distributed-llm-pretraining-torchtitan

Pass

Audited by Gen Agent Trust Hub on Apr 30, 2026

Risk Level: SAFE
Full Analysis
  • [SAFE]: The skill serves as a comprehensive guide for distributed LLM pretraining using TorchTitan, providing legitimate workflows and technical references.
  • [EXTERNAL_DOWNLOADS]: All referenced external resources, including GitHub repository clones and package installations, target official and well-known PyTorch organizations (e.g., github.com/pytorch/torchtitan, github.com/pytorch/ao). These are considered trusted sources.
  • [COMMAND_EXECUTION]: The skill includes shell commands for launching training via torchrun and srun (SLURM), as well as Python utility scripts. These commands are standard for machine learning development and high-performance computing environments.
  • [CREDENTIALS_UNSAFE]: The skill uses clear placeholders for authentication tokens (e.g., YOUR_HF_TOKEN) when downloading assets from Hugging Face, adhering to safe documentation practices. No hardcoded credentials or secrets were found.
Audit Metadata
Risk Level
SAFE
Analyzed
Apr 30, 2026, 05:57 AM