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Senior Архитектор (Qdrant)

опыт проектирования и разработки решений на базе векторных БД;

red · На сервисе с: 28.09.26 17:14

Зарплата не указанаРоссияУдалёнка

Middle+/Senior Архитектор

Требования:

Требования к квалификации:

  • практический опыт работы с Qdrant;
  • опыт проектирования и разработки решений на базе векторных БД;
  • знание ANN/HNSW, векторного и гибридного поиска, фильтрации, квантования, multitenancy и мультивекторного поиска;
  • опыт работы с REST/gRPC API;
  • опыт интеграции с AI/LLM-инструментами (LangChain и/или LlamaIndex).

Задачи:

  • Консультации по применению механизмов векторного поиска: работа с эмбеддингами, приближённым поиском (ANN), HNSW, метриками расстояния; рекомендации по выбору модели для русского языка.
  • Консультации по работе с моделью данных Qdrant: коллекции и точки, upsert, чтение и обновление данных, payload и проектирование схемы.
  • Применение механизмов поиска: query_points, limit, score и hnsw_ef, влияние параметров на скорость и точность; батч-запросы, группировка результатов, Recommend и Discovery API.
  • Применение механизмов фильтрации: синтаксис фильтров, типы условий, payload-индексы; задачи фильтрации при приближённом поиске с использованием ACORN.
  • Применение гибридного поиска: sparse-векторы, объединение результатов с использованием RRF, определение сценариев применения гибридного поиска.
  • Применение квантования: сжатие векторов для оптимизации памяти, выбор видов квантования, баланс точности и скорости.
  • Применение Multitenancy: изоляция данных разных пользователей в одной коллекции, тюнинг решений для множества тенантов.
  • Применение мультивекторов: представление документа несколькими векторами, использование ColBERT и повторное ранжирование результатов.
  • Интеграция Qdrant: подключение через LangChain, LlamaIndex и no-code-инструменты, включая n8n.
  • Формирование технических рекомендаций: обобщение рассмотренных подходов и выработка рекомендаций по дальнейшему применению Qdrant.

О проекте:

Горнодобывающая компания

Локация: Россия

Время работы: UTC+3

Гражданство: РФ

Формат: Удаленно

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