autofaiss
milvus-lite
autofaiss | milvus-lite | |
---|---|---|
3 | 4 | |
748 | 148 | |
1.7% | 7.4% | |
5.6 | 5.7 | |
7 days ago | 2 days ago | |
Python | Python | |
Apache License 2.0 | Apache License 2.0 |
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.
autofaiss
-
You Don't Need LangChain;
I might be wrong here. I just know some product quantization techniques, but you can reduce the index by a lot! However, from my research, the more size you reduce, the more retrieval quality is also reduced.
Quoting from https://github.com/criteo/autofaiss
-
Cheapest Vector Database
Autofaiss - https://github.com/criteo/autofaiss can be configured to make extremely tiny and efficient indexes.
-
Vector database built for scalable similarity search
Don't start with mullivus if you're learning. Too much yak shaving. Try https://github.com/criteo/autofaiss.
Also, TBH, it is a lot cheaper to run a simple faiss index.
milvus-lite
-
Simplifying the Milvus Selection Process
Github Repository
- FLaNK Stack Weekly 16 October 2023
-
Vector databases: analyzing the trade-offs
Shameless self-plug for our embedded vector database milvus-lite (https://github.com/milvus-io/milvus-lite):
pip install milvus
-
Vector database built for scalable similarity search
Don't start with Milvus clustered version, not unless you have like 100million vectors.
Try Milvus standalone instead, much simpler. I also just found their python version (https://github.com/milvus-io/embd-milvus), which is quite neat.
What are some alternatives?
vespa - AI + Data, online. https://vespa.ai
sqlite-vss - A SQLite extension for efficient vector search, based on Faiss!
examples - Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
typesense-instantsearch-semantic-search-demo - A demo that shows how to build a semantic search experience with Typesense's vector search feature and Instantsearch.js
towhee - Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
kafka-ui - Open-Source Web UI for Apache Kafka Management
pgvector - Open-source vector similarity search for Postgres
karapace - Karapace - Your Apache Kafka® essentials in one tool
Milvus - A cloud-native vector database, storage for next generation AI applications
CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock - CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock