OctaneDB – Fast, Open-Source Vector Database for Python
SMRTR summary
OctaneDB is a new Python vector database library delivering 10x faster performance than competitors like Pinecone and ChromaDB, with sub-millisecond query times and 3,000+ vectors/second insertion rates. The lightweight database offers advanced features including HNSW indexing, text embedding support with automatic conversion, flexible storage options, and powerful search capabilities with multiple distance metrics. Designed for AI/ML applications requiring fast similarity search, OctaneDB provides both in-memory and persistent storage options while maintaining a simple, ChromaDB-compatible API for easy migration and implementation.
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