{"repo":"antarys-ai/python","free":true,"listed":false,"github":"https://github.com/antarys-ai/python","clone":"git clone https://github.com/antarys-ai/python.git","description":"Python client for Antarys vector database, optimized for large-scale vector operations with built-in caching, parallel processing, and dimension validation.","language":"Python","stars":233,"topics":["llm","machine-learning","rag","search","vector-database","vector-search"],"license":"MIT","category":"ai-agents","readme_excerpt":"Antarys Vector Database Blazingly Fast Vector Database for Everyone Documentation Discord Twitter --- Antarys is a high-performance vector database engineered for production-scale AI applications. Built from the ground up for speed, it delivers 1.5-2x faster text query and 6-8x faster image queries compared to leading alternatives, while maintaining superior recall accuracy. 🎥 See Antarys In Action With Image Search Table of Contents - Performance Benchmarks - Write Performance - Batch Operations - Query Performance - Search Quality & Recall - Installation - Download Antarys Database - Install Python Client - Alternative: Node.js Client - Quick Start - Core Features - Collections - Built-in Text Embeddings - Vector Operations - Upsert Vectors - Query Vectors - Delete Vectors - Performance Optimization - Client Configuration - Scale-Based Recommendations - HNSW Index Tuning - Advanced Features - Dimension Validation - Cache Management - Health Monitoring - Type Safety - Resources - License Performance Benchmarks Benchmarked against leading vector databases using the OpenAI-compatible DBpedia Dataset (1M vectors, 1536 dimensions). Write Performance Database Throughput (vectors/sec) Performance vs Antarys ------------- -------------------------- ------------------------ Antarys 2,017 Baseline Chroma 1,234 1.6x slower Qdrant 892 2.3x slower Milvus 445 4.5x slower Batch Operations Database Avg Batch Time (ms) P99 Latency (ms) ------------- --------------------- ------------------","default_branch":null,"files":null,"tree":[],"storefront":"/r/antarys-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/antarys-ai/python/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."}