось запустить на своем компьютере с видеокартой NVIDIA GTX 980 с 4 Гбайтами видеопамяти следующие модели, которые при генерации изображения размером 512 на 512 показали следующие результаты:

  • flux1-schnell-bnb-nf4.safetensors – на создание изображения уходит в среднем 3 мин.

  • flux1-dev-bnb-nf4.safetensors – на создание изображения уходит в среднем 6 мин.

  • flux1-dev-bnb-nf4-v2.safetensors – на создание изображения уходит в среднем от 3 до 6 мин.

  • flux1-dev-fp8.safetensors – на создание изображения уходит в среднем от 3 до 7 мин.

Также я оттестировал работу всех моделей на видеокарте NVIDIA GTX 2060 с 12 Гбайтами видеопамяти и заметил интересную особенность, которая заключается в том, что первое изображение на этой карте создается приблизительно за такое же время, как и на видеокарте NVIDIA GTX 980 с 4 Гбайтами видеопамяти (в среднем три минуты). Но далее проявляется существенное отличие этих карт, которое заключается в том, что NVIDIA GTX 2060 все последующие изображения создает в несколько раз быстрее.

В связи с тем, что серии видеокарт NVIDIA RTX 30xx/40xx стоят достаточно дорого, видеокарта NVIDIA GTX 2060 с 12 Гбайтами видеопамяти является лучшим выбором по цене и качеству как для учебы, так и для игр.

Подробнее мы остановимся на этом моменте в следующей главе «Первый запуск и тест вариантов моделей FLUX».


[i]. Квантование (Quantization). [Электронный ресурс] ural-test.ru URL:https://ural-test.ru/help/articles/kvantovanie-quantization/.

[ii]. What Is Quantization? [Электронный ресурс] www.mathworks.com URL: https://www.mathworks.com/discovery/quantization.html#:~: text=Quantization%20is%20the%20process%20of,and%20range%20of%20a%20value. (дата обращения: 11.09.2024).

[iii]. Quantization. [Электронный ресурс] huggingface.co URL:https://huggingface.co/docs/optimum/concept_guides/quantization (дата обращения: 11.09.2024).

[iv]. Теория по FLUX.1: как выбрать версию? BNBF4, GGUF или FP8 [Электронный ресурс] dzen.ru URL:https://dzen.ru/a/ZtVxDcFGvAP5p24p (дата обращения: 11.09.2024).

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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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