pytorch-lightning

SKILL.md

PyTorch Lightning is a deep learning framework that organizes PyTorch code to eliminate boilerplate while maintaining full flexibility. Automate training workflows, multi-device orchestration, and implement best practices for neural network training and scaling across multiple GPUs/TPUs.

Quick template reference: See scripts/templatelightningmodule.py for a complete boilerplate.

Detailed documentation: Read references/lightningmodule.md for comprehensive method documentation, hooks, properties, and best practices.

Marco de aprendizaje profundo (PyTorch Lightning). Organice el código PyTorch en LightningModules, configure Trainers para múltiples GPU/TPU, implemente canalizaciones de datos, devoluciones de llamadas, registros (W&B, TensorBoard), capacitación distribuida (DDP, FSDP, DeepSpeed) para capacitación de redes neuronales escalables. Fuente: jackspace/claudeskillz.

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