{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/9"}],"enrichment":{"capability":"Provides utility functions for PyTorch development, including random number generation control and visualization tools.","skillfed_tags":["pytorch","reproducibility","visualization"],"use_cases":["Seed and control random number generation across PyTorch experiments to ensure reproducibility","Visualize model outputs, training dynamics, or intermediate representations using built-in plotting utilities","Standardize utility patterns across a team's PyTorch projects through a shared library","Debug neural network behavior by leveraging helper functions for common ML tasks"],"what_it_does":"arm-pytorch-utilities is a collection of helper functions for PyTorch development maintained by the University of Michigan ARM Lab. It provides utilities centered on random number generation control and visualization, designed to support reproducible machine learning experiments and aid in debugging PyTorch models.\n\nThe package depends on torch, numpy, matplotlib, scipy, and pytorch-seed, making it a natural fit for existing ML workflows. It requires Python 3.6+ and PyTorch 1.0+. Installation is straightforward via pip, and the project supports editable installs for development. The codebase is actively maintained with recent commits and has been in development since 2023-02-10.","worth_installing":"Yes, if you work regularly with PyTorch and need reproducible RNG control or visualization helpers. The package has low install friction, active maintenance, permissive licensing, and no known vulnerabilities. The small repository size suggests it is specialized rather than general-purpose, so evaluate whether its specific utilities match your workflow."},"id":"arm-pytorch-utilities","links":{"html":"https://skillfed.io/packages/arm-pytorch-utilities","md":"https://skillfed.io/packages/arm-pytorch-utilities.md","pypi":"https://pypi.org/project/arm-pytorch-utilities/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-03-10","license_spdx":null,"license_treatment":"permissive","name":"arm-pytorch-utilities","python_support":"supports_current","summary":"Utilities for working with pytorch"},"popularity":{"monthly_downloads":123137,"position":11922,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.5.0"}