typesense-instantsearch-semantic-search-demo
vespa
typesense-instantsearch-semantic-search-demo | vespa | |
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1 | 4 | |
22 | 5,381 | |
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3.0 | 10.0 | |
9 months ago | 3 days ago | |
JavaScript | Java | |
Apache License 2.0 | Apache License 2.0 |
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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...
vespa
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Top 10 Best Vector Databases & Libraries
Vespa(4.3k ⭐) → A fully featured search engine and vector database. It supports vector search (ANN), lexical search, and search in structured data, all in the same query. Integrated machine-learned model inference allows you to apply AI to make sense of your data in real time.
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Vector database built for scalable similarity search
If ES doesn't work for you, I recommend Vespa. https://github.com/vespa-engine/vespa
Others have made other suggestions, but Vespa has two unique features. First it is battle tested at a large scale, second it supports combining the keyword and vector scores in several ways. The latter is something that other hybrid systems don't do very well in my experience including ES/Solr.
- ZincSearch – lightweight alternative to Elasticsearch written in Go
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MeiliSearch: A Minimalist Full-Text Search Engine
After looking at various alternatives, I'm thinking of trying out https://vespa.ai/ [0]
[0] https://github.com/vespa-engine/vespa
What are some alternatives?
sqlite-vss - A SQLite extension for efficient vector search, based on Faiss!
Typesense - Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences
autofaiss - Automatically create Faiss knn indices with the most optimal similarity search parameters.
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
milvus-lite - A lightweight version of Milvus
pgvector - Open-source vector similarity search for Postgres
awesome-vector-search - Collections of vector search related libraries, service and research papers
Infinispan - Infinispan is an open source data grid platform and highly scalable NoSQL cloud data store.
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.
milli - Search engine library for Meilisearch ⚡️