Exploring the Lifecycle and Maintenance Practices of Pre-Trained Models in Open-Source Software Repositories

Détails bibliographiques
Titre: Exploring the Lifecycle and Maintenance Practices of Pre-Trained Models in Open-Source Software Repositories
Auteurs: Koohjani, Matin, Costa, Diego Elias
Année de publication: 2025
Collection: Computer Science
Mots-clés sujets: Computer Science - Software Engineering
Description: Pre-trained models (PTMs) are becoming a common component in open-source software (OSS) development, yet their roles, maintenance practices, and lifecycle challenges remain underexplored. This report presents a plan for an exploratory study to investigate how PTMs are utilized, maintained, and tested in OSS projects, focusing on models hosted on platforms like Hugging Face and PyTorch Hub. We plan to explore how PTMs are used in open-source software projects and their related maintenance practices by mining software repositories that use PTMs and analyzing their code-base, historical data, and reported issues. This study aims to provide actionable insights into improving the use and sustainability of PTM in open-source projects and a step towards a foundation for advancing software engineering practices in the context of model dependencies.
Type de document: Working Paper
URL d'accès: http://arxiv.org/abs/2504.06040
Numéro d'inventaire: edsarx.2504.06040
Base de données: arXiv
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