The Agent Skills Directory

[SAFE]: The skill provides instructional content for PyTorch Lightning, which is a standard, trusted open-source framework for machine learning. All demonstrated code uses official APIs for model definition and training loops.
[SAFE]: External dependencies referenced in the instructions, such as lightning, torch, transformers, ray, optuna, wandb, and transformer-engine, are all official packages from well-known technology organizations and are fetched from public, trusted registries.
[SAFE]: The documentation provides standard templates for multi-node training on high-performance computing clusters (SLURM, Kubernetes) and uses private network address placeholders (e.g., 192.168.1.100) for master node addresses.
[SAFE]: Code examples for database integration in Optuna utilize generic 'user:pass' placeholders, which is a standard and safe way to demonstrate configuration without exposing actual credentials.

pytorch-lightning