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pytorch-lightning - PyTorch Lightning Training Framework

High-level PyTorch framework for distributed training with automatic DDP/FSDP/DeepSpeed support

Tags

Updated: 2026-05-28
PyTorch Lightningtraining frameworkdistributed trainingddp

Capabilities

train modelvalidate modeltest modellog metrics

Typical Inputs

PyTorch modelDataLoadertraining configuration

Typical Outputs

trained modelmodel checkpointtraining log

What this skill does

  • train model
  • validate model
  • test model
  • log metrics
  • save checkpoint
  • adjust learning rate
  • configure optimizer
  • distribute training
  • switch devices
  • monitor training

Inputs

  • PyTorch model
  • DataLoader
  • training configuration

Outputs

  • trained model
  • model checkpoint
  • training log
  • training metrics

Requirements

  • lightning library
  • torch
  • transformers
  • CPU/GPU/TPU/MPS support
  • FP32/FP16/BF16/FP8 precision

Source

  • Spec: SKILL.md

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