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Современные каталоги данных: эволюция и применение больших языковых моделей

Каталоги данных стали неотъемлемой частью современной архитектуры данных. Они играют ключевую роль в управлении метаданными, обеспечивая прозрачность, контроль и повышение эффективности работы с данными. В последние годы эта область активно развивается, и на российском рынке также появляются успешные истории внедрения. В этой статье мы рассмотрим текущее состояние open-source решений и уделим особое внимание применению больших языковых моделей в каталогах данных.

Я со своей стороны хочу разобраться в текущем состоянии этой части современного open-source стэка данных и внимательнее посмотреть на некоторые новые аспекты.

На одном из англоязычных ресурсов недавно вышла статья о ландшафте open-source дата инжиниринга в 2024 году. Передовыми решениями среди платформ метаданных там признаются Amundsen, Apache Atlas, Datahub, Marquez, ckan и Open Metadata. Много зарекомендовавших себя и полюбившихся продуктов представлено, но, очевидно, не все из них в 2024 году одинаково передовые.

Ландшафт Open Source Metadata Management из статьи Practical Data Engineering Substack
Ландшафт Open Source Metadata Management из статьи Practical Data Engineering Substack

Для того, чтобы понять как open-source решения выглядят на фоне проприетарных продуктов можно воспользоваться awesome-листом. В нем можно еще обнаружить такое решение как OpenDataDiscovery. Только эта платформа, наряду с Open Metadata, поддерживает 10 характеристик из 11 максимально возможных для каталога данных. Эти одиннадцать характеристик охватывают почти весь возможный функционал современных каталогов данных. Туда входят, например, возможность построения сквозной прослеживаемости данных(линейджа), возможность поиска по каталогу, учет сущностей, относящихся к ML, наблюдаемость (observability) и другие. Кроме основных характеристик в этом списке еще выделяют такие функции как возможность кастомизации UI, количество коннекторов, пуш и пулл-стратегии закачки метаданных, но эти функции считаются дополнительными, к оценке всех каталогов их не применяют.

Уровни продвинутости дата каталогов

Анализ представленного листа позволяет выделить четыре уровня продвинутости (по количеству поддерживаемых основных функций) для всех дата каталогов:

Уровень I. Наиболее продвинутые и с богатым функционалом: DataHub, OpenMetadata, OpenDataDiscovery, Select Star.

Как видим в топе находятся сразу 3 open-source решения и одно проприетарное - Select Star.

Уровень II. Широкие возможности, но не хватает отдельных функций: Amundsen, Atlan, Informatica, Monte Carlo, Grai.

Уровень III. Базовый функционал с меньшим набором продвинутых фичей: Atlas, Azure Data Catalog, CKAN, Collibra, DataGalaxy, Datafold, Marquez (OpenLineage), Stemma, Talend

Уровень IV. Ограниченный функционал: Alation

На мой взгляд такая классификация не полностью отражает заложенный в платформах потенциал, так как важно еще не формальное наличие поддержки какой-то функции, а еще и удобство и функциональность. Например, не количество коннекторов, а их качество, насколько быстро устраняются проблемы с ними и много других характеристик. Возможны также различия в отнесении той или иной системы к разным уровням из-за их совершенствования и получения новых возможностей. Но для целей анализа можно применить указанное выше деление.

Одной из особенностей листа, на котором основывается анализ, является то, что в нем нет многих продвинутых систем дата каталогов, которые разрабатываются в нашей стране компаниями Аренадата, Т-банк (новое название Тинькофф) и другими. Не говорится также и о весьма продвинутом решении от компании Сибур диджитал.

Использование генеративного ИИ (Gen AI) в каталогах данных

Следующей темой, которую я бы хотел осветить в данном обзоре, является использование больших языковых моделях в каталогах данных. Некоторые проекты уже начали заявлять о готовности внедрять их в свой функционал (LLM-ready) или даже о состоявшемся внедрении. Но в целом пока нужно признать, что LLM-моделям мгновенно не удалось стать стандартной фичей в дата каталогах. На эту тему к данному времени уже есть научные статьи (1, 2), отражающие многие вызовы, пока не позволяющие безболезненно задействовать LLM в существующих решениях.

Во-первых, LLM часто с трудом понимают специфические для организации теги и таксономии. Во-вторых, они часто не могут сгенерировать подходящие описания, если несколько активов имеют одно и то же имя. В третьих, не имея доступа к полному сценарию использования данных, LLM не может достичь нормального понимания организационной семантики и, как следствие, генерировать релевантные описания.

Для преодоления этих препятствий скорее всего понадобится некий фундаментальный сдвиг, когда у LLM должен будет появиться более широкий доступ к данным, нежели классический набор метаданных из названий таблиц, полей, их описаний и тегов. Возможен ли такой сдвиг мы узнаем лишь со временем.

Тем не менее, чат-боты с на базе Gen AI, автоматизированные описания и генерация диаграмм в каком-то виде уже начинают появляться в каталогах данных.

Возможные новые функции LLM в каталогах данных

Несмотря на вызовы, большие языковые модели открывают новые возможности для автоматизации и улучшения работы с метаданными:

  • Автоматическое описание данных: LLM могут генерировать описания и аннотации для столбцов и таблиц, облегчая пользователям понимание структуры и содержания данных.

  • Идентификация связей: Модели могут обнаруживать и описывать связи между разрозненными наборами данных.

  • Классификация и категоризация данных: LLM могут автоматически классифицировать и категоризировать данные, улучшая навигацию и поиск в каталогах данных.

  • Интерактивные помощники (чат-боты): LLM могут служить в качестве интерактивных помощников, отвечая на вопросы пользователей, помогая находить нужные данные и предоставляя рекомендации.

  • Семантический поиск: Использование LLM позволит осуществлять семантический поиск, находя данные не только по ключевым словам, но и по их значению и контексту.

Примеры успешных внедрений в России

Далее хотелось бы коснуться успешных примеров внедрения передовых решений для управления метаданными на российском рынке

На Хабре за последние годы появилось несколько интересных публикаций на тему каталогов данных. Мне понравились статьи:

-про Open Metadata из блога МКБ

-про Datahub из блога СберМаркета

-про Apache Atlas

-про своё решение от Тинькофф

-про lineage моделей машинного обучения от Билайн.

Как видим, тема дата каталогов в середине 2024 года жива и даже уже имеет набор историй успеха в нашей стране.

Заключение

Платформы DataHub, OpenMetadata и OpenDataDiscovery, находятся на передовой прогресса, предлагая богатый функционал и наиболее продвинутые решения среди open-source систем.

Применение больших языковых моделей открывает новые возможности для автоматизации и улучшения работы с метаданными, делая каталоги данных более доступными и функциональными. Но о широком и более-менее полезном внедрении их в функционал пока говорить рано.

На российском рынке также появляются успешные примеры внедрения дата-каталогов, что подтверждает актуальность и перспективность данного направления.

Важно продолжать следить за развитием этой области и учитывать новые возможности, которые открывают LLM для улучшения работы с данными.

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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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