chroma-core
[Feature Request]: Stronger validation checks for static hnsw params and propagation of dynamic ones
Describe the problem
Some of the hnsw parameters like (ef_search) are tunable after index creation and also at query time while others are immutable. Today there is no guide or any indication as to what happens if a user attempts to change these parameters after index creation.
Describe the proposed solution
Raise error for static params. Verify that parameters are propagated for dynamic params.
Alternatives considered
No response
Importance
would make my life easier
Additional Information
No response
Hi @tazarov , Is there any way I can view and modify the parameters of the HNSW index at the moment? I want to deploy a vector database on a local PC and balance RAM and search performance with control over hnsw parameters.
I find a class HnswParams, it seems that if I don't set the parameters via metadata when creating the Collection, the default values in this class will be used.
@Amphetaminewei yes that is correct for now - though we are planning to change this
@Amphetaminewei, another "side-effect" of recent changes is that you can only set the HNSW params when creating the collection. Updating collection with collection.modify(metadata={} will not work.
Recently we've merged a PR that structures these params in a strongly type class system which will make managing collection HNSW params more robust and far less error-prone.
