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Fine tuning или RAG. Что выбрать?

Демо проект с RAG поиском можно посмотреть по ссылке

При разработке ИИ чатов существует два способа интеграции внешних данных: RAG хранилища и Fine tuning. Для не технаря отличия не очевидны, я столкнулся с мнением менеджера проекта, что первое это новая версия второго. Это не так. Поэтому, я сделал short summary, чтобы по существу изложить плюсы и минусы двух решений

73f21f4c9fc36ea09848c7ec5678aea6.jpg

Что такое RAG?

Языковые модели умеют запускать python/javascript функции через tool_calls. Делается такая функция, ей на вход падает аргумент search

import { addTool } from "agent-swarm-kit";

addTool({
  type: "function",
  call: async ({ params }) => {

    console.log(params.search) // Строка, может содержать имя телефона, его модель, 
                               // его характеристики. Человеческими словами
    
  },
  function: {
    name: ToolName.SearchPhoneTool,
    description: "Allows finding a phone using contextual search",
    parameters: {
      type: "object",
      properties: {
        search: {
          type: "string",
          description:
            "A set of keywords for embedding search. Write the query in Russian",
        },
      },
      required: ["search"],
    },
  },
});

Далее эта строка search передается в базу данных. База данных делает следующее

const createEmbedding: async (text: string): number[] => {
  // 
  // В проде лучше использовать OpenAI 
  // https://platform.openai.com/docs/guides/embeddings/embedding-models
  //
  const { embedding } = await ollama.embeddings({
    model: "nomic-embed-text",
    prompt: text,
  });
  return embedding;
};

const calculateSimilarity = async (a: number[], b: number[]): number => {
  const cosineSimilarity = 0.42;   // Схожесть двух embedding вычисляется сложной
                                   // математической формулой легко генерируемой 
                                   // в Grok... 
                                   //
                                   // Люди не нужны, особенно профессора вышмата
  return cosineSimilarity;
};

...

const sortedItems = new SortedArray<IStorageItem>();
const searchVector = await createVector(filterData.search);

for (const item of data) {

  // 
  // Если тупо склеить строки это исказит смысл и данные не найдутся.
  // Соответственно, для ИИ поиска вычислять вектор нужно на каждую
  // колонку базы, по которой будет поиск
  //
  const modelVector = await createEmbedding(item.model);
  const descriptionVector = await createEmbedding(item.description);
  const titleVector = await createEmbedding(item.title);

  const [
    modelSimilarify,
    descriptionSimilarify,
    titleSimilarify,
  ] = await Promise.all([
    calculateSimilarity(searchVector, modelVector),
    calculateSimilarity(searchVector, descriptionVector),
    calculateSimilarity(searchVector, titleVector),
  ]);

  const similarity = Math.max(
    modelSimilarify,
    descriptionSimilarify,
    titleSimilarify
  );

  //
  // Фокус: векторный поиск технически не может точно сказать
  // то ли он нашел. Поэтому, в выборку поподает отсортированный
  // ТОП элементов по убыванию `cosineSimilarity`
  //
  if (similarity > VECTOR_SEARCH_SIMILARITY) {
    sortedItems.push(item, similarity);
  }
}
return sortedItems.toArray();

Итого, если в базу запросить телефон (избежав англицизмы) под именем Гугол Пихель, будет успешно найден Google Pixel 8 Pro, так как при поиске используется modelVector

const createEmbedding = async (text: string) => {
  const words = text.toLowerCase().trim().split(/\s+/);
  const vector = new Float32Array(4);
  words.forEach((word, index) => {
    let sum = 0;
    for (let i = 0; i < word.length; i++) {
      sum += word.charCodeAt(i) / 1000;
    }
    vector[index % 4] += sum / (word.length || 1);
  });
  const magnitude = Math.sqrt(vector.reduce((sum, val) => sum + val * val, 0));
  return await Array.fromAsync(
    magnitude ? vector.map((v) => v / magnitude) : vector
  );
};

Реализовать такой поиск можно без ИИ вообще, использовав как плоскость координат для вектора номер символа в таблице кодировки. Если вы понимаете этот код, можете претендовать на зарплату 6 тысяч долларов так как вы LLM Engineer

Что такое Fine Tuning?

Fine tuning это когда мы пишем сегмент переписки с желательным и не желательным ответом и дообучаем на этом языковую модель. Детальная инструкция как дообучить модель вы можете посмотреть по ссылке

https://agent-tune.github.io/

Заполняете переписку инструментом по ссылке выше, загружаете её на сайт OpenAI и готово... К слову (далее уделено отдельное внимание), можно генерировать синтетические данные переписок по базе, и обновлять знания чата фоновым скриптом:

Плюсы и минусу двух методов

Тезисы, исходя из которых я делаю вердикт

RAG подразумевает tool_call, помимо оплаты генерации embedding.

  • Это не ИИ вовсе, а обычная реляционная/nosql база данных

  • Это дороже в эксплуатации так как генерация вектора на каждый поисковой запрос пользователя в RAG базу платная (см генерация embeddings)

  • Это дороже в поддержке, так как чтобы сменить модель embeddings придется заного генерировать все векторные индексы. Они не универсальные, это вендор лок. 20 колонок поиска - 20 запросов в OpenAI на каждый create/update одной строки

  • Это дороже в программировании, так как это нужно программировать и администрировать в класическом понимании (DevOps, DBA)

  • Это медленней на порядок, так как tool_calling подразумевает запуск LLM модели второй раз после получения ответа

  • Это медленно на долгую перспективу, так как Embedding поиск подразумевает большой трафик памяти (2 миллиона записей будут обрабатываться 30 секунд)

  • Это плохо применимо к русскому языку (или платите деньги яндексу), так как nomic-embed-text релизнулся 2023-11-01 после одной всем известной ситуации

Fine tuning подразумевает, что думает сам ИИ, а не база данных

  • Малому и среднему бизнесу дешего взять студента текстовика, который подпишется работать дешего, а может и бесплатно. Дно курсов программирования тут работодателю на руку

  • Базу данных не нужно мониторить на предмет поломки в сравнении с RAG, так как её нет: нейронка ничего не пишет на жесткий диск вовсе, а вся работает в оперативе видеокарты как stateless.

  • Обновление дообучение модели можно автоматизировать скриптом

Вердикт

Если вы разрабатываете новый продукт, сфокусируйтесь на fine tuning. Начать можно бесплатно, если запрячь студентов. Как будут собраны структурированные данные в количестве, подразумевающем серьезность намерений, можно автоматизировать процесс актуализации знаний модели через автоматизацию fine tuning

Если вы банк с деньгами и со стеком Java Enterprise, вам ничего не остается, кроме как пытаться в RAG как адаптивную прослойку между ИИ и ванильным программированием

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  • 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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