{"repo":"varshith-Git/valori","free":true,"listed":false,"github":"https://github.com/varshith-Git/valori","clone":"git clone https://github.com/varshith-Git/valori.git","description":"A high-performance vector database library for Python that provides efficient storage, indexing, and search capabilities for high-dimensional vectors","language":"Python","stars":17,"topics":["semantic-search","vector-database"],"license":"MIT","category":"databases-storage","readme_excerpt":"Valori Author: Varshith Team: Valori Contact: varshith.gudur17@gmail.com PyPI page for Valori A high-performance vector database library for Python that provides efficient storage, indexing, and search capabilities for high-dimensional vectors. [!IMPORTANT] Valori is in early development, so bugs and breaking changes are expected. Please use the issues page to report bugs or request features. Features - 🚀 High Performance : Optimized for speed with multiple indexing algorithms - 📄 Document Parsing : Support for PDF, Office, text, and advanced parsing with Docling - 🔄 Processing Pipeline : Complete document processing with cleaning, chunking, and embedding - 💾 Multiple Storage Backends : Memory, disk, and hybrid storage options - 🔍 Advanced Indexing : Flat, HNSW, and IVF indices for different use cases - 🗜️ Vector Quantization : Scalar and product quantization for memory efficiency - 💾 Persistence : Tensor-based and incremental persistence strategies - 🏭 Production Ready : Comprehensive logging, monitoring, and error handling - 🐍 Python Native : Pure Python implementation with NumPy integration - 📊 Extensible : Plugin architecture for custom components Installation Install Valori using pip: Or install from source: Quick Start Components Storage Backends Memory Storage : Fast but not persistent Disk Storage : Persistent but slower Hybrid Storage : Combines memory and disk for optimal performance Index Types Flat Index : Exhaustive search, accurate but slower for large","default_branch":null,"files":null,"tree":[],"storefront":"/r/varshith-Git","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/varshith-Git/valori/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."}