Qdrant 1.10 - Universal Query, Built-in IDF & ColBERT Support

Qdrant 1.10 introduces significant advancements, including a Universal Query API that consolidates all search APIs into a single endpoint, enhancing efficiency by reducing separate search requests to a single parameterized query. This version also incorporates the Inverse Document Frequency (IDF) mechanism into its core, enabling more dynamic and automatic updates for document frequency calculations, and introduces BM42, which combines IDF with transformer-based attention matrices to improve text retrieval. The update also supports multivector search compatible with models like ColBERT, enhancing semantic understanding and retrieval quality, and introduces a new float16 datatype for vectors, significantly reducing memory usage and improving processing speed. Additionally, Qdrant's Rust client has been revamped for easier use and safe concurrent execution, and the system now supports S3 snapshot storage for cost-effective and secure data management. The Issues API is also introduced to help users manage performance issues and misconfigurations efficiently.