The references listed below are based on this: medium post.
Benchmark results:
Community efforts to collect and summarize various information about vector databases:
A website built from the above community document:
The notebook
directory shows example usages in Python
for self-hosted vector databases.
Use cases:
- setup docker and if available administration interface
- connect python client
- create a database or collection
- insert/store vectors with a specific ID
- retrieve vectors by ID
- TODO/DONE: search by property
- TODO: search nearest neighbors
- TODO: search vicinity threshold
- TODO: hybrid search
- TODO: proper speedtests