vector-search-compilation
A compilation of Vector Search Databases (by nnextai)
filterbox
Index your Python objects for fast lookup by their attributes. [Moved to: https://github.com/manimino/ducks] (by manimino)
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| vector-search-compilation | filterbox | |
|---|---|---|
| 3 | 3 | |
| 5 | 25 | |
| - | - | |
| 3.2 | 8.6 | |
| almost 2 years ago | over 1 year ago | |
| Python | ||
| - | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
vector-search-compilation
Posts with mentions or reviews of vector-search-compilation.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-08-08.
filterbox
Posts with mentions or reviews of filterbox.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-08-08.
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FilterBox: Container for finding Python objects by their attribute values. Uses B-tree indexes.
Github: https://github.com/manimino/filterbox
- FilterBox: Find Python objects by their attributes, fast.
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[D] What features would you like to see in a vector search database?
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.
What are some alternatives?
When comparing vector-search-compilation and filterbox you can also consider the following projects:
reframe - LeapTable đŸ¦˜- 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]
litebox - Container for finding Python objects by attributes, using SQLite
citrus - (distributed) vector database
Weaviate - 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​.
Milvus - A cloud-native vector database, storage for next generation AI applications
Nuclia DB - NucliaDB, The AI Search database for RAG