[D] What features would you like to see in a vector search database?

1. Weaviate

   1 82 13,162 10.0 Go

   Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

   

   We are looking into this at Weaviate as well, running a few experiments to understand how well averaging embedding vectors can preserve the semantics of the group: https://github.com/semi-technologies/weaviate/issues/2087.

2. Judoscale

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   Save 47% on cloud hosting with autoscaling that just works. Judoscale integrates with Django, FastAPI, Celery, and RQ to make autoscaling easy and reliable. Save big, and say goodbye to request timeouts and backed-up task queues.

   

3. reframe

   2 7 156 0.0 Python

   Discontinued LeapTable 🦘- The fastest way to build, deploy, and manage LLM-powered agents on tabular data (dataframes, SQL tables and Spreadsheets). [Moved to: https://github.com/peterwnjenga/leaptable]

   

   Code Link: https://github.com/nnextdb/nnext

4. filterbox

   3 3 25 8.6 Python

   Discontinued Index your Python objects for fast lookup by their attributes. [Moved to: https://github.com/manimino/ducks]

   After playing with ANNOY and FAISS for a little while, I hit exactly that problem. I ended up writing two Python libraries for fast "object search by metadata" - FilterBox and LiteBox. They are both designed to complement vector search, as they only deal with the metadata portion of the objects and leave the vectors alone.

5. litebox

   4 2 6 0.0 Python

   Container for finding Python objects by attributes, using SQLite (by manimino)

   

   After playing with ANNOY and FAISS for a little while, I hit exactly that problem. I ended up writing two Python libraries for fast "object search by metadata" - FilterBox and LiteBox. They are both designed to complement vector search, as they only deal with the metadata portion of the objects and leave the vectors alone.

6. vector-search-compilation

   5 3 5 3.2

   Discontinued A compilation of Vector Search Databases

   

7. InfluxDB

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   InfluxDB high-performance time series database. Collect, organize, and act on massive volumes of high-resolution data to power real-time intelligent systems.

   

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