External vectorization

txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows.

Vectorization is the process of transforming data into numbers using machine learning models. Input data is run through a model and fixed dimension vectors are returned. These vectors can then be loaded into a vector database for similarity search.

txtai is an open-source first system. Given it's own open-source roots, like-minded projects such as sentence-transformers are prioritized during development. But that doesn't mean txtai can't …

data database embeddings language language model llm machine machine learning machinelearning machine learning models nlp numbers orchestration process python search semantic through vector vector database vectorization vectors workflows