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Локальная LLM: гадкий утенок в мире прекрасных лебедей

Сравнительный анализ локальных и облачных LLM

Всем привет! Я — Иван, инженер по разработке AI-систем CodeInside. Мы разрабатываем и внедряем кастомные AI-решения — от интеллектуальных поисковых систем на основе RAG до специализированных AI-агентов и ассистентов для автоматизации процессов в бизнесе и промышленности.

Сравнительный анализ локальных и облачных LLM
Сравнительный анализ локальных и облачных LLM

В этой статье я расскажу о результатах тестирования локальных и облачных LLM в RAG-сценариях. Мы сравнили их точность, полноту, достоверность и скорость работы, чтобы понять, насколько локальные модели готовы к реальным задачам и в каких случаях они могут быть не хуже — а иногда и лучше — облачных аналогов.

Автор материала
Автор материала

Когда обсуждают языковые модели, чаще всего в центре внимания оказываются облачные «коммерческие» LLM. Мир очарован GPT, deepseek, Claude Sonnet, Gemini и т.д. Они выглядят впечатляюще: быстрые ответы, естественные формулировки, высокий уровень «интеллектуальности».

В реальных проектах мы сталкиваемся с ограничениями, которые накладывают требования безопасности, регламенты работы с данными и особенности инфраструктуры. Во многих случаях это исключает использование облачных моделей и ставит вопрос о необходимости локального развертывания.

Заказчиками локальные модели часто воспринимаются как менее привлекательные — «гадкий утенок» на фоне облачных «лебедей». Мы решили проверить, насколько справедливо это мнение, проведя собственное тестирование.

Методика тестирования

Для эксперимента мы выбрали шесть моделей: три облачные (GPT-4.1 Mini, Google Gemini 2.5 Flash, Deepseek R1) и три развернутые локально (Llama 3.3 70B, Mistral Small 3.2-24B, Qwen3-Coder-30B-A3B в максимальной (max) и минимальной (min) конфигурациях оборудования).

Задача теста состояла в том, чтобы оценить их работу в сценарии RAG (Retrieval-Augmented Generation). Этот подход предполагает, что модель формирует ответ на основе предварительного поиска информации в заданной базе документов. Такой сценарий мы выбрали потому, что он близок к реальным прикладным задачам: поиску по внутренней базе знаний, работе с нормативными документами или технической документацией.

Для оценки использовалась система RAGAS, которая проверяет три ключевых показателя:

  1. точность и полнота контекста — как хорошо модель опирается на факты из контекста и насколько полно она их отразила в своем ответе

  2. достоверность — соответствует ли ответ найденной информации, без «галлюцинаций» или искажений.

  3. скорость генерации ответа, измеряемая в секундах.

Все модели тестировались в одинаковых условиях: единый системный промпт, одинаковые параметры генерации, единая база документов.

Результаты

В таблице ниже приведены результаты для RAG на разных моделях.

Сравнение работы облачных и локальных LLM в сценарии RAG с помощью системы RAGAS
Сравнение работы облачных и локальных LLM в сценарии RAG с помощью системы RAGAS

Анализ показал, что open-source архитектуры вполне могут конкурировать с коммерческими по качеству поиска и генерации — особенно при разворачивании на хорошем железе.

Например, Qwen3-Coder-30B-A3B (max) по точности и полноте (0.98/0.97) показала результат, сопоставимый с GPT-4.1 Mini и Google Gemini 2.5 Flash. Это опровергает распространенный миф, будто высокое качество — исключительно прерогатива облачных решений.

По достоверности ответов (насколько модель опирается в ответе на предоставленный контекст) лидерами остаются Deepseek R1 (0.91) и GPT-4.1 Mini (0.82). Но Qwen3-Coder-30B-A3B (0.79) в максимальной конфигурации также демонстрирует очень достойный результат, обгоняя другие локальные и даже часть облачных моделей.

По скорости ожидаемо лидируют облачные решения: Google Gemini 2.5 Flash — 2.85 секунды. Однако 3-Coder-30B-A3B на мощной конфигурации (8.54 сек) почти сравнялась по скорости с GPT-4.1 Mini (6.19 сек), а разница между max и min конфигурациями одной и той же модели (Qwen3-Coder-30B-A3B) показала, насколько критично правильно подобрать инфраструктуру.

Локальные модели Llama 3.3 70B и Mistral Small 3.2-24B показали хорошие результаты — как по скорости (около 10 сек), так и по качеству, особенно в задачах, где важны контроль над данными и on-premise работа.

Прикладное значение результатов

Практическая ценность этих данных в том, что при правильной настройке и достаточных вычислительных ресурсах локальные модели могут решать широкий круг задач без ощутимой потери качества. В сценариях, где критически важно сохранять контроль над данными — например, в проектах для госсектора, критической информационной инфраструктуры или финансовой отрасли — локальные решения позволяют исключить риски, связанные с передачей информации во внешние сервисы.

Кроме того, локальные модели проще интегрировать в существующую инфраструктуру, так как они не требуют постоянного подключения к интернету и могут быть адаптированы под специфику конкретной предметной области.

Локальная модель на практике

На практике локальные LLM особенно эффективны в задачах, где ключевыми являются предсказуемость и безопасность. Это может быть интеллектуальный поиск по базе знаний компании, автоматизация обработки запросов в техподдержке, помощь сотрудникам в навигации по нормативной документации или в подготовке тендерных заявок. В таких сценариях ценится не эффектность генерации, а стабильная работа и возможность объяснить, откуда взялся тот или иной ответ.

В CodeInside мы уже применяем этот подход в реальных проектах.

Например, Docora AI обеспечивает быстрый и точный поиск по корпоративной базе знаний с использованием RAG, помогая сотрудникам находить ответы без ошибок и «галлюцинаций».

В решении Tender Flow локальная LLM выступает как AI-агент для анализа тендерной документации и подготовки предложений, экономя время отделов продаж.

В AI-Экзаменаторе локальная модель используется для автоматизированной и объективной проверки знаний студентов.

А в AI-ассистенте для расчета строительных материалов RAG-система помогает менеджерам и инженерам точно определять количество и стоимость материалов, учитывая специфику объекта.

Эти решения демонстрируют, что локальные LLM уже сегодня могут быть полноценными рабочими инструментами, если их интеграция выстроена грамотно.

Подведем итог

Наш эксперимент не показал явного и однозначного превосходства облачных моделей над локальными — ни по точности, ни по полноте извлеченной информации. Локальные модели вполне могут обеспечивать сравнимое качество генерации, особенно, если правильно организовать пайплайн и подобрать подходящее оборудование. На практике, такие архитектуры, как Qwen или Mistral, уже сегодня справляются с прикладными задачами на уровне GPT‑4‑класса.

Основное различие между облачными и локальными решениями проявляется в достоверности и скорости генерации. Облачные модели по-прежнему лидируют по этим метрикам: они быстрее отвечают и чаще «держатся фактов». Однако разрыв постепенно сокращается, и локальные LLM, особенно при хорошей настройке, уже демонстрируют конкурентоспособные результаты.

Комментарий CEO CodeInside о применимомти локальных LLM
Комментарий CEO CodeInside о применимомти локальных LLM

Рынок очарован коммерческими сервисами вроде ChatGPT, Perplexity, DeepSeek и др., под капотом которых работают большие языковые модели с сотнями или даже тысячами миллиардов параметров. Для работы таких моделей требуются дорогие фермы GPU и это многим кажется непреодолимым барьером на пути к построению on-premise решений.

На фоне этого стереотипа, многие недооценивают потенциал open source моделей, у которых параметров на порядок меньше — всего лишь десятки миллиардов.

Действительно, из коробки такие модели будут давать более скромный результат по сравнению со «старшими братьями». Но наш опыт показывает, что умелая подготовка малых языковых моделей под узкую задачу заказчика может обеспечивать результат не хуже. К тому же, малые языковые модели требуют скромных вычислительных ресурсов — для ряда задач достаточно пары GPU бытового уровня, — Максим Семёнкин, CEO CodeInside.

Ключевым преимуществом локальных решений остается не только автономность, но и полный контроль над данными, возможность гибкой интеграции в существующую ИТ-инфраструктуру и отсутствие зависимости от внешних сервисов. Это особенно важно для компаний, работающих в условиях повышенных требований к безопасности, импортонезависимости и соблюдению регуляторных норм.

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    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 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 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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