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nvflare-convert-pytorch

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Convert existing plain or manual PyTorch training code into an NVFLARE federated job using Client API model exchange, local validation, and job export; use when the user names plain PyTorch or preliminary source inspection identifies one plain-PyTorch owner, and not for Lightning, other frameworks, deployment, POC/production lifecycle, or experiment workflows.

skills/nvflare-convert-pytorch/SKILL.md

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Nov 9, 2026

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Nov 6, 2026
License
Apache-2.0

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# NVFLARE Convert PyTorch

## Use When

Use when converting an existing plain PyTorch training script, `torch.nn.Module`,
manual training loop, `state_dict` workflow, data loader, checkpoint, or metric loop
into an NVFLARE federated training job. Supports horizontal FL, Client API model
exchange with `FLModel`, recipe `aggregator=` hooks, validation, and export.

## Do Not Use When

Do not use for PyTorch Lightning (route to `nvflare-convert-lightning`), Hugging Face Trainer (route to `nvflare-convert-huggingface`), TensorFlow, XGBoost,
scikit-learn, failed jobs (route to
`nvflare-diagnose-job`), federated statistics without training (route to