Awesome GitHub RepositoriesMultimodal Databases

Milvus is a specialized vector database engine designed for the indexing, management, and high-speed similarity retrieval of high-dimensional vector embeddings. It functions as a similarity search engine capable of identifying nearest neighbors within large-scale vector spaces, supporting the storage and retrieval of billions of data points while maintaining consistent performance. The system utilizes a distributed architecture that decouples storage, query, and coordination into independent services, allowing for horizontal scaling across clusters. It employs a global indexing mechanism that

Hub is a multimodal AI data lake and vector database designed for storing and querying embeddings, text, audio, and images. It functions as a dataset version control system and a machine learning data streaming engine to support large-scale model training. The system utilizes a serverless PostgreSQL vector store to index high-dimensional embeddings for semantic search. It provides a visual interface for inspecting multimodal datasets and viewing annotations such as bounding boxes and masks. The platform handles cloud-agnostic storage synchronization and implements lazy, compressed data strea

Marqo 是一个电子商务产品发现平台、多模态向量数据库和 AI 搜索营销工具。它为实现语义搜索和推荐提供了基础设施，允许购物者使用自然语言和图像查找产品。 该平台通过结合神经语义分数与业务定义的提升和置顶规则的混合排名流水线脱颖而出。它具有一个对话式商务引擎，使用大语言模型来处理用户意图，并提供搜索性能分析套件，用于通过 A/B 测试衡量转化率提升和收入。 其更广泛的功能包括用于统一文本和图像检索的多模态索引、基于点击流数据优化排名的自动化行为学习以及个性化推荐引擎。该系统还涵盖了目录同步、基于属性的切面聚合以及对话式购物摘要的生成。