Commit Graph

7 Commits

Author SHA1 Message Date
Rafael dos Santos Silva 2c0f535bab
FEATURE: HyDE-powered semantic search. (#136)
* FEATURE: HyDE-powered semantic search.

It relies on the new outlet added on discourse/discourse#23390 to display semantic search results in an unobtrusive way.

We'll use a HyDE-backed approach for semantic search, which consists on generating an hypothetical document from a given keywords, which gets transformed into a vector and used in a asymmetric similarity topic search.

This PR also reorganizes the internals to have less moving parts, maintaining one hierarchy of DAOish classes for vector-related operations like transformations and querying.

Completions and vectors created by HyDE will remain cached on Redis for now, but we could later use Postgres instead.

* Missing translation and rate limiting

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Co-authored-by: Roman Rizzi <rizziromanalejandro@gmail.com>
2023-09-05 11:08:23 -03:00
Rafael dos Santos Silva 703762a7a9
PERF: .find_each instead of .find to save us from memory allocation peaks
also Fix embeddings rake task for new db structure
2023-07-13 18:59:25 -03:00
Rafael dos Santos Silva 739b314312
Fixes for embeddings and truncate (#67) 2023-05-18 09:21:28 +10:00
Rafael dos Santos Silva f1133f66a6
Updates to embedding rake tasks (#54)
- Creates embeddings in topic ID order, so it's easier to stop and
restart from where we stopped

- Update index parameters with current best practices
2023-05-09 13:45:16 -03:00
Roman Rizzi 4e05763a99
FEATURE: Semantic assymetric full-page search (#34)
Depends on discourse/discourse#20915

Hooks to the full-page-search component using an experimental API and performs an assymetric similarity search using our embeddings database.
2023-03-31 15:29:56 -03:00
Rafael dos Santos Silva 6bdbc0e32d
FIX: Proper flow when a topic doesn't have embeddings (#20) 2023-03-20 16:44:55 -03:00
Rafael dos Santos Silva 80d662e9e8
FEATURE: Semantic Suggested Topics (#10) 2023-03-15 17:21:45 -03:00