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It provides fast and scalable vector similarity search service with convenient api. Qdrant向量数据库的集合概念可以类比MYSQL的表结构，用于统一存储同一类向量数据，集合中存储的每一条数据，在Qdrant中称为点（points），这里的点有数学几何空间的点类似的意思，代表向量在几何空间中的表示（你就当成一条数据看待就行）。 Qdrant 文档 Qdrant 是一个 AI 原生向量数据库和语义搜索引擎。 你可以使用它从非结构化数据中提取有意义的信息。 立即克隆此仓库 并在五分钟内构建一个搜索引擎。
在Qdrant中， Collection 是一个包含点（向量和负载）的命名集合，你可以在这些点之间进行搜索。 所有在同一个集合中的点的向量必须具有相同的维度，并通过单一度量标准进行比较。 什么是 Qdrant？ Qdrant “是一个向量相似度搜索引擎，提供了一个生产就绪的服务，带有方便的 API，用于存储、搜索和管理带额外载荷（payload）的点（即向量）。 Qdrant 是近年来非常热门的向量数据库，广泛用于文本搜索、推荐系统、图像相似度匹配等场景。 本文将带你从最实用的三个层面入手，快速上手并用好 Qdrant 的核心能力。
Qdrant（发音为”quadrant”）是一个用Rust编写的向量相似度搜索引擎和向量数据库。 它提供了一个生产级服务，带有便捷的API用于存储、搜索和管理点（带有额外payload的向量）。
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