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Amazon OpenSearch k-NN

SDKs & Librariesvector searchANN

Amazon OpenSearch's k-NN plugin enables scalable, efficient vector search using ANN algorithms (IVF, HNSW) directly within a managed OpenSearch cluster. It is directly relevant for building, querying, and scaling vector databases on AWS.

#vector search
#ANN
#managed service
#OpenSearch

Amazon Web Services Vector Search

Vector Database Enginescloud-nativevector search

AWS has introduced vector search in several of its managed database services, including OpenSearch, Bedrock, MemoryDB, Neptune, and Amazon Q, making it a comprehensive platform for vector search solutions.

#cloud-native
#vector search
#managed service
#enterprise

Annoy

SDKs & Librariesopen-sourceANN

An open-source library for approximate nearest neighbor search in high-dimensional spaces, often used as a backend for vector databases and search engines.

#open-source
#ANN
#high-dimensional
#vector search

Apache Cassandra

Vector Database EnginesNoSQLdistributed

Apache Cassandra is a distributed NoSQL database that is adding native support for high-dimensional vector storage and approximate nearest neighbor search, making it a scalable choice for AI and vector search workloads.

#NoSQL
#distributed
#vector search
#scalable

AstraDB

Vector Database Enginescloud-nativevector search

AstraDB (also known as Astra DB by DataStax) is a cloud-native vector database built on Apache Cassandra, supporting real-time AI applications with scalable vector search. It is designed for large-scale deployments and features a user-friendly Data API, robust vector capabilities, and automation for AI-powered applications.

#cloud-native
#vector search
#scalable
#AI

awesome-vector-search

Curated Resource Listsvector searchlibraries

A curated collection of libraries, services, and research papers focused on vector search, including vector database technologies and related resources.

#vector search
#libraries
#resources
#papers

Ball-tree

Concepts & Definitionsdata structurenearest neighbor

Ball-tree is a binary tree data structure used for organizing points in a multi-dimensional space, particularly useful in vector databases for nearest neighbor search. It partitions data points into hyperspheres (balls), enabling efficient search and scalability in high-dimensional vector spaces.

#data structure
#nearest neighbor
#vector search
#scalability

BEIR

Benchmarks & Evaluationbenchmarkevaluation

BEIR (Benchmarking IR) is a benchmark suite for evaluating information retrieval and vector search systems across multiple tasks and datasets. Useful for comparing vector database performance.

#benchmark
#evaluation
#vector search
#datasets

ChromaDB

Vector Database Enginesopen-sourcein-memory

ChromaDB (also known as Chroma or chroma-core) is an open-source vector database focused on LLM applications, emphasizing simplicity and in-memory HNSW-based dense vector search. It is suited for prototyping, metadata filtering, and offers a user-friendly interface for building and testing vector search applications, though it currently lacks hybrid and distributed features.

#open-source
#in-memory
#vector search
#LLM

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