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Nmslib Alternatives
Similar projects and alternatives to nmslib
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qdrant
Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
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Milvus
A cloud-native vector database, storage for next generation AI applications
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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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.
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TorchPQ
Approximate nearest neighbor search with product quantization on GPU in pytorch and cuda
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knowhere
Discontinued Knowhere is an open-source vector search engine, integrating FAISS, HNSW, etc.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
nmslib reviews and mentions
- Vector search just got up to 10x faster and vertically scalable
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The Missing ”WHERE” Clause for Vector Search
Amazon's Opensearch (fork of Elasticsearch) natively supports vector-based approximate KNN (using https://github.com/nmslib/nmslib/) which is integrated with Opensearch's native filtering functionality. Elasticsearch also has similar functionality, but I don't know if their KNN code scales quite as well.
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Vector Search Indexes
nmslib (https://github.com/nmslib/nmslib) supports sparse vectors for some of its spaces. It has fewer indexing methods than faiss, though.
https://github.com/nmslib/nmslib/blob/master/manual/spaces.m...
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Are there more practical tools for KNN searches and storing documents/embeddings?
I also needed to build a similar system and I used nmslib, maybe check it out - https://github.com/nmslib/nmslib
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A note from our sponsor - WorkOS
workos.com | 18 Apr 2024
Stats
nmslib/nmslib is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of nmslib is C++.