💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows python search nlp search-engine machine-learning information-retrieval ai transformers embeddings artificial-intelligence language-model semantic-search sentence-embeddings rag vector-search vector...
A vector database stores, manages and indexes high-dimensional vector data to be stored as arrays of numbers called “vectors,” clustered based on similarity.
To perform similarity search and retrieval in a vector database, you need to use a query vector that represents your desired information or criteria. The query vector can be either derived from the same type of data as the stored vectors (e.g., using an image as a query for an image ...
making them specifically integer base so LLMs can actually include them in the corpus of information that's used to train it. That is one vector database use case another use case is the “nearest neighbor” example
Combining a vector database, the cloud, and a framework like Semantic Kernel becomes a powerful combination in building Generative AI applications. So, let’s take a journey on how to use the semantic search and vector database,Qdrant, running on Azure cloud and integrated ...
我们希望向大家分享一下：引入知识图谱技术后，传统RAG链路到Graph RAG链路会有什么样的变化，如何兼容RAG中的向量数据库（Vector Database）和图数据库（Graph Database）基座，以及蚂蚁的Graph RAG开源技术方案和未来优化方向。二、传统RAG 首先回顾一下传统RAG的核心链路。（图：基于Vector的RAG链路）传统RAG的核心...
What is a Vector Database? A vector database is an organized collection of vector embeddings that can be created, read, updated, and deleted at any point in time. Vector embeddings represent chunks of data, such as text or images, as numerical values....
简介:引入知识图谱技术后,传统RAG链路到Graph RAG链路会有什么样的变化,如何兼容RAG中的向量数据库(Vector Database)和图数据库(Graph Database)基座,以及蚂蚁的Graph RAG开源技术方案和未来优化方向。 作者:范志东 检索增强生成(RAG:Retrieval Augmented Generation)技术旨在把信息检索与大模型结合,以缓解大模型推理“幻...
What is a Vector Database? A vector database is a specific kind of database that saves information in the form of multi-dimensional vectors representing certain characteristics or qualities. The number of dimensions in each vector can vary widely, from just a few to several thousand, based on...
vector-store vector-database embeddings word-embeddings semantic-search similarity-search embeddings-search similarity semantic search nlp danielivanovz• 1.0.1 • a year ago • 0 dependents • ISCpublished version 1.0.1, a year ago0 dependents licensed under $ISC 15 ...