{"repo":"tylerpuig/tinyvec","free":true,"listed":false,"github":"https://github.com/tylerpuig/tinyvec","clone":"git clone https://github.com/tylerpuig/tinyvec.git","description":"TinyVecDB is an ultra fast embedded vector database.","language":"C","stars":52,"topics":["embeddings","vector-database","vectordatabase","vectordb"],"license":"MIT","category":"databases-storage","readme_excerpt":"TinyVecDB A lightweight, embedded vector database focused on simplicity and speed. TinyVecDB provides vector storage and similarity search without the complexity of client-server architectures. 🚀 Features - Embedded : No server setup or maintenance required - Simple API : Get started with just a few lines of code - Cross-platform : Works seamlessly on Windows, macOS, and Linux - Lightweight : Minimal memory footprint and resource usage - Offline-capable : Great for desktop and mobile applications 🧪 Performance TinyVecDB is optimized for performance: - 4-10x faster query times compared to alternatives - Minimal memory footprint during operations - Efficient metadata filtering with vector search Check out our detailed benchmarks: - Vector Search Performance - Vector Search with Metadata Filtering 🛠️ Installation JavaScript/TypeScript Python 📝 Quick Start TypeScript/JavaScript Python Key API Methods - connect : Initialize the database with configuration - insert : Add vectors with metadata - search : Find similar vectors using cosine similarity - deleteByIds : Remove vectors by their IDs - deleteByFilter : Remove vectors that match specific filter criteria - getIndexStats : Returns database statistics (vector count and dimensions) - updateById : Update existing vectors with new metadata and/or vector data - getPaginated : Retrieve paginated results from the database MongoDB-like Filtering TinyVecDB supports MongoDB-like query syntax for filtering vectors based on their metad","default_branch":null,"files":null,"tree":[],"storefront":"/r/tylerpuig","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/tylerpuig/tinyvec/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}