distributed-llm-pretraining-torchtitan

Pass

Audited by Gen Agent Trust Hub on Nov 1, 2026

Risk Level: SAFE
Full Analysis
  • [EXTERNAL_DOWNLOADS]: The skill instructs the user to download the TorchTitan repository from the official PyTorch GitHub organization. This is a standard procedure for using this specific training framework.
  • [EXTERNAL_DOWNLOADS]: The skill facilitates the download of model assets, such as tokenizers, from the official Meta Llama repositories on Hugging Face using the download_hf_assets.py script provided by the framework.
  • [REMOTE_CODE_EXECUTION]: The skill includes instructions to install the torchao library directly from the official PyTorch GitHub repository using pip install git+https://github.com/pytorch/ao.git to enable Float8 training features.
  • [COMMAND_EXECUTION]: The skill uses torchrun and SLURM (srun, sbatch) for managing distributed training processes across multiple GPUs and nodes. These are standard tools in high-performance computing and machine learning environments.
  • [CREDENTIALS_UNSAFE]: The skill references the use of Hugging Face tokens (hf_token) for accessing model assets. It correctly utilizes placeholders (e.g., YOUR_HF_TOKEN) and directs users to the official Hugging Face settings page to generate their own credentials, adhering to safe secret management practices.
Audit Metadata
Risk Level
SAFE
Analyzed
Nov 1, 2026, 04:15 AM