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I'll add txtai to the list: https://github.com/neuml/txtai https://github.com/neuml/txtai txtai is an all-in-one embeddings database for semantic search, LLM o
by dmezzetti 3y ago
I'll add txtai to the list: https://github.com/neuml/txtai https://github.com/neuml/txtai
txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows.
Embeddings databases are a union of vector indexes (sparse and dense), graph networks and relational databases. This enables vector search with SQL, topic modeling and retrieval augmented generation.
txtai adopts a local-first approach. A production-ready instance can be run locally within a single Python instance. It can also scale out when needed.
txtai can use Faiss, Hnswlib or Annoy as it's vector index backend. This is relevant in terms of the ANN-Benchmarks scores.
Disclaimer: I am the author of txtai
- emilfroberg 3y agoTxtai looks interesting, maybe you could help me collect some of the comparision parameters for it?
- dmezzetti 3y agoSure, I'd be happy to do so. Easiest way is probably using the public Slack channel that's accessible via the GitHub page.
- Der_Einzige 3y agoI know David and have used txtai extensively. txtai is awesome and if you care at all about open source, you should give it a shot!
- dmezzetti 3y agoThank you!