multiple vector fields support for a single Point ?

[dingusagar]

I have a usecase where I need to search on multiple vector fields. I have a vector corresponding to a text field and another vector corresponding to an image field. there are also other fields that can act as scalar filters.

Now in order to do a vector based search with filters on these fields, I would need to maintain multiple collections (one collection for each vector field type), because a Point in a collection can only support one vector field. So I would need to maintain text-vector-collection, image-vector-collection and have all the scaler fields duplicated on these collections so that I can do the filtering.

Is there any better way to model this use case to avoid creating multiple collections for each vector field and duplicating the data? Can we have more than one vector field in a Point and query on these multiple vector fields?