NeurondB Documentation
Advanced AI Database Extension for PostgreSQL
NeurondB transforms PostgreSQL into a comprehensive AI platform. Complete documentation for vector search, machine learning inference, hybrid retrieval, RAG pipelines, and production deployment.
Key Features
Vector Search
HNSW indexing, multiple distance metrics, quantization
ML Inference
Embedding generation, ONNX runtime, batch processing
Hybrid Search
Vector + full-text, multi-vector, faceted search
RAG Pipeline
Complete retrieval-augmented generation in-database
Documentation Sections
Getting Started
Installation, quick start, and configuration guides
Core Features
Vector types, indexing, distance metrics, and quantization
ML & Embeddings
Embedding generation, model inference, and management
Hybrid Search
Combining vector and text search for better results
Background Workers
Async job processing, auto-tuning, and index maintenance