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Как за месяц научить нейросеть говорить на татарском: опыт MTS AI

Привет, Хабр! Меня зовут Настя Бурьянская, я занимаюсь координацией LLM-проектов в MTS AI. Сегодня я расскажу вам о том, как мы силами пяти человек за месяц научили нашу большую языковую модель Cotype Lite общаться на татарском языке.Я лишь недавно пришла в компанию, проработав до этого несколько лет проджектом в e-com, поэтому сфера LLM для меня все еще немного в новинку. Поэтому, когда мне дали задание перевести нашу модель на татарский язык, я была воодушевлена и немного напугана, потому что лидировать разработку большой языковой модели мне довелось впервые. Эту статью сложно назвать классической историей успеха — скорее, вас ждет рассказ о том, чему я научилась, занимаясь этим проектом.

Зачем вообще понадобилась модель на татарском?

Забегая вперед, скажу, что мы представили нашу новую версию модели на форуме Kazan Digital Week, который проходил в Татарстане с 9 по 11 сентября. У нее почти тот же функционал, что и у версии на русском языке — может отвечать на общие вопросы, анализировать документы до 8 тысяч токенов и суммаризировать их.

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Этим проектом мы хотели показать, что умеем адаптировать наши модели под любые научные и бизнес-задачи, в том числе и такие нетривиальные как обработка информации на языках народов России. Нам было важно показать демо-версию на форуме, чтобы все участники могли оценить ее возможности.

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Однако участвовать в мероприятии мы решили довольно спонтанно, и на разработку модели у нас был всего месяц. Вы наверняка знаете, каково это – пытаться запустить новый проект, которого не было в планировании. Рабочее время разработчиков уже расписано на другие проекты, и помогать в чем-то сверх плана они могут по доброте душевной и “на сдачу”. В итоге многое приходится учиться делать самому – потому что так быстрее.

В результате я смогла отнять хоть какое-то количество рабочего времени у четырех человек.

Изначально мне на задачу выделили одного разработчика-исследователя, но поскольку я поняла, что мы не успеем таким составом, в последние две недели мне удалось привлечь еще одного исследователя для обучения модели. Разработчика для UI я выпросила буквально на пару вечеров, исключительно чтобы нам сделали интерфейс. Четвертым в нашей команде был ИИ-тренер для перевода валидационного датасета. Но у каждого из них, конечно, были более приоритетные и запланированные задачи.

Как мы обучали модель

Прежде всего нам нужно было решить, какую именно генеративную модель мы будем использовать на форуме. Мы выбрали младшую версию Cotype Lite, которая содержит 8 млрд параметров. Во-первых, потому что нам нужно было лишь продемонстрировать общие возможности модели, а не создать нейросеть для конкретной бизнес-задачи. Во-вторых, на ее обучение потребовалось бы меньше ресурсов – а значит, уйдет не так много времени. К тому же, при необходимости мы сможем создать LLM на татарском и с большим количеством параметров – до 70 млрд параметров, а также большим контекстным окном до 32 тысяч токенов, — чтобы модель умела выполнять такие задачи как перевод и генерация длинных текстов.

Чтобы ускорить разработку нейросети, мы не собирали датасеты на татарском языке с нуля – мы решили перевести те, на которых уже работает наша русскоязычная модель. Наша команда очень оптимистично думала, что быстро переведет тексты с помощью онлайн-переводчика и сможет больше времени потратить на обучение модели. Однако оказалось, что скорость онлайн-переводчика на татарский весьма ограничена. В итоге большая часть месяца ушла на перевод датасетов.

Для проверки корректности перевода мы привлекли двух носителей татарского языка. Нам повезло найти их быстро по рекомендации наших коллег.

Однако проверить в такие сжатые сроки большой объем текстов им было бы трудно – самый крупный датаcет содержит около 300 000 строк, всего мы использовали для обучения около 50 тыс. пар вопрос-ответ. Поэтому из наших переведенных текстов мы сделали набор наиболее репрезентативных материалов для проверки.

Возникла и еще одна трудность – у нас еще не был готов интерфейс, чтобы носители языка могли протестировать модель, обученную на переведенных текстах. Поэтому пришлось общаться с нейросетью на татарском в консоли, передавая вопросы и ответы туда-сюда носителям языка для оценки.

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На этом этапе выяснилось множество специфических особенностей языка, которые были незаметны через переводчик – например, татарский язык имеет порядок слов SOV (подлежащее-дополнение-сказуемое), то есть глагол обычно стоит в конце предложения. Это может создавать впечатление, что числительные находятся ближе к концу предложения, если они связаны с объектом действия. Например, Мин өч китап укыдым. — "Я прочитал три книги."

Горящие дедлайны

Мы должны были представить демо нашей модели на форуме в понедельник, но из-за долгого перевода и обучения мы доделывали значительную часть работы в пятницу вечером. Например, только тогда мы смогли доделать интерфейс – потому что полноценно найти ресурсы на эту задачу мы так и не смогли. Значительную часть работы мне пришлось делать самой – по факту я именно сама вручную переводила весь графический интерфейс на татарский и отслеживала потом, чтобы все кнопки и подписи были переведены корректно и не отображалось ничего лишнего.

Когда мы наконец запустили тестовую модель, оказалось, что для ее работы на внешнем стенде нужны дополнительные доступы, которые можно было получить только через ML-опсов. Подключить их к работе в это время было бы трудно и не очень гуманно. Поэтому мы пошли другим путем – нашли уже открытый стенд, на котором мы когда-то уже представляли другие демо-модели, и залили на него нашу модель. И это сработало!

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В понедельник на форуме наша демо-модель запустилась и хорошо отработала все три дня. Конечно, не обошлось без мелких проблем, которые возникли из-за спешки – но их мы быстро поправили еще в первый день мероприятия.

Выводы

Конечно, я понимаю, что можно было сделать проект еще лучше, но учитывая очень сжатые сроки и отсутствие ресурсов у всех членов команды – это хороший результат.

Какие еще выводы можно сделать из этой истории?

Я еще больше убедилась в правильности всех стандартных принципов управления проектами. К ним относятся:

  • составление детального плана проекта с указанием сроков и ответственных лиц;

  • регулярные встречи и отчёты для обеспечения прозрачности процесса;

  • выявление потенциальных рисков и разработка планов их минимизации.

Важно заранее четко определить и транслировать всем участникам проекта их роли.

В целом алгоритм распределения обязанностей выглядит следующим образом:

  • назначить специалистов, которые будут отвечать за качественный и своевременный перевод необходимых данных;

  • определить команду, которая займётся настройкой и обучением модели на основе подготовленных данных;

  • выделить разработчиков, которые создадут пользовательский интерфейс для взаимодействия с моделью.

Далее нужно заранее посмотреть, какие лимиты есть на платформах, которые планируется использовать, и сразу заняться их увеличением при необходимости.

Теперь я также лучше понимаю, насколько важно определить, какое железо нужно для раскатки модели — GPU, CPU и другие.

Эти конкретные шаги в дальнейшем помогут мне ( а теперь еще и вам) не только структурировать процесс дообучения большой языковой модели, но и обеспечить её успешное внедрение и функционирование.

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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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