Anatomy of a txtai index

• txtai

  354 6,953 9.3 Python

  💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows

  

txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications.

• faiss

  70 28,054 9.4 C++

  A library for efficient similarity search and clustering of dense vectors.

  

embeddings - The embeddings index file. This is an Approximate Nearest Neighbor (ANN) index with either Faiss (default), Hnswlib or Annoy, depending on the settings.

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• hnswlib

  12 4,000 6.6 C++

  Header-only C++/python library for fast approximate nearest neighbors

  

embeddings - The embeddings index file. This is an Approximate Nearest Neighbor (ANN) index with either Faiss (default), Hnswlib or Annoy, depending on the settings.

• annoy

  40 12,692 5.3 C++

  Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

  

embeddings - The embeddings index file. This is an Approximate Nearest Neighbor (ANN) index with either Faiss (default), Hnswlib or Annoy, depending on the settings.

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