{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/9"}],"enrichment":{"capability":"GPU-accelerated vector search and clustering library providing approximate nearest neighbor algorithms for similarity search on NVIDIA hardware.","skillfed_tags":["gpu-accelerated","vector-search","rapids"],"use_cases":["Build fast approximate nearest neighbor indexes for semantic search in retrieval-augmented generation and generative AI applications","Accelerate recommendation systems by computing similarity between user embeddings and item vectors on GPU","Perform large-scale clustering and visualization tasks on GPU-resident data","Construct k-NN graphs from dense vectors for graph analysis and downstream machine learning","Enable low-latency, high-throughput vector similarity queries in production retrieval systems"],"what_it_does":"libcuvs-cu12 is a GPU-accelerated library for vector search and clustering built on NVIDIA CUDA. It implements state-of-the-art approximate nearest neighbor algorithms and clustering primitives designed to run on NVIDIA GPUs, with the goal of accelerating similarity search on dense vector embeddings. The library is part of the RAPIDS ecosystem and provides APIs for multiple languages.\n\nThe package is used for semantic search tasks\u2014including retrieval-augmented generation, recommendation systems, and image/text search\u2014as well as data mining operations like clustering, visualization, and k-NN graph construction. It requires CUDA 12 and depends on libraft-cu12, librmm-cu12, nvidia-nccl-cu12, and nvidia-nvjitlink-cu12, meaning it is only usable on systems with compatible NVIDIA GPUs and the CUDA toolkit installed.","worth_installing":"Yes, if you have NVIDIA GPU hardware and need fast vector search or clustering. The library is actively maintained, has no known vulnerabilities, and the Apache-2.0 license is permissive. Install friction is moderate due to CUDA and GPU library dependencies, but these are expected for GPU-accelerated workloads. Not suitable for CPU-only environments."},"id":"libcuvs-cu12","links":{"html":"https://skillfed.io/packages/libcuvs-cu12","md":"https://skillfed.io/packages/libcuvs-cu12.md","pypi":"https://pypi.org/project/libcuvs-cu12/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-06","license_spdx":"Apache-2.0","license_treatment":"permissive","name":"libcuvs-cu12","python_support":"supports_current","summary":"cuVS: Vector Search on the GPU (C++)"},"popularity":{"monthly_downloads":114530,"position":12291,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"26.8.1"}