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pytorch-lightning - PyTorch Lightning Training Framework

High-level PyTorch framework with automatic distributed training and minimal boilerplate

Tags

Updated: 2026-05-28

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • train model
  • switch device
  • run distributed training
  • log metrics
  • save checkpoint
  • validate model
  • test model
  • monitor training
  • schedule learning rate
  • accumulate gradients

Inputs

  • PyTorch model
  • training data
  • validation data
  • test data
  • GPU devices

Outputs

  • trained model
  • model checkpoints
  • training logs
  • validation metrics
  • test results

Requirements

  • Python
  • PyTorch
  • Lightning package
  • GPU or TPU

Source

  • Spec: SKILL.md

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PyTorch Lightning
Training Framework
Distributed Training
DDP
FSDP
DeepSpeed
train model
switch device
run distributed training
log metrics
PyTorch model
training data
validation data
trained model
model checkpoints
training logs