{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/9"}],"enrichment":{"capability":"Loads CUDA kernels for equivariant neural network operations on NVIDIA GPUs, providing compiled binary extensions without Python bindings.","skillfed_tags":["cuda-kernels","equivariant-networks","gpu-acceleration"],"use_cases":["Accelerate equivariant neural network training and inference on NVIDIA GPUs via the cuEquivariance library","Deploy production models that require equivariant primitives with GPU performance on NVIDIA hardware","Research equivariant deep learning with access to optimized CUDA kernels for group-equivariant operations","Build AI applications requiring geometric or symmetry-preserving neural network layers on NVIDIA systems"],"what_it_does":"cuequivariance-ops-cu12 is a compiled CUDA kernel library for equivariant neural network primitives, distributed as a Python package that loads pre-built binary extensions at import time. It contains no Python source code\u2014only a shared library wrapper that exposes GPU-accelerated operations for the cuEquivariance framework. The package is designed to run on NVIDIA GPUs and depends on CUDA 12.x runtime libraries (nvidia-cublas-cu12) plus standard Python utilities for progress reporting and platform detection.\n\nThis is a low-level infrastructure package: developers do not call it directly, but rather use it as a runtime dependency of higher-level equivariance libraries. Installation is restricted to Linux (x86_64 and aarch64 architectures) and requires Python 3.10 or later. The NVIDIA proprietary license permits use only on NVIDIA GPU systems and prohibits reverse engineering, sublicensing, or derivative works without explicit permission.","worth_installing":"Yes, if you are using cuEquivariance on an NVIDIA GPU system and require GPU acceleration for equivariant operations. Install only on Linux (x86_64 or aarch64) with Python >=3.10 and CUDA 12.x runtime. The NVIDIA proprietary license is restrictive\u2014do not use if you need to redistribute or modify the library. No known security vulnerabilities as of the query date."},"id":"cuequivariance-ops-cu12","links":{"html":"https://skillfed.io/packages/cuequivariance-ops-cu12","md":"https://skillfed.io/packages/cuequivariance-ops-cu12.md","pypi":"https://pypi.org/project/cuequivariance-ops-cu12/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-07","license_spdx":null,"license_treatment":"unclear","name":"cuequivariance-ops-cu12","python_support":"supports_current","summary":"cuequivariance-ops - GPU Accelerated Extensions for Equivariant Primitives"},"popularity":{"monthly_downloads":119360,"position":12076,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.11.1"}