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.pyscript provided by the framework. - [REMOTE_CODE_EXECUTION]: The skill includes instructions to install the
torchaolibrary directly from the official PyTorch GitHub repository usingpip install git+https://github.com/pytorch/ao.gitto enable Float8 training features. - [COMMAND_EXECUTION]: The skill uses
torchrunand 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.
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