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Н Новости

Локальные нейросети для генерации изображений

5 минут на чтение статьи

Каждый в какой-то момент задумывался, как ему сгенерить картинку с помощью нейросетей так, чтобы она принадлежала тебе, а не создателям Kandinskiy, Midjourney и других популярных нейросетей. Ну или, по крайней мере, чтобы свидетельств генерации вами этого изображения не осталось в логах публичных AI-сервисов.

Для этого можно использовать Stable Diffusion. Но есть нюанс. В отличие от текстовых нейронок, которыми можно пользоваться через API и WebUI, для изображений точно нужен какой-то графический интерфейс. Можно, конечно, писать всё в питоне, но это максимально не интуитивно, и заставляет руками собирать по гитхабу необходимые утилиты, которые иначе запакованы в UI в виде "расширений".

Я проверил несколько готовых UI для Stable Diffusion, чтобы вам не пришлось. Пойдем от сложных навороченных (которые, скорей всего, и будут использоваться в проде), к самым простым (чтобы быстро получить картинку).

Прежде, чем начнем:

  • Вам все еще нужен приличный GPU с хотя бы 8 гигабайтами видеопамяти. По сравнению с Midjourney, результатов генерации все еще придется ждать очень, очень долго.

  • Для владельцев Macbook. Так как в свежие Mac на платформе M нельзя воткнуть внешний GPU от Nvidia Tesla, или "народную" видеокарту типа RTX 3080, все эти UI не имеют готовых сборок под Mac. Я их тоже не тестировал, так как мой личный Mac всё ещё под Intel, и мощности его дискретной видеокарты едва хватает на запуск Disco Elysium. Если у вас есть только Macbook, и вам нужен упрощенный интерфейс для Stable Diffusion, посмотрите на Diffusion Bee.

Чекпоинты и лоры

Кроме программы-UI, вам нужны файлы состояния нейросетки, из которых вы будете генерировать изображения.

Конечно, вместе c UI идут какие-то базовые настройки. Но обычно они сосут. Без загрузки дополнительных моделей, ваши картинки будут выглядеть максимально бесполезно и кринжово. Например, вот как выглядит дефолтный промт ConfyUI "из коробки":

6cdb5dfecd86c9c9a13d21ec6c383f39.jpg
  • Для работы вам понадобятся так называемые checkpoints. Так как на своем домашнем компьютере невозможно за приемлемое натренировать нейросетевую модель, их придется откуда-то добыть. Самый простой способ достать чекпоинты для аниме и NSFW - загрузить их с Civitai. Это большие файлы, размеры начинаются от 5 гигабайт. Загружаете их в директорию с чекпоинтами и ваш UI их подхватывает.

2def98a4327f22481e3b7f2cbd251c0c.png
  • Кроме чекпоинтов могут понадобиться LORA. Пример использования LORA для ComfyUI ессть здесь. Эта статья - обзорная, поэтому я не могу рассказать про каждый из интерфейсов подробно, вам придется разбираться самостоятельно. Смысл в том, что вначале ты грузишь чекпоинт, и потом передаешь его в лору.

588a8b45aa8affaee7a9e178391c95ca.png

Например, вот что получается при одновременном применении двух моделек со скриншотов, приведенных выше, по запросу "beatiful asian girl with katana, standing in the middle of a burning magical cyberpunk city". Это не самые лучшие результаты генерации, но достататочно безопасные, чтобы не объяснять их Роскомнадзору.

1d55ed2da62f44bed6994c9ce4c4759f.jpg50ee067f6f495d169fb6493e2fb54e52.png

Для профессионалов и продакшена

Первое место: ComfyUI

Ссылка на GitHub

Самый лучший UI для людей с инженерным подходом к разработке. Отображает процесс генерации в виде графа применений фильтров с настройками. Выглядит как панель космолёта.

Проблемы: очень сложно, если надо быстро что-то запустить, ни в чем не разбираясь.

Прямо на GitHub выложена готовая версия для Windows + Nvidia. Просто качаешь, распаковываешь, запускаешь — и у тебя готовый генератор картинок. Важно, что для работы готовой сборки все еще нужно загрузить чекпоинты в директорию ComfyUI/models/checkpoints внутри дистрибутива. Скачать актуальные чекпоинты Stable Diffusion можно здесь.

Другой важный лайфхак: если у вас тоже запущено 100500 серверов на локальном компьютере, и дефолтные порты типа 8080 давно закончились, то поменять порт можно в файле run_nvidia_gpu (или run_cpu), добавив порт вот так: .\python_embeded\python.exe -s ComfyUI\main.py --windows-standalone-build --port 27777. Это относится и ко всем остальным UI с веб-интерфейсом, как прописывать в них порты - оставлю читателю этой статьи в качестве упражнения.

8b5e21fa3192165c953f48905767e990.png

StableSwarm UI

Ссылка на GitHub

Упрощенный фронтенд к ComfyUI для тех, кому нужно быстро нагенерить картинку.

Достаточно расширяем на манер ComfyUI, но прост в использовании на уровне А1111. Можно объединять несколько компьютеров, чтобы генерить картинки быстрее.

Изначально проект поддерживался самими Stability AI, но потом они чего-то не поделили, и автор проекта переехал в свой личный репозиторий.

Нет готового билда, чтобы сразу запускать. В приниципе, такому молододму проекту это можно простить. Нужно установить по инструкции, инструкция есть в README.

23bdf67259534de46c16e31aa27d40c0.png

Stable Diffusion WebUI ("A1111")

Ссылка на GitHub

Самый популярный интерфейс, в народе называющийся A1111. Это его оригинальная версия - доверенная, проверенная, зарекомендовавшая себя, в отличие от множества кастомных форков.

Куча расширений и настроек. Довольно стабильный.

Выжигающая мозг светлая тема по-дефолту. Кто вообще еще использует светлые темы?

Установка описана в инструкции. Для Windows есть готовая сборка, для Linux придется повозиться в терминале.

d6cf5b02609d525d58e1e2089b54593f.png

SD.Next

Ссылка на GitHub

Форк A1111 с более свежими фичами, дополнительными моделями и возможностью выбора между Modern UI и Standard UI.

Темная тема по-умолчанию.

С инсталляцией придётся повозиться, потому что делается она через консоль и требует клонирования репозитория..

Modern UI:

7230c678867075a817e2618cc44d9076.png

Standard UI:

b48fdb9632a525f7e70649044cffe302.png

Для новичков

InvokeAI

Ссылка на GitHub

Позволяет быстро сгенерировать картинку и имеет некоторое количество настроек. Пытается развиваться в сторону редактора графа фильтров, как ConfyUI, только с более "человекопонятным" интерфейсом. С точки зрения визуального дизайна - самый приличный интерфейс из всех в этом топе.

Есть автоматический инсталлятор.

Пытаются переехать на коммерческие рельсы, поэтому продвинутые модели и быстрый хостинг в облаке вынесены в коммерческую версию.

36478aadb024f3b4c5ad8eeb0eb02604.png

Fooocus

Ссылка на GitHub

Самый новичковый интерфейс из всех. Есть поле для ввода промпта, и поле для отображения картинки, всё.

Есть готовый файл для простой установки и запуска на Windows.

Автоматически улучшает ваши промпты с тем же вайбом, как это делает Midjourney.

Настроек почти никаких нет, но и не нужно (отсутствие настроек - это фича).

9e4fe925901654e515bb35470f5638e7.png

Не забывайте подписаться на наши ресурсы, там есть ништяки:

  • Telegram-канал Failover Bar — единственный в Санкт-Петербурге (а может, и в России вообще) бар для разработчиков. Мы здесь постоянно встречаемся и разговариваем про Java. Можем встретиться с вами вживую в Фейловере и обсудить нейросети!

  • Откровения от Олега — Telegram-канал автора этого гайда

  • Оправдания от Олега — Telegram-чат

  • SmallTech Pro — Youtube-канал

  • oleg.guru — изначальная публикация

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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 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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