milvus-lite
autofaiss
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| milvus-lite | autofaiss | |
|---|---|---|
| 4 | 3 | |
| 148 | 748 | |
| 9.6% | 4.5% | |
| 5.7 | 5.6 | |
| about 14 hours ago | 5 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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milvus-lite
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Simplifying the Milvus Selection Process
Github Repository
- FLaNK Stack Weekly 16 October 2023
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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.
autofaiss
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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
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Cheapest Vector Database
Autofaiss - https://github.com/criteo/autofaiss can be configured to make extremely tiny and efficient indexes.
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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.
What are some alternatives?
vespa - AI + Data, online. https://vespa.ai
examples - Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
sqlite-vss - A SQLite extension for efficient vector search, based on Faiss!
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
kafka-ui - Open-Source Web UI for Apache Kafka Management
towhee - Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
karapace - Karapace - Your Apache Kafka® essentials in one tool
pgvector - Open-source vector similarity search for Postgres
CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock - CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock
Milvus - A cloud-native vector database, storage for next generation AI applications