{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/9"}],"enrichment":{"capability":"Provides GPU-accelerated approximate nearest neighbor search and clustering algorithms optimized for NVIDIA GPUs.","skillfed_tags":["gpu-accelerated","vector-search","rapids"],"use_cases":["Build semantic search systems for retrieval-augmented generation (RAG) pipelines using GPU acceleration","Implement GPU-accelerated k-nearest neighbor graph construction for clustering and visualization algorithms","Deploy high-throughput embedding similarity search in recommendation systems or image/text search applications","Accelerate data mining tasks like clustering and visualization by computing nearest neighbor graphs on GPU","Integrate vector search into databases or applications that need low-latency similarity queries at scale"],"what_it_does":"cuVS is a GPU-accelerated library for vector search and clustering built on NVIDIA's RAPIDS RAFT primitives. It implements algorithms like CAGRA for approximate nearest neighbor search, enabling fast similarity queries on embedding collections. The library is designed to accelerate semantic search, recommendation systems, and clustering workloads by offloading computation to NVIDIA GPUs.\n\nThe package provides Python, C++, C, and Rust APIs. It depends on libcuvs-cu12 (the core CUDA library), pylibraft-cu12 (RAPIDS RAFT bindings), cuda-bindings, and numpy. Installation requires Python 3.11 or later and a compatible NVIDIA GPU with CUDA 12 support. The library is actively maintained and handles CUDA version compatibility automatically.","worth_installing":"Yes, if you have NVIDIA GPU hardware and need fast vector search or clustering. The active maintenance, permissive Apache-2.0 license, and zero known vulnerabilities make it production-ready. Medium install friction (CUDA dependencies) is the main trade-off; ensure your environment has compatible NVIDIA hardware and CUDA 12 support before installing."},"id":"cuvs-cu12","links":{"html":"https://skillfed.io/packages/cuvs-cu12","md":"https://skillfed.io/packages/cuvs-cu12.md","pypi":"https://pypi.org/project/cuvs-cu12/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-06","license_spdx":"Apache-2.0","license_treatment":"permissive","name":"cuvs-cu12","python_support":"supports_current","summary":"cuVS: Vector Search on the GPU"},"popularity":{"monthly_downloads":115545,"position":12244,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"26.8.1"}