Deep4ge: A Dataset for Fault Detection and Diagnosis in Deep Neural Networks

Deep4ge v1.0.0 A dataset of 14,227 DNN programs with their training logs generated from 60 real-world DNN programs, engineered for fault detection and diagnosis research in deep neural networks. Dataset contents 9,845 faulty training logs across 7 fault categories 4,382 correct baseline logs 60 StackOverflow seed programs (FNN / CNN / RNN) 31 dynamic features per epoch (gradients, activations, weights, hardware) Manifest index, data dictionary, and validation scripts Licenses Dataset: CC BY 4.0 Mutation framework: MIT Citation If you use Deep4ge, please cite this release and refer to the CITATION.cff file in the repository.