milvus-lite
typesense-instantsearch-semantic-search-demo
| milvus-lite | typesense-instantsearch-semantic-search-demo | |
|---|---|---|
| 4 | 1 | |
| 148 | 22 | |
| 7.4% | - | |
| 5.7 | 3.0 | |
| 1 day ago | 8 months ago | |
| Python | JavaScript | |
| 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.
typesense-instantsearch-semantic-search-demo
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Vector database built for scalable similarity search
We added HNSW-based vector search to Typesense as well recently: https://typesense.org/docs/0.24.0/api/vector-search.html
So you can combine attribute-based filters along with nearest-neighbor search.
Put together this semantic search + filtering demo just last week: https://github.com/typesense/typesense-instantsearch-semanti...
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.
autofaiss - Automatically create Faiss knn indices with the most optimal similarity search parameters.
awesome-vector-search - Collections of vector search related libraries, service and research papers
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
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.
CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock - CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock
txtai - 💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows